{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7919 is a prime number\n" ] } ], "source": [ "# example of importing a module \n", "# here, we want the method factorial\n", "# from the library called math\n", "from math import factorial\n", "\n", "# perform an inefficient prime number test\n", "# \n", "# Wilson's theorum \n", "# http://mathworld.wolfram.com/WilsonsTheorem.html\n", "# states that p is a prime number \n", "# iff (p-1)! == -1, mod p\n", "\n", "# test number\n", "p = 7919\n", "\n", "# calculate the factorial\n", "p1_fact = factorial(p-1)\n", "\n", "# do the comparison in modulo p\n", "is_prime = (p1_fact % p == -1 % p)\n", "\n", "if is_prime:\n", " print p,\"is a prime number\"\n", "else:\n", " print p,\"is not a prime number\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example of data masking, consider the QA mask in the [MODIS Leaf Area Index (LAI)](https://lpdaac.usgs.gov/products/modis_products_table/leaf_area_index_fraction_of_photosynthetically_active_radiation/8_day_l4_global_1km/mod15a2) product:\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Bit numberParameter NameBit combinationInterpretation
0MODLAND_QC bits0Good quality (main algorithm with or without saturation)
1Other Quality (back-up algorithm or fill values)
1Sensor0Terra
1Aqua
2DeadDetector0Detectors apparently fine for up to 50% of channels
1Dead detectors caused >50% adjacent detector retrieval
3-4CloudState00Significant clouds NOT present (clear)
01Significant clouds WERE present
10Mixed cloud present on pixel
11Cloud state not defined (assumed clear)
5-7CF_QC000Main (RT) method used (best result possible (no saturation))
001Main (RT) method used with saturation. (usable)
010Main (RT) method failed due to bad geometry (empirical algorithm used)
010Main (RT) method failed due to problems other than geometry (empirical algorithm used)
010Pixel not produced at all.
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, the MODIS LAI QA information is contained in one byte (8 bits), which encodes data about five different categories of QA information.\n", "\n", "When using such data, we need to make choices about what quality of data we are willing to accept.\n", "\n", "For the moment, you can ignore this piece of code below. We will learn of such things later, but here we read in some data into a variable `qa`, and diaplay those data:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAToAAAEACAYAAAAjo7qXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfvLy/wDfBY1Se3weawAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# jump ahead a bit in the course\n", "# to read some data in from a npz file\n", "# and show it\n", "import numpy as np\n", "f = np.load('data/MCD15A2.A2011185.h09v05.005.npz')\n", "lai = f['lai']\n", "lai_sd = f['lai_sd']\n", "qa = f['qc']\n", "plt.imshow(qa)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now want to be able to interpret those qa codes:\n", "\n", "From the table above, we want to access the `MODLAND_QC bits` which are in the first bit of this:\n", "\n", "We can simply access this applying a bitwise and operation with bit mask of value 1 (to pull the information on the first bit). This then will have values of zero or one. We can convert these to `bool`,so now zero values are `False`.\n", "\n", "The table above tells us that we want values of zero here, so we take a ones complement so that `mask` is `True` where we want the data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATcAAAEACAYAAADWXTEnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4MF2dK/YcQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask = ~((qa & 0b1).astype(bool))\n", "plt.imshow(mask,interpolation='nearest')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATcAAAEACAYAAADWXTEnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask = ~((qa & 0b1).astype(bool))\n", "plt.imshow(lai*mask,interpolation='nearest')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATcAAAEACAYAAADWXTEnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask = ~((qa & 0b1).astype(bool))\n", "plt.imshow(lai_sd*mask,interpolation='nearest')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }