NotebookR.ipynb

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    "# Webinar: NASA ORNL DAAC MODIS and VIIRS Data Tools and Services at your Fingertips\n",
    "-----\n",
    "\n",
    "*Note 1: Relative links inside the notebook will not work when viewed in GitHub*     \n",
    "*Note 2: Two dollar signs in one line does odd things to GitHub markdown. Some code outputs contain mysterious tags. Open in jupyter notebook and you will not see these.*\n",
    "\n",
    "### Table of Contents\n",
    "\n",
    "[**Introduction**](#Introduction)           \n",
    "* [**Helpful Links**](#Helpful-Links)           \n",
    "* [**Prerequisites**](#Prerequisites)           \n",
    "* [**GET products**](#GET-products)     \n",
    "\n",
    "[**Get EVI Subsets from MODIS/VIIRS Web Service**](#Get-VIIRS-EVI-Subsets-from-MODIS/VIIRS-Web-Service)     \n",
    "\n",
    "* [**GET dates**](#GET-dates)                                                                    \n",
    "* [**GET subset**](#GET-subset)\n",
    "    * [Capture subset metadata](#Capture-subset-metadata)\n",
    "    * [Format subset response to familiar structure](#Format-subset-response-to-familiar-structure)\n",
    "    * [Plot raster grid](#Plot-the-subset-as-a-raster-grid)           \n",
    "\n",
    "\n",
    "* [**Request a time series**](#Make-a-time-series-from-multiple-subset-requests)                  \n",
    "* [**Quality filtering**](#Apply-quality-filter-to-the-time-series)                          \n",
    "    * [Depict workflow as raster grid](#Depict-filtering-workflow-as-raster-grids)             \n",
    "    \n",
    "    \n",
    "* [**Time series by land cover type**](#Time-series-by-land-cover-type)                          \n",
    "* [**Bonus Content**](#BONUS-CONTENT)                                                            \n",
    "    * [MOD11A2 QC Table in R](#MOD11A2-QC-Table-in-R)     \n",
    "    * [VNP15A2H QC Table in R](#VNP15A2H-QC-Table-in-R)              \n",
    "\n",
    "\n",
    "# Introduction\n",
    "-----\n",
    "\n",
    "In this demo, we'll learn how to access the MODIS/VIIRS Web Service using R and efficiently prepare a time series of data for further analysis. The methods in this demo can be applied to subsets that are retrieved through the MODIS/VIIRS Global Subsetting Tool or Web Service.\n",
    "\n",
    "First, we'll see example usage for the **dates** and **subset** web service functions. Then we'll request a time series of Enhanced Vegetation Index (EVI) from the [**VIIRS Vegetation Indices (VNP13A1)**](https://dx.doi.org/10.5067/VIIRS/VNP13A1.001) product and learn how to apply custom filtering based on user-specified quality criteria.  \n",
    "\n",
    "To place a MODIS/VIIRS Global Tool Order for the data used in the demo, use the following curl command:\n",
    "```\n",
    "curl -X GET --header 'Accept: text/csv' 'https://modis.ornl.gov/rst/api/v1/VNP13A1/subsetOrder?latitude=35.69946&longitude=-83.51339&email=<YOUR@EMAIL.COM>&uid=<MY-ORDER>&startDate=A2012017&endDate=A2018201&kmAboveBelow=2&kmLeftRight=2'\n",
    "```\n",
    "But replace ```<MY-ORDER>``` with an ID and ```<YOUR@EMAIL.COM>``` with your email ...\n",
    "\n",
    "**We will start with this plot EVI that assumes all data quality is satisfactory:**    \n",
    "<img src=\"pictures/evi2_unfiltered.png\" style=\"width: 800px;\">\n",
    "\n",
    "**And finish with this plot of filtered EVI that indicates the percentage of pixels meeting our custom quality criteria:**\n",
    "<img src=\"pictures/evi2_filtered.png\" style=\"width: 800px;\">\n",
    "\n",
    "**Using a method that looks something like this:**\n",
    "<img src=\"pictures/filtering_example.png\" style=\"width: 800px;\">\n",
    "<img src=\"pictures/raster_grids_filtering_evi2.png\" style=\"width: 800px;\">\n",
    "\n",
    "Then we'll see a short example of how to summarize our EVI time series according to land cover types from the [**MODIS Land Cover (MCD12Q1)**](https://dx.doi.org/10.5067/MODIS/MCD12Q1.006) product.\n",
    "\n",
    "<img src=\"pictures/evi2_land_cover_filtered.png\" style=\"width: 800px;\">\n",
    "\n",
    "\n",
    "# Helpful Links\n",
    "-----\n",
    "\n",
    "[ORNL DAAC MODIS Webpage](https://modis.ornl.gov/)     \n",
    "[MODIS Web Service](https://modis.ornl.gov/data/modis_webservice.html)     \n",
    "[VNP13A1 User Guide](https://lpdaac.usgs.gov/sites/default/files/public/product_documentation/vnp13_user_guide_atbd_v2.1.2.pdf)     \n",
    "[MCD12Q1 User Guide](https://lpdaac.usgs.gov/sites/default/files/public/product_documentation/mcd12_user_guide_v6.pdf)     \n",
    "\n",
    "# Prerequisites\n",
    "-----\n",
    "\n",
    "**Libraries:**      \n",
    "\n",
    "* **httr** &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; for submitting GET requests                   \n",
    "* **jsonlite** &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; for parsing JSON response to R data frame     \n",
    "* **ggplot2, scales, viridis** &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; for convenient plotting                       \n",
    "\n",
    "Instead of **jsonlite**, you could use the **readr** library to parse a text response to an R data frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: viridisLite\n",
      "\n",
      "Attaching package: 'viridis'\n",
      "\n",
      "The following object is masked from 'package:scales':\n",
      "\n",
      "    viridis_pal\n",
      "\n",
      "Loading required package: gridExtra\n",
      "Loading required package: sp\n",
      "Loading required package: lattice\n",
      "Loading required package: latticeExtra\n",
      "Loading required package: RColorBrewer\n",
      "\n",
      "Attaching package: 'latticeExtra'\n",
      "\n",
      "The following object is masked from 'package:ggplot2':\n",
      "\n",
      "    layer\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Web service interaction:\n",
    "library(httr)\n",
    "library(jsonlite)\n",
    "\n",
    "# Plots:\n",
    "library(ggplot2)\n",
    "library(scales)\n",
    "library(viridis)\n",
    "require(gridExtra)\n",
    "\n",
    "# Rasters:\n",
    "library(raster)\n",
    "library(rasterVis)\n",
    "\n",
    "options(warn=-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## GET products\n",
    "------\n",
    "\n",
    "Visit the ORNL DAAC MODIS/VIIRS Web Service help page for descriptions and usage examples of each web service function:\n",
    "https://modis.ornl.gov/data/modis_webservice.html\n",
    "\n",
    "Set the REST API endpoint and test connectivity using **httr::http_status**.\n",
    "\n",
    "**GET products:**\n",
    "https://modis.ornl.gov/rst/api/v1/products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'Success: (200) OK'"
      ],
      "text/latex": [
       "'Success: (200) OK'"
      ],
      "text/markdown": [
       "'Success: (200) OK'"
      ],
      "text/plain": [
       "[1] \"Success: (200) OK\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "url <- \"https://modis.ornl.gov/rst/api/v1/\"\n",
    "\n",
    "response <- GET(\"https://modis.ornl.gov/rst/api/v1/products\")\n",
    "http_status(response)$message"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use **httr::content** to parse the response object to a list. There are other parsing options that may make your life easier depending on your needs. See the [httr documentation](https://cran.r-project.org/web/packages/httr/httr.pdf) on CRAN.\n",
    "\n",
    "See https://modis.ornl.gov/data/modis_webservice.html for more information about web service functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'list'"
      ],
      "text/latex": [
       "'list'"
      ],
      "text/markdown": [
       "'list'"
      ],
      "text/plain": [
       "[1] \"list\""
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     "output_type": "display_data"
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      "text/html": [
       "<ol>\n",
       "\t<li><dl>\n",
       "\t<dt>$product</dt>\n",
       "\t\t<dd>'Daymet'</dd>\n",
       "\t<dt>$description</dt>\n",
       "\t\t<dd>'Daily Surface Weather Data (Daymet) on a 1-km Grid for North America, Version 3'</dd>\n",
       "\t<dt>$frequency</dt>\n",
       "\t\t<dd>'Daily'</dd>\n",
       "\t<dt>$resolution_meters</dt>\n",
       "\t\t<dd>1000</dd>\n",
       "</dl>\n",
       "</li>\n",
       "</ol>\n"
      ],
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       "\\begin{enumerate}\n",
       "\\item \\begin{description}\n",
       "\\item[\\$product] 'Daymet'\n",
       "\\item[\\$description] 'Daily Surface Weather Data (Daymet) on a 1-km Grid for North America, Version 3'\n",
       "\\item[\\$frequency] 'Daily'\n",
       "\\item[\\$resolution\\_meters] 1000\n",
       "\\end{description}\n",
       "\n",
       "\\end{enumerate}\n"
      ],
      "text/markdown": [
       "1. $product\n",
       ":   'Daymet'\n",
       "$description\n",
       ":   'Daily Surface Weather Data (Daymet) on a 1-km Grid for North America, Version 3'\n",
       "$frequency\n",
       ":   'Daily'\n",
       "$resolution_meters\n",
       ":   1000\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
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       "[[1]]\n",
       "[[1]]$product\n",
       "[1] \"Daymet\"\n",
       "\n",
       "[[1]]$description\n",
       "[1] \"Daily Surface Weather Data (Daymet) on a 1-km Grid for North America, Version 3\"\n",
       "\n",
       "[[1]]$frequency\n",
       "[1] \"Daily\"\n",
       "\n",
       "[[1]]$resolution_meters\n",
       "[1] 1000\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "products <- content(response)$products\n",
    "typeof(products)\n",
    "products[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get VIIRS EVI Subsets from MODIS/VIIRS Web Service\n",
    "\n",
    "We will submit a subset request for the **VIIRS Enhanced Vegetation Index 2 (VNP13A1)** for a site in Great Smoky Mountains National Park near Gatlinburg, TN (35.71326, -83.51047). Around 11,000 acres burned during the [Chimney Tops 2 Fire](https://www.nps.gov/grsm/learn/news/nps-releases-review-of-chimney-tops-2-fire.htm) in November and December 2016.\n",
    "\n",
    "\n",
    "## GET dates\n",
    "------\n",
    "\n",
    "```https://modis.ornl.gov/rst/api/v1/PRODUCT/dates?latitude=LATITUDE&longitude=LONGITUDE```\n",
    "\n",
    "The MODIS/VIIRS Web Service has a ten tile limit per request to ensure responsivity of the service and to avoid time outs. We need to make a list of available dates to iterate through while we submit our subset requests. The **dates** function returns a list of available dates for the specified coordinate and MODIS/VIIRS product.\n",
    "\n",
    "| Parameter          | Description                                                   |\n",
    "|:-------------------|:--------------------------------------------------------------|\n",
    "| **product**        | MODIS/VIIRS product code as listed by **products** function   |\n",
    "| **latitude**       | latitude                                                      |\n",
    "| **longitude**      | longitude                                                     |\n",
    "\n",
    "The response contains a list of two strings per available MODIS date for the requested MODIS/VIIRS product and coordinate:\n",
    "* modis_date (\"AYYYYDOY\")    \n",
    "* calendar_date (\"YYYY-MM-DD\")\n",
    "\n",
    "Get the available dates for VNP13A1 at our site:"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'A2012017'</li>\n",
       "\t<li>'A2012025'</li>\n",
       "\t<li>'A2012033'</li>\n",
       "\t<li>'A2012041'</li>\n",
       "\t<li>'A2012049'</li>\n",
       "\t<li>'A2012057'</li>\n",
       "\t<li>'A2012065'</li>\n",
       "\t<li>'A2012073'</li>\n",
       "\t<li>'A2012081'</li>\n",
       "\t<li>'A2012089'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'A2012017'\n",
       "\\item 'A2012025'\n",
       "\\item 'A2012033'\n",
       "\\item 'A2012041'\n",
       "\\item 'A2012049'\n",
       "\\item 'A2012057'\n",
       "\\item 'A2012065'\n",
       "\\item 'A2012073'\n",
       "\\item 'A2012081'\n",
       "\\item 'A2012089'\n",
       "\\end{enumerate*}\n"
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      "text/markdown": [
       "1. 'A2012017'\n",
       "2. 'A2012025'\n",
       "3. 'A2012033'\n",
       "4. 'A2012041'\n",
       "5. 'A2012049'\n",
       "6. 'A2012057'\n",
       "7. 'A2012065'\n",
       "8. 'A2012073'\n",
       "9. 'A2012081'\n",
       "10. 'A2012089'\n",
       "\n",
       "\n"
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       " [1] \"A2012017\" \"A2012025\" \"A2012033\" \"A2012041\" \"A2012049\" \"A2012057\"\n",
       " [7] \"A2012065\" \"A2012073\" \"A2012081\" \"A2012089\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set dates request parameters\n",
    "prod <- 'VNP13A1'   # MODIS product\n",
    "lat <- 35.71326     # Input latitude\n",
    "lon <- -83.51047    # Input longitude\n",
    "\n",
    "r <- GET(paste0(\"https://modis.ornl.gov/rst/api/v1/\",prod,\"/dates?latitude=\",lat,\"&longitude=\",lon)) # Get dates response\n",
    "dates <- content(r)$dates # Parse response object to list\n",
    "modis_dates <- unlist(lapply(dates, function(dt) dt$modis_date)) # Split list of lists into list of modis date strings\n",
    "calendar_dates <- as.Date(unlist(lapply(dates, function(dt) dt$calendar_date))) # and also into R date objects\n",
    "doys <- substr(modis_dates,start=6,stop=8) # Also get a list of days of the year\n",
    "\n",
    "# Print the first ten modis dates\n",
    "paste(modis_dates[1:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## GET subset\n",
    "------\n",
    "\n",
    "The **subset** function returns the subset in either json or text/csv format. *kmAboveBelow* and *kmLeftRightight* indicate the number of kilometers above and below, left and right of the center pixel of the subset; e.g. for a 500-m product (MOD09A1) 10, 10 will result in a subset with a spatial extent covering 20.5- x 20.5-km. The subset command takes the following inputs:\n",
    "\n",
    "| Parameter          | Description                                                   |\n",
    "|:-------------------|:--------------------------------------------------------------|\n",
    "| **product**        | MODIS product code as listed by **products**                  |\n",
    "| **latitude**       | latitude                                                      |\n",
    "| **longitude**      | longitude                                                     |\n",
    "| **band**           | band ID as listed by **bands**                                |\n",
    "| **startDate**      | MODIS start date as listed by **dates** (\"AYYYYDOY\")          |\n",
    "| **endDate**        | MODIS end date as listed by **dates** (\"AYYYYDOY\")            |\n",
    "| **kmAboveBelow**   | number of kilometers to subset above and below center pixel   |\n",
    "| **kmLeftRight**    | number of kilometers to subset left and right of center pixel |\n",
    "\n",
    "\n",
    "The response includes helpful metadata about the subset:\n",
    "\n",
    "* band --- requested band\n",
    "* cellsize --- cell size in meters\n",
    "* header --- request url\n",
    "* latitude --- latitude of center pixel of subset\n",
    "* longitude --- longitude of center pixel of subset\n",
    "* ncols --- number of columns in the subset\n",
    "* nrows --- number of rows in the subset\n",
    "* scale --- scale factor\n",
    "* **subset --- subset data; one per timestep - see below**\n",
    "* units --- product data units\n",
    "* xllcorner --- MODIS sinusoidal x-coordinate of the lower left corner of the subset\n",
    "* yllcorner --- MODIS sinusoidal y-coordinate of the lower left corner of the subset\n",
    "\n",
    "**The subset data are stored within the subset element of the response. We'll take a look at its contents in the next step.**\n",
    "\n",
    "In the following code block we set our subset parameters, make a simple function that combines all of them into a URL string, and submit a subset request for the first date in our list:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl>\n",
       "\t<dt>$xllcorner</dt>\n",
       "\t\t<dd>'-7541804.45'</dd>\n",
       "\t<dt>$yllcorner</dt>\n",
       "\t\t<dd>'3969200.01'</dd>\n",
       "\t<dt>$cellsize</dt>\n",
       "\t\t<dd>463.3127</dd>\n",
       "\t<dt>$nrows</dt>\n",
       "\t\t<dd>9</dd>\n",
       "\t<dt>$ncols</dt>\n",
       "\t\t<dd>9</dd>\n",
       "\t<dt>$band</dt>\n",
       "\t\t<dd>'500_m_16_days_EVI2'</dd>\n",
       "\t<dt>$units</dt>\n",
       "\t\t<dd>'EVI2 ratio - No units'</dd>\n",
       "\t<dt>$scale</dt>\n",
       "\t\t<dd>'0.0001'</dd>\n",
       "\t<dt>$latitude</dt>\n",
       "\t\t<dd>35.7133</dd>\n",
       "\t<dt>$longitude</dt>\n",
       "\t\t<dd>-83.5105</dd>\n",
       "\t<dt>$header</dt>\n",
       "\t\t<dd>'https://modis.ornl.gov/rst/api/v1/VNP13A1/subset?latitude=35.71326&amp;longitude=-83.51047&amp;band=500_m_16_days_EVI2&amp;startDate=A2012017&amp;endDate=A2012017&amp;kmAboveBelow=2&amp;kmLeftRight=2'</dd>\n",
       "\t<dt>$subset</dt>\n",
       "\t\t<dd><table>\n",
       "<thead><tr><th scope=col>modis_date</th><th scope=col>calendar_date</th><th scope=col>band</th><th scope=col>tile</th><th scope=col>proc_date</th><th scope=col>data</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>A2012017                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           </td><td>2012-01-17                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         </td><td>500_m_16_days_EVI2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 </td><td>h11v05                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             </td><td>2018137160532                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      </td><td>1920, 2032, 2042, 1744, 1887, 1588, 1588, 1932, 2154, 2048, 1778, 1448, 1493, 1493, 1388, 1698, 2326, 2385, 1593, 1772, 1593, 2186, 1779, 1519, 1760, 2001, 2375, 1922, 2152, 2090, 2090, 1554, 1720, 2169, 1954, 2244, 1497, 1497, 1778, 2060, 1421, 1372, 1501, 1757, 1106, 2426, 2239, 2235, 1814, 1697, 1653, 1621, 1577, 1417, 1812, 1576, 1473, 1686, 2385, 2876, 2059, 2059, 1997, 1767, 2030, 1809, 1694, 900, 1354, 2570, 2024, 1905, 1958, 1958, 2643, 1569, 1128, 1851, 2955, 3292, 2222</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description}\n",
       "\\item[\\$xllcorner] '-7541804.45'\n",
       "\\item[\\$yllcorner] '3969200.01'\n",
       "\\item[\\$cellsize] 463.3127\n",
       "\\item[\\$nrows] 9\n",
       "\\item[\\$ncols] 9\n",
       "\\item[\\$band] '500\\_m\\_16\\_days\\_EVI2'\n",
       "\\item[\\$units] 'EVI2 ratio - No units'\n",
       "\\item[\\$scale] '0.0001'\n",
       "\\item[\\$latitude] 35.7133\n",
       "\\item[\\$longitude] -83.5105\n",
       "\\item[\\$header] 'https://modis.ornl.gov/rst/api/v1/VNP13A1/subset?latitude=35.71326\\&longitude=-83.51047\\&band=500\\_m\\_16\\_days\\_EVI2\\&startDate=A2012017\\&endDate=A2012017\\&kmAboveBelow=2\\&kmLeftRight=2'\n",
       "\\item[\\$subset] \\begin{tabular}{r|llllll}\n",
       " modis\\_date & calendar\\_date & band & tile & proc\\_date & data\\\\\n",
       "\\hline\n",
       "\t A2012017                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            & 2012-01-17                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          & 500\\_m\\_16\\_days\\_EVI2                                                                                                                                                                                                                                                                                                                                                                                                                                                                          & h11v05                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              & 2018137160532                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       & 1920, 2032, 2042, 1744, 1887, 1588, 1588, 1932, 2154, 2048, 1778, 1448, 1493, 1493, 1388, 1698, 2326, 2385, 1593, 1772, 1593, 2186, 1779, 1519, 1760, 2001, 2375, 1922, 2152, 2090, 2090, 1554, 1720, 2169, 1954, 2244, 1497, 1497, 1778, 2060, 1421, 1372, 1501, 1757, 1106, 2426, 2239, 2235, 1814, 1697, 1653, 1621, 1577, 1417, 1812, 1576, 1473, 1686, 2385, 2876, 2059, 2059, 1997, 1767, 2030, 1809, 1694, 900, 1354, 2570, 2024, 1905, 1958, 1958, 2643, 1569, 1128, 1851, 2955, 3292, 2222\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\end{description}\n"
      ],
      "text/markdown": [
       "$xllcorner\n",
       ":   '-7541804.45'\n",
       "$yllcorner\n",
       ":   '3969200.01'\n",
       "$cellsize\n",
       ":   463.3127\n",
       "$nrows\n",
       ":   9\n",
       "$ncols\n",
       ":   9\n",
       "$band\n",
       ":   '500_m_16_days_EVI2'\n",
       "$units\n",
       ":   'EVI2 ratio - No units'\n",
       "$scale\n",
       ":   '0.0001'\n",
       "$latitude\n",
       ":   35.7133\n",
       "$longitude\n",
       ":   -83.5105\n",
       "$header\n",
       ":   'https://modis.ornl.gov/rst/api/v1/VNP13A1/subset?latitude=35.71326&amp;longitude=-83.51047&amp;band=500_m_16_days_EVI2&amp;startDate=A2012017&amp;endDate=A2012017&amp;kmAboveBelow=2&amp;kmLeftRight=2'\n",
       "$subset\n",
       ":   \n",
       "modis_date | calendar_date | band | tile | proc_date | data | \n",
       "|---|\n",
       "| A2012017                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | 2012-01-17                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | 500_m_16_days_EVI2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | h11v05                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | 2018137160532                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | 1920, 2032, 2042, 1744, 1887, 1588, 1588, 1932, 2154, 2048, 1778, 1448, 1493, 1493, 1388, 1698, 2326, 2385, 1593, 1772, 1593, 2186, 1779, 1519, 1760, 2001, 2375, 1922, 2152, 2090, 2090, 1554, 1720, 2169, 1954, 2244, 1497, 1497, 1778, 2060, 1421, 1372, 1501, 1757, 1106, 2426, 2239, 2235, 1814, 1697, 1653, 1621, 1577, 1417, 1812, 1576, 1473, 1686, 2385, 2876, 2059, 2059, 1997, 1767, 2030, 1809, 1694, 900, 1354, 2570, 2024, 1905, 1958, 1958, 2643, 1569, 1128, 1851, 2955, 3292, 2222 | \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "$xllcorner\n",
       "[1] \"-7541804.45\"\n",
       "\n",
       "$yllcorner\n",
       "[1] \"3969200.01\"\n",
       "\n",
       "$cellsize\n",
       "[1] 463.3127\n",
       "\n",
       "$nrows\n",
       "[1] 9\n",
       "\n",
       "$ncols\n",
       "[1] 9\n",
       "\n",
       "$band\n",
       "[1] \"500_m_16_days_EVI2\"\n",
       "\n",
       "$units\n",
       "[1] \"EVI2 ratio - No units\"\n",
       "\n",
       "$scale\n",
       "[1] \"0.0001\"\n",
       "\n",
       "$latitude\n",
       "[1] 35.7133\n",
       "\n",
       "$longitude\n",
       "[1] -83.5105\n",
       "\n",
       "$header\n",
       "[1] \"https://modis.ornl.gov/rst/api/v1/VNP13A1/subset?latitude=35.71326&longitude=-83.51047&band=500_m_16_days_EVI2&startDate=A2012017&endDate=A2012017&kmAboveBelow=2&kmLeftRight=2\"\n",
       "\n",
       "$subset\n",
       "  modis_date calendar_date               band   tile     proc_date\n",
       "1   A2012017    2012-01-17 500_m_16_days_EVI2 h11v05 2018137160532\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 data\n",
       "1 1920, 2032, 2042, 1744, 1887, 1588, 1588, 1932, 2154, 2048, 1778, 1448, 1493, 1493, 1388, 1698, 2326, 2385, 1593, 1772, 1593, 2186, 1779, 1519, 1760, 2001, 2375, 1922, 2152, 2090, 2090, 1554, 1720, 2169, 1954, 2244, 1497, 1497, 1778, 2060, 1421, 1372, 1501, 1757, 1106, 2426, 2239, 2235, 1814, 1697, 1653, 1621, 1577, 1417, 1812, 1576, 1473, 1686, 2385, 2876, 2059, 2059, 1997, 1767, 2030, 1809, 1694, 900, 1354, 2570, 2024, 1905, 1958, 1958, 2643, 1569, 1128, 1851, 2955, 3292, 2222\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the remaining subset request parameters\n",
    "data_band <- '500_m_16_days_EVI2'        # Daytime LST band name\n",
    "qc_band <- '500_m_16_days_VI_Quality'    # Daytime QC band name\n",
    "above_below <- 2                         # km above/below\n",
    "left_right <- 2                          # km left/right\n",
    "\n",
    "requestURL <- function(latitude, longitude, product, band, start_date, end_date, kmAB, kmLR){\n",
    "    return(\n",
    "        paste0(\n",
    "            url,product,\"/subset?\",\n",
    "            \"latitude=\",latitude,\n",
    "            \"&longitude=\",longitude,\n",
    "            \"&band=\",band,\n",
    "            \"&startDate=\",start_date,\n",
    "            \"&endDate=\",end_date,\n",
    "            \"&kmAboveBelow=\",kmAB,\n",
    "            \"&kmLeftRight=\",kmLR\n",
    "        )\n",
    "    )\n",
    "}\n",
    "\n",
    "r <- GET(requestURL(lat, lon, prod, data_band, modis_dates[1], modis_dates[1], above_below, left_right))\n",
    "subset <- fromJSON(toJSON(content(r)))\n",
    "subset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Capture subset metadata\n",
    "\n",
    "Save some metadata about our subset to use for plotting raster grids:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Row count:  9 \n",
      "Col count:  9 \n",
      "Lower left X:  -7541804 \n",
      "Lower left Y:  3969200 \n",
      "Pixel size:  463.3127 \n",
      "Scale factor:  1e-04"
     ]
    }
   ],
   "source": [
    "nrow <- as.integer(subset$nrow)             # number of rows\n",
    "ncol <- as.integer(subset$ncol)             # number of columns\n",
    "xllcorner <- as.double(subset$xllcorner)    # lower left hand corner x-coordinate\n",
    "yllcorner <- as.double(subset$yllcorner)    # lower left hand corner y-coordinate\n",
    "cellsize <- as.double(subset$cellsize)      # pixel size\n",
    "scale <- as.double(subset$scale)            # scale factor\n",
    "\n",
    "cat(\n",
    "    \"Row count: \",nrow,\n",
    "    \"\\nCol count: \",ncol,\n",
    "    \"\\nLower left X: \",xllcorner,\n",
    "    \"\\nLower left Y: \",yllcorner,\n",
    "    \"\\nPixel size: \",cellsize,\n",
    "    \"\\nScale factor: \",scale\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Format subset response to familiar structure\n",
    "\n",
    "We can reformat the time series into a structure more suitable for plotting by converting the **data** column into a data frame and transposing it such that each row is one step in the time series and each column is a pixel. \n",
    "\n",
    "The resulting structure matches what we would get by reading a CSV from the Global Tool into a data frame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>A2012017</th><td>0.192 </td><td>0.2032</td><td>0.2042</td><td>0.1744</td><td>0.1887</td><td>0.1588</td><td>0.1588</td><td>0.1932</td><td>0.2154</td><td>0.2048</td><td>...   </td><td>0.1905</td><td>0.1958</td><td>0.1958</td><td>0.2643</td><td>0.1569</td><td>0.1128</td><td>0.1851</td><td>0.2955</td><td>0.3292</td><td>0.2222</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
       "\tA2012017 & 0.192  & 0.2032 & 0.2042 & 0.1744 & 0.1887 & 0.1588 & 0.1588 & 0.1932 & 0.2154 & 0.2048 & ...    & 0.1905 & 0.1958 & 0.1958 & 0.2643 & 0.1569 & 0.1128 & 0.1851 & 0.2955 & 0.3292 & 0.2222\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| A2012017 | 0.192  | 0.2032 | 0.2042 | 0.1744 | 0.1887 | 0.1588 | 0.1588 | 0.1932 | 0.2154 | 0.2048 | ...    | 0.1905 | 0.1958 | 0.1958 | 0.2643 | 0.1569 | 0.1128 | 0.1851 | 0.2955 | 0.3292 | 0.2222 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "         [,1]  [,2]   [,3]   [,4]   [,5]   [,6]   [,7]   [,8]   [,9]   [,10] \n",
       "A2012017 0.192 0.2032 0.2042 0.1744 0.1887 0.1588 0.1588 0.1932 0.2154 0.2048\n",
       "         [,11] [,12]  [,13]  [,14]  [,15]  [,16]  [,17]  [,18]  [,19]  [,20] \n",
       "A2012017 ...   0.1905 0.1958 0.1958 0.2643 0.1569 0.1128 0.1851 0.2955 0.3292\n",
       "         [,21] \n",
       "A2012017 0.2222"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get subset$subset$data as a new data frame and transpose so that rows are timesteps and columns are pixels\n",
    "format_subset <- t(as.data.frame(subset$subset$data, col.names=subset$subset$modis_date, check.names=FALSE))\n",
    "format_subset <- format_subset*as.numeric(scale)\n",
    "format_subset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the subset as a raster grid\n",
    "\n",
    "Here make a simple function that will make raster objects based on our subset parameters. Then we make a raster object for our subset and plug in the EVI values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "class       : RasterLayer \n",
       "dimensions  : 9, 9, 81  (nrow, ncol, ncell)\n",
       "resolution  : 463.3127, 463.3127  (x, y)\n",
       "extent      : -7541804, -7537635, 3969200, 3973370  (xmin, xmax, ymin, ymax)\n",
       "coord. ref. : +proj=sinu +lon_0=0 +x_0=0 +y_0=0 +a=6371007.181 +b=6371007.181 +units=m +no_defs \n",
       "data source : in memory\n",
       "names       : layer \n",
       "values      : 0.09, 0.3292  (min, max)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gyP7PKrSrP+srqjaf23Kcdp3zj8YbZM9LiH4UFdfk3phtSsr+1dDGmGbhz+MJ1Q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\nSURBVH+qlFkKCik1AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make function to create raster objects\n",
    "r_template <- function(vals, nrow,ncol,xllcorner,yllcorner,cellsize){\n",
    "    return(\n",
    "        raster(\n",
    "            vals = vals,\n",
    "            nrows = nrow,\n",
    "            ncols = ncol,\n",
    "            xmn = xllcorner,\n",
    "            xmx = xllcorner + (ncol*cellsize),\n",
    "            ymn = yllcorner,\n",
    "            ymx = yllcorner + (nrow*cellsize),\n",
    "            crs = '+proj=sinu +lon_0=0 +x_0=0 +y_0=0 +a=6371007.181 +b=6371007.181 +units=m +no_defs ',\n",
    "            resolution = cellsize \n",
    "        )\n",
    "    )\n",
    "}\n",
    "\n",
    "# Use subset metadata and the new function to make raster object\n",
    "r_subset <- r_template(format_subset, nrow, ncol, xllcorner, yllcorner, cellsize)\n",
    "# Warp to WGS84 as another raster object\n",
    "r_subset_wgs84 <- projectRaster(r_subset, crs = '+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs ')\n",
    "\n",
    "# Plot both with rasterVis::levelplot\n",
    "r_ras1 <- levelplot(r_subset, main = paste0(\"EVI on \",subset$subset$calendar_date,\" (Sinu)\"), margin = FALSE)\n",
    "r_ras2 <- levelplot(r_subset_wgs84, main = paste0(\"EVI on \",subset$subset$calendar_date,\" (WGS84)\"), margin = FALSE)\n",
    "\n",
    "r_subset # Print raster (sinu) details\n",
    "grid.arrange(r_ras1, r_ras2, ncol=2) # Display raster grids with gridExtra::grid.arrange\n",
    "\n",
    "# Save raster objects as GeoTIFFs\n",
    "#writeRaster(r_subset,'sinu_subset.tif',options=c('COMPRESS=LZW'))\n",
    "#writeRaster(r_subset_wgs84,'wgs84_subset.tif',options=c('COMPRESS=LZW'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make a time series from multiple subset requests\n",
    "------\n",
    "\n",
    "Because of the ten tile limit imposed by the web service, we have to submit multiple requests to get a complete time series. \n",
    "\n",
    "Use the same input parameters as above and loop through the *dates* variable, submitting requests for the **2-band Enhanced Vegetation Index (500_m_16_days_EVI2)** and **VI Quality (500_m_16_days_VI_Quality)** layers for each timestep:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize response data.frames to store the returned LST and QC data\n",
    "proddata <- data.frame()\n",
    "qcdata <- data.frame()\n",
    "\n",
    "# Iterate through the list of dates and submit subset requests.\n",
    "for (dt in modis_dates){\n",
    "    \n",
    "    # Submit request and append to LST time series\n",
    "    r <- GET(requestURL(lat, lon, prod, data_band, dt, dt, above_below, left_right))\n",
    "    subset <- fromJSON(toJSON(content(r)))\n",
    "    proddata <- rbind(proddata, subset$subset)\n",
    "    \n",
    "    # Submit request and append to QC time series\n",
    "    r <- GET(requestURL(lat, lon, prod, qc_band, dt, dt, above_below, left_right))\n",
    "    qcsubset <- fromJSON(toJSON(content(r)))\n",
    "    qcdata <- rbind(qcdata, qcsubset$subset)\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the general steps to plot the time series of the subset mean:\n",
    "1. Reformat the data frame to be \"CSV-like\" as we did before    \n",
    "2. Apply the scale factor    \n",
    "3. Calculate the mean and standard deviation for each timestep as a data frame called **prodstats**   \n",
    "4. Plot the result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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amkpmbFAcu1T+jHBsdrFbMWTbnkQ8Aai1Ujz5ePMaXNzaCg1E8PWD1nlmt2YpJ2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\nEolUjQhYJBKpGv0PJwPnuO3qrkgAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make subset data \"CSV-like\":\n",
    "prodvalues <- t(as.data.frame(proddata$data, col.names=proddata$calendar_date, check.names=FALSE))\n",
    "prodvalues <- prodvalues*as.numeric(scale) # Apply scale factor\n",
    "\n",
    "prodstats <- data.frame( # prodstats data frame is passed to ggplot\n",
    "    date = as.Date(unlist(calendar_dates)), # get formatted dates from calendar_dates list (strings)\n",
    "    mean = rowMeans(prodvalues, na.rm=TRUE), # get mean of each row (timestep)\n",
    "    sd = apply(prodvalues, 1, sd, na.rm = TRUE) # and standard deviation \n",
    ")\n",
    "\n",
    "plot <- ggplot(prodstats) +\n",
    "\n",
    "    # Plot mean (geom_line) and standard deviation (geom_ribbon)\n",
    "    geom_ribbon(aes(ymin=prodstats$mean - prodstats$sd, ymax=prodstats$mean + prodstats$sd , x=date), fill = 'darkgray', alpha = 0.5) + # draw the shaded area for 68% CI\n",
    "    geom_line(aes(y=mean, x=date), colour = '#2D708EFF') + # draw the line for the mean value \n",
    "\n",
    "    # Label and make the plot pretty:\n",
    "    labs(title = 'VNP13A1 Enhanced Vegetation Index 2', subtitle = 'Subset Mean and 68% CI') +\n",
    "    ylab('EVI') + # add a y-axis label\n",
    "    xlab(\"Date\") + # add a x-axis label\n",
    "    theme_bw() + # set the plot theme\n",
    "    theme(plot.title = element_text(lineheight=.8, face=\"bold\", size=16), \n",
    "        axis.title.x = element_text(face=\"bold\", size=14), \n",
    "        axis.title.y = element_text(face=\"bold\", size=14), \n",
    "        axis.text.x = element_text(size=12), \n",
    "        axis.text.y = element_text(size=12)) # set optional theme elements\n",
    "\n",
    "options(repr.plot.width = 10, repr.plot.height = 3)\n",
    "plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We're going to make a table that looks like this:**\n",
    "<img src=\"pictures/qc_table_R.png\" style=\"width: 700px;\">\n",
    "\n",
    "## Apply quality filter to the time series\n",
    "------\n",
    "\n",
    "So let's figure out what the quality layer values mean. Here is the QC table from the [VNP13A1 User Guide](https://lpdaac.usgs.gov/sites/default/files/public/product_documentation/vnp13_user_guide_atbd_v2.1.2.pdf) (p. 43):\n",
    "\n",
    "<img src=\"pictures/VNP13A1_QC.png\" style=\"width: 600px;\">\n",
    "\n",
    "Make new \"CSV-like\" data frames for the EVI and QC subset data. Then get a vector of unique values from the QC layer time series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] These are the unique QC values: 2061, 2065, 2116, 2120, 2124, 2185, 2189, 2257, 2261, 2325, 2445, 2517, 2521, 3358, 3362, 3366, 3418, 18713, 34893, 34961, 34965, 35033, 35037, 35097, 35101, 35105, 35157, 35221, 35225, 35293, 35297, 51229, 51485, 51489, 51493\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>2012-01-17</th><td>1920</td><td>2032</td><td>2042</td><td>1744</td><td>1887</td><td>1588</td><td>1588</td><td>1932</td><td>2154</td><td>2048</td><td>... </td><td>1905</td><td>1958</td><td>1958</td><td>2643</td><td>1569</td><td>1128</td><td>1851</td><td>2955</td><td>3292</td><td>2222</td></tr>\n",
       "\t<tr><th scope=row>2012-01-25</th><td>2389</td><td>2346</td><td>2687</td><td>2071</td><td>2110</td><td>2233</td><td>2020</td><td>2116</td><td>2080</td><td>2256</td><td>... </td><td>2856</td><td>2151</td><td>2434</td><td>2643</td><td>1569</td><td>1755</td><td>1851</td><td>2955</td><td>3292</td><td>2222</td></tr>\n",
       "\t<tr><th scope=row>2012-02-02</th><td>2389</td><td>2346</td><td>2693</td><td>2071</td><td>2110</td><td>2233</td><td>2190</td><td>2352</td><td>2352</td><td>2256</td><td>... </td><td>2856</td><td>2151</td><td>2434</td><td>2734</td><td>2955</td><td>1755</td><td>1944</td><td>2870</td><td>3422</td><td>2685</td></tr>\n",
       "\t<tr><th scope=row>2012-02-10</th><td>2337</td><td>2567</td><td>2693</td><td>2293</td><td>2323</td><td>2009</td><td>2190</td><td>2352</td><td>2352</td><td>2609</td><td>... </td><td>2811</td><td>1617</td><td>2655</td><td>2646</td><td>1571</td><td> 619</td><td>2369</td><td>3265</td><td>3023</td><td>2521</td></tr>\n",
       "\t<tr><th scope=row>2012-02-18</th><td>2280</td><td>2506</td><td>2684</td><td>2293</td><td>2223</td><td>1791</td><td>1644</td><td>1903</td><td>2444</td><td>2509</td><td>... </td><td>2811</td><td>2491</td><td>2785</td><td>2646</td><td>1571</td><td> 619</td><td>2627</td><td>3034</td><td>3023</td><td>2521</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
       "\t2012-01-17 & 1920 & 2032 & 2042 & 1744 & 1887 & 1588 & 1588 & 1932 & 2154 & 2048 & ...  & 1905 & 1958 & 1958 & 2643 & 1569 & 1128 & 1851 & 2955 & 3292 & 2222\\\\\n",
       "\t2012-01-25 & 2389 & 2346 & 2687 & 2071 & 2110 & 2233 & 2020 & 2116 & 2080 & 2256 & ...  & 2856 & 2151 & 2434 & 2643 & 1569 & 1755 & 1851 & 2955 & 3292 & 2222\\\\\n",
       "\t2012-02-02 & 2389 & 2346 & 2693 & 2071 & 2110 & 2233 & 2190 & 2352 & 2352 & 2256 & ...  & 2856 & 2151 & 2434 & 2734 & 2955 & 1755 & 1944 & 2870 & 3422 & 2685\\\\\n",
       "\t2012-02-10 & 2337 & 2567 & 2693 & 2293 & 2323 & 2009 & 2190 & 2352 & 2352 & 2609 & ...  & 2811 & 1617 & 2655 & 2646 & 1571 &  619 & 2369 & 3265 & 3023 & 2521\\\\\n",
       "\t2012-02-18 & 2280 & 2506 & 2684 & 2293 & 2223 & 1791 & 1644 & 1903 & 2444 & 2509 & ...  & 2811 & 2491 & 2785 & 2646 & 1571 &  619 & 2627 & 3034 & 3023 & 2521\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| 2012-01-17 | 1920 | 2032 | 2042 | 1744 | 1887 | 1588 | 1588 | 1932 | 2154 | 2048 | ...  | 1905 | 1958 | 1958 | 2643 | 1569 | 1128 | 1851 | 2955 | 3292 | 2222 | \n",
       "| 2012-01-25 | 2389 | 2346 | 2687 | 2071 | 2110 | 2233 | 2020 | 2116 | 2080 | 2256 | ...  | 2856 | 2151 | 2434 | 2643 | 1569 | 1755 | 1851 | 2955 | 3292 | 2222 | \n",
       "| 2012-02-02 | 2389 | 2346 | 2693 | 2071 | 2110 | 2233 | 2190 | 2352 | 2352 | 2256 | ...  | 2856 | 2151 | 2434 | 2734 | 2955 | 1755 | 1944 | 2870 | 3422 | 2685 | \n",
       "| 2012-02-10 | 2337 | 2567 | 2693 | 2293 | 2323 | 2009 | 2190 | 2352 | 2352 | 2609 | ...  | 2811 | 1617 | 2655 | 2646 | 1571 |  619 | 2369 | 3265 | 3023 | 2521 | \n",
       "| 2012-02-18 | 2280 | 2506 | 2684 | 2293 | 2223 | 1791 | 1644 | 1903 | 2444 | 2509 | ...  | 2811 | 2491 | 2785 | 2646 | 1571 |  619 | 2627 | 3034 | 3023 | 2521 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "           [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]\n",
       "2012-01-17 1920 2032 2042 1744 1887 1588 1588 1932 2154 2048  ...   1905  1958 \n",
       "2012-01-25 2389 2346 2687 2071 2110 2233 2020 2116 2080 2256  ...   2856  2151 \n",
       "2012-02-02 2389 2346 2693 2071 2110 2233 2190 2352 2352 2256  ...   2856  2151 \n",
       "2012-02-10 2337 2567 2693 2293 2323 2009 2190 2352 2352 2609  ...   2811  1617 \n",
       "2012-02-18 2280 2506 2684 2293 2223 1791 1644 1903 2444 2509  ...   2811  2491 \n",
       "           [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21]\n",
       "2012-01-17 1958  2643  1569  1128  1851  2955  3292  2222 \n",
       "2012-01-25 2434  2643  1569  1755  1851  2955  3292  2222 \n",
       "2012-02-02 2434  2734  2955  1755  1944  2870  3422  2685 \n",
       "2012-02-10 2655  2646  1571   619  2369  3265  3023  2521 \n",
       "2012-02-18 2785  2646  1571   619  2627  3034  3023  2521 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>2012-01-17</th><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2120</td><td>2116</td><td>... </td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td></tr>\n",
       "\t<tr><th scope=row>2012-01-25</th><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>... </td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td></tr>\n",
       "\t<tr><th scope=row>2012-02-02</th><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>... </td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td></tr>\n",
       "\t<tr><th scope=row>2012-02-10</th><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>... </td><td>2116</td><td>2120</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td></tr>\n",
       "\t<tr><th scope=row>2012-02-18</th><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2120</td><td>2120</td><td>2116</td><td>2116</td><td>2116</td><td>... </td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td><td>2116</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
       "\t2012-01-17 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2120 & 2116 & ...  & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116\\\\\n",
       "\t2012-01-25 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & ...  & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116\\\\\n",
       "\t2012-02-02 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & ...  & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116\\\\\n",
       "\t2012-02-10 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & ...  & 2116 & 2120 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116\\\\\n",
       "\t2012-02-18 & 2116 & 2116 & 2116 & 2116 & 2116 & 2120 & 2120 & 2116 & 2116 & 2116 & ...  & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116 & 2116\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| 2012-01-17 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2120 | 2116 | ...  | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | \n",
       "| 2012-01-25 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | ...  | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | \n",
       "| 2012-02-02 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | ...  | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | \n",
       "| 2012-02-10 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | ...  | 2116 | 2120 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | \n",
       "| 2012-02-18 | 2116 | 2116 | 2116 | 2116 | 2116 | 2120 | 2120 | 2116 | 2116 | 2116 | ...  | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | 2116 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "           [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]\n",
       "2012-01-17 2116 2116 2116 2116 2116 2116 2116 2116 2120 2116  ...   2116  2116 \n",
       "2012-01-25 2116 2116 2116 2116 2116 2116 2116 2116 2116 2116  ...   2116  2116 \n",
       "2012-02-02 2116 2116 2116 2116 2116 2116 2116 2116 2116 2116  ...   2116  2116 \n",
       "2012-02-10 2116 2116 2116 2116 2116 2116 2116 2116 2116 2116  ...   2116  2120 \n",
       "2012-02-18 2116 2116 2116 2116 2116 2120 2120 2116 2116 2116  ...   2116  2116 \n",
       "           [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21]\n",
       "2012-01-17 2116  2116  2116  2116  2116  2116  2116  2116 \n",
       "2012-01-25 2116  2116  2116  2116  2116  2116  2116  2116 \n",
       "2012-02-02 2116  2116  2116  2116  2116  2116  2116  2116 \n",
       "2012-02-10 2116  2116  2116  2116  2116  2116  2116  2116 \n",
       "2012-02-18 2116  2116  2116  2116  2116  2116  2116  2116 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create \"CSV-like\" data frames (prodvalues & qcvalues)\n",
    "prodvalues <- t(as.data.frame(proddata$data, col.names=proddata$calendar_date, check.names=FALSE))\n",
    "qcvalues <- t(as.data.frame(qcdata$data, col.names=qcdata$calendar_date, check.names=FALSE))\n",
    "\n",
    "# Get a vector of unique values from the QC layer time series\n",
    "qcvals <- sort(unique(c(qcvalues)))\n",
    "print(paste('These are the unique QC values: ', paste(sort(qcvals), collapse=', '), sep = ''), quote = FALSE)\n",
    "head(prodvalues,5)\n",
    "head(qcvalues,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make an empty data frame with the following columns:\n",
    "* **Integer_Value** : populated with unique integers from our QC layer time series (qcvals)    \n",
    "* **Bit{15-0}** : one column per bit (16 total)     \n",
    "* **{QC group}** : one column per QC group from the description column of the table above (9 total)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Integer_Value</th><th scope=col>Bit15</th><th scope=col>Bit14</th><th scope=col>Bit13</th><th scope=col>Bit12</th><th scope=col>Bit11</th><th scope=col>Bit10</th><th scope=col>Bit9</th><th scope=col>Bit8</th><th scope=col>Bit7</th><th scope=col>...</th><th scope=col>Bit0</th><th scope=col>MODLAND_QA</th><th scope=col>VI_usefulness</th><th scope=col>Aerosol_quantity</th><th scope=col>Adjacent_cloud_detected</th><th scope=col>Atmosphere_BRDF_correction_performed</th><th scope=col>Mixed_clouds</th><th scope=col>Land_Water_flag</th><th scope=col>Possible_snow_ice</th><th scope=col>Possible_shadow</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2061</td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>... </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td></tr>\n",
       "\t<tr><td>2065</td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>... </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td></tr>\n",
       "\t<tr><td>2116</td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>... </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td></tr>\n",
       "\t<tr><td>2120</td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>... </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td></tr>\n",
       "\t<tr><td>2124</td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>... </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td><td>NA  </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllll}\n",
       " Integer\\_Value & Bit15 & Bit14 & Bit13 & Bit12 & Bit11 & Bit10 & Bit9 & Bit8 & Bit7 & ... & Bit0 & MODLAND\\_QA & VI\\_usefulness & Aerosol\\_quantity & Adjacent\\_cloud\\_detected & Atmosphere\\_BRDF\\_correction\\_performed & Mixed\\_clouds & Land\\_Water\\_flag & Possible\\_snow\\_ice & Possible\\_shadow\\\\\n",
       "\\hline\n",
       "\t 2061 & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & ...  & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA  \\\\\n",
       "\t 2065 & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & ...  & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA  \\\\\n",
       "\t 2116 & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & ...  & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA  \\\\\n",
       "\t 2120 & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & ...  & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA  \\\\\n",
       "\t 2124 & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & ...  & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA   & NA  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Integer_Value | Bit15 | Bit14 | Bit13 | Bit12 | Bit11 | Bit10 | Bit9 | Bit8 | Bit7 | ... | Bit0 | MODLAND_QA | VI_usefulness | Aerosol_quantity | Adjacent_cloud_detected | Atmosphere_BRDF_correction_performed | Mixed_clouds | Land_Water_flag | Possible_snow_ice | Possible_shadow | \n",
       "|---|---|---|---|---|\n",
       "| 2061 | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | ...  | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | \n",
       "| 2065 | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | ...  | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | \n",
       "| 2116 | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | ...  | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | \n",
       "| 2120 | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | ...  | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | \n",
       "| 2124 | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | ...  | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | NA   | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  Integer_Value Bit15 Bit14 Bit13 Bit12 Bit11 Bit10 Bit9 Bit8 Bit7 ... Bit0\n",
       "1 2061          NA    NA    NA    NA    NA    NA    NA   NA   NA   ... NA  \n",
       "2 2065          NA    NA    NA    NA    NA    NA    NA   NA   NA   ... NA  \n",
       "3 2116          NA    NA    NA    NA    NA    NA    NA   NA   NA   ... NA  \n",
       "4 2120          NA    NA    NA    NA    NA    NA    NA   NA   NA   ... NA  \n",
       "5 2124          NA    NA    NA    NA    NA    NA    NA   NA   NA   ... NA  \n",
       "  MODLAND_QA VI_usefulness Aerosol_quantity Adjacent_cloud_detected\n",
       "1 NA         NA            NA               NA                     \n",
       "2 NA         NA            NA               NA                     \n",
       "3 NA         NA            NA               NA                     \n",
       "4 NA         NA            NA               NA                     \n",
       "5 NA         NA            NA               NA                     \n",
       "  Atmosphere_BRDF_correction_performed Mixed_clouds Land_Water_flag\n",
       "1 NA                                   NA           NA             \n",
       "2 NA                                   NA           NA             \n",
       "3 NA                                   NA           NA             \n",
       "4 NA                                   NA           NA             \n",
       "5 NA                                   NA           NA             \n",
       "  Possible_snow_ice Possible_shadow\n",
       "1 NA                NA             \n",
       "2 NA                NA             \n",
       "3 NA                NA             \n",
       "4 NA                NA             \n",
       "5 NA                NA             "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "QC_Data <- data.frame(\n",
    "    \n",
    "    # A column with one row for each unique integer value in the QC layer time series\n",
    "    Integer_Value = qcvals, \n",
    "    \n",
    "    # An empty column for each bit \n",
    "    Bit15 = NA, Bit14 = NA, Bit13 = NA, Bit12 = NA, Bit11 = NA, Bit10 = NA, Bit9 = NA, Bit8 = NA, \n",
    "    Bit7 = NA, Bit6 = NA, Bit5 = NA, Bit4 = NA, Bit3 = NA, Bit2 = NA, Bit1 = NA, Bit0 = NA, \n",
    "    \n",
    "    # An empty column for each QC group\n",
    "    MODLAND_QA = NA, VI_usefulness = NA, Aerosol_quantity = NA, Adjacent_cloud_detected = NA,\n",
    "    Atmosphere_BRDF_correction_performed = NA, Mixed_clouds = NA, Land_Water_flag = NA, \n",
    "    Possible_snow_ice = NA, Possible_shadow = NA\n",
    "\n",
    ")\n",
    "\n",
    "head(QC_Data, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the binary representation of each integer and populate bit columns, then populate the columns described by the bits:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Integer_Value</th><th scope=col>Bit15</th><th scope=col>Bit14</th><th scope=col>Bit13</th><th scope=col>Bit12</th><th scope=col>Bit11</th><th scope=col>Bit10</th><th scope=col>Bit9</th><th scope=col>Bit8</th><th scope=col>Bit7</th><th scope=col>...</th><th scope=col>Bit0</th><th scope=col>MODLAND_QA</th><th scope=col>VI_usefulness</th><th scope=col>Aerosol_quantity</th><th scope=col>Adjacent_cloud_detected</th><th scope=col>Atmosphere_BRDF_correction_performed</th><th scope=col>Mixed_clouds</th><th scope=col>Land_Water_flag</th><th scope=col>Possible_snow_ice</th><th scope=col>Possible_shadow</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2061                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 4                   </td><td>Climatology                    </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2065                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 5                   </td><td>Climatology                    </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2116                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>0                              </td><td>VI produced, good quality      </td><td>Quality Lv 2                   </td><td>Low                            </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2120                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>0                              </td><td>VI produced, good quality      </td><td>Quality Lv 3                   </td><td>Low                            </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2124                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>0                              </td><td>VI produced, good quality      </td><td>Quality Lv 4                   </td><td>Low                            </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllll}\n",
       " Integer\\_Value & Bit15 & Bit14 & Bit13 & Bit12 & Bit11 & Bit10 & Bit9 & Bit8 & Bit7 & ... & Bit0 & MODLAND\\_QA & VI\\_usefulness & Aerosol\\_quantity & Adjacent\\_cloud\\_detected & Atmosphere\\_BRDF\\_correction\\_performed & Mixed\\_clouds & Land\\_Water\\_flag & Possible\\_snow\\_ice & Possible\\_shadow\\\\\n",
       "\\hline\n",
       "\t 2061                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 4                    & Climatology                     & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2065                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 5                    & Climatology                     & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2116                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 0                               & VI produced, good quality       & Quality Lv 2                    & Low                             & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2120                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 0                               & VI produced, good quality       & Quality Lv 3                    & Low                             & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2124                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 0                               & VI produced, good quality       & Quality Lv 4                    & Low                             & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Integer_Value | Bit15 | Bit14 | Bit13 | Bit12 | Bit11 | Bit10 | Bit9 | Bit8 | Bit7 | ... | Bit0 | MODLAND_QA | VI_usefulness | Aerosol_quantity | Adjacent_cloud_detected | Atmosphere_BRDF_correction_performed | Mixed_clouds | Land_Water_flag | Possible_snow_ice | Possible_shadow | \n",
       "|---|---|---|---|---|\n",
       "| 2061                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 4                    | Climatology                     | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2065                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 5                    | Climatology                     | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2116                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 0                               | VI produced, good quality       | Quality Lv 2                    | Low                             | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2120                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 0                               | VI produced, good quality       | Quality Lv 3                    | Low                             | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2124                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 0                               | VI produced, good quality       | Quality Lv 4                    | Low                             | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  Integer_Value Bit15 Bit14 Bit13 Bit12 Bit11 Bit10 Bit9 Bit8 Bit7 ... Bit0\n",
       "1 2061          0     0     0     0     1     0     0    0    0    ... 1   \n",
       "2 2065          0     0     0     0     1     0     0    0    0    ... 1   \n",
       "3 2116          0     0     0     0     1     0     0    0    0    ... 0   \n",
       "4 2120          0     0     0     0     1     0     0    0    0    ... 0   \n",
       "5 2124          0     0     0     0     1     0     0    0    0    ... 0   \n",
       "  MODLAND_QA                      VI_usefulness Aerosol_quantity\n",
       "1 VI produced, but check other QA Quality Lv 4  Climatology     \n",
       "2 VI produced, but check other QA Quality Lv 5  Climatology     \n",
       "3 VI produced, good quality       Quality Lv 2  Low             \n",
       "4 VI produced, good quality       Quality Lv 3  Low             \n",
       "5 VI produced, good quality       Quality Lv 4  Low             \n",
       "  Adjacent_cloud_detected Atmosphere_BRDF_correction_performed Mixed_clouds\n",
       "1 No                      No                                   No          \n",
       "2 No                      No                                   No          \n",
       "3 No                      No                                   No          \n",
       "4 No                      No                                   No          \n",
       "5 No                      No                                   No          \n",
       "  Land_Water_flag Possible_snow_ice Possible_shadow\n",
       "1 land no desert  No                No             \n",
       "2 land no desert  No                No             \n",
       "3 land no desert  No                No             \n",
       "4 land no desert  No                No             \n",
       "5 land no desert  No                No             "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loop through each QC integer and populate the QC bit columns with 0s and 1s\n",
    "for(i in seq(1,length(QC_Data$Integer_Value),1)){\n",
    "    AsInt <- as.integer(intToBits(QC_Data[i,])[1:16])\n",
    "    QC_Data[i,2:17] <- AsInt[16:1] # Flip to big endian\n",
    "}\n",
    "\n",
    "# Describe the QC bits based on the criteria outlined in the MODIS product table\n",
    "QC_Data$MODLAND_QA[QC_Data$Bit1 == 0 & QC_Data$Bit0 == 0] <- 'VI produced, good quality'\n",
    "QC_Data$MODLAND_QA[QC_Data$Bit1 == 0 & QC_Data$Bit0 == 1] <- 'VI produced, but check other QA'\n",
    "QC_Data$MODLAND_QA[QC_Data$Bit1 == 1 & QC_Data$Bit0 == 0] <- 'Pixel produced, but most probably cloudy'\n",
    "QC_Data$MODLAND_QA[QC_Data$Bit1 == 1 & QC_Data$Bit0 == 1] <- 'Pixel not produced due to other reasons than clouds'\n",
    "\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==0 & QC_Data$Bit3==0 & QC_Data$Bit2==0] <- 'Quality Lv 1'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==0 & QC_Data$Bit3==0 & QC_Data$Bit2==1] <- 'Quality Lv 2'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==0 & QC_Data$Bit3==1 & QC_Data$Bit2==0] <- 'Quality Lv 3'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==0 & QC_Data$Bit3==1 & QC_Data$Bit2==1] <- 'Quality Lv 4'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==1 & QC_Data$Bit3==0 & QC_Data$Bit2==0] <- 'Quality Lv 5'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==1 & QC_Data$Bit3==0 & QC_Data$Bit2==1] <- 'Quality Lv 6'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==1 & QC_Data$Bit3==1 & QC_Data$Bit2==0] <- 'Quality Lv 7'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==0 & QC_Data$Bit4==1 & QC_Data$Bit3==1 & QC_Data$Bit2==1] <- 'Quality Lv 8'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==0 & QC_Data$Bit3==0 & QC_Data$Bit2==0] <- 'Quality Lv 9'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==0 & QC_Data$Bit3==0 & QC_Data$Bit2==1] <- 'Quality Lv 10'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==0 & QC_Data$Bit3==1 & QC_Data$Bit2==0] <- 'Quality Lv 11'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==0 & QC_Data$Bit3==1 & QC_Data$Bit2==1] <- 'Quality Lv 12'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==1 & QC_Data$Bit3==0 & QC_Data$Bit2==0] <- 'Quality Lv 13'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==1 & QC_Data$Bit3==0 & QC_Data$Bit2==1] <- 'Quality so low that it is not useful'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==1 & QC_Data$Bit3==1 & QC_Data$Bit2==0] <- 'L1B data faulty'\n",
    "QC_Data$VI_usefulness[QC_Data$Bit5==1 & QC_Data$Bit4==1 & QC_Data$Bit3==1 & QC_Data$Bit2==1] <- 'Not useful for any other reason/not processed'\n",
    "\n",
    "QC_Data$Aerosol_quantity[QC_Data$Bit7 == 0 & QC_Data$Bit6==0] <- 'Climatology'\n",
    "QC_Data$Aerosol_quantity[QC_Data$Bit7 == 0 & QC_Data$Bit6==1] <- 'Low'\n",
    "QC_Data$Aerosol_quantity[QC_Data$Bit7 == 1 & QC_Data$Bit6==0] <- 'Average'\n",
    "QC_Data$Aerosol_quantity[QC_Data$Bit7 == 1 & QC_Data$Bit6==1] <- 'High'\n",
    "\n",
    "QC_Data$Adjacent_cloud_detected[QC_Data$Bit8 == 0] <- 'No'\n",
    "QC_Data$Adjacent_cloud_detected[QC_Data$Bit8 == 1] <- 'Yes'\n",
    "\n",
    "QC_Data$Atmosphere_BRDF_correction_performed[QC_Data$Bit9 == 0] <- 'No'\n",
    "QC_Data$Atmosphere_BRDF_correction_performed[QC_Data$Bit9 == 1] <- 'Yes'\n",
    "\n",
    "QC_Data$Mixed_clouds[QC_Data$Bit10 == 0] <- 'No'\n",
    "QC_Data$Mixed_clouds[QC_Data$Bit10 == 1] <- 'Yes'\n",
    "\n",
    "QC_Data$Land_Water_flag[QC_Data$Bit13 == 0 & QC_Data$Bit12 == 0 & QC_Data$Bit11 == 0] <- 'Land and desert'\n",
    "QC_Data$Land_Water_flag[QC_Data$Bit13 == 0 & QC_Data$Bit12 == 0 & QC_Data$Bit11 == 1] <- 'land no desert'\n",
    "QC_Data$Land_Water_flag[QC_Data$Bit13 == 0 & QC_Data$Bit12 == 1 & QC_Data$Bit11 == 0] <- 'inland water'\n",
    "QC_Data$Land_Water_flag[QC_Data$Bit13 == 0 & QC_Data$Bit12 == 1 & QC_Data$Bit11 == 1] <- 'sea water'\n",
    "QC_Data$Land_Water_flag[QC_Data$Bit13 == 1 & QC_Data$Bit12 == 0 & QC_Data$Bit11 == 1] <- 'coastal'\n",
    "\n",
    "QC_Data$Possible_snow_ice[QC_Data$Bit14 == 0] <- 'No'\n",
    "QC_Data$Possible_snow_ice[QC_Data$Bit14 == 1] <- 'Yes'\n",
    "\n",
    "QC_Data$Possible_shadow[QC_Data$Bit15 == 0] <- 'No'\n",
    "QC_Data$Possible_shadow[QC_Data$Bit15 == 1] <- 'Yes'\n",
    "\n",
    "head(QC_Data,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now decide what pixels to exclude from the analysis using the information provided in the QC group columns. We'll keep only the rows for integers that represent pixels of unacceptable quality: \n",
    "\n",
    "1. **MODLAND_QA** must not be *Pixel produced, but most probably cloudy* or *Pixel not produced due to other reasons than clouds*  \n",
    "2. **VI_usefulness** must not be *Quality Lv 4 (or worse)*\n",
    "3. **Aerosol_quantity** must not be *High*\n",
    "4. **Adjacent_cloud_detected** must not be *Yes*\n",
    "5. **Possible_shadow** must not be *Yes*\n",
    "\n",
    "We use the integers from the remaining rows to make a mask from the QC layer at each timestep."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Integer_Value</th><th scope=col>Bit15</th><th scope=col>Bit14</th><th scope=col>Bit13</th><th scope=col>Bit12</th><th scope=col>Bit11</th><th scope=col>Bit10</th><th scope=col>Bit9</th><th scope=col>Bit8</th><th scope=col>Bit7</th><th scope=col>...</th><th scope=col>Bit0</th><th scope=col>MODLAND_QA</th><th scope=col>VI_usefulness</th><th scope=col>Aerosol_quantity</th><th scope=col>Adjacent_cloud_detected</th><th scope=col>Atmosphere_BRDF_correction_performed</th><th scope=col>Mixed_clouds</th><th scope=col>Land_Water_flag</th><th scope=col>Possible_snow_ice</th><th scope=col>Possible_shadow</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2061                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 4                   </td><td>Climatology                    </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2065                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 5                   </td><td>Climatology                    </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2124                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>...                            </td><td>0                              </td><td>VI produced, good quality      </td><td>Quality Lv 4                   </td><td>Low                            </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2189                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 4                   </td><td>Average                        </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2257                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 5                   </td><td>High                           </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2261                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 6                   </td><td>High                           </td><td>No                             </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2325                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 6                   </td><td>Climatology                    </td><td>Yes                            </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2445                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>1                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 4                   </td><td>Average                        </td><td>Yes                            </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2517                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>1                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 6                   </td><td>High                           </td><td>Yes                            </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "\t<tr><td>2521                           </td><td>0                              </td><td>0                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>0                              </td><td>0                              </td><td>1                              </td><td>1                              </td><td>...                            </td><td>1                              </td><td>VI produced, but check other QA</td><td>Quality Lv 7                   </td><td>High                           </td><td>Yes                            </td><td>No                             </td><td>No                             </td><td>land no desert                 </td><td>No                             </td><td>No                             </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllll}\n",
       " Integer\\_Value & Bit15 & Bit14 & Bit13 & Bit12 & Bit11 & Bit10 & Bit9 & Bit8 & Bit7 & ... & Bit0 & MODLAND\\_QA & VI\\_usefulness & Aerosol\\_quantity & Adjacent\\_cloud\\_detected & Atmosphere\\_BRDF\\_correction\\_performed & Mixed\\_clouds & Land\\_Water\\_flag & Possible\\_snow\\_ice & Possible\\_shadow\\\\\n",
       "\\hline\n",
       "\t 2061                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 4                    & Climatology                     & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2065                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 5                    & Climatology                     & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2124                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 0                               & ...                             & 0                               & VI produced, good quality       & Quality Lv 4                    & Low                             & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2189                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 1                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 4                    & Average                         & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2257                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 1                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 5                    & High                            & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2261                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 0                               & 1                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 6                    & High                            & No                              & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2325                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 1                               & 0                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 6                    & Climatology                     & Yes                             & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2445                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 1                               & 1                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 4                    & Average                         & Yes                             & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2517                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 1                               & 1                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 6                    & High                            & Yes                             & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\t 2521                            & 0                               & 0                               & 0                               & 0                               & 1                               & 0                               & 0                               & 1                               & 1                               & ...                             & 1                               & VI produced, but check other QA & Quality Lv 7                    & High                            & Yes                             & No                              & No                              & land no desert                  & No                              & No                             \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Integer_Value | Bit15 | Bit14 | Bit13 | Bit12 | Bit11 | Bit10 | Bit9 | Bit8 | Bit7 | ... | Bit0 | MODLAND_QA | VI_usefulness | Aerosol_quantity | Adjacent_cloud_detected | Atmosphere_BRDF_correction_performed | Mixed_clouds | Land_Water_flag | Possible_snow_ice | Possible_shadow | \n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "| 2061                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 4                    | Climatology                     | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2065                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 5                    | Climatology                     | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2124                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 0                               | ...                             | 0                               | VI produced, good quality       | Quality Lv 4                    | Low                             | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2189                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 1                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 4                    | Average                         | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2257                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 1                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 5                    | High                            | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2261                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 0                               | 1                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 6                    | High                            | No                              | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2325                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 1                               | 0                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 6                    | Climatology                     | Yes                             | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2445                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 1                               | 1                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 4                    | Average                         | Yes                             | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2517                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 1                               | 1                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 6                    | High                            | Yes                             | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "| 2521                            | 0                               | 0                               | 0                               | 0                               | 1                               | 0                               | 0                               | 1                               | 1                               | ...                             | 1                               | VI produced, but check other QA | Quality Lv 7                    | High                            | Yes                             | No                              | No                              | land no desert                  | No                              | No                              | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   Integer_Value Bit15 Bit14 Bit13 Bit12 Bit11 Bit10 Bit9 Bit8 Bit7 ... Bit0\n",
       "1  2061          0     0     0     0     1     0     0    0    0    ... 1   \n",
       "2  2065          0     0     0     0     1     0     0    0    0    ... 1   \n",
       "3  2124          0     0     0     0     1     0     0    0    0    ... 0   \n",
       "4  2189          0     0     0     0     1     0     0    0    1    ... 1   \n",
       "5  2257          0     0     0     0     1     0     0    0    1    ... 1   \n",
       "6  2261          0     0     0     0     1     0     0    0    1    ... 1   \n",
       "7  2325          0     0     0     0     1     0     0    1    0    ... 1   \n",
       "8  2445          0     0     0     0     1     0     0    1    1    ... 1   \n",
       "9  2517          0     0     0     0     1     0     0    1    1    ... 1   \n",
       "10 2521          0     0     0     0     1     0     0    1    1    ... 1   \n",
       "   MODLAND_QA                      VI_usefulness Aerosol_quantity\n",
       "1  VI produced, but check other QA Quality Lv 4  Climatology     \n",
       "2  VI produced, but check other QA Quality Lv 5  Climatology     \n",
       "3  VI produced, good quality       Quality Lv 4  Low             \n",
       "4  VI produced, but check other QA Quality Lv 4  Average         \n",
       "5  VI produced, but check other QA Quality Lv 5  High            \n",
       "6  VI produced, but check other QA Quality Lv 6  High            \n",
       "7  VI produced, but check other QA Quality Lv 6  Climatology     \n",
       "8  VI produced, but check other QA Quality Lv 4  Average         \n",
       "9  VI produced, but check other QA Quality Lv 6  High            \n",
       "10 VI produced, but check other QA Quality Lv 7  High            \n",
       "   Adjacent_cloud_detected Atmosphere_BRDF_correction_performed Mixed_clouds\n",
       "1  No                      No                                   No          \n",
       "2  No                      No                                   No          \n",
       "3  No                      No                                   No          \n",
       "4  No                      No                                   No          \n",
       "5  No                      No                                   No          \n",
       "6  No                      No                                   No          \n",
       "7  Yes                     No                                   No          \n",
       "8  Yes                     No                                   No          \n",
       "9  Yes                     No                                   No          \n",
       "10 Yes                     No                                   No          \n",
       "   Land_Water_flag Possible_snow_ice Possible_shadow\n",
       "1  land no desert  No                No             \n",
       "2  land no desert  No                No             \n",
       "3  land no desert  No                No             \n",
       "4  land no desert  No                No             \n",
       "5  land no desert  No                No             \n",
       "6  land no desert  No                No             \n",
       "7  land no desert  No                No             \n",
       "8  land no desert  No                No             \n",
       "9  land no desert  No                No             \n",
       "10 land no desert  No                No             "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "MODLAND_QA <- c('Pixel produced, but most probably cloudy','Pixel not produced due to other reasons than clouds')\n",
    "VI_usefulness <- c(\"Quality Lv 4\",\"Quality Lv 5\",\"Quality Lv 6\",\"Quality Lv 7\",\"Quality Lv 8\",\"Quality Lv 9\",\"Quality Lv 10\",\"Quality Lv 11\",\"Quality Lv 12\",\"Quality Lv 13\",\n",
    "                   \"Quality so low that it is not useful\",\"L1B data faulty\",\"Not useful for any other reason/not processed\")\n",
    "Aerosol_quantity <- \"High\"\n",
    "Adjacent_cloud_detected <- \"Yes\"\n",
    "Possible_shadow <- \"Yes\"\n",
    "\n",
    "QC_Data <- QC_Data[QC_Data$MODLAND_QA %in% MODLAND_QA | \n",
    "                    QC_Data$VI_usefulness %in% VI_usefulness | \n",
    "                    QC_Data$Aerosol_quantity == Aerosol_quantity | \n",
    "                    QC_Data$Adjacent_cloud_detected == Adjacent_cloud_detected |\n",
    "                    QC_Data$Possible_shadow == Possible_shadow \n",
    "                   ,]\n",
    "rownames(QC_Data) <- NULL\n",
    "head(QC_Data,10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can filter the data using the remaining integers. Loop through the rows (timesteps) of EVI and QC. For each row:\n",
    "1. Get the index of every column (pixel) in **qcvalues** that contains a value in the **Integer_Value** column of our final QC table.     \n",
    "2. Set the values to *NA* in **evivalues** for the indexed columns (pixels).     \n",
    " \n",
    "<img src=\"pictures/filtering_example.png\" style=\"width: 800px;\">\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter <- QC_Data$Integer_Value # We will remove these values\n",
    "\n",
    "for(tstep in seq(1, length(calendar_dates), by = 1)){ # Loop through timesteps\n",
    "    filt <- which(qcvalues[tstep,] %in% filter) # Make mask from QC layer\n",
    "    prodvalues[tstep,filt] <- NA # Set LST columns to NA\n",
    "    \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The EVI time series is filtered now! We'll check by plotting again. This time we'll add a couple additional columns (year and day-of-the-year) to our stats table:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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k8B1tBvpbyDAyvwCCAILMwtfgkYBRb3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\njQhYJBJpNyJgkUik3ej/Af8+p8qiJ3GeAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AelCyz5Wc8JYClJakihMQPAmqNqxwdW\nSQNrIM2eBpa6Ho6/OUk+oxmbBFYPKgDLBVgyCtQkvYBVLwtY5lXZsQXcKDVgccjhf5V0wNpz\n0WhgSZ+PBLA8VLRDwg5UX9LCBgArEFi10kInBlYOYFnijAMspUz1xNqbgFXqJgsBLIu+Z9nP\nAVg/pXUNAJYMrNwRWDXRQqcCVglgOcQJB5aIHBdg7YdoBmDtqVUuKvdUOWR8xcB6bjtVJ2D9\nPXa3fvGBABYFLLnZ0kl6vH9zApa+KYwNLOO+t9gCbrR+YO37WGZg7ekDaAEsk4pukXvdvjEU\nV8MDWLMAqwawpq/aeYG1dwWWuDhLTFJT3w4ZXzOwfjJg/ZDWjQJYEcCq5wXWsBd7BGCZNurG\nFnCjtIAlIccRWHtnYJXc4iwAy0GXA7DeL17FIABLamO5B7BqqYUazBgRWMK2IQCLeS4ZWH2n\nVk6Srm+HjK8aWAYBWASwtD+PSpLnARb3DQsAi3mGAovjx4TAOs1mAViRArCigCXGNpjxGAcs\nilhRwDIchRJbwI0ALHPlAFihGg9Y//z02ErnMnhagr3j3B71cNRtq4eGBre9X+dpSpKLbbyP\nlKToOjkftYUlxOmQ9SBbSSV5qw2etIBNlTxb1Tqb8cBEFZ+7nOuBE1nfE5QG5embJFm4VoUA\n69e3LPv2iwpBD0v8/cs9e1j8lL3JDIceluG3S4rDZt/De1j6s5tiC7hRSj0svsMzew+L7mI5\nZHzNPaz3bl1D8a6GAVgqsOTWZjdjZmBxxAKwmCeAtRJg9euwMuJAUgBrDGDZzXg0HfpnBVal\nxFHfFwJYYcAS8DE/sEhiOWR8xcD6mWU/j32r95/tFh1JmwcW0XdJAVgDspoJ+CBgaU/HjC3g\nRgAWgNXLG1iX/WacX9mlEghgCc0pTwdYHLFORgNYYjBXfKYkASznAq7mOl5GdbFA39R0Wg+w\naJBEmvHIB48DLPL71B7A0h3nG1vAjdIBlkiPmYDFJ07Wtz3jAFakACyj5yMdHAcslVgAFvPk\nis+Q5NmBRRHLIeMrBhY3JLxQAgGsswJL9aQLS/sk7IXJLACLLEhTkucBFnthAmAp4ibdfyiB\nABbfnOQ57CSAxfW1/IA1zuwcmYlkgCXRZ05g5QCWRhdY1sB52oDFdz7GM2NqYPGLSfXAUpZC\nTFHAjQAsd2ARxHLI+JqB9d6d1nCJhaMKsMTmlDCw6OXvArD42fnec4ICbpQKsGQizQSsHMAy\nC1tzmKcBWPligSVv0aYeLnX5e84DS3ydOCQEYHkAi/IMB5Z+TOiQ8XUDSy8ASwLWPllgySuz\nBj6JuJIXQABYswNL+OWwAUsziQpgRQrAMnrOAiwNsVSECQmNXcCNEgEWTaS5gaUSi7Oy3CSw\nMCRkni7AGt+MeYBlI1Y5DHv552jkAm4EYBmAJf5yGIGlf5m7ZmDhtAY+WA8s9iyPb8ZMwFIO\n+hM7VjSwpOzGFnCjNIClIdIswOp/HUli9VYaVp+sGVg4rYEPNgOLeoJTApbkeSuOP8qSf7PA\n4oxawI0SAJaeSJ7AcqkH3rPr65q6WCcrWRwi4ysGlvNpDZmsKc2qFgEsoTmtE1hyMAWscswC\nbrRwYJmJ5A0sdYrQAVimLlZrJRebyPiKgeV8WsPGgcX6IROYsRxgKcv5NwYsO5F8gUUMvg3A\n6nllAZYYW834ioHlvPl528DKAawtAMuBSJ7AoicM3YClIVYFYEkuFuibmk6pA6trZksFluZI\nmhBgyYd+tY6tAMuFSH7AonmV9yeUkaXPXDpgyWZsCVjOpzVc/vryTZspcWDxbQzAWi2w5PJx\nAxbre6sFzf3QcR1YcjpLLnweWCKx1H7gloDlfFpDs90wmFlpA2voxjeNZAozlgSs/WaBRc8t\n2YDF6KMWNNWZUseGemDRXSzCjA0By/m0hm6LdBizkgaWOO0whRmLA1YueY5XwI2WCSzN2zsL\nsBT6KGwyx8n586tPkOJik12sjQPL9bSG15sinFlJAkvoxQ+tZAozAKzpq9YGLKJ8HIBFT03J\nJanWgxjLC1hk1UoZXzOwPLbmhDMrYWDJXfcpzFgUsMTnbMXA6kBw8qTKxxVYArdYsEh+zS/D\nEKuUF8EJY0JGLLpqpYyvG1h6qW8JOWb5JJQusHLhV484vmATwNqPVsCNFgSs/lkny8cOLAYV\nGT5dy7GsdBf6ZvKqXRJYuqoVswtgceqZ5ZNQssDKpUa0BWANxNoGsPTlYwWW2AkS4NO1HPvW\nHHFwyL85FBLfM5u3Dqy/NxdZVnx/JYJ0ULrZCrCURrRQYLE4ANZ8wGJjQAU+fZjLXkITsOQu\nlr5qheymCKzipNb9tCt2Twc6xk3/lvBGDXPtYVHp/8e/dUwaWELTWDqwuDjBwOqJxXuOVcCN\nVgIsiVcqfHLXzc8Cr8QfDpb8YPI6gfXBAeu6dV2REX6xvTbqrJTjHBaV/mG3FmBJz+0UZkwD\nLGGHLIClFOQowJKDS4FXzqc1uAGLNKNPks9uksC6653/FbuP+mNX/EdFuMiK5+aV33Nh/y6h\n5i0hmf5dkTqw9ukDq66ND4r+M185kfG1AUvkjAFY4lhtCJZ5RcLH/XgZtcilMeFeIOzqgPVS\n/O6dT8Xb8d8/zINXlv09Of5a9hLq1zRQ6f8pACx3M6YDVj0WsPYjFXCjtIDFTUzxwQqvSPh4\nn4elpLNXZE8yTWC99M674rMWuly8Crb5WV3q7rbSnUj/s7heA7CojsYUZkwILPlbZW7AUkkN\nYFHSAIu54oGlEsshyQSBdVe83Re7p8bZoaMg9t40c+5DDyt0LyGR/nXxuRZgyS/LpjBjUmDp\nT5+xAEt627BRYDnzagJg0V0shyRv0wFWo8Zxd5pzv64twKoviwZDX8+Fen6f42kNavq/iz/D\nf1uL/vfPT4+tdC6DpyXYJ87DQ3uY0e3t0fFw2+rhDGaITtfCEpO8FTIhOinXw+3pgRQ8R8uZ\n3e4ZyrStX21RcM6uHCheOZTpg0uwvh76uwhySjK+BH0LWK1gF/2PUeRPXR+emoGhEVjGc/nc\n1lop6bejQ/Sw3M2YuIfVr3Dw6GGpK2b32+xhcX0cmVcuvaURelhKF8ulhzXCV7t9C7gaY+Ho\noVlsMA6wxCD+f0r6V7vDKoCVrwZY9NYTE7CUPUnbBJZAjAD4RAKLHBOuGVgtNnZjAkv800pO\n/759a5g6sPZ9B4trEFOZMT2wyM29RmApu773oxRwo0UAS3z+TcDyIcXcwNJ09G7J90N+Jehb\nwNVowDq9xfuk3xIa5QYsOf1ikNYsmyoAi4yjKywHM7yBJZ89ukVgibw4E7BkYrFgNvVPAEvd\nlOFXgr4FXMUBa1c0W2VaivxuezxvxZNvYo7AktMHsJYILOKAOguw5PNRRingRgCWK7Co5V6D\nGfy7SgpYyklIfiXoW8BVHLCeGn4c2jWdxpXuRrkBi04fQ0J3M2YBlnoEsAIsef/hQKyT5xgF\n3CgZYEmwOBuwiPVe0jft0wfWYdf2cdpez9WwwsFTbsDi02eYSh9YuQysycyYB1jKRxYkYDWX\nEcBiZ/yOUcCNACwbsLh60ACrf1NpApb8vRS/EvQt4CpyDuvwtCuuXgbnzn9A6AwsLv21AUto\nTqkDS/6MlQCs7kLiJVm+VWDJqDgLsMg9i/nwU1LKq094YJUxJehbwNXCDvAzAMsuAMvoORew\npA9E8cDqL5SeI27F0V7cX7t+YFGkmAdYYj3Idgy84qzUAKuMKEHfAq4ArM41Y6tmwNqvEljd\n+X6d5+MwE8/Flp6jtQJLwpAOWDyvzgoszhJp5soILObpXYK+BVwtD1j6BVtjm1UtAFi5DKzp\nzJgPWILnIxUsP0fsadkYsPSv56YGllwPIrFyvkb6YDuwSgBrQrOqhQBLaE7bAFYtPT3C4wFg\nnQNY/GqsfvYKwKIEYAFYwsENGwKWyqu5gEXUQ18HbLJd5pkdWKVnCfoWcDUPsEbY/DyBWRWA\nRcbRFVaYGTSw5FNKeWDxv9erBpY8b3RmYHXE4l4OAlgAVmUG1oRmLBpYJQmsCHwnACx+3DUi\nsCrDB1sHV2+lCizu3aAYW6EYCazSrwR9C7gCsDrXjK2aA1a+WWDJxyoL76S2AKyhIzMysE43\ndwWW+MMx4IoyQxknrhhYJ/WgArA6F9fPLvnWBmCtA1gyhrgHXB53jQYsZqUpDrNSTJ0NUonY\nbsDae5WgbwFXAFbnmrFVA1inx1l8jrpHZRvA4nhFP/WhwBKsdAGW2BfbD3Nq1B25HiGANYLS\nB9akZgBY45epHOwGLGGeaEJgVQqRyoEpZLBsMAEsJh2w9j4l6FvAFYDVuWZs1QxYuQisac1Y\nGrDkL+1QwApf979gYInzRKMCS2ulHli1O7CkT07TxzevCFhFlr0e/7wCWDywuBqf1owUgKW8\nnVofsNi89vjAMlnJxRGDw4FFHZJlMyMlYH3Pssu/9ftlln3jvQGsvp6nNWNxwGLTwtsBFt83\nGR1YZtN1wOIPBLIAiyLWioH1Oqxq+Ml7A1h9c5vWjKUDSz57dI3AGibbpwCW1XRNmXoAi/Ps\nibViYNU3Ha9uBN/NAqvcOrCkj6+uDVjK88+9GzwLsGobsLzMUN4csDhrAVb99zgqzL49i57b\nBZZQ45ObsXhgEbs/1gQsDleTAMvJ9JJ68xpoBp2fVQGL1LaBRb+5mcKMBQJLenlF9T9CS2Nh\nwGKzPlMBy9H0EYF1qwWW++sj3wKuAKzONWOrJoE1vRkA1vhlKgeTwDJPUo8ELF/TheBAYJGD\neADLWSkDawYzlggs6fP2/QOwImDx79Rc4BMILG/TheBQYFE/MSdXkBkOBVzNv/kZC0d7YOUA\nlvR5+/UBS+DVZMAKMF0MjgJWTsQJM8NewBWA1blmbNU8sLpqnsOMZQJLPAplTcASeeUKH39g\nHbMaYLoYHAos6YtHXHCQGfYCrgCszjVjq+6AxX3tLboeXeKkAixplVJgaSwJWD69JR0pTvdR\n47RZDTBdDA4GlvTFo7UAy6iNAqsEsE7OtQPLp7ekJYXRjHhgSUNzD2CJO6K54DAzFgKsd9LZ\naZPAaiocwDo5+SdB/r0GsFqX2YwxgFXVejPkdyMCsKTtOusAVvajd/1U8bRBYLU1ykYL8fXo\nEgfAGr9M5eCUgUWcUtq62lADsCRirQNYWdGc01D/vSS+g7M9YD0MwBL7+9OasVhgCecFrApY\n+UjAspgxErCEXYW9qw82AKskgeV2lplvAVfzAKvdkfNV/zj++a4Ebg1Y5V4C1gj16BJnucDi\nHxTlGQ8sjcUAax8PLJsZowGLrcjqzWDBBmAxT/YjnDaw6l/FkVUXfUdL1HjA+uenx1Y6l8HT\nEmyMc3t7+3DU8U9Tua3zHGaY4jgXVogZdPDtbVcuD8KvdesZljO73ROXaZ+Zob5vZZfBUwye\nwnRdsHDzf2J+7KYPbbpRjBm6nKkV7KKAt4Rf3zKye1VvrYfV/Bo9DCN/sb8/rRkL7mHxH0xQ\n5nAT7WEN49vS3Jmy97CsZozYwzKUhksPi3uR5LZx3deMaq5lDe8X2WlYqGpTwCoFYO0BLGUo\nIgIrTxlY+SjAspsxD7DqLQHr15FWRTMkfFbDNg6ssZpT2sBiX3hZGbAUIqULLHlOnvwIxanO\nTp4TmFHNN+n+o1nTsPVJ9xLA0sShntctAauJQwLLwYylAStPHlhZdvG3+fu+8WUNpQqs8ZqT\nLc6ygVVtG1hdQiqwXMyYC1jSt1npz3ytA1jDIe7bXjjKASsHsERPLbCsb/VXACyW5KKBJa56\n0HyXsMt16TSa9TWjwtaczhVVj45x+sp94FZ0A1i9iwZWniiw9uJhOWZgCUkKwU5mzAcsYeS+\nYmAZtUVgce/sASwtsMr0gaViigBWrBkzAovz1H75eSAWgGXW0oG1l4BVAliC51aBFW3GeYBV\nmYCV61B8bmC9XBW7p0PjKk7SRPm6uciyi5str8NilfswDBZ0caYwA8Aav0zl4BBgxZtxJmA9\n6lZkLBhYTy2kdkdifRiB9dwf37fhdVisctlPkC7OFGYsHli1Bli2vb8LBVbuBqwRzDgXsKgd\n0a1rmLxbGrA+ivsjq16K+8Z5p4/wlx04utlJd1a5+dCUtXGmMCNRYOUpA4vAlPiAj2LG2YCl\nO0OLvW1YGLDuTh2qpl/1UvzWR/jeLHHPsvq5SGnhKN/GIpqTDCzGKwBL8pSBVa4dWOOYcT5g\n6c7QGvYkLQxYnU7AetFHKLLXZvVo09VSx4zLBBbRxobwWhPH5LkXgcVGAwDWGoFVOgFrJDPO\nCCxlg2EKwDoU101n6zRGfa4AABD0SURBVO2+2D3REdr17ewfKdD39o5mWVVpgbXXtrH+QtM7\naarQyb0LAJbsuS1gjWXGOYFFHfrXrYuWlsSeE1iN2H9fircGWK2uyQhZ9pVOD0sofuvWVGLE\naARWznaHTtucACzP8gkpUzmYA1ZuBdZoZpwVWBX5cPQbORYCLOF/n7tmur0o/hz7Wk/0wPBb\ndvnVAOu1yG6UwDUAqzS88Tul2cXJASxjHBJYliPNlwssqgkNrvHMOC+wlFNKFw6sw47rVR2K\nKypCs6qhTuQtoZ5IFmApnXxdPeYP1l7ZCM1pNcDK1wmsEc04M7C0J220J2ONa0YVD6xrAVGa\nhVg3HbCWfx6WhUguwfo4Xf8KwNLHkYpttcAa0wwAyyKODJ9X1598kG7l6OvlEViXPxa/0t0d\nPgHA6ncQPvBvtAGsVQIrNwNrVDPODSzmydVdP/cxrhlVJLDehln2XdFs0Pk0LR/VaEnA8ugt\n+QOrX4AFYJnirAJYwrFQRMMY14zlAKtSgTVuQ6/igPXJ3go+FU/tpPubb2JLApbP8M4bWMOC\n0RZYkzenNQHL3OjTA9bIZiwIWMT6nVHNqOKAdV8MOwgPu9ahWYhl0nKA5TUf5QsstsAdwDLG\nUYCVrw1YY5uxJGBViwZWwYB17F3tiivNavdMlhDoe3urWY6qJGB5zUf5AovbkNMAa/rmtA5g\nlasD1gRmLBNYwzTemGZUc53pngCwPN/4+QGL4xWAZYmzBmDlNLCmMWNRwKoBrKnMqgRg+S5R\n8AJWLjTgh9G3WLnEAbDGL1M5WAAWPRCcwIxlAauW6k58ONIAllHnBNatdh2yC7ByJnMcfn07\ngOWes7SAdbT2ge9diM1hQjOWDKxcenZK84pZAMugygosHkjUEgVRQnRT8MMczWkNwKr4WXc/\nM+YFVl+1emBNacbCgFWbgWXcRLkYYD1f1PXrRXap7sxZLLAoJtnEVRTBKwDLH1j7hQNLfBp7\nYOUysCY1Y2nAGpYzDs+EPPwINqOaCVjN1pyvdm+OutbdFVhPu/74+E7sPPkwsyoDsEJoZRRf\nZf8ALMcklwosucNNAYtrTRNXbXrACp7Rq+YBVrv5+aadbg8+reG6XT/BbVxk58kHmlVpgeVK\noSGO/UoAa7vAmrpqFwesYYdbTyxignfRwPreHC9TZNnza3ahBLoB679i91F/7Ir/eg/uPPlA\nsyoaWG5EUntlCsx0rboGsJyTXCawtFVLAmvyql0esPozBAzAcvqm9bmA1Zwq896uZgg+cfS0\n6ecPOzmeO08+0KyKAhaFnFJql1TxCzPt5jgAli+w8mUBS1+1FLCmr9rlAot9gDM1YNX1ryz7\nFgGsu6I5FUL9Ns/IwGI9qJFXuu+5igKwnJMsh6OGlwMsQ3N44Prjmrma0cxgrgUCq++EGoBF\nfpBxQcC6ybKfzcS7GuiURKF0qFoduEOZRwAW10UCsOTCCjNjLGB5nsgyHbBMzYED1n7bwOqn\n+dQZXOYKMKOaB1iX2a9mCuv967LpZUmKAtbL6XiI9pT5//3z0+Pj4+3t7cNRt60eTl9kzk9+\ngyfvepBcZLA5zuNjd+/Hk4tzUi6DpyU4OI6usEYxw9PKrlJOJehjht3uwMy4NIfG5M4ZWwBT\nxZncjK40xIld8eEIMIML8pA3sH62Lwgvmi06v0YF1uk8+U6xPSw2deXcWwroYVXoYfnkTPji\n+wJ6WObmoPSw1ITGMUNwLbKH1e91U95WcSW42B5W071qJt6z7FINiwCWcJ58LLC4qfYJgVUB\nWF45E980nR1YluZwAlYOYDWigSVMDy8WWF/tt5/ri59EmBuwdhSwxPPk44AlvxqcAlhdTQBY\n7knu+Q+fm9ZIy5mYBFi25sCApbV2DDPSAFalARa3I3qxwDLJ5y2hcASzfJ58ALAU+Hv1lryA\n1d2xArC8ciYDy/Xr7pMAy9ocACwFWHwRicjifsKdzaiSAdbvdnb9jTvS9E3+ams8sLzf+BmB\npa17AMs9SQVYuk0dciZigBXQeS6lxcV8j3rqql0qsIgJPx5ZItLXBixlpfun8pXpaGD5tlBj\nqzbUI4DlkaQCrJJewSNnIhxYIaN9YqIGwCI/ksCIpQHWsPqHSrJKBlj1Vbt1sIVUO5HFnScf\naFYlAcv7J5XVoxzHXI8AlkeSFLBsBdwoFFhOnWexOVDTNACWBljyYkc+jljAVJJVOsA6tKc1\ntM4WUsUYwIo4wI+oR9cOAIDlkaR2tbTZjEBgOXWeeU8KVn33Ya6qXS6wNN/NE0Y0lfDsiL9K\nKQPLrhmBVUfVPYDlkeS+72KplWIyIwhYztOTGkqxA/wArM6pKcGeWJbnDcDiVYUBy5sUSjCA\n5ZOkHli6iY7WSQBLrEX5zi4/VbqlRf2begFYs1XtkoEl7xQXkW9/3qQkKwDLB1hhpFCCASyf\nJE3Aoic6WqcCLKJqh2Cu82xvDuSEFYDlByzxO1K2Ec3geRSAZepMjUEKJRjA8knSDCxqoqN1\nSsAa7wWw0rPigh8IwzYOrEpXrADW2MAaqTkBWGMAS7fjf09MdLROEVjWzrMzsHpOkXEALCKO\nrlgZsQAsJ1UmYI1ICiUYwPJJsps08pjoaJ08sDxfAJuARfSraGDNWLWJAst05DuARajSAqsP\nHqU5AViRObMDiziQlAOWFj4BwMqJhwzAco5DAMvvdBQASwXW2M0JwJoeWOqBpNMAK6eGMQCW\nh+lCsarDawDLoIoE1ujNKTlgcZ5CYYWZMRawrMfASglNASz6zRYJrDmrNiVgidOJOTE9yb97\nBbB4VQSwJmhOANZIwLIetD81sDRrhwAsP9P5YiVWtAnLRQAsTpUCrGlIoQQDWF5J7vkds2bU\ncAlFAMvlIbIAa9aqTQxY/JI46xc9ASymSgZWDWBJnkJhhZkRD6xa2Apj6RsN0UOBZXmAzL0y\nAMvRDFb+NmLlAFavSgTWZKRQggEsvyTb6pFbsA4bffQwYNmeHsswsgfWvFWbILC4SlHL2FwT\nmwbW4xykUIIBLL8kO0IQv72ewLK8kLL/1tvmvQAsdzOsvyIAlqQKwLLFEQorzIzxgKXZxWcF\nlhqHApaMpqCJ+gfRhpmqNk1gkR/0MFUKgAVg2eIIhRVmxgjA4jbQksjyBFbPJN2PuYFNtsHo\nP3sOJ6jaRIHltl8KwBpUAVgzmDEusErtnIcvsHQysskArNZaAMvLDP8ubLnxSXcAa3IzRgfW\n0Kr53tJIwLI9OrYVYACWnxkAlo8qAGsGM6YDlvrm0OktoRZWDo8O6clZC2B5mjE7sNqD1g++\nCQgCsCZpTlsAljA+dAUWObAkng0TsHTWAli+ZswMrOv2MxBXhmvtArAmaU5rApb2EDixwzTC\nOiw3YGmtBbC8zZgVWMrHAkMEYE3SnLYCLHGMNwewDNYCWP5mzAmsp/ZzzH+K374p8AKwJmlO\n2wGW9O57YmAZrQWwgsyYDVh3xefx34/izjcFXgDWJM1pU8AqOWZNCyyztQBWqBnzAKv7iin3\nMdMAAViTNKetAasfGrZxKr5qRwSWzVoAK8IMpQs7HrAaNQ4AKygOgOWdpCNqpgWW3VoAa2Iz\nqrjvEgJYQXEALO8k3VFTTQIsR2sBLADLXf/756fHVjqXwdMSPEKc9ZoRmOTt7e1Do9tWoutB\ncLVx5KSpCPZUllQAMIPTP08NwNotC1ie11foYc1gxvl7WK2PTw8r3Fr0sJbdwzq9JfzEW0K/\nOACWd5LRwKpdF1VHWQtgLRtYv9t1WG/Fk28KvACsSZrTuoB1csUBy4696KoFsJYNLKx0D4oD\nYI2XMy9gVSbshZSpHAxgLRtY9VW7l/DaNwFBANYkzWkjwKr7M0rcgdU6RWCNVbUA1sKBdWhP\na/CNLwrAmqQ5bQdYtTDWq9yANdadxWAAa+HAGkMA1iTNaVPAalwA1sxVC2BF6n8QBEGqxkJM\nq9GAFaBxc7JsbSmv9aayu6Gs1gvILYA1j7aU13pT2d1QVusF5BbAmkdbymu9qexuKKv1AnIL\nYM2jLeW13lR2N5TVegG5PSewIAiCvARgQRCUjAAsCIKSEYAFQVAyArAgCEpG0wHr5Wr4LLXw\nheqX/sDBj/uiuP/ko9DXJaCYvBa95jM3VpbsUjlKtWpjsppezdra8UH91vzcFTsZsJ7aqto1\nWRG+UP3R198bu6ATfV0Cispr36p3MxsdLlt2iRylWrVRWU2uZm25/dydLuB+eWev2KmA9VHc\nHxri3kvndh3/dpnaHX0Pd9zxg5rrlq/YvDZ6izvWbE7Zs9uKz1GqVRubVTlw2bLm9r5twU/N\nBZ3mr9ipgHXHDpznv1D9Ulx3mfrTZv7A/fzQ1yWgyLw2OuyiDrqeVdbsthJylGrVRmZVCVy2\nrLlVP3szf8VOPOne5ID/QvXxyR1o/SFdS1+XjkLzevr/oU5M+uy2EnKUeNWGZlUJTEL63Paf\nvdkN185fsdMC69Cch8pz+WP471VR/961fdBe9HXJKDivzaVxB/OfQ4bsNhJzlHbVBmdVCUxB\nhtz+7oaEv4eL56/YaYH10vQYpSoc/nsnTUjS1yWjmLym9zNsym4jMUdpV21MVtOrWVNuX5pZ\n990Lu3j+ip0UWJ/t+F33EDcT0fcaWtfJteqYvH5w05iJyJTdWslR0lUbk9X0ataY29/tO0HW\njFcGrMOu/UCG7iFu5nU++zei2usSUVReT1OXKcmY3VrJUcpVG5XV5GrWmNuXZkh4/OFlXax1\nAev69IDuNA9x/6dfXEdfl4ii8rpLKquNjNnlA9Kv2qisJlezxtxetePbw/GH93wVOx2wPq+u\nP1uH9IXqLlN3ykNMX5eE4vL6Effx7vllyS7LUfpVG5fV1GrWklv1h3f+ip0MWG/DBxOlL1R3\nmTr5fnKfVaSvS0GReX3h+tgpyJZdNUfJVm1kVhOrWVtuT/0pfj3h/BU7FbC4p1Na+9tl6rO4\nOjTj4T+1+boEFJvXO2WZ1qJlza6ao1SrNjaradWsNbdPRbNr8Em/YyNhYN33G6lq+QvV4hsH\n/rvV9HXLV2xer9J69W3PrpqjRKs2Nqtp1aw9t9fnf2anAlbBZV78QvWQqbdr6bvVmusWr9i8\nppPTVg7ZVXKUaNXGZjWZjLZyyK3yrfnZKxbnYUEQlIwALAiCkhGABUFQMgKwIAhKRgAWBEHJ\nCMCCICgZAVgQBCUjAAuCoGQEYEEQlIwALAiCkhGABYUr63R5835uU6BtCMCCwpUxPVPh3+c2\nCFq7ACwoXBywslcl9LVA64JGFpoUFK4jp5o/X88XWaZu1O9CIWg8oUlB4WJIuiAGhQAWNLrQ\npKBwMSQ9Z1k7YfXzSK7s22s9DBcbz/fvRVZgXh4aQQAWFC4GrK8suzj+uWRT8AxYz6Z5eQjy\nEYAFhYsb9LXOn9nlV/NvdsmFHllW/K3/HjtZX+eyE1qNACwoXDKwLrJ3zrv7c3PqW71m2Y+z\nGAmtSQAWFC4ZWEd9vf64FIF10YV0/S4IihCABYVLmcN6vWRTV1xHK+N8IShCaENQuOS3hM30\n+vdf7wAWNJXQhqBwMQZdthNVx9Hf31qew7oAqKDRhLYEhasH1uu300r30/+lHlY36f6FOSwo\nXgAWFC5+L2EDpWNn6mf9t590L45/vk7LGl7rr0tquyEE+QnAgsIln9bwenJ3I8Pv2Wn5e79w\n9Oa8xkJrEIAFhaun1eVNtya0eUt4+fze7dM5DhS/NX//fj92tr5hoTsULwALgqBkBGBBEJSM\nACwIgpIRgAVBUDICsCAISkYAFgRByQjAgiAoGQFYEAQlIwALgqBk9H+zFJ9VW30U4AAAAABJ\nRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RX6FS/NHbpwVIwDx1uH9bhJN49ftvcvNd4QWKVWglZ9cAVCLCM3A1dhIUv9QchR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\nWkL0Brv+6wq+bm+dFJw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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prodvalues <- prodvalues*as.numeric(scale) # Apply scale factor\n",
    "pltdate <- unlist(calendar_dates)\n",
    "\n",
    "prodstats <- data.frame(\n",
    "    date = as.Date(pltdate),\n",
    "    year = substr(pltdate,start=1,stop=4),\n",
    "    doy = substr(unlist(modis_dates),start=6,stop=8),\n",
    "    mean = rowMeans(prodvalues, na.rm=TRUE), \n",
    "    sd = apply(prodvalues, 1, sd, na.rm = TRUE),\n",
    "    quality = apply(prodvalues, 1, function(x) sum(!is.na(x))/(nrow*ncol)*100))\n",
    "                    \n",
    "# Get min and max of the calculated means\n",
    "meanMax <- max(prodstats$mean, na.rm = TRUE)\n",
    "meanMin <- min(prodstats$mean, na.rm = TRUE)     \n",
    "# Create simple function to scale the quality values to the mean values for plotting\n",
    "scaleq <- function(x){((x-0)/(100-0))*(meanMax-meanMin)+meanMin}\n",
    "\n",
    "# find the 68% confidence intervals around the mean\n",
    "y1 <- prodstats$mean + prodstats$sd \n",
    "y2 <- prodstats$mean - prodstats$sd\n",
    "\n",
    "plot3 <- ggplot(prodstats) +\n",
    "    # Data quality\n",
    "    geom_col(aes(y=scaleq(prodstats$quality), x=date), fill= 'blue', alpha = 0.2) +\n",
    "    scale_y_continuous(limits = c(meanMin, meanMax), oob = rescale_none, sec.axis = sec_axis(~((. - meanMin)/(meanMax - meanMin))*100, name = \"% Good Pixels\")) +\n",
    "                    \n",
    "    # LST mean and sd\n",
    "    geom_ribbon(aes(ymin=y2, ymax=y1, x=date), fill = 'darkgray', alpha = 0.75) + # draw the shaded area for 68% CI\n",
    "    geom_line(aes(y=mean, x=date), colour = '#2D708EFF', size=1.2) + # draw the line for the mean value  \n",
    "    \n",
    "    labs(title = 'VNP13A1 Enhanced Vegetation Index 2', subtitle = 'Subset Mean and 68% CI') +\n",
    "    ylab('EVI') + # add a y-axis label\n",
    "    xlab(\"Date\") + # add a x-axis label\n",
    "    theme_bw() + # set the plot theme\n",
    "    theme(plot.title = element_text(lineheight=.8, face=\"bold\", size=16), \n",
    "        axis.title.x = element_text(face=\"bold\", size=14), \n",
    "        axis.title.y = element_text(face=\"bold\", size=14), \n",
    "        axis.text.x = element_text(size=12), \n",
    "        axis.text.y = element_text(size=12)) # set optional theme elements\n",
    "\n",
    "plot5 <- ggplot(prodstats, aes(x=doy, y=mean, color=year)) + \n",
    "    scale_color_viridis(discrete=T) + \n",
    "    geom_point(size=3) + \n",
    "    geom_smooth(aes(group=year), method = 'loess', se=FALSE, size=1.2) + \n",
    "    labs(title = 'VNP13A1 Enhanced Vegetation Index 2', subtitle = 'Subset Mean and 68% CI') +\n",
    "    ylab('EVI') + # add a y-axis label\n",
    "    xlab(\"Date\") + # add a x-axis label\n",
    "    theme_bw() + # set the plot theme\n",
    "    theme(plot.title = element_text(lineheight=.8, face=\"bold\", size=16), \n",
    "        axis.title.x = element_text(face=\"bold\", size=14), \n",
    "        axis.title.y = element_text(face=\"bold\", size=14), \n",
    "        axis.text.x = element_text(size=12, angle=90), \n",
    "        axis.text.y = element_text(size=12)) # set optional theme elements                  \n",
    "                    \n",
    "prodstats2 <- prodstats[prodstats$date %in% pltdate[which(pltdate == '2016-01-01'):which(pltdate == '2018-01-01')],]\n",
    "meanMax2 <- max(prodstats2$mean, na.rm = TRUE)\n",
    "meanMin2 <- min(prodstats2$mean, na.rm = TRUE)     \n",
    "plot4 <- ggplot(prodstats2) +\n",
    "    # Data quality\n",
    "    geom_col(aes(y=(((prodstats2$quality-0)/(100-0))*(meanMax2-meanMin2)+meanMin2), x=date), fill= 'blue', alpha = 0.2) +\n",
    "    scale_y_continuous(limits = c(meanMin2, meanMax2), oob = rescale_none, sec.axis = sec_axis(~((. - meanMin2)/(meanMax2 - meanMin2))*100, name = \"% Good Pixels\")) +\n",
    "    # LST mean and sd\n",
    "    geom_ribbon(aes(ymin=(prodstats2$mean - prodstats2$sd), ymax=(prodstats2$mean + prodstats2$sd), x=date), fill = 'darkgray', alpha = 0.75) + # draw the shaded area for 68% CI\n",
    "    geom_line(aes(y=mean, x=date), colour = '#2D708EFF', size=1.2) + # draw the line for the mean value  \n",
    "    labs(title = ' ', subtitle = ' ') +\n",
    "    ylab('EVI') + # add a y-axis label\n",
    "    xlab(\"Date\") + # add a x-axis label\n",
    "    theme_bw() + # set the plot theme\n",
    "    theme(plot.title = element_text(lineheight=.8, face=\"bold\", size=16), \n",
    "        axis.title.x = element_text(face=\"bold\", size=14), \n",
    "        axis.title.y = element_text(face=\"bold\", size=14), \n",
    "        axis.text.x = element_text(size=12), \n",
    "        axis.text.y = element_text(size=12)) # set optional theme elements\n",
    "                    \n",
    "        \n",
    "options(repr.plot.width = 10, repr.plot.height = 3)\n",
    "plot3\n",
    "plot4\n",
    "plot5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Depict filtering workflow as raster grids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UhYMUafVnsZ6hGWuFt3uDZSkxyGS3AW\nYYnrR5vppyJhxRl91VmQfJxKWCmVRBgSij1ehIWwDAvrLMXQgbC8DwgLYfkgLF0gLO8DwkJY\nPghLFwjL+4CwEJYPwtJFtcLyT3dMnwRBWAgLYemhXmFpfQkFwlIFwtJFxcJKjb4MCEsXCEsX\nCCs6+jIgLF0gLF0grOjoy4CwdIGwdIGwoqMvA8LSBcLSBcKKjr4MCEsXCEsXCCs6+jKcRVhi\nQu5YqikISxenEtYelUSFsOI1JCIWZ8KbkSQWbqdFWDqElVYMMW+aPfrmZ9ktEvEH859Ff0Ef\nQlgIKze5hbVFRHsLa3z59EzgICoW1rCp6B6sMXosP8JCWJUIa3yD2kzgKOoV1ujWnCC2qQU7\ng7B0UZGw7rsgrJ1/QR9KKR0/5xHWkcJa9SjQQiAshJX5F/Sh1cKa9hXCKiGsYUDXlMmphTX7\nXkKEtdcv6EPrhTVo4TXe/FyJsBTWj1MLS/y9DcLa+Rf0odnSmX8JRRO06kL0ZahQWOMy0VM/\nahPWoAIgrJ1+QR9KKR0h58WBIcLaQVh+49H3b9sc11M/KhOW8/8qLBCEJcSEsHYWVvCT2z8K\n60ddwvKmdBHWTr+gDyEsk8K676GyflQlLK8CjKdJgoblGBCW92FcQRDWOmHNpQdhFRNWSjHY\neC/hmYSVVEm8pmK6AUFYCKsSYZmgXmFZeqb7uYWlecoEYSmjYmGlRl+GCoWlecoEYSkDYUVH\nX4YahaV4ygRhKQNhRUdfhiqFpRiEpQuEFR19GRCWLhCWLhBWdPRlQFi6QFi6QFjR0U9tEMy2\neLedpE/NIKyN5C4PhKUKhBUd/fT68fmsrhpMbDN98gthbSN7eSCsbeRuQBBWbPTTq/vD3Q0X\n//x1ww9Rlxe56EwW64N4AItyEYl/lY645fE1JX95SIbZwL8Eckvs+GIY5F8zKpQ+sKYBQVix\n0c9v4x3zfk1AWIVrStbysC2suQpdQlj5G5CdElqO1ZVEfAnFmivd3UQFaVZVkJMI68CakqE8\nXA/C2kzWBmS/ZBZibelIXVShL7qYQeGznPwkeQujKgjC2kaW8hhEV5ewXJuHGR+yn7cBSfxy\nfawsHamLKh25MRnU93szVBCEtZms5VGVsMIM61QzDkQXRuYGJOW7VZJDWE5cOgrPp+FSMghr\nTVlkJ2d51CSsMMOScmqpOJo8DUjaVysktnRmn+k+ekivEH1MGhBWVFnE5OkWcpZHRcJyXgal\n5tRSeWRqQBK/Wh/ZelguXDoKT367n8cuWI2wygkrf3lUJKwug3I/ZD9nA5L41frIIaxuUbqw\nOs2JvusXODkwjhBhbSF/eZxYWMI0tvP+bBdW/gYk+qu1cqywGuk8ymjvlCt5EdY2cpfHiYUl\n/VwvmEFY2RuQ6K/WytHCygzC0gXC2jgkzN2AJHy1TnIIa6Y8EBbCQlgbhJUZS8eOzNrS8Xqd\n031RhIWwDAtr7gCaFNaMpxDWZlZXEqUvoUBYqqhRWHOTStOzS2WwdOzI7FxJENY6YaXWFK1U\nKSzFD9m3dOzI7FxJEFYZYd2bdm31ozZhqcdkoj0Q1hmE1V+oqGsEgrCUYTLRHgjrBMJy/mU6\neuZ4EZYyTCbaA2HZF5ZrEBbCisJkoj0QFsLaEYSlC5OJ9kBY9oQlPDmjFmHllhPCssbZhPVH\nLKJHROKFJb6eR3RTxh5WMLuOsBDWNCYT7bF+ole6RHR0/zrC2ltYvZQQFsJawmSiPTbMm/g3\nDXYN/UT0ZahQWN0AEWEhrCVMJtpjZemEVcF75ZAYfRnqE9Z9hwZh7SAs8R26d0zWfZOJ9sgj\nLO88lRx9Gc4irNSa4k9kjQNHgbB0YTLRHnmFNXqREMIqKKwKbs1BWNswmWiP2NKZewmFf2Ld\nyxOEVUZYWqlMWJPthZYWxNKxI7OydDxhBZ7iLCHCaqlLWIMnLikdo1s6dmQyCGs8AS9FXwaE\npYuqhOWdedJ52tbSsSOTQ1jicHEcLgHC0kVNwmqFhLD2JMeQsAvLS0uCsHRRk7AahFWADc2J\nML0uLy0IwtLFmYU1+15ChLUT6wfszs995y0dR18GhKWLMwtL+rndH4S1EztXEoSFsBAWwsoH\nwkJYO2JcWHMHEMI6BISFsHYEYSGsvCAslcJKrSlaqVFYc9eLjs5KFcbSsSODsBDWjlQpLG7N\n2ZGdKwnCQlgVCUs9JhPtgbAQ1o5IwpJeJFHi5RIIC2ElRF8GhLU1A4Oxy+DqyDUDHYSlC5OJ\n9jibsP4pIHokXkMi8RqSUiSjoKbIs8NLM8jTU8kISxcmE+2xunTka9oPv9IdYW3KvvaPf/7d\nW5J0sh5h6cJkoj3Wlk7YqDonLV3OoNxDEIS1mZGwXNMgLISlg5WlEx6jTmiXw/DU12cdgiCs\nrbjtwnI9CGsbuRv0/VJaiDzCctJAIgxPfXvWIQjC2obru8oTf2vqYf3HDEXqfvYGfbeUliK2\nksw+0321sLptsg1BENZm+mMeYR0srPwN+l4pLUaWHpZrpGwNw1Mp2C6swRCkRmHlvrDatXsi\nrKN7WG3GZmvQ90tmIXIIa6IdCMPy92cegpxEWCk1pcv5mUASzg8grEOFlaFBH0S2XzoLkUFY\n/d9VPay8Q5D6hDVuLmIyaqYogj3d1CqEVYAsDfpgBFIgyfuSQ1hdXqwT1r1e5BmC1CesLjNy\nCEvom7W7r+rI1SSsqPN3K8jaoK9OhRZWlo6spi3CCmNFWAnC8ocN64Ul1rWZVWe/NSdNWMNA\nrNFjyNmgr06EFraUjhtFJC9d+nY/j93UKoR1L4uwdx8OG7YIKzM1Cit7OeRs0NemQQ2rW/Us\nL6HIPwSpQVjS724Sj9xCVCSssVa2l0P+Bj09DcrYUEnSop/aIPMQpFJhJR+5hahJWC5/Tzd/\ng56eBmUcLazMICyEVUpY0rXU2Xu6uRv0NWlQBcKyLqx1Y4NCGBdW3GbeD9ZZDi0a0rANhGVe\nWKvGBoVAWAgrLwjLurDWjQ0KgbAQVl4Qln1hKcYJIpJqvySsfXTkI0lxpbBUD81bNKRhGwhL\npbBSaopmKhLWutN2hVGRiE0gLIS1IzUJS/PQvEVHKrawWlheEXRXkYY3WCIshFWNsAxgMtEe\nm/u/3gdxs5K4f28i/t1ff0nEq+0fEiesKQhLFyYT7bF1hrH7h7AQ1hiEpQuTifbIIawuLAwc\n86d4FoSlC4SlC5OJ9sglrNvli6NHhCEshIWw9GAy0R6xpbPwEorBbZ9eniAshIWw9GAy0R5Z\nh4RhCGEhLNPC+tsMloqhw2SiPbIJq3GjQLhFARCWLhCWLkwm2gNhIawdQVi6MJloj2yXNcj3\nTCEshIWw9GAy0R45LhyVnos4ir4MZxHWWWoKwtKFyUR7rG7VvWe6T94zhbAQFsLSg8lEe+w8\nDEFYCKsaYWm5w3kG9QlcZOdKgrAQVi3Cku/10IX29C2DsBDWjlQkLOHEuT6UJy8ChIWwdgRh\n6UJ58iJAWAhrR84srPm71XSiPHkRICyEtSPOIpGpD3/q4K9alCcvAoSFsI4l4eccvulyNMoL\nR3nyIkBYCOtYDrcQwrIEwkJYx3K4hRCWJRAWwjqWwy2EsCxxNmGZJvJnFM7TnTncQrnykwtH\nS3AyYcWQlqakrXeM+rQcbqFsxWCgLVGfwEUQVs6tEVY6h1uopmIoMlDYl8jfsjaD8uRzVhCW\nKg63EMUQkJghu25efE6p8PfFgLBUcbiFKIYAhKULhKWKwy1EMQQgLF0gLIAZEJYuEBbADAhL\nFwgLYAaEpQuEBTADwgIAMyAsADADwgIAMyAsAAADICwAMAPCAgAzICxouhvru1C72P/frRgH\nomOdiSMyVqgZjgxocd2fdoHz/rvhNn4gOtaZOJJihUrhwICWUFiuccP/nbXGgehYAyGJkUXF\nCpXCcQF3xr7qFm0Q1qjbhrBgA0cdF/tMmkxGzczJMm1GdfkhdIzWCmv4iEmHsGA1hx4X+0ya\nCFEzc7LMwBOj/FgvrDDWtllAWLAKVcLKM2kyjjqogFQTCeeH5QxcKSw/3BcHJQGJHHlcjH3V\nLdoqrFHfDWEt4avFz468wrpH5xwlMc2OcyYTsduYNjleWLknTcSoG2ZOJujyKBCW926T5OKY\niFUIUBIzjNrdfHMmo9hn4loV+04c+PWDA3OUGxuFFUbNzMkiQzWF7fj64ghjTQpAKKyMcyZh\n7EEVVFsyhwurC8vZt0VYfrgvEbWFcSTDbBp1hVa352GsbiYOTe24Dsa+6hZlEFYYe4Ow4r86\n36SJELUXJzMnMn02DV+F6f9Pn9MYx2pjpkQH7RG7w5yJEHtjYtqk/LfvM2kyF7UQ0FkYAAMG\nh+So57ldWGHsRqZNjvv2oZrCpnxjeYRRJwUAdBA0u264LJew/HDvRbV15HBhee1GIK5u1TiQ\nFDUzJ2CQYAjiLdtHWPdoNU+bHC+svJMmE1EzcwJW2HHOZDp2IYCwACCaHedMhNitTJsgLACV\n7DhnIsRuZdoEYQGoZMc5EzF2G9MmR38/AEA0CAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAM\nCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAM\nCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAM\nCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAM\nCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAM\nCAsAzICwAMAMCAsAzICwAMAMCAsAzICwAMAMCAsAzPD/GCZpwi/2Q6oAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get array of unfiltered product values\n",
    "array_nofilter <- t(as.data.frame(proddata[proddata$calendar_date == \"2018-06-26\",'data'], check.names=FALSE))\n",
    "array_nofilter[array_nofilter == 0] <- NA # Remove fill cells\n",
    "# Get array of QC values\n",
    "array_qc <- qcvalues[\"2018-06-26\",]\n",
    "# Get array filtered LST values\n",
    "array_filter <- prodvalues[\"2018-06-26\",]\n",
    "\n",
    "# Make a raster object from each array\n",
    "r_nofilter <- r_template(array_nofilter, nrow, ncol, xllcorner, yllcorner, cellsize)\n",
    "r_qc <- r_template(array_qc, nrow, ncol, xllcorner, yllcorner, cellsize)\n",
    "r_filter <- r_template(array_filter, nrow, ncol, xllcorner, yllcorner, cellsize)\n",
    "\n",
    "# Plot them with rasterVis::levelplot\n",
    "r1 <- levelplot(r_nofilter, main = \"Unfiltered EVI2\", margin = FALSE)\n",
    "r2 <- levelplot(r_qc, main = \"QC Layer\", margin = FALSE)\n",
    "r3 <- levelplot(r_filter, main = \"Filtered EVI2\", margin = FALSE)\n",
    "\n",
    "# Print them with gridExtra::grid.arrange\n",
    "grid.arrange(r1, r2, r3, ncol=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "\n",
    "\n",
    "# Time series by land cover type\n",
    "-----\n",
    "\n",
    "The same code we just worked through can be used to calculate a time series for by land cover type. Yes, the Global Tool already does this for you, but only for the classification scheme used by the International Geosphere-Biosphere Programme (IGBP; Type 1). There are several others available in MCD12Q1. You may also want to define your own land cover groupings.\n",
    "\n",
    "**Code to request the land cover product for our subset area for 2016 and save it:**\n",
    "```R\n",
    "# Submit GET request with all the same parameters except for new PRODUCT and BAND\n",
    "r <- GET(request_url <- requestURL(lat, lon, 'MCD12Q1', 'LC_Type1', \"A2016001\", \"A2016001\", above_below, left_right))\n",
    "\n",
    "# Get response as data frame\n",
    "lcsubset <- fromJSON(toJSON(content(r)))\n",
    "\n",
    "# Save the data\n",
    "saveRDS(lcsubset$subset,file = \"data/lcdata.rds\")\n",
    "```\n",
    "\n",
    "**We'll load the data from a file instead:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>2016-01-01</th><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>...</td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td><td>4  </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
       "\t2016-01-01 & 4   & 4   & 4   & 4   & 4   & 4   & 4   & 4   & 4   & 4   & ... & 4   & 4   & 4   & 4   & 4   & 4   & 4   & 4   & 4   & 4  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| 2016-01-01 | 4   | 4   | 4   | 4   | 4   | 4   | 4   | 4   | 4   | 4   | ... | 4   | 4   | 4   | 4   | 4   | 4   | 4   | 4   | 4   | 4   | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "           [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]\n",
       "2016-01-01 4    4    4    4    4    4    4    4    4    4     ...   4     4    \n",
       "           [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21]\n",
       "2016-01-01 4     4     4     4     4     4     4     4    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lcdata <- readRDS(file = \"data/lcdata.rds\")\n",
    "# Format as \"CSV-like\" data frame\n",
    "lcvalues <- t(as.data.frame(lcdata$data, col.names=lcdata$calendar_date, check.names=FALSE))\n",
    "lcvalues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MCD12Q1 Land Cover Type 1 is the classification scheme used by the International Geosphere-Biosphere Programme (IGBP). Let's make a table:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Value</th><th scope=col>LCType</th><th scope=col>Color</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>  1                               </td><td>Evergreen Needleleaf Forest       </td><td>#008000                           </td></tr>\n",
       "\t<tr><td>  2                               </td><td>Evergreen Broadleaf Forest        </td><td>#00FF00                           </td></tr>\n",
       "\t<tr><td>  3                               </td><td>Deciduous Needleleaf Forest       </td><td>#99CC00                           </td></tr>\n",
       "\t<tr><td>  4                               </td><td>Deciduous Broadleaf Forest        </td><td>#99FF99                           </td></tr>\n",
       "\t<tr><td>  5                               </td><td>Mixed Forests                     </td><td>#339966                           </td></tr>\n",
       "\t<tr><td>  6                               </td><td>Closed Shrublands                 </td><td>#993366                           </td></tr>\n",
       "\t<tr><td>  7                               </td><td>Open Shrublands                   </td><td>#FFCC99                           </td></tr>\n",
       "\t<tr><td>  8                               </td><td>Woody Savannas                    </td><td>#CCFFCC                           </td></tr>\n",
       "\t<tr><td>  9                               </td><td>Savannas                          </td><td>#FFCC00                           </td></tr>\n",
       "\t<tr><td> 10                               </td><td>Grasslands                        </td><td>#FF9900                           </td></tr>\n",
       "\t<tr><td> 11                               </td><td>Permanent Wetlands                </td><td>#006699                           </td></tr>\n",
       "\t<tr><td> 12                               </td><td>Croplands                         </td><td>#FFFF00                           </td></tr>\n",
       "\t<tr><td> 13                               </td><td>Urban and Built-Up                </td><td>#FF0000                           </td></tr>\n",
       "\t<tr><td> 14                               </td><td>Cropland/Natural Vegetation Mosaic</td><td>#999966                           </td></tr>\n",
       "\t<tr><td> 15                               </td><td>Snow and Ice                      </td><td>#FFFFFF                           </td></tr>\n",
       "\t<tr><td> 16                               </td><td>Barren or Sparsely Vegetated      </td><td>#808080                           </td></tr>\n",
       "\t<tr><td> 17                               </td><td>Water Bodies                      </td><td>#000080                           </td></tr>\n",
       "\t<tr><td>255                               </td><td>Unclassified                      </td><td>#000000                           </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lll}\n",
       " Value & LCType & Color\\\\\n",
       "\\hline\n",
       "\t   1                                & Evergreen Needleleaf Forest        & \\#008000                         \\\\\n",
       "\t   2                                & Evergreen Broadleaf Forest         & \\#00FF00                         \\\\\n",
       "\t   3                                & Deciduous Needleleaf Forest        & \\#99CC00                         \\\\\n",
       "\t   4                                & Deciduous Broadleaf Forest         & \\#99FF99                         \\\\\n",
       "\t   5                                & Mixed Forests                      & \\#339966                         \\\\\n",
       "\t   6                                & Closed Shrublands                  & \\#993366                         \\\\\n",
       "\t   7                                & Open Shrublands                    & \\#FFCC99                         \\\\\n",
       "\t   8                                & Woody Savannas                     & \\#CCFFCC                         \\\\\n",
       "\t   9                                & Savannas                           & \\#FFCC00                         \\\\\n",
       "\t  10                                & Grasslands                         & \\#FF9900                         \\\\\n",
       "\t  11                                & Permanent Wetlands                 & \\#006699                         \\\\\n",
       "\t  12                                & Croplands                          & \\#FFFF00                         \\\\\n",
       "\t  13                                & Urban and Built-Up                 & \\#FF0000                         \\\\\n",
       "\t  14                                & Cropland/Natural Vegetation Mosaic & \\#999966                         \\\\\n",
       "\t  15                                & Snow and Ice                       & \\#FFFFFF                         \\\\\n",
       "\t  16                                & Barren or Sparsely Vegetated       & \\#808080                         \\\\\n",
       "\t  17                                & Water Bodies                       & \\#000080                         \\\\\n",
       "\t 255                                & Unclassified                       & \\#000000                         \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Value | LCType | Color | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "|   1                                | Evergreen Needleleaf Forest        | #008000                            | \n",
       "|   2                                | Evergreen Broadleaf Forest         | #00FF00                            | \n",
       "|   3                                | Deciduous Needleleaf Forest        | #99CC00                            | \n",
       "|   4                                | Deciduous Broadleaf Forest         | #99FF99                            | \n",
       "|   5                                | Mixed Forests                      | #339966                            | \n",
       "|   6                                | Closed Shrublands                  | #993366                            | \n",
       "|   7                                | Open Shrublands                    | #FFCC99                            | \n",
       "|   8                                | Woody Savannas                     | #CCFFCC                            | \n",
       "|   9                                | Savannas                           | #FFCC00                            | \n",
       "|  10                                | Grasslands                         | #FF9900                            | \n",
       "|  11                                | Permanent Wetlands                 | #006699                            | \n",
       "|  12                                | Croplands                          | #FFFF00                            | \n",
       "|  13                                | Urban and Built-Up                 | #FF0000                            | \n",
       "|  14                                | Cropland/Natural Vegetation Mosaic | #999966                            | \n",
       "|  15                                | Snow and Ice                       | #FFFFFF                            | \n",
       "|  16                                | Barren or Sparsely Vegetated       | #808080                            | \n",
       "|  17                                | Water Bodies                       | #000080                            | \n",
       "| 255                                | Unclassified                       | #000000                            | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   Value LCType                             Color  \n",
       "1    1   Evergreen Needleleaf Forest        #008000\n",
       "2    2   Evergreen Broadleaf Forest         #00FF00\n",
       "3    3   Deciduous Needleleaf Forest        #99CC00\n",
       "4    4   Deciduous Broadleaf Forest         #99FF99\n",
       "5    5   Mixed Forests                      #339966\n",
       "6    6   Closed Shrublands                  #993366\n",
       "7    7   Open Shrublands                    #FFCC99\n",
       "8    8   Woody Savannas                     #CCFFCC\n",
       "9    9   Savannas                           #FFCC00\n",
       "10  10   Grasslands                         #FF9900\n",
       "11  11   Permanent Wetlands                 #006699\n",
       "12  12   Croplands                          #FFFF00\n",
       "13  13   Urban and Built-Up                 #FF0000\n",
       "14  14   Cropland/Natural Vegetation Mosaic #999966\n",
       "15  15   Snow and Ice                       #FFFFFF\n",
       "16  16   Barren or Sparsely Vegetated       #808080\n",
       "17  17   Water Bodies                       #000080\n",
       "18 255   Unclassified                       #000000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lctab <- \"\n",
    "Value,LCType,Color\n",
    "1,Evergreen Needleleaf Forest,#008000\n",
    "2,Evergreen Broadleaf Forest,#00FF00\n",
    "3,Deciduous Needleleaf Forest,#99CC00\n",
    "4,Deciduous Broadleaf Forest,#99FF99\n",
    "5,Mixed Forests,#339966\n",
    "6,Closed Shrublands,#993366\n",
    "7,Open Shrublands,#FFCC99\n",
    "8,Woody Savannas,#CCFFCC\n",
    "9,Savannas,#FFCC00\n",
    "10,Grasslands,#FF9900\n",
    "11,Permanent Wetlands,#006699\n",
    "12,Croplands,#FFFF00\n",
    "13,Urban and Built-Up,#FF0000\n",
    "14,Cropland/Natural Vegetation Mosaic,#999966\n",
    "15,Snow and Ice,#FFFFFF\n",
    "16,Barren or Sparsely Vegetated,#808080\n",
    "17,Water Bodies,#000080\n",
    "255,Unclassified,#000000\n",
    "\"\n",
    "lctab <- read.csv(text = lctab, header = TRUE, stringsAsFactors = FALSE)\n",
    "lctab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the mean EVI for each land cover type using a similar masking routine to the QC filtering. Most types won't be present in our subset area:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Deciduous Broadleaf Forest</th><th scope=col>Woody Savannas</th><th scope=col>Urban and Built-Up</th><th scope=col>Date</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>2012-01-17</th><td>0.1859762 </td><td>0.1862000 </td><td>0.1941667 </td><td>2012-01-17</td></tr>\n",
       "\t<tr><th scope=row>2012-01-25</th><td>0.2241921 </td><td>0.2161667 </td><td>0.2224833 </td><td>2012-01-25</td></tr>\n",
       "\t<tr><th scope=row>2012-02-02</th><td>0.2329032 </td><td>0.2114667 </td><td>0.2258833 </td><td>2012-02-02</td></tr>\n",
       "\t<tr><th scope=row>2012-02-10</th><td>0.2311365 </td><td>0.2097667 </td><td>0.2137667 </td><td>2012-02-10</td></tr>\n",
       "\t<tr><th scope=row>2012-02-18</th><td>0.2321746 </td><td>0.2220500 </td><td>0.2257250 </td><td>2012-02-18</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       "  & Deciduous Broadleaf Forest & Woody Savannas & Urban and Built-Up & Date\\\\\n",
       "\\hline\n",
       "\t2012-01-17 & 0.1859762  & 0.1862000  & 0.1941667  & 2012-01-17\\\\\n",
       "\t2012-01-25 & 0.2241921  & 0.2161667  & 0.2224833  & 2012-01-25\\\\\n",
       "\t2012-02-02 & 0.2329032  & 0.2114667  & 0.2258833  & 2012-02-02\\\\\n",
       "\t2012-02-10 & 0.2311365  & 0.2097667  & 0.2137667  & 2012-02-10\\\\\n",
       "\t2012-02-18 & 0.2321746  & 0.2220500  & 0.2257250  & 2012-02-18\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Deciduous Broadleaf Forest | Woody Savannas | Urban and Built-Up | Date | \n",
       "|---|---|---|---|---|\n",
       "| 2012-01-17 | 0.1859762  | 0.1862000  | 0.1941667  | 2012-01-17 | \n",
       "| 2012-01-25 | 0.2241921  | 0.2161667  | 0.2224833  | 2012-01-25 | \n",
       "| 2012-02-02 | 0.2329032  | 0.2114667  | 0.2258833  | 2012-02-02 | \n",
       "| 2012-02-10 | 0.2311365  | 0.2097667  | 0.2137667  | 2012-02-10 | \n",
       "| 2012-02-18 | 0.2321746  | 0.2220500  | 0.2257250  | 2012-02-18 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "           Deciduous Broadleaf Forest Woody Savannas Urban and Built-Up\n",
       "2012-01-17 0.1859762                  0.1862000      0.1941667         \n",
       "2012-01-25 0.2241921                  0.2161667      0.2224833         \n",
       "2012-02-02 0.2329032                  0.2114667      0.2258833         \n",
       "2012-02-10 0.2311365                  0.2097667      0.2137667         \n",
       "2012-02-18 0.2321746                  0.2220500      0.2257250         \n",
       "           Date      \n",
       "2012-01-17 2012-01-17\n",
       "2012-01-25 2012-01-25\n",
       "2012-02-02 2012-02-02\n",
       "2012-02-10 2012-02-10\n",
       "2012-02-18 2012-02-18"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialize data frame with a column for each land cover type\n",
    "lcmeans <- data.frame(matrix(ncol = length(unique(lctab$Value)), nrow = 0))\n",
    "colnames(lcmeans) <- c(lctab$LCType)\n",
    "\n",
    "# Loop through timesteps\n",
    "for(tstep in seq(1, length(calendar_dates), by = 1)){\n",
    "    # Get mean of pixels matching each land cover type for that year and append to lcmeans\n",
    "    tstepmeans = lapply(lctab$Value, function(type) mean(prodvalues[tstep,][which(lcvalues[1,] %in% type)], na.rm = TRUE))\n",
    "    lcmeans[tstep,] <- unlist(tstepmeans)\n",
    "}\n",
    "\n",
    "# Add Date column to lcmeans\n",
    "rownames(lcmeans) <- calendar_dates\n",
    "lcmeans <- lcmeans[,colSums(is.na(lcmeans))<nrow(lcmeans)]\n",
    "lcmeans$Date <- as.Date(rownames(lcmeans))\n",
    "                            \n",
    "head(lcmeans, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plot it:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RFY/o5NzkKUIQSW0NyWFOy43Gem4dg9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\nTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use reshape::melt to convert table to long format:\n",
    "lcmeans_long <- reshape::melt(lcmeans, id.vars=\"Date\")\n",
    "\n",
    "plot5 <- ggplot(na.omit(lcmeans_long), aes(x = as.Date(Date), y=value, color=variable)) + \n",
    "    scale_color_viridis(discrete=T) + \n",
    "    geom_line(aes(group=variable), size=1.2) +\n",
    "    labs(title = 'VIIRS EVI2 (VNP13A1) by Land Cover Type (MCD12Q1)') +\n",
    "    ylab('EVI') + # add a y-axis label\n",
    "    xlab(\"Date\") + # add a x-axis label\n",
    "    theme_bw() + # set the plot theme\n",
    "    theme(\n",
    "        plot.title = element_text(lineheight=.8, face=\"bold\", size=16), \n",
    "        axis.title.x = element_text(face=\"bold\", size=14), \n",
    "        axis.title.y = element_text(face=\"bold\", size=14), \n",
    "        axis.text.x = element_text(size=12), \n",
    "        axis.text.y = element_text(size=12)) # set optional theme elements\n",
    "\n",
    "plot5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# BONUS CONTENT\n",
    "-----\n",
    "\n",
    "### MOD11A2 QC Table in R\n",
    "Land Surface Temperature/Emissivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Integer_Value</th><th scope=col>Bit7</th><th scope=col>Bit6</th><th scope=col>Bit5</th><th scope=col>Bit4</th><th scope=col>Bit3</th><th scope=col>Bit2</th><th scope=col>Bit1</th><th scope=col>Bit0</th><th scope=col>Mandatory_QA</th><th scope=col>Data_Quality</th><th scope=col>Emiss_Err</th><th scope=col>LST_Err</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>Good Data    </span></td><td>Emiss Error &lt;= .01                                </td><td>LST Err &lt;= 1K                                     </td></tr>\n",
       "\t<tr><td>2                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>3                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>4                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td>Other Quality                                                     </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>5                         </td><td>0                         </td><td>0                         </td><td>0                         </td><td>0                         </td><td>0                         </td><td>1                         </td><td>0                         </td><td>1                         </td><td>LST Produced,Other Quality</td><td>Other Quality             </td><td>Emiss Error &lt;= .01     </td><td>LST Err &lt;= 1K          </td></tr>\n",
       "\t<tr><td>6                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>7                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td>Other Quality                                                     </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>8                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>9                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>TBD          </span></td><td>Emiss Error &lt;= .01                                </td><td>LST Err &lt;= 1K                                     </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllll}\n",
       " Integer\\_Value & Bit7 & Bit6 & Bit5 & Bit4 & Bit3 & Bit2 & Bit1 & Bit0 & Mandatory\\_QA & Data\\_Quality & Emiss\\_Err & LST\\_Err\\\\\n",
       "\\hline\n",
       "\t 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & LST GOOD                   & Good Data                  & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 1                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & LST Produced,Other Quality & Good Data                  & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 2                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 3                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 1                          & No Pixel, Other QA         & Good Data                  & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 4                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & 0                          & LST GOOD                   & Other Quality              & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 5                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & 1                          & LST Produced,Other Quality & Other Quality              & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 6                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 7                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 1                          & 1                          & No Pixel, Other QA         & Other Quality              & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 8                          & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & 0                          & 0                          & LST GOOD                   & TBD                        & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 9                          & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & 0                          & 1                          & LST Produced,Other Quality & TBD                        & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Integer_Value | Bit7 | Bit6 | Bit5 | Bit4 | Bit3 | Bit2 | Bit1 | Bit0 | Mandatory_QA | Data_Quality | Emiss_Err | LST_Err | \n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "| 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | LST GOOD                   | Good Data                  | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 1                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | LST Produced,Other Quality | Good Data                  | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 2                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 3                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 1                          | No Pixel, Other QA         | Good Data                  | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 4                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | 0                          | LST GOOD                   | Other Quality              | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 5                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | 1                          | LST Produced,Other Quality | Other Quality              | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 6                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 7                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 1                          | 1                          | No Pixel, Other QA         | Other Quality              | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 8                          | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | 0                          | 0                          | LST GOOD                   | TBD                        | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 9                          | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | 0                          | 1                          | LST Produced,Other Quality | TBD                        | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   Integer_Value Bit7 Bit6 Bit5 Bit4 Bit3 Bit2 Bit1 Bit0\n",
       "1  0             0    0    0    0    0    0    0    0   \n",
       "2  1             0    0    0    0    0    0    0    1   \n",
       "3  2             0    0    0    0    0    0    1    0   \n",
       "4  3             0    0    0    0    0    0    1    1   \n",
       "5  4             0    0    0    0    0    1    0    0   \n",
       "6  5             0    0    0    0    0    1    0    1   \n",
       "7  6             0    0    0    0    0    1    1    0   \n",
       "8  7             0    0    0    0    0    1    1    1   \n",
       "9  8             0    0    0    0    1    0    0    0   \n",
       "10 9             0    0    0    0    1    0    0    1   \n",
       "   Mandatory_QA               Data_Quality  Emiss_Err          LST_Err      \n",
       "1  LST GOOD                   Good Data     Emiss Error <= .01 LST Err <= 1K\n",
       "2  LST Produced,Other Quality Good Data     Emiss Error <= .01 LST Err <= 1K\n",
       "3  No Pixel,clouds            Good Data     Emiss Error <= .01 LST Err <= 1K\n",
       "4  No Pixel, Other QA         Good Data     Emiss Error <= .01 LST Err <= 1K\n",
       "5  LST GOOD                   Other Quality Emiss Error <= .01 LST Err <= 1K\n",
       "6  LST Produced,Other Quality Other Quality Emiss Error <= .01 LST Err <= 1K\n",
       "7  No Pixel,clouds            Other Quality Emiss Error <= .01 LST Err <= 1K\n",
       "8  No Pixel, Other QA         Other Quality Emiss Error <= .01 LST Err <= 1K\n",
       "9  LST GOOD                   TBD           Emiss Error <= .01 LST Err <= 1K\n",
       "10 LST Produced,Other Quality TBD           Emiss Error <= .01 LST Err <= 1K"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create empty data.frame with a row for each possible QC integer value and columns for each bit (8bit)\n",
    "QC_Data <- data.frame(\n",
    "    Integer_Value = 0:255, \n",
    "    Bit7 = NA, Bit6 = NA, Bit5 = NA, Bit4 = NA, Bit3 = NA, Bit2 = NA, Bit1 = NA, Bit0 = NA, \n",
    "    Mandatory_QA = NA, Data_Quality = NA, Emiss_Err = NA, LST_Err = NA\n",
    ")\n",
    "\n",
    "# Loop through each QC integer and populate the QC bit columns with 0s and 1s\n",
    "for(i in QC_Data$Integer_Value){\n",
    "    AsInt <- as.integer(intToBits(i)[1:8])\n",
    "    QC_Data[i+1,2:9]<- AsInt[8:1] # Flip to big endian\n",
    "}\n",
    "\n",
    "# Describe the QC bits based on the criteria outlined in the MODIS product table\n",
    "QC_Data$Mandatory_QA[QC_Data$Bit1 == 0 & QC_Data$Bit0==0] <- 'LST GOOD'\n",
    "QC_Data$Mandatory_QA[QC_Data$Bit1 == 0 & QC_Data$Bit0==1] <- 'LST Produced,Other Quality'\n",
    "QC_Data$Mandatory_QA[QC_Data$Bit1 == 1 & QC_Data$Bit0==0] <- 'No Pixel,clouds'\n",
    "QC_Data$Mandatory_QA[QC_Data$Bit1 == 1 & QC_Data$Bit0==1] <- 'No Pixel, Other QA'\n",
    "\n",
    "QC_Data$Data_Quality[QC_Data$Bit3 == 0 & QC_Data$Bit2==0] <- 'Good Data'\n",
    "QC_Data$Data_Quality[QC_Data$Bit3 == 0 & QC_Data$Bit2==1] <- 'Other Quality'\n",
    "QC_Data$Data_Quality[QC_Data$Bit3 == 1 & QC_Data$Bit2==0] <- 'TBD'\n",
    "QC_Data$Data_Quality[QC_Data$Bit3 == 1 & QC_Data$Bit2==1] <- 'TBD'\n",
    "\n",
    "QC_Data$Emiss_Err[QC_Data$Bit5 == 0 & QC_Data$Bit4==0] <- 'Emiss Error <= .01'\n",
    "QC_Data$Emiss_Err[QC_Data$Bit5 == 0 & QC_Data$Bit4==1] <- 'Emiss Err <=.02'\n",
    "QC_Data$Emiss_Err[QC_Data$Bit5 == 1 & QC_Data$Bit4==0] <- 'Emiss Err <=.04'\n",
    "QC_Data$Emiss_Err[QC_Data$Bit5 == 1 & QC_Data$Bit4==1] <- 'Emiss Err > .04'\n",
    "\n",
    "QC_Data$LST_Err[QC_Data$Bit7 == 0 & QC_Data$Bit6==0] <- 'LST Err <= 1K'\n",
    "QC_Data$LST_Err[QC_Data$Bit7 == 0 & QC_Data$Bit6==1] <- 'LST Err <= 3K'\n",
    "QC_Data$LST_Err[QC_Data$Bit7 == 1 & QC_Data$Bit6==0] <- 'LST Err <= 2K'\n",
    "QC_Data$LST_Err[QC_Data$Bit7 == 1 & QC_Data$Bit6==1] <- 'LST Err > 3K'\n",
    "\n",
    "head(QC_Data, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "**Example filtering criteria for MOD11A2:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Integer_Value</th><th scope=col>Bit7</th><th scope=col>Bit6</th><th scope=col>Bit5</th><th scope=col>Bit4</th><th scope=col>Bit3</th><th scope=col>Bit2</th><th scope=col>Bit1</th><th scope=col>Bit0</th><th scope=col>Mandatory_QA</th><th scope=col>Data_Quality</th><th scope=col>Emiss_Err</th><th scope=col>LST_Err</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td> 2                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td> 6                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>10                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>14                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>18                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.02   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>22                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.02   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>26                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.02   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>30                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.02   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>34                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>38                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>42                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>46                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &lt;=.04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>50                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &gt; .04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>54                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td><span style=white-space:pre-wrap>Emiss Err &gt; .04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>58                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &gt; .04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>62                                                                </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td><span style=white-space:pre-wrap>Emiss Err &gt; .04   </span>     </td><td>LST Err &lt;= 1K                                                  </td></tr>\n",
       "\t<tr><td>64                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>65                                                   </td><td>0                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>Good Data    </span></td><td>Emiss Error &lt;= .01                                </td><td>LST Err &lt;= 3K                                     </td></tr>\n",
       "\t<tr><td>66                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>67                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>68                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td>Other Quality                                                     </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>69                        </td><td>0                         </td><td>1                         </td><td>0                         </td><td>0                         </td><td>0                         </td><td>1                         </td><td>0                         </td><td>1                         </td><td>LST Produced,Other Quality</td><td>Other Quality             </td><td>Emiss Error &lt;= .01     </td><td>LST Err &lt;= 3K          </td></tr>\n",
       "\t<tr><td>70                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>71                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td>Other Quality                                                     </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>72                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>73                                                   </td><td>0                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>TBD          </span></td><td>Emiss Error &lt;= .01                                </td><td>LST Err &lt;= 3K                                     </td></tr>\n",
       "\t<tr><td>74                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>75                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>76                                                                </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Error &lt;= .01                                             </td><td>LST Err &lt;= 3K                                                  </td></tr>\n",
       "\t<tr><td>77                                                   </td><td>0                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>1                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>TBD          </span></td><td>Emiss Error &lt;= .01                                </td><td>LST Err &lt;= 3K                                     </td></tr>\n",
       "\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "\t<tr><td>226                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>227                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>228                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td>Other Quality                                                     </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>229                       </td><td>1                         </td><td>1                         </td><td>1                         </td><td>0                         </td><td>0                         </td><td>1                         </td><td>0                         </td><td>1                         </td><td>LST Produced,Other Quality</td><td>Other Quality             </td><td>Emiss Err &lt;=.04        </td><td>LST Err &gt; 3K           </td></tr>\n",
       "\t<tr><td>230                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>231                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td>Other Quality                                                     </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>232                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>233                                                  </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>0                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>TBD          </span></td><td>Emiss Err &lt;=.04                                   </td><td>LST Err &gt; 3K                                      </td></tr>\n",
       "\t<tr><td>234                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>235                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>236                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>237                                                  </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>0                                                    </td><td>1                                                    </td><td>1                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>TBD          </span></td><td>Emiss Err &lt;=.04                                   </td><td>LST Err &gt; 3K                                      </td></tr>\n",
       "\t<tr><td>238                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>239                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &lt;=.04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>240                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>241                                                  </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>Good Data    </span></td><td>Emiss Err &gt; .04                                   </td><td>LST Err &gt; 3K                                      </td></tr>\n",
       "\t<tr><td>242                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>243                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>Good Data    </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>244                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td>Other Quality                                                     </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>245                       </td><td>1                         </td><td>1                         </td><td>1                         </td><td>1                         </td><td>0                         </td><td>1                         </td><td>0                         </td><td>1                         </td><td>LST Produced,Other Quality</td><td>Other Quality             </td><td>Emiss Err &gt; .04        </td><td>LST Err &gt; 3K           </td></tr>\n",
       "\t<tr><td>246                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td>Other Quality                                                     </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>247                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td>Other Quality                                                     </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>248                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>249                                                  </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>0                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>TBD          </span></td><td>Emiss Err &gt; .04                                   </td><td>LST Err &gt; 3K                                      </td></tr>\n",
       "\t<tr><td>250                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>251                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>252                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>LST GOOD                  </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>253                                                  </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>1                                                    </td><td>0                                                    </td><td>1                                                    </td><td>LST Produced,Other Quality                           </td><td><span style=white-space:pre-wrap>TBD          </span></td><td>Emiss Err &gt; .04                                   </td><td>LST Err &gt; 3K                                      </td></tr>\n",
       "\t<tr><td>254                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>0                                                                 </td><td><span style=white-space:pre-wrap>No Pixel,clouds           </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "\t<tr><td>255                                                               </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td>1                                                                 </td><td><span style=white-space:pre-wrap>No Pixel, Other QA        </span></td><td><span style=white-space:pre-wrap>TBD          </span>             </td><td>Emiss Err &gt; .04                                                </td><td>LST Err &gt; 3K                                                   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllll}\n",
       " Integer\\_Value & Bit7 & Bit6 & Bit5 & Bit4 & Bit3 & Bit2 & Bit1 & Bit0 & Mandatory\\_QA & Data\\_Quality & Emiss\\_Err & LST\\_Err\\\\\n",
       "\\hline\n",
       "\t  2                         & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t  6                         & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 10                         & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 14                         & 0                          & 0                          & 0                          & 0                          & 1                          & 1                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Error <= .01         & LST Err <= 1K             \\\\\n",
       "\t 18                         & 0                          & 0                          & 0                          & 1                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Err <=.02            & LST Err <= 1K             \\\\\n",
       "\t 22                         & 0                          & 0                          & 0                          & 1                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Err <=.02            & LST Err <= 1K             \\\\\n",
       "\t 26                         & 0                          & 0                          & 0                          & 1                          & 1                          & 0                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err <=.02            & LST Err <= 1K             \\\\\n",
       "\t 30                         & 0                          & 0                          & 0                          & 1                          & 1                          & 1                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err <=.02            & LST Err <= 1K             \\\\\n",
       "\t 34                         & 0                          & 0                          & 1                          & 0                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Err <=.04            & LST Err <= 1K             \\\\\n",
       "\t 38                         & 0                          & 0                          & 1                          & 0                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Err <=.04            & LST Err <= 1K             \\\\\n",
       "\t 42                         & 0                          & 0                          & 1                          & 0                          & 1                          & 0                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err <=.04            & LST Err <= 1K             \\\\\n",
       "\t 46                         & 0                          & 0                          & 1                          & 0                          & 1                          & 1                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err <=.04            & LST Err <= 1K             \\\\\n",
       "\t 50                         & 0                          & 0                          & 1                          & 1                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Err > .04            & LST Err <= 1K             \\\\\n",
       "\t 54                         & 0                          & 0                          & 1                          & 1                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Err > .04            & LST Err <= 1K             \\\\\n",
       "\t 58                         & 0                          & 0                          & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err > .04            & LST Err <= 1K             \\\\\n",
       "\t 62                         & 0                          & 0                          & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err > .04            & LST Err <= 1K             \\\\\n",
