diff --git a/04 - Work with different data formats.ipynb b/04 - Work with different data formats.ipynb index 57a747e..46e0c3e 100644 --- a/04 - Work with different data formats.ipynb +++ b/04 - Work with different data formats.ipynb @@ -32,10 +32,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -67,12 +65,10 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ - "!wget ftp://sidads.colorado.edu/pub/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/monthly/nt_200709_f17_v01_n.bin" + "!wget ftp://sidads.colorado.edu/pub/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/monthly/nt_200709_f13_v1.1_n.bin" ] }, { @@ -84,13 +80,11 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 35, + "metadata": {}, "outputs": [], "source": [ - "ice = np.fromfile('nt_200709_f17_v01_n.bin', dtype='uint8')" + "ice = np.fromfile('nt_200709_f13_v1.1_n.bin', dtype='uint8')" ] }, { @@ -110,10 +104,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [], "source": [ "ice = ice[300:]" @@ -128,10 +120,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [], "source": [ "ice = ice.reshape(448,304)" @@ -146,16 +136,14 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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PSUYDPrkQ1RWkkkQqSSSQ6ZH6DLT+5RpQ2rItBHCGARiA7xjEBpI5xWA2kcCpTdF8xc88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\nOeLmtWKMHmTzM0M3pQ3I4gmaKnyMP8xmIdFU1Wj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JN0Z9PeBq4AOHsbqHOwaHTqReC9SSOV31j8fxmKJzaDkeIxZD2mahbTNILZ5F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\nC0szGdYtflfeY3uCf9WilaPHaQ2T9Zd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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -176,16 +164,14 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 39, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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TeVzGp8xlDU/wJG3xwLmEB3iGNaiZxijiDz3k6hSfRBewHyAxkcqfoRn/Ww0J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\nyHbxumP51HAewXpWi+jAXPHz2PDAMWXAx+jABVpQDZwgmWR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SWjKb/sXtHDslRu8Sg4FOm9TMDNqSobVlkDlNx4kbKWaFe7NCGxeLMIqBYiGE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\nNpRmMqxbcnHec3vCftXiVaXnUQ2T9Ze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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -207,16 +193,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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uSlowlukozPAxjWKNGY3Rgh2AltAsCgoHQn4uFGaDPQ+yU0F3UCygWY77d2H+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\nx3y2IB+6pj1X1rRegqgSTg/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JewuwYU5FTg8WiO1W/LbHJdDtIvMQ3fitcSlc4pUlLVcU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\nUt32XahPnFHUiIN2AM3d4evrAUZJj0V1djDeMuGV1CACv61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A5SKyVESiuBli7i8q8+/A6wBEpBe36bxjoosG/gnNiXQqwz5bfvWxksf/7OKbaTl5MQCm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\nlDWnjg4xdT+Toe2HW8m+tJ9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ezydQM085mQ1Pf6byh6bA5pFv11RoQZ79Uy3Ttrr8ZNDg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\naUJC4YaENCH/P6V96/DwtQgwAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -245,10 +229,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 41, + "metadata": {}, "outputs": [], "source": [ "fid = open('My_ice_2007.bin', 'wb')\n", @@ -321,10 +303,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 42, + "metadata": {}, "outputs": [], "source": [ "from scipy.io import loadmat" @@ -340,9 +320,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "!wget https://www.dropbox.com/s/0kuzvz03gw6d393/PHC_jan.mat" @@ -357,10 +335,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 43, + "metadata": {}, "outputs": [], "source": [ "all_variables = loadmat('PHC_jan.mat')" @@ -375,18 +351,16 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 44, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['PTEMP1', 'LON', '__header__', '__globals__', 'DEPTH', 'LAT', '__version__']" + "dict_keys(['__header__', '__version__', '__globals__', 'LAT', 'LON', 'DEPTH', 'PTEMP1'])" ] }, - "execution_count": 11, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -404,10 +378,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 45, + "metadata": {}, "outputs": [], "source": [ "temp = np.array(all_variables['PTEMP1'])" @@ -422,10 +394,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 46, + "metadata": {}, "outputs": [ { "data": { @@ -433,7 +403,7 @@ "(33, 180, 360)" ] }, - "execution_count": 13, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -451,16 +421,14 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 47, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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gM8A/B3xH3O1/Ar7AHzSgPTg8xbmejJCn2vUZeIfvHQ5P32e4zJNlHWXeUhU1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\nOJNKQKtPm2zPGQXFnkDDGgK4xtSl4fOI4C7FVKc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A+s5iw5NKH0mgVcVZi1v4lBF9RD5V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\nRK5CYII=\n", 