{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-10-27 - lesson #7 notebook.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyOJYaY525hjxebJScl3Gm/B"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"fO500qBiW_l0"},"source":["## Part 1 - Loading files to Google Colab"]},{"cell_type":"code","metadata":{"id":"60hNoBh7U1T4"},"source":["# # Loading data in Colab - pick one way to do it\n","# # ---------------------------------------------------------------------\n","# # Importing data files from local machine\n","# from google.colab import files\n","# uploaded = files.upload()\n","\n","# # Mounting the Google Drive to access files\n","# from google.colab import drive\n","# drive.mount('/content/drive')\n","\n","# # Import data files using the user interface\n","\n","# # Mount drive using the user interface"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"xaIyujjGXF6G"},"source":["## Part 2 - Loading data using readlines and numpy"]},{"cell_type":"code","metadata":{"id":"AfNUilJTVnZb","executionInfo":{"status":"ok","timestamp":1603639387440,"user_tz":420,"elapsed":159719,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"92532cfa-4e4c-46bc-a38b-34625ded951b","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"LITpvwBKWDwT","executionInfo":{"status":"ok","timestamp":1603639440549,"user_tz":420,"elapsed":6346,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"dc06361f-8cce-4256-a8e1-ab8db3c9fc0d","colab":{"base_uri":"https://localhost:8080/","height":71}},"source":["# Using readlines()\n","# ---------------------------------------------------------------------\n","filepath = 'drive/My Drive/Data_folder/Seattle_tides_predicted_20201001_20201024.txt'\n","\n","# Open the file\n","file_obj = open(filepath,'r')\n","\n","# Read the file\n","lines = file_obj.readlines()\n","\n","# Close the file\n","file_obj.close()\n","\n","print(lines)\n","print(len(lines))"],"execution_count":2,"outputs":[{"output_type":"stream","text":["['NOAA/NOS/CO-OPS\\n', 'Disclaimer: These data are based upon the latest information available as of the date of your request, and may differ from the published tide tables.\\n', 'Daily Tide Predictions\\n', 'StationName: Seattle \\n', 'State: WA \\n', 'Stationid: 9447130\\n', 'Prediction Type: Harmonic\\n', 'From: 20201001 00:00 - 20201024 23:54\\n', 'Units: Metric\\n', 'Time Zone: LST_LDT\\n', 'Datum: MTL\\n', 'Interval Type: Six Minutes\\n', '\\n', 'Date \