       "\t 64                         & 0                          & 1                          & 0                          & 0                          & 0                          & 0                          & 0                          & 0                          & LST GOOD                   & Good Data                  & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 65                         & 0                          & 1                          & 0                          & 0                          & 0                          & 0                          & 0                          & 1                          & LST Produced,Other Quality & Good Data                  & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 66                         & 0                          & 1                          & 0                          & 0                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 67                         & 0                          & 1                          & 0                          & 0                          & 0                          & 0                          & 1                          & 1                          & No Pixel, Other QA         & Good Data                  & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 68                         & 0                          & 1                          & 0                          & 0                          & 0                          & 1                          & 0                          & 0                          & LST GOOD                   & Other Quality              & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 69                         & 0                          & 1                          & 0                          & 0                          & 0                          & 1                          & 0                          & 1                          & LST Produced,Other Quality & Other Quality              & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 70                         & 0                          & 1                          & 0                          & 0                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 71                         & 0                          & 1                          & 0                          & 0                          & 0                          & 1                          & 1                          & 1                          & No Pixel, Other QA         & Other Quality              & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 72                         & 0                          & 1                          & 0                          & 0                          & 1                          & 0                          & 0                          & 0                          & LST GOOD                   & TBD                        & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 73                         & 0                          & 1                          & 0                          & 0                          & 1                          & 0                          & 0                          & 1                          & LST Produced,Other Quality & TBD                        & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 74                         & 0                          & 1                          & 0                          & 0                          & 1                          & 0                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 75                         & 0                          & 1                          & 0                          & 0                          & 1                          & 0                          & 1                          & 1                          & No Pixel, Other QA         & TBD                        & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 76                         & 0                          & 1                          & 0                          & 0                          & 1                          & 1                          & 0                          & 0                          & LST GOOD                   & TBD                        & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t 77                         & 0                          & 1                          & 0                          & 0                          & 1                          & 1                          & 0                          & 1                          & LST Produced,Other Quality & TBD                        & Emiss Error <= .01         & LST Err <= 3K             \\\\\n",
       "\t ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
       "\t 226                        & 1                          & 1                          & 1                          & 0                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 227                        & 1                          & 1                          & 1                          & 0                          & 0                          & 0                          & 1                          & 1                          & No Pixel, Other QA         & Good Data                  & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 228                        & 1                          & 1                          & 1                          & 0                          & 0                          & 1                          & 0                          & 0                          & LST GOOD                   & Other Quality              & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 229                        & 1                          & 1                          & 1                          & 0                          & 0                          & 1                          & 0                          & 1                          & LST Produced,Other Quality & Other Quality              & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 230                        & 1                          & 1                          & 1                          & 0                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 231                        & 1                          & 1                          & 1                          & 0                          & 0                          & 1                          & 1                          & 1                          & No Pixel, Other QA         & Other Quality              & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 232                        & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & 0                          & 0                          & LST GOOD                   & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 233                        & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & 0                          & 1                          & LST Produced,Other Quality & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 234                        & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 235                        & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & 1                          & 1                          & No Pixel, Other QA         & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 236                        & 1                          & 1                          & 1                          & 0                          & 1                          & 1                          & 0                          & 0                          & LST GOOD                   & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 237                        & 1                          & 1                          & 1                          & 0                          & 1                          & 1                          & 0                          & 1                          & LST Produced,Other Quality & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 238                        & 1                          & 1                          & 1                          & 0                          & 1                          & 1                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 239                        & 1                          & 1                          & 1                          & 0                          & 1                          & 1                          & 1                          & 1                          & No Pixel, Other QA         & TBD                        & Emiss Err <=.04            & LST Err > 3K              \\\\\n",
       "\t 240                        & 1                          & 1                          & 1                          & 1                          & 0                          & 0                          & 0                          & 0                          & LST GOOD                   & Good Data                  & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 241                        & 1                          & 1                          & 1                          & 1                          & 0                          & 0                          & 0                          & 1                          & LST Produced,Other Quality & Good Data                  & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 242                        & 1                          & 1                          & 1                          & 1                          & 0                          & 0                          & 1                          & 0                          & No Pixel,clouds            & Good Data                  & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 243                        & 1                          & 1                          & 1                          & 1                          & 0                          & 0                          & 1                          & 1                          & No Pixel, Other QA         & Good Data                  & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 244                        & 1                          & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & 0                          & LST GOOD                   & Other Quality              & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 245                        & 1                          & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & 1                          & LST Produced,Other Quality & Other Quality              & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 246                        & 1                          & 1                          & 1                          & 1                          & 0                          & 1                          & 1                          & 0                          & No Pixel,clouds            & Other Quality              & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 247                        & 1                          & 1                          & 1                          & 1                          & 0                          & 1                          & 1                          & 1                          & No Pixel, Other QA         & Other Quality              & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 248                        & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & 0                          & 0                          & LST GOOD                   & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 249                        & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & 0                          & 1                          & LST Produced,Other Quality & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 250                        & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 251                        & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & 1                          & 1                          & No Pixel, Other QA         & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 252                        & 1                          & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & 0                          & LST GOOD                   & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 253                        & 1                          & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & 1                          & LST Produced,Other Quality & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 254                        & 1                          & 1                          & 1                          & 1                          & 1                          & 1                          & 1                          & 0                          & No Pixel,clouds            & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\t 255                        & 1                          & 1                          & 1                          & 1                          & 1                          & 1                          & 1                          & 1                          & No Pixel, Other QA         & TBD                        & Emiss Err > .04            & LST Err > 3K              \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Integer_Value | Bit7 | Bit6 | Bit5 | Bit4 | Bit3 | Bit2 | Bit1 | Bit0 | Mandatory_QA | Data_Quality | Emiss_Err | LST_Err | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "|  2                         | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "|  6                         | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 10                         | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 14                         | 0                          | 0                          | 0                          | 0                          | 1                          | 1                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Error <= .01         | LST Err <= 1K              | \n",
       "| 18                         | 0                          | 0                          | 0                          | 1                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Err <=.02            | LST Err <= 1K              | \n",
       "| 22                         | 0                          | 0                          | 0                          | 1                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Err <=.02            | LST Err <= 1K              | \n",
       "| 26                         | 0                          | 0                          | 0                          | 1                          | 1                          | 0                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err <=.02            | LST Err <= 1K              | \n",
       "| 30                         | 0                          | 0                          | 0                          | 1                          | 1                          | 1                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err <=.02            | LST Err <= 1K              | \n",
       "| 34                         | 0                          | 0                          | 1                          | 0                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Err <=.04            | LST Err <= 1K              | \n",
       "| 38                         | 0                          | 0                          | 1                          | 0                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Err <=.04            | LST Err <= 1K              | \n",
       "| 42                         | 0                          | 0                          | 1                          | 0                          | 1                          | 0                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err <=.04            | LST Err <= 1K              | \n",
       "| 46                         | 0                          | 0                          | 1                          | 0                          | 1                          | 1                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err <=.04            | LST Err <= 1K              | \n",
       "| 50                         | 0                          | 0                          | 1                          | 1                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Err > .04            | LST Err <= 1K              | \n",
       "| 54                         | 0                          | 0                          | 1                          | 1                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Err > .04            | LST Err <= 1K              | \n",
       "| 58                         | 0                          | 0                          | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err > .04            | LST Err <= 1K              | \n",
       "| 62                         | 0                          | 0                          | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err > .04            | LST Err <= 1K              | \n",
       "| 64                         | 0                          | 1                          | 0                          | 0                          | 0                          | 0                          | 0                          | 0                          | LST GOOD                   | Good Data                  | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 65                         | 0                          | 1                          | 0                          | 0                          | 0                          | 0                          | 0                          | 1                          | LST Produced,Other Quality | Good Data                  | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 66                         | 0                          | 1                          | 0                          | 0                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 67                         | 0                          | 1                          | 0                          | 0                          | 0                          | 0                          | 1                          | 1                          | No Pixel, Other QA         | Good Data                  | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 68                         | 0                          | 1                          | 0                          | 0                          | 0                          | 1                          | 0                          | 0                          | LST GOOD                   | Other Quality              | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 69                         | 0                          | 1                          | 0                          | 0                          | 0                          | 1                          | 0                          | 1                          | LST Produced,Other Quality | Other Quality              | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 70                         | 0                          | 1                          | 0                          | 0                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 71                         | 0                          | 1                          | 0                          | 0                          | 0                          | 1                          | 1                          | 1                          | No Pixel, Other QA         | Other Quality              | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 72                         | 0                          | 1                          | 0                          | 0                          | 1                          | 0                          | 0                          | 0                          | LST GOOD                   | TBD                        | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 73                         | 0                          | 1                          | 0                          | 0                          | 1                          | 0                          | 0                          | 1                          | LST Produced,Other Quality | TBD                        | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 74                         | 0                          | 1                          | 0                          | 0                          | 1                          | 0                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 75                         | 0                          | 1                          | 0                          | 0                          | 1                          | 0                          | 1                          | 1                          | No Pixel, Other QA         | TBD                        | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 76                         | 0                          | 1                          | 0                          | 0                          | 1                          | 1                          | 0                          | 0                          | LST GOOD                   | TBD                        | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| 77                         | 0                          | 1                          | 0                          | 0                          | 1                          | 1                          | 0                          | 1                          | LST Produced,Other Quality | TBD                        | Emiss Error <= .01         | LST Err <= 3K              | \n",
       "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | \n",
       "| 226                        | 1                          | 1                          | 1                          | 0                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 227                        | 1                          | 1                          | 1                          | 0                          | 0                          | 0                          | 1                          | 1                          | No Pixel, Other QA         | Good Data                  | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 228                        | 1                          | 1                          | 1                          | 0                          | 0                          | 1                          | 0                          | 0                          | LST GOOD                   | Other Quality              | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 229                        | 1                          | 1                          | 1                          | 0                          | 0                          | 1                          | 0                          | 1                          | LST Produced,Other Quality | Other Quality              | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 230                        | 1                          | 1                          | 1                          | 0                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 231                        | 1                          | 1                          | 1                          | 0                          | 0                          | 1                          | 1                          | 1                          | No Pixel, Other QA         | Other Quality              | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 232                        | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | 0                          | 0                          | LST GOOD                   | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 233                        | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | 0                          | 1                          | LST Produced,Other Quality | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 234                        | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 235                        | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | 1                          | 1                          | No Pixel, Other QA         | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 236                        | 1                          | 1                          | 1                          | 0                          | 1                          | 1                          | 0                          | 0                          | LST GOOD                   | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 237                        | 1                          | 1                          | 1                          | 0                          | 1                          | 1                          | 0                          | 1                          | LST Produced,Other Quality | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 238                        | 1                          | 1                          | 1                          | 0                          | 1                          | 1                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 239                        | 1                          | 1                          | 1                          | 0                          | 1                          | 1                          | 1                          | 1                          | No Pixel, Other QA         | TBD                        | Emiss Err <=.04            | LST Err > 3K               | \n",
       "| 240                        | 1                          | 1                          | 1                          | 1                          | 0                          | 0                          | 0                          | 0                          | LST GOOD                   | Good Data                  | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 241                        | 1                          | 1                          | 1                          | 1                          | 0                          | 0                          | 0                          | 1                          | LST Produced,Other Quality | Good Data                  | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 242                        | 1                          | 1                          | 1                          | 1                          | 0                          | 0                          | 1                          | 0                          | No Pixel,clouds            | Good Data                  | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 243                        | 1                          | 1                          | 1                          | 1                          | 0                          | 0                          | 1                          | 1                          | No Pixel, Other QA         | Good Data                  | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 244                        | 1                          | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | 0                          | LST GOOD                   | Other Quality              | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 245                        | 1                          | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | 1                          | LST Produced,Other Quality | Other Quality              | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 246                        | 1                          | 1                          | 1                          | 1                          | 0                          | 1                          | 1                          | 0                          | No Pixel,clouds            | Other Quality              | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 247                        | 1                          | 1                          | 1                          | 1                          | 0                          | 1                          | 1                          | 1                          | No Pixel, Other QA         | Other Quality              | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 248                        | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | 0                          | 0                          | LST GOOD                   | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 249                        | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | 0                          | 1                          | LST Produced,Other Quality | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 250                        | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 251                        | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | 1                          | 1                          | No Pixel, Other QA         | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 252                        | 1                          | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | 0                          | LST GOOD                   | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 253                        | 1                          | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | 1                          | LST Produced,Other Quality | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 254                        | 1                          | 1                          | 1                          | 1                          | 1                          | 1                          | 1                          | 0                          | No Pixel,clouds            | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "| 255                        | 1                          | 1                          | 1                          | 1                          | 1                          | 1                          | 1                          | 1                          | No Pixel, Other QA         | TBD                        | Emiss Err > .04            | LST Err > 3K               | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "    Integer_Value Bit7 Bit6 Bit5 Bit4 Bit3 Bit2 Bit1 Bit0\n",
       "1    2            0    0    0    0    0    0    1    0   \n",
       "2    6            0    0    0    0    0    1    1    0   \n",
       "3   10            0    0    0    0    1    0    1    0   \n",
       "4   14            0    0    0    0    1    1    1    0   \n",
       "5   18            0    0    0    1    0    0    1    0   \n",
       "6   22            0    0    0    1    0    1    1    0   \n",
       "7   26            0    0    0    1    1    0    1    0   \n",
       "8   30            0    0    0    1    1    1    1    0   \n",
       "9   34            0    0    1    0    0    0    1    0   \n",
       "10  38            0    0    1    0    0    1    1    0   \n",
       "11  42            0    0    1    0    1    0    1    0   \n",
       "12  46            0    0    1    0    1    1    1    0   \n",
       "13  50            0    0    1    1    0    0    1    0   \n",
       "14  54            0    0    1    1    0    1    1    0   \n",
       "15  58            0    0    1    1    1    0    1    0   \n",
       "16  62            0    0    1    1    1    1    1    0   \n",
       "17  64            0    1    0    0    0    0    0    0   \n",
       "18  65            0    1    0    0    0    0    0    1   \n",
       "19  66            0    1    0    0    0    0    1    0   \n",
       "20  67            0    1    0    0    0    0    1    1   \n",
       "21  68            0    1    0    0    0    1    0    0   \n",
       "22  69            0    1    0    0    0    1    0    1   \n",
       "23  70            0    1    0    0    0    1    1    0   \n",
       "24  71            0    1    0    0    0    1    1    1   \n",
       "25  72            0    1    0    0    1    0    0    0   \n",
       "26  73            0    1    0    0    1    0    0    1   \n",
       "27  74            0    1    0    0    1    0    1    0   \n",
       "28  75            0    1    0    0    1    0    1    1   \n",
       "29  76            0    1    0    0    1    1    0    0   \n",
       "30  77            0    1    0    0    1    1    0    1   \n",
       "... ...           ...  ...  ...  ...  ...  ...  ...  ... \n",
       "131 226           1    1    1    0    0    0    1    0   \n",
       "132 227           1    1    1    0    0    0    1    1   \n",
       "133 228           1    1    1    0    0    1    0    0   \n",
       "134 229           1    1    1    0    0    1    0    1   \n",
       "135 230           1    1    1    0    0    1    1    0   \n",
       "136 231           1    1    1    0    0    1    1    1   \n",
       "137 232           1    1    1    0    1    0    0    0   \n",
       "138 233           1    1    1    0    1    0    0    1   \n",
       "139 234           1    1    1    0    1    0    1    0   \n",
       "140 235           1    1    1    0    1    0    1    1   \n",
       "141 236           1    1    1    0    1    1    0    0   \n",
       "142 237           1    1    1    0    1    1    0    1   \n",
       "143 238           1    1    1    0    1    1    1    0   \n",
       "144 239           1    1    1    0    1    1    1    1   \n",
       "145 240           1    1    1    1    0    0    0    0   \n",
       "146 241           1    1    1    1    0    0    0    1   \n",
       "147 242           1    1    1    1    0    0    1    0   \n",
       "148 243           1    1    1    1    0    0    1    1   \n",
       "149 244           1    1    1    1    0    1    0    0   \n",
       "150 245           1    1    1    1    0    1    0    1   \n",
       "151 246           1    1    1    1    0    1    1    0   \n",
       "152 247           1    1    1    1    0    1    1    1   \n",
       "153 248           1    1    1    1    1    0    0    0   \n",
       "154 249           1    1    1    1    1    0    0    1   \n",
       "155 250           1    1    1    1    1    0    1    0   \n",
       "156 251           1    1    1    1    1    0    1    1   \n",
       "157 252           1    1    1    1    1    1    0    0   \n",
       "158 253           1    1    1    1    1    1    0    1   \n",
       "159 254           1    1    1    1    1    1    1    0   \n",
       "160 255           1    1    1    1    1    1    1    1   \n",
       "    Mandatory_QA               Data_Quality  Emiss_Err          LST_Err      \n",
       "1   No Pixel,clouds            Good Data     Emiss Error <= .01 LST Err <= 1K\n",
       "2   No Pixel,clouds            Other Quality Emiss Error <= .01 LST Err <= 1K\n",
       "3   No Pixel,clouds            TBD           Emiss Error <= .01 LST Err <= 1K\n",
       "4   No Pixel,clouds            TBD           Emiss Error <= .01 LST Err <= 1K\n",
       "5   No Pixel,clouds            Good Data     Emiss Err <=.02    LST Err <= 1K\n",
       "6   No Pixel,clouds            Other Quality Emiss Err <=.02    LST Err <= 1K\n",
       "7   No Pixel,clouds            TBD           Emiss Err <=.02    LST Err <= 1K\n",
       "8   No Pixel,clouds            TBD           Emiss Err <=.02    LST Err <= 1K\n",
       "9   No Pixel,clouds            Good Data     Emiss Err <=.04    LST Err <= 1K\n",
       "10  No Pixel,clouds            Other Quality Emiss Err <=.04    LST Err <= 1K\n",
       "11  No Pixel,clouds            TBD           Emiss Err <=.04    LST Err <= 1K\n",
       "12  No Pixel,clouds            TBD           Emiss Err <=.04    LST Err <= 1K\n",
       "13  No Pixel,clouds            Good Data     Emiss Err > .04    LST Err <= 1K\n",
       "14  No Pixel,clouds            Other Quality Emiss Err > .04    LST Err <= 1K\n",
       "15  No Pixel,clouds            TBD           Emiss Err > .04    LST Err <= 1K\n",
       "16  No Pixel,clouds            TBD           Emiss Err > .04    LST Err <= 1K\n",
       "17  LST GOOD                   Good Data     Emiss Error <= .01 LST Err <= 3K\n",
       "18  LST Produced,Other Quality Good Data     Emiss Error <= .01 LST Err <= 3K\n",
       "19  No Pixel,clouds            Good Data     Emiss Error <= .01 LST Err <= 3K\n",
       "20  No Pixel, Other QA         Good Data     Emiss Error <= .01 LST Err <= 3K\n",
       "21  LST GOOD                   Other Quality Emiss Error <= .01 LST Err <= 3K\n",
       "22  LST Produced,Other Quality Other Quality Emiss Error <= .01 LST Err <= 3K\n",
       "23  No Pixel,clouds            Other Quality Emiss Error <= .01 LST Err <= 3K\n",
       "24  No Pixel, Other QA         Other Quality Emiss Error <= .01 LST Err <= 3K\n",
       "25  LST GOOD                   TBD           Emiss Error <= .01 LST Err <= 3K\n",
       "26  LST Produced,Other Quality TBD           Emiss Error <= .01 LST Err <= 3K\n",
       "27  No Pixel,clouds            TBD           Emiss Error <= .01 LST Err <= 3K\n",
       "28  No Pixel, Other QA         TBD           Emiss Error <= .01 LST Err <= 3K\n",
       "29  LST GOOD                   TBD           Emiss Error <= .01 LST Err <= 3K\n",
       "30  LST Produced,Other Quality TBD           Emiss Error <= .01 LST Err <= 3K\n",
       "... ...                        ...           ...                ...          \n",
       "131 No Pixel,clouds            Good Data     Emiss Err <=.04    LST Err > 3K \n",
       "132 No Pixel, Other QA         Good Data     Emiss Err <=.04    LST Err > 3K \n",
       "133 LST GOOD                   Other Quality Emiss Err <=.04    LST Err > 3K \n",
       "134 LST Produced,Other Quality Other Quality Emiss Err <=.04    LST Err > 3K \n",
       "135 No Pixel,clouds            Other Quality Emiss Err <=.04    LST Err > 3K \n",
       "136 No Pixel, Other QA         Other Quality Emiss Err <=.04    LST Err > 3K \n",
       "137 LST GOOD                   TBD           Emiss Err <=.04    LST Err > 3K \n",
       "138 LST Produced,Other Quality TBD           Emiss Err <=.04    LST Err > 3K \n",
       "139 No Pixel,clouds            TBD           Emiss Err <=.04    LST Err > 3K \n",
       "140 No Pixel, Other QA         TBD           Emiss Err <=.04    LST Err > 3K \n",
       "141 LST GOOD                   TBD           Emiss Err <=.04    LST Err > 3K \n",
       "142 LST Produced,Other Quality TBD           Emiss Err <=.04    LST Err > 3K \n",
       "143 No Pixel,clouds            TBD           Emiss Err <=.04    LST Err > 3K \n",
       "144 No Pixel, Other QA         TBD           Emiss Err <=.04    LST Err > 3K \n",
       "145 LST GOOD                   Good Data     Emiss Err > .04    LST Err > 3K \n",
       "146 LST Produced,Other Quality Good Data     Emiss Err > .04    LST Err > 3K \n",
       "147 No Pixel,clouds            Good Data     Emiss Err > .04    LST Err > 3K \n",
       "148 No Pixel, Other QA         Good Data     Emiss Err > .04    LST Err > 3K \n",
       "149 LST GOOD                   Other Quality Emiss Err > .04    LST Err > 3K \n",
       "150 LST Produced,Other Quality Other Quality Emiss Err > .04    LST Err > 3K \n",
       "151 No Pixel,clouds            Other Quality Emiss Err > .04    LST Err > 3K \n",
       "152 No Pixel, Other QA         Other Quality Emiss Err > .04    LST Err > 3K \n",
       "153 LST GOOD                   TBD           Emiss Err > .04    LST Err > 3K \n",
       "154 LST Produced,Other Quality TBD           Emiss Err > .04    LST Err > 3K \n",
       "155 No Pixel,clouds            TBD           Emiss Err > .04    LST Err > 3K \n",
       "156 No Pixel, Other QA         TBD           Emiss Err > .04    LST Err > 3K \n",
       "157 LST GOOD                   TBD           Emiss Err > .04    LST Err > 3K \n",
       "158 LST Produced,Other Quality TBD           Emiss Err > .04    LST Err > 3K \n",
       "159 No Pixel,clouds            TBD           Emiss Err > .04    LST Err > 3K \n",
       "160 No Pixel, Other QA         TBD           Emiss Err > .04    LST Err > 3K "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Mandatory_QA <- \"No Pixel,clouds\"\n",
    "LST_Err <- c(\"LST Err <= 1K\",\"LST Err <= 2K\")\n",
    "\n",
    "QC_Data <- QC_Data[!(QC_Data$LST_Err %in% LST_Err) | QC_Data$Mandatory_QA == Mandatory_QA,]\n",
    "rownames(QC_Data) <- NULL\n",
    "QC_Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VNP15A2H QC Table in R\n",
    "Leaf Area Index/Fraction of Photosynthetically Active Radiation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Integer_Value</th><th scope=col>Bit7</th><th scope=col>Bit6</th><th scope=col>Bit5</th><th scope=col>Bit4</th><th scope=col>Bit3</th><th scope=col>Bit2</th><th scope=col>Bit1</th><th scope=col>Bit0</th><th scope=col>SCF_QC</th><th scope=col>DeadDetector</th><th scope=col>BiomeType</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>2                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>3                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>4                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>5                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>6                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>7                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>8                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>9                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       " Integer\\_Value & Bit7 & Bit6 & Bit5 & Bit4 & Bit3 & Bit2 & Bit1 & Bit0 & SCF\\_QC & DeadDetector & BiomeType\\\\\n",
       "\\hline\n",
       "\t 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 2                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 3                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 4                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 5                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 6                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 7                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 8                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 9                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Integer_Value | Bit7 | Bit6 | Bit5 | Bit4 | Bit3 | Bit2 | Bit1 | Bit0 | SCF_QC | DeadDetector | BiomeType | \n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "| 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 2                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 3                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 4                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 5                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 6                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 7                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "| 8                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 9                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   Integer_Value Bit7 Bit6 Bit5 Bit4 Bit3 Bit2 Bit1 Bit0\n",
       "1  0             0    0    0    0    0    0    0    0   \n",
       "2  1             0    0    0    0    0    0    0    1   \n",
       "3  2             0    0    0    0    0    0    1    0   \n",
       "4  3             0    0    0    0    0    0    1    1   \n",
       "5  4             0    0    0    0    0    1    0    0   \n",
       "6  5             0    0    0    0    0    1    0    1   \n",
       "7  6             0    0    0    0    0    1    1    0   \n",
       "8  7             0    0    0    0    0    1    1    1   \n",
       "9  8             0    0    0    0    1    0    0    0   \n",
       "10 9             0    0    0    0    1    0    0    1   \n",
       "   SCF_QC                                                                                                                     \n",
       "1  Main (RT) method used, best result possible (no saturation)                                                                \n",
       "2  Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "3  Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "4  Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "5  Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "6  NA                                                                                                                         \n",
       "7  NA                                                                                                                         \n",
       "8  NA                                                                                                                         \n",
       "9  Main (RT) method used, best result possible (no saturation)                                                                \n",
       "10 Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "   DeadDetector                        BiomeType\n",
       "1  Both red and NIR detectors are fine Water    \n",
       "2  Both red and NIR detectors are fine Water    \n",
       "3  Both red and NIR detectors are fine Water    \n",
       "4  Both red and NIR detectors are fine Water    \n",
       "5  Both red and NIR detectors are fine Water    \n",
       "6  Both red and NIR detectors are fine Water    \n",
       "7  Both red and NIR detectors are fine Water    \n",
       "8  Both red and NIR detectors are fine Water    \n",
       "9  At least one band has dead detector Water    \n",
       "10 At least one band has dead detector Water    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create empty data.frame with a row for each possible QC integer value and columns for each bit (8bit)\n",
    "QC_Data <- data.frame(\n",
    "    Integer_Value = 0:255, Bit7 = NA, Bit6 = NA, Bit5 = NA, Bit4 = NA, Bit3 = NA, Bit2 = NA, \n",
    "    Bit1 = NA, Bit0 = NA, SCF_QC = NA, DeadDetector = NA, BiomeType = NA\n",
    ")\n",
    "\n",
    "# Loop through each QC integer and populate the QC bit columns with 0s and 1s\n",
    "for(i in seq(1,length(QC_Data$Integer_Value),1)){\n",
    "    AsInt <- as.integer(intToBits(QC_Data[i,])[1:8])\n",
    "    QC_Data[i,2:9]<- AsInt[8:1] # Flip to big endian\n",
    "}\n",
    "\n",
    "# Describe the QC bits based on the criteria outlined in the MODIS product table\n",
    "QC_Data$SCF_QC[QC_Data$Bit2 == 0 & QC_Data$Bit1 == 0 & QC_Data$Bit0==0] <- 'Main (RT) method used, best result possible (no saturation)'\n",
    "QC_Data$SCF_QC[QC_Data$Bit2 == 0 & QC_Data$Bit1 == 0 & QC_Data$Bit0==1] <- 'Main (RT) method used with saturation. Good, very usable'\n",
    "QC_Data$SCF_QC[QC_Data$Bit2 == 0 & QC_Data$Bit1 == 1 & QC_Data$Bit0==0] <- 'Main (RT) method failed due to bad geometry, empirical algorithm used'\n",
    "QC_Data$SCF_QC[QC_Data$Bit2 == 0 & QC_Data$Bit1 == 1 & QC_Data$Bit0==1] <- 'Main (RT) method failed due to problems other than geometry, empirical algorithm used'\n",
    "QC_Data$SCF_QC[QC_Data$Bit2 == 1 & QC_Data$Bit1 == 0 & QC_Data$Bit0==0] <- 'Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)'\n",
    "\n",
    "QC_Data$DeadDetector[QC_Data$Bit3 == 0] <- 'Both red and NIR detectors are fine'\n",
    "QC_Data$DeadDetector[QC_Data$Bit3 == 1] <- 'At least one band has dead detector'\n",
    "\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==0 & QC_Data$Bit5==0 & QC_Data$Bit4==0] <- 'Water'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==0 & QC_Data$Bit5==0 & QC_Data$Bit4==1] <- 'Grasses/cereal crops'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==0 & QC_Data$Bit5==1 & QC_Data$Bit4==0] <- 'Shrubs'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==0 & QC_Data$Bit5==1 & QC_Data$Bit4==1] <- 'Broadleaf crops'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==1 & QC_Data$Bit5==0 & QC_Data$Bit4==0] <- 'Savanna'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==1 & QC_Data$Bit5==0 & QC_Data$Bit4==1] <- 'Evergreen broadleaf forest'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==1 & QC_Data$Bit5==1 & QC_Data$Bit4==0] <- 'Deciduous broadleaf forest'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==0 & QC_Data$Bit6==1 & QC_Data$Bit5==1 & QC_Data$Bit4==1] <- 'Evergreen needleleaf forest'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==1 & QC_Data$Bit6==0 & QC_Data$Bit5==0 & QC_Data$Bit4==0] <- 'Deciduous needleleaf forest'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==1 & QC_Data$Bit6==0 & QC_Data$Bit5==0 & QC_Data$Bit4==1] <- 'Non-vegetated'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==1 & QC_Data$Bit6==0 & QC_Data$Bit5==1 & QC_Data$Bit4==0] <- 'Urban'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==1 & QC_Data$Bit6==0 & QC_Data$Bit5==1 & QC_Data$Bit4==1] <- 'Unclassified'\n",
    "QC_Data$BiomeType[QC_Data$Bit7==1 & QC_Data$Bit6==1 & QC_Data$Bit5==0 & QC_Data$Bit4==0] <- 'Fill Value'\n",
    "\n",
    "head(QC_Data, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Example filtering criteria for VNP15A2H:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Integer_Value</th><th scope=col>Bit7</th><th scope=col>Bit6</th><th scope=col>Bit5</th><th scope=col>Bit4</th><th scope=col>Bit3</th><th scope=col>Bit2</th><th scope=col>Bit1</th><th scope=col>Bit0</th><th scope=col>SCF_QC</th><th scope=col>DeadDetector</th><th scope=col>BiomeType</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td> 0                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 1                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 2                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 3                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 4                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 5                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 6                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 7                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 8                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td> 9                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>10                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>11                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>12                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>13                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>14                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>15                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>Water                                                                                                                      </td></tr>\n",
       "\t<tr><td>18                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>19                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>20                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>Both red and NIR detectors are fine                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>21                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>22                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>23                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>26                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>At least one band has dead detector                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>27                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>At least one band has dead detector                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>28                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>At least one band has dead detector                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>29                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>30                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>31                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>Grasses/cereal crops                                                                                                       </td></tr>\n",
       "\t<tr><td>32                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Shrubs                                                                                                                     </td></tr>\n",
       "\t<tr><td>33                                                                                                                         </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>Both red and NIR detectors are fine                                                                                        </td><td>Shrubs                                                                                                                     </td></tr>\n",
       "\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "\t<tr><td>226                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>227                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>228                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>229                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>230                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>231                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>232                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>233                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>234                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>235                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>236                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>237                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>238                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>239                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>240                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>241                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>242                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>243                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>244                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>245                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>246                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>247                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>Both red and NIR detectors are fine                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>248                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method used, best result possible (no saturation)                                                                </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>249                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method used with saturation. Good, very usable                                                                   </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>250                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>Main (RT) method failed due to bad geometry, empirical algorithm used                                                      </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>251                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>252                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>0                                                                                                                          </td><td>Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)</td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>253                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>254                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>0                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "\t<tr><td>255                                                                                                                        </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>1                                                                                                                          </td><td>NA                                                                                                                         </td><td>At least one band has dead detector                                                                                        </td><td>NA                                                                                                                         </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       " Integer\\_Value & Bit7 & Bit6 & Bit5 & Bit4 & Bit3 & Bit2 & Bit1 & Bit0 & SCF\\_QC & DeadDetector & BiomeType\\\\\n",
       "\\hline\n",
       "\t  0                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  1                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  2                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  3                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  4                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  5                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  6                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  7                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  8                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t  9                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 10                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 11                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 12                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 13                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 14                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 15                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & Water                                                                                                                      \\\\\n",
       "\t 18                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & Both red and NIR detectors are fine                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 19                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & Both red and NIR detectors are fine                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 20                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & Both red and NIR detectors are fine                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 21                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 22                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 23                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 26                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & At least one band has dead detector                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 27                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & At least one band has dead detector                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 28                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & At least one band has dead detector                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 29                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 30                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 31                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & Grasses/cereal crops                                                                                                       \\\\\n",
       "\t 32                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & Both red and NIR detectors are fine                                                                                         & Shrubs                                                                                                                     \\\\\n",
       "\t 33                                                                                                                          & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & Both red and NIR detectors are fine                                                                                         & Shrubs                                                                                                                     \\\\\n",
       "\t ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
       "\t 226                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 227                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 228                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 229                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 230                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 231                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 232                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 233                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 234                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 235                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 236                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 237                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 238                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 239                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 240                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 241                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 242                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 243                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 244                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 245                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 246                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 247                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & Both red and NIR detectors are fine                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 248                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Main (RT) method used, best result possible (no saturation)                                                                 & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 249                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & Main (RT) method used with saturation. Good, very usable                                                                    & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 250                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & Main (RT) method failed due to bad geometry, empirical algorithm used                                                       & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 251                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 252                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 0                                                                                                                           & Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 253                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 254                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 0                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\t 255                                                                                                                         & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & 1                                                                                                                           & NA                                                                                                                          & At least one band has dead detector                                                                                         & NA                                                                                                                         \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Integer_Value | Bit7 | Bit6 | Bit5 | Bit4 | Bit3 | Bit2 | Bit1 | Bit0 | SCF_QC | DeadDetector | BiomeType | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "|  0                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  1                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  2                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  3                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  4                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  5                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  6                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  7                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Water                                                                                                                       | \n",
       "|  8                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "|  9                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 10                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 11                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 12                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 13                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 14                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 15                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | Water                                                                                                                       | \n",
       "| 18                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | Both red and NIR detectors are fine                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 19                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | Both red and NIR detectors are fine                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 20                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | Both red and NIR detectors are fine                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 21                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 22                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 23                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 26                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | At least one band has dead detector                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 27                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | At least one band has dead detector                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 28                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | At least one band has dead detector                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 29                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 30                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 31                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | Grasses/cereal crops                                                                                                        | \n",
       "| 32                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | Both red and NIR detectors are fine                                                                                         | Shrubs                                                                                                                      | \n",
       "| 33                                                                                                                          | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | Both red and NIR detectors are fine                                                                                         | Shrubs                                                                                                                      | \n",
       "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | \n",
       "| 226                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 227                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 228                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 229                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 230                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 231                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 232                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 233                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 234                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 235                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 236                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 237                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 238                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 239                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 240                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 241                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 242                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 243                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 244                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 245                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 246                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 247                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | Both red and NIR detectors are fine                                                                                         | NA                                                                                                                          | \n",
       "| 248                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Main (RT) method used, best result possible (no saturation)                                                                 | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 249                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | Main (RT) method used with saturation. Good, very usable                                                                    | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 250                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | Main (RT) method failed due to bad geometry, empirical algorithm used                                                       | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 251                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | Main (RT) method failed due to problems other than geometry, empirical algorithm used                                       | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 252                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 0                                                                                                                           | Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel) | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 253                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 254                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 0                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "| 255                                                                                                                         | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | 1                                                                                                                           | NA                                                                                                                          | At least one band has dead detector                                                                                         | NA                                                                                                                          | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "    Integer_Value Bit7 Bit6 Bit5 Bit4 Bit3 Bit2 Bit1 Bit0\n",
       "1    0            0    0    0    0    0    0    0    0   \n",
       "2    1            0    0    0    0    0    0    0    1   \n",
       "3    2            0    0    0    0    0    0    1    0   \n",
       "4    3            0    0    0    0    0    0    1    1   \n",
       "5    4            0    0    0    0    0    1    0    0   \n",
       "6    5            0    0    0    0    0    1    0    1   \n",
       "7    6            0    0    0    0    0    1    1    0   \n",
       "8    7            0    0    0    0    0    1    1    1   \n",
       "9    8            0    0    0    0    1    0    0    0   \n",
       "10   9            0    0    0    0    1    0    0    1   \n",
       "11  10            0    0    0    0    1    0    1    0   \n",
       "12  11            0    0    0    0    1    0    1    1   \n",
       "13  12            0    0    0    0    1    1    0    0   \n",
       "14  13            0    0    0    0    1    1    0    1   \n",
       "15  14            0    0    0    0    1    1    1    0   \n",
       "16  15            0    0    0    0    1    1    1    1   \n",
       "17  18            0    0    0    1    0    0    1    0   \n",
       "18  19            0    0    0    1    0    0    1    1   \n",
       "19  20            0    0    0    1    0    1    0    0   \n",
       "20  21            0    0    0    1    0    1    0    1   \n",
       "21  22            0    0    0    1    0    1    1    0   \n",
       "22  23            0    0    0    1    0    1    1    1   \n",
       "23  26            0    0    0    1    1    0    1    0   \n",
       "24  27            0    0    0    1    1    0    1    1   \n",
       "25  28            0    0    0    1    1    1    0    0   \n",
       "26  29            0    0    0    1    1    1    0    1   \n",
       "27  30            0    0    0    1    1    1    1    0   \n",
       "28  31            0    0    0    1    1    1    1    1   \n",
       "29  32            0    0    1    0    0    0    0    0   \n",
       "30  33            0    0    1    0    0    0    0    1   \n",
       "... ...           ...  ...  ...  ...  ...  ...  ...  ... \n",
       "219 226           1    1    1    0    0    0    1    0   \n",
       "220 227           1    1    1    0    0    0    1    1   \n",
       "221 228           1    1    1    0    0    1    0    0   \n",
       "222 229           1    1    1    0    0    1    0    1   \n",
       "223 230           1    1    1    0    0    1    1    0   \n",
       "224 231           1    1    1    0    0    1    1    1   \n",
       "225 232           1    1    1    0    1    0    0    0   \n",
       "226 233           1    1    1    0    1    0    0    1   \n",
       "227 234           1    1    1    0    1    0    1    0   \n",
       "228 235           1    1    1    0    1    0    1    1   \n",
       "229 236           1    1    1    0    1    1    0    0   \n",
       "230 237           1    1    1    0    1    1    0    1   \n",
       "231 238           1    1    1    0    1    1    1    0   \n",
       "232 239           1    1    1    0    1    1    1    1   \n",
       "233 240           1    1    1    1    0    0    0    0   \n",
       "234 241           1    1    1    1    0    0    0    1   \n",
       "235 242           1    1    1    1    0    0    1    0   \n",
       "236 243           1    1    1    1    0    0    1    1   \n",
       "237 244           1    1    1    1    0    1    0    0   \n",
       "238 245           1    1    1    1    0    1    0    1   \n",
       "239 246           1    1    1    1    0    1    1    0   \n",
       "240 247           1    1    1    1    0    1    1    1   \n",
       "241 248           1    1    1    1    1    0    0    0   \n",
       "242 249           1    1    1    1    1    0    0    1   \n",
       "243 250           1    1    1    1    1    0    1    0   \n",
       "244 251           1    1    1    1    1    0    1    1   \n",
       "245 252           1    1    1    1    1    1    0    0   \n",
       "246 253           1    1    1    1    1    1    0    1   \n",
       "247 254           1    1    1    1    1    1    1    0   \n",
       "248 255           1    1    1    1    1    1    1    1   \n",
       "    SCF_QC                                                                                                                     \n",
       "1   Main (RT) method used, best result possible (no saturation)                                                                \n",
       "2   Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "3   Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "4   Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "5   Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "6   NA                                                                                                                         \n",
       "7   NA                                                                                                                         \n",
       "8   NA                                                                                                                         \n",
       "9   Main (RT) method used, best result possible (no saturation)                                                                \n",
       "10  Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "11  Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "12  Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "13  Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "14  NA                                                                                                                         \n",
       "15  NA                                                                                                                         \n",
       "16  NA                                                                                                                         \n",
       "17  Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "18  Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "19  Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "20  NA                                                                                                                         \n",
       "21  NA                                                                                                                         \n",
       "22  NA                                                                                                                         \n",
       "23  Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "24  Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "25  Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "26  NA                                                                                                                         \n",
       "27  NA                                                                                                                         \n",
       "28  NA                                                                                                                         \n",
       "29  Main (RT) method used, best result possible (no saturation)                                                                \n",
       "30  Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "... ...                                                                                                                        \n",
       "219 Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "220 Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "221 Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "222 NA                                                                                                                         \n",
       "223 NA                                                                                                                         \n",
       "224 NA                                                                                                                         \n",
       "225 Main (RT) method used, best result possible (no saturation)                                                                \n",
       "226 Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "227 Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "228 Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "229 Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "230 NA                                                                                                                         \n",
       "231 NA                                                                                                                         \n",
       "232 NA                                                                                                                         \n",
       "233 Main (RT) method used, best result possible (no saturation)                                                                \n",
       "234 Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "235 Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "236 Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "237 Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "238 NA                                                                                                                         \n",
       "239 NA                                                                                                                         \n",
       "240 NA                                                                                                                         \n",
       "241 Main (RT) method used, best result possible (no saturation)                                                                \n",
       "242 Main (RT) method used with saturation. Good, very usable                                                                   \n",
       "243 Main (RT) method failed due to bad geometry, empirical algorithm used                                                      \n",
       "244 Main (RT) method failed due to problems other than geometry, empirical algorithm used                                      \n",
       "245 Pixel not produced at all, value could not be retrieved (possible reasons: bad L1B data, unusable VNP09GA data, waterpixel)\n",
       "246 NA                                                                                                                         \n",
       "247 NA                                                                                                                         \n",
       "248 NA                                                                                                                         \n",
       "    DeadDetector                        BiomeType           \n",
       "1   Both red and NIR detectors are fine Water               \n",
       "2   Both red and NIR detectors are fine Water               \n",
       "3   Both red and NIR detectors are fine Water               \n",
       "4   Both red and NIR detectors are fine Water               \n",
       "5   Both red and NIR detectors are fine Water               \n",
       "6   Both red and NIR detectors are fine Water               \n",
       "7   Both red and NIR detectors are fine Water               \n",
       "8   Both red and NIR detectors are fine Water               \n",
       "9   At least one band has dead detector Water               \n",
       "10  At least one band has dead detector Water               \n",
       "11  At least one band has dead detector Water               \n",
       "12  At least one band has dead detector Water               \n",
       "13  At least one band has dead detector Water               \n",
       "14  At least one band has dead detector Water               \n",
       "15  At least one band has dead detector Water               \n",
       "16  At least one band has dead detector Water               \n",
       "17  Both red and NIR detectors are fine Grasses/cereal crops\n",
       "18  Both red and NIR detectors are fine Grasses/cereal crops\n",
       "19  Both red and NIR detectors are fine Grasses/cereal crops\n",
       "20  Both red and NIR detectors are fine Grasses/cereal crops\n",
       "21  Both red and NIR detectors are fine Grasses/cereal crops\n",
       "22  Both red and NIR detectors are fine Grasses/cereal crops\n",
       "23  At least one band has dead detector Grasses/cereal crops\n",
       "24  At least one band has dead detector Grasses/cereal crops\n",
       "25  At least one band has dead detector Grasses/cereal crops\n",
       "26  At least one band has dead detector Grasses/cereal crops\n",
       "27  At least one band has dead detector Grasses/cereal crops\n",
       "28  At least one band has dead detector Grasses/cereal crops\n",
       "29  Both red and NIR detectors are fine Shrubs              \n",
       "30  Both red and NIR detectors are fine Shrubs              \n",
       "... ...                                 ...                 \n",
       "219 Both red and NIR detectors are fine NA                  \n",
       "220 Both red and NIR detectors are fine NA                  \n",
       "221 Both red and NIR detectors are fine NA                  \n",
       "222 Both red and NIR detectors are fine NA                  \n",
       "223 Both red and NIR detectors are fine NA                  \n",
       "224 Both red and NIR detectors are fine NA                  \n",
       "225 At least one band has dead detector NA                  \n",
       "226 At least one band has dead detector NA                  \n",
       "227 At least one band has dead detector NA                  \n",
       "228 At least one band has dead detector NA                  \n",
       "229 At least one band has dead detector NA                  \n",
       "230 At least one band has dead detector NA                  \n",
       "231 At least one band has dead detector NA                  \n",
       "232 At least one band has dead detector NA                  \n",
       "233 Both red and NIR detectors are fine NA                  \n",
       "234 Both red and NIR detectors are fine NA                  \n",
       "235 Both red and NIR detectors are fine NA                  \n",
       "236 Both red and NIR detectors are fine NA                  \n",
       "237 Both red and NIR detectors are fine NA                  \n",
       "238 Both red and NIR detectors are fine NA                  \n",
       "239 Both red and NIR detectors are fine NA                  \n",
       "240 Both red and NIR detectors are fine NA                  \n",
       "241 At least one band has dead detector NA                  \n",
       "242 At least one band has dead detector NA                  \n",
       "243 At least one band has dead detector NA                  \n",
       "244 At least one band has dead detector NA                  \n",
       "245 At least one band has dead detector NA                  \n",
       "246 At least one band has dead detector NA                  \n",
       "247 At least one band has dead detector NA                  \n",
       "248 At least one band has dead detector NA                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SCF_QC <- c('Main (RT) method used, best result possible (no saturation)','Main (RT) method used with saturation. Good, very usable')\n",
    "BiomeType <- c('Broadleaf crops','Grasses/cereal crops')\n",
    "\n",
    "QC_Data <- QC_Data[!(QC_Data$BiomeType %in% BiomeType) | !(QC_Data$SCF_QC %in% SCF_QC),]\n",
    "rownames(QC_Data) <- NULL\n",
    "QC_Data"
   ]
  }
 ],
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