From aa072530f122b3a16a7348e8956368462011a4e2 Mon Sep 17 00:00:00 2001 From: ckrogers Date: Mon, 16 Apr 2018 09:59:26 +0200 Subject: [PATCH] Issue #12 --- notebooks/NSO2EE-MultiSpectral.ipynb | 10 -- notebooks/Waterlevel_Sat_Image_plot.ipynb | 163 ++++------------------ 2 files changed, 28 insertions(+), 145 deletions(-) diff --git a/notebooks/NSO2EE-MultiSpectral.ipynb b/notebooks/NSO2EE-MultiSpectral.ipynb index dc74c52..8918f76 100644 --- a/notebooks/NSO2EE-MultiSpectral.ipynb +++ b/notebooks/NSO2EE-MultiSpectral.ipynb @@ -178,16 +178,6 @@ }, "outputs": [], "source": [ - "\n", - "# # Move all files to destination path\n", - "# for k in files:\n", - "# filename = os.path.basename(k)\n", - "# path_move_file = os.path.join(input_dir,dst,filename)\n", - "# if os.path.lexists(path_move_file):\n", - "# pass\n", - "# else:\n", - "# os.rename(os.path.join(input_dir,k), path_move_file)\n", - "\n", "# delete empty directories\n", "if rapideye:\n", " empty_dir = glob.glob('RapidEye/RE_RD_12bit_RGBEI_5m_jp2000/**/**')\n", diff --git a/notebooks/Waterlevel_Sat_Image_plot.ipynb b/notebooks/Waterlevel_Sat_Image_plot.ipynb index dedd5ae..632dbf6 100644 --- a/notebooks/Waterlevel_Sat_Image_plot.ipynb +++ b/notebooks/Waterlevel_Sat_Image_plot.ipynb @@ -30,10 +30,13 @@ "file_path = os.path.join(dir_path,'water_level_data/')\n", "# os.chdir(dir_path)\n", "# locations available at http://matroos.deltares.nl/timeseries/search/\n", - "lon = [6.9338, 3.8604, 5.4098, 5.7609, 5.3335]\n", - "lat = [53.3275, 51.8638, 53.1767, 53.4311, 53.4436]\n", - "buoy = ['delfzij', 'haringvliet_10', 'harlingen', 'nes', \\\n", - " 'terschelling_noordzee']\n", + "# lon = [6.9338, 3.8604, 5.4098, 5.7609, 5.3335]\n", + "# lat = [53.3275, 51.8638, 53.1767, 53.4311, 53.4436]\n", + "# buoy = ['delfzij', 'haringvliet_10', 'harlingen', 'nes', \\\n", + "# 'terschelling_noordzee']\n", + "lon = 5.7609\n", + "lat = 53.4311\n", + "buoy = ['nes']\n", "numfile = len(buoy)" ] }, @@ -45,37 +48,29 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "95\n" - ] + "data": { + "image/png": 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mIiKAiSUiojGLNwRERERERJQoJpaIiExKaWKINZaIiIiIiEgtTCxRSF6vFz6f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\nJeqNlDgODQ1dvBOWl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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "for b in buoy:\n", - " b = pd.read_csv(os.path.join(file_path, b+'_L8_S2_overlap'+'.csv'), sep=',')\n", - " b['MISSION'] = b['MISSION'].replace(np.nan, 'L8', regex=True)\n", - " # nes['system:time_start'] = nes['system:time_start'].astype(float)\n", - " b['system:time_start'] = pd.to_datetime(b['system:time_start'],unit='ms')\n", - " # nes['system:time_start'] = pd.Timestamp.fromtimestamp(nes['system:time_start'])\n", - " s2 = b.loc[nes['MISSION'] == 'S2']\n", - " l8 = b.loc[nes['MISSION'] == 'L8']\n", - " # nes.head(n=5)\n", - " # s2.head(n=5)\n", - " l8.head(n=5)\n", - " print(len(b))\n", + " df1 = pd.read_csv(os.path.join(file_path, b+'_L8_S2_overlap'+'.csv'), sep=',')\n", + " df1['MISSION'] = df1['MISSION'].replace(np.nan, 'L8', regex=True)\n", + " df1['system:time_start'] = pd.to_datetime(df1['system:time_start'],unit='ms')\n", + " s2 = df1.loc[df1['MISSION'] == 'S2']\n", + " l8 = df1.loc[df1['MISSION'] == 'L8']\n", " \n", - " # df = pd.DataFrame(columns=['filename','system:time_start'])\n", - " df = pd.read_csv(os.path.join(file_path,b+'.csv'), sep=',')\n", - " df['Time'] = pd.to_datetime(df['Time'],format='%Y-%m-%d %H:%M:%S')\n", - " df.head(n=5)\n", + " df2 = pd.read_csv(os.path.join(file_path,b+'.csv'), sep=',')\n", + " df2['Time'] = pd.to_datetime(df2['Time'],format='%Y-%m-%d %H:%M:%S')\n", + " df2.head(n=5)\n", " \n", - " plt.rcParams.update(params)\n", - " # plt.figure(figsize=(20,10))\n", - " # plt.plot(df['Time'], df['WaterLevel'])\n", - " # plt.show()\n", - " ax = df.plot(x = 'Time', y = 'WaterLevel', figsize = (20,10), style='silver')\n", + " ax = df2.plot(x = 'Time', y = 'WaterLevel', figsize = (20,10), style='silver')\n", " l8.plot(ax=ax, x = 'system:time_start', y = 'waterlevel', style='ro')\n", " s2.plot(ax=ax, x = 'system:time_start', y = 'waterlevel', style='bo')\n", " plt.xlabel('Date', fontsize=16)\n", @@ -83,118 +78,16 @@ " plt.legend(['Nes buoy water level', 'Landsat 8 observation', 'Sentinel 2 observation'])\n", " plt.show()\n", " fig = ax.get_figure()\n", - " fig.savefig(os.path.join(file_path,buoy[3]+'_L8_S2_overlap.png'))\n", + " fig.savefig(os.path.join(file_path,b+'_L8_S2_overlap.png'))\n", " plt.close(fig) " ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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