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October 24, 2016 02:08
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Canberra, the mountains or the south coast? Where's the best weather?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### My aunt lives in Narooma, my brother is in Thredbo and I live in Canberra. Last September we interchanged lots of messages in which we were complaining about the weather in our respective places... But, where was the weather the worst? Let's see if we can find out..." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "source": [ | |
| "## 0.- To run this notebook on the VDI you'll need to first run:\n", | |
| "\n", | |
| "module purge\n", | |
| "\n", | |
| "module load python/2.7.11 python/2.7.11-matplotlib numpy/py2.7 gdal/1.11.1-python ipython\n", | |
| "\n", | |
| "jupyter notebook" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 1.- Intro to Himawari8\n", | |
| "Himawari 8 is a geostationary satellite that covers the area of the Asia-Pacific and takes a new picture every 10 minutes.\n", | |
| "\n", | |
| "The Bureau of Meteorology uses this information operationally for their weather forecasts and the historical data is stored at the NCI at: /g/data2/rr5/satellite/obs/himawari8/FLDK/" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### 1.1.- An index for Himawari8 files" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'/g/data2/rr5/satellite/obs/himawari8/FLDK/2015/12/25/0000/20151225000000-P1S-ABOM_BRF_B01-PRJ_GEOS141_2000-HIMAWARI8-AHI.nc'" | |
| ] | |
| }, | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "import datetime\n", | |
| "import os.path\n", | |
| "\n", | |
| "def himawari8_path(UTC_datetime, band):\n", | |
| " base = \"/g/data2/rr5/satellite/obs/himawari8/FLDK/{year:d}/{month:02d}/{day:02d}/{hour:02d}{minute:02d}/\"\n", | |
| " file_name = \"{year:d}{month:02d}{day:02d}{hour:02d}{minute:02d}00-P1S-ABOM_BRF_B{band:02d}-PRJ_GEOS141_2000-HIMAWARI8-AHI.nc\"\n", | |
| "\n", | |
| " st = datetime.datetime.strptime(UTC_datetime, \"%Y%m%d%H%M\")\n", | |
| "\n", | |
| " path = (base.format(year=st.year, month=st.month, day=st.day, hour=st.hour, minute=st.minute) +\n", | |
| " file_name.format(year=st.year, month=st.month, day=st.day, hour=st.hour, minute=st.minute, band=band))\n", | |
| "\n", | |
| " if not os.path.isfile(path):\n", | |
| " return None\n", | |
| " \n", | |
| " return path\n", | |
| "\n", | |
| "# For example, to get the path to band 1 taken of the 25th Dec 2015 at 00:00 UTC\n", | |
| "himawari8_path(\"201512250000\", 1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### 1.2.- Plot raw data from a Himawari8 file" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x7f0b85c1d0d0>" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
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2Kb0p0jlYN0x9hDeN2oCrt4guXtuyFBAOlncVx5zV5N2yXIwFEonpmPsIEhgu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cAAAg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\n0rhUCoqSSippXPr/yjVagOhtXCkAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f0b96bcb310>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "\n", | |
| "from osgeo import gdal\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "ds = gdal.Open(himawari8_path(\"201512250000\", 1))\n", | |
| "band1 = ds.GetRasterBand(1)\n", | |
| "raster = band1.ReadAsArray()\n", | |
| "no_data = band1.GetNoDataValue()\n", | |
| " \n", | |
| "masked = np.ma.array(raster, mask=(raster==no_data))\n", | |
| "plt.imshow(masked)\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "source": [ | |
| "### 1.3.- Create a RGB composite using three bands" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(5500, 5500, 3)\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x7f0b85034850>" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { |
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