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OerJ9+7h25+OxtmeMNchs16mSKtTGS9im4B7fgXdv8jDAuCjGlca5xeoqQAeFtyJvSi0q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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -497,10 +465,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 48, + "metadata": {}, "outputs": [], "source": [ "from netCDF4 import Dataset" @@ -515,13 +481,33 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2017-09-27 15:11:27-- ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.dailyavgs/surface_gauss/air.2m.gauss.2016.nc\n", + " => ‘air.2m.gauss.2016.nc’\n", + "Resolving ftp.cdc.noaa.gov... 140.172.38.117\n", + "Connecting to ftp.cdc.noaa.gov|140.172.38.117|:21... connected.\n", + "Logging in as anonymous ... Logged in!\n", + "==> SYST ... done. ==> PWD ... done.\n", + "==> TYPE I ... done. ==> CWD (1) /Datasets/ncep.reanalysis.dailyavgs/surface_gauss ... done.\n", + "==> SIZE air.2m.gauss.2016.nc ... 15809552\n", + "==> PASV ... done. ==> RETR air.2m.gauss.2016.nc ... done.\n", + "Length: 15809552 (15M) (unauthoritative)\n", + "\n", + "air.2m.gauss.2016.n 100%[===================>] 15.08M 1.57MB/s in 11s \n", + "\n", + "2017-09-27 15:11:41 (1.41 MB/s) - ‘air.2m.gauss.2016.nc’ saved [15809552]\n", + "\n" + ] + } + ], "source": [ - "!wget ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis/surface/air.sig995.2012.nc\n", + "!wget ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.dailyavgs/surface_gauss/air.2m.gauss.2016.nc\n", "\n", "#Alternative for the times of US goverment shutdowns:\n", "#!wget http://database.rish.kyoto-u.ac.jp/arch/ncep/data/ncep.reanalysis/surface/air.sig995.2012.nc" @@ -536,13 +522,11 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 64, + "metadata": {}, "outputs": [], "source": [ - "fnc = Dataset('air.sig995.2012.nc')" + "fnc = Dataset('air.2m.gauss.2016.nc')" ] }, { @@ -554,18 +538,16 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 65, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "u'Data is from NMC initialized reanalysis\\n(4x/day). These are the 0.9950 sigma level values.'" + "'Data is from NMC initialized reanalysis\\n(4x/day). It consists of T62 variables interpolated to\\npressure surfaces from model (sigma) surfaces.'" ] }, - "execution_count": 18, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -576,18 +558,16 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 66, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "u'created 2011/12 by Hoop (netCDF2.3)\\nConverted to chunked, deflated non-packed NetCDF4 2014/09'" + "'created 2013/12 by Hoop (netCDF2.3)'" ] }, - "execution_count": 19, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -605,68 +585,72 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 67, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "OrderedDict([(u'lat', \n", - "float32 lat(lat)\n", - " units: degrees_north\n", - " actual_range: [ 90. -90.]\n", - " long_name: Latitude\n", - " standard_name: latitude\n", - " axis: Y\n", - "unlimited dimensions: \n", - "current shape = (73,)\n", - "filling on, default _FillValue of 9.96920996839e+36 used\n", - "), (u'lon', \n", - "float32 lon(lon)\n", - " units: degrees_east\n", - " long_name: Longitude\n", - " actual_range: [ 0. 357.5]\n", - " standard_name: longitude\n", - " axis: X\n", - "unlimited dimensions: \n", - "current shape = (144,)\n", - "filling on, default _FillValue of 9.96920996839e+36 used\n", - "), (u'time', \n", - "float64 time(time)\n", - " long_name: Time\n", - " delta_t: 0000-00-00 06:00:00\n", - " standard_name: time\n", - " axis: T\n", - " units: hours since 1800-01-01 00:00:0.0\n", - " actual_range: [ 1858344. 1867122.]\n", - "unlimited dimensions: time\n", - "current shape = (1464,)\n", - "filling on, default _FillValue of 9.96920996839e+36 used\n", - "), (u'air', \n", - "float32 air(time, lat, lon)\n", - " long_name: 4xDaily Air temperature at sigma level 995\n", - " units: degK\n", - " precision: 2\n", - " least_significant_digit: 1\n", - " GRIB_id: 11\n", - " GRIB_name: TMP\n", - " var_desc: Air temperature\n", - " dataset: NMC Reanalysis\n", - " level_desc: Surface\n", - " statistic: Individual Obs\n", - " parent_stat: Other\n", - " missing_value: -9.96921e+36\n", - " actual_range: [ 191.1000061 323. ]\n", - " valid_range: [ 185.16000366 331.16000366]\n", - "unlimited dimensions: time\n", - "current shape = (1464, 73, 144)\n", - "filling on, default _FillValue of 9.96920996839e+36 used\n", - ")])" + "OrderedDict([('lat', \n", + " float32 lat(lat)\n", + " units: degrees_north\n", + " actual_range: [ 88.54199982 -88.54199982]\n", + " long_name: Latitude\n", + " standard_name: latitude\n", + " axis: Y\n", + " unlimited dimensions: \n", + " current shape = (94,)\n", + " filling on, default _FillValue of 9.969209968386869e+36 used),\n", + " ('lon', \n", + " float32 lon(lon)\n", + " units: degrees_east\n", + " long_name: Longitude\n", + " actual_range: [ 0. 358.125]\n", + " standard_name: longitude\n", + " axis: X\n", + " unlimited dimensions: \n", + " current shape = (192,)\n", + " filling on, default _FillValue of 9.969209968386869e+36 used),\n", + " ('time', \n", + " float64 time(time)\n", + " long_name: Time\n", + " delta_t: 0000-00-01 00:00:00\n", + " avg_period: 0000-00-01 00:00:00\n", + " standard_name: time\n", + " axis: T\n", + " units: hours since 1800-01-01 00:00:0.0\n", + " coordinate_defines: start\n", + " actual_range: [ 1893408. 1902168.]\n", + " unlimited dimensions: time\n", + " current shape = (366,)\n", + " filling on, default _FillValue of 9.969209968386869e+36 used),\n", + " ('air', \n", + " float32 air(time, lat, lon)\n", + " long_name: mean Daily Air temperature at 2 m\n", + " units: degK\n", + " precision: 2\n", + " least_significant_digit: 1\n", + " GRIB_id: 11\n", + " GRIB_name: TMP\n", + " var_desc: Air temperature\n", + " dataset: NCEP Reanalysis Daily Averages\n", + " level_desc: 2 m\n", + " statistic: Mean\n", + " parent_stat: Individual Obs\n", + " missing_value: -9.96921e+36\n", + " valid_range: [ 150. 400.]\n", + " actual_range: [ 177.75 317.90002441]\n", + " unlimited dimensions: time\n", + " current shape = (366, 94, 192)\n", + " filling on, default _FillValue of 9.969209968386869e+36 used),\n", + " ('time_bnds', \n", + " float64 time_bnds(time, nbnds)\n", + " unlimited dimensions: time\n", + " current shape = (366, 2)\n", + " filling on, default _FillValue of 9.969209968386869e+36 used)])" ] }, - "execution_count": 20, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -684,10 +668,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 68, + "metadata": {}, "outputs": [], "source": [ "air = fnc.variables['air']" @@ -702,18 +684,16 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 69, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 191.1000061, 323. ], dtype=float32)" + "array([ 177.75 , 317.90002441], dtype=float32)" ] }, - "execution_count": 22, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -724,18 +704,16 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 70, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "u'4xDaily Air temperature at sigma level 995'" + "'mean Daily Air temperature at 2 m'" ] }, - "execution_count": 23, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -746,18 +724,16 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 71, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "u'degK'" + "'degK'" ] }, - "execution_count": 24, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -768,18 +744,16 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 72, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(1464, 73, 144)" + "(366, 94, 192)" ] }, - "execution_count": 25, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -797,16 +771,14 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 73, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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UMrck7QXHushBp7xmtl654Ps8Wyp32OVJCdtW8kUOOujJUgl9TBbFZCGMIoFI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MtkaLYMtHRNT9f2dO1Aux7ohkw7OoznKdUVhObvKkBSNO5Sns040o6ZbigMLrluO9RJz3GsoFOt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\nJCQkrAD/H8DclQEHkw/rAAAAAElFTkSuQmCC\n", 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xNfjIOnjFgpIBcZinHBLx3UpDNol9IaxJMUjbyJVLo1zwMZZ5Z8YccXg/mhiV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\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -834,26 +806,16 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rm: test_netcdf.nc: No such file or directory\r\n" - ] - } - ], + "execution_count": 75, + "metadata": {}, + "outputs": [], "source": [ "!rm test_netcdf.nc\n", "fw = Dataset('test_netcdf.nc', 'w')\n", "\n", - "fw.createDimension('t', 1464)\n", - "fw.createDimension('y', 73)\n", - "fw.createDimension('x', 144)\n", + "fw.createDimension('t', 366)\n", + "fw.createDimension('y', 94)\n", + "fw.createDimension('x', 192)\n", "\n", "air_var = fw.createVariable( 'air','float32', ('t', 'y', 'x'))\n", "air_var[:] = air[:]\n", @@ -869,18 +831,16 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 77, + "metadata": {}, "outputs": [], "source": [ "!rm test_netcdf.nc\n", "fw = Dataset('test_netcdf.nc', 'w')\n", "\n", - "fw.createDimension('TIME', 1464)\n", - "fw.createDimension('LATITUDE', 73)\n", - "fw.createDimension('LONGITUDE', 144)\n", + "fw.createDimension('TIME', 366)\n", + "fw.createDimension('LATITUDE', 94)\n", + "fw.createDimension('LONGITUDE', 192)\n", "\n", "time = fw.createVariable('TIME', 'f', ('TIME',))\n", "time[:] = fnc.variables['time'][:]\n", @@ -918,23 +878,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.6.1" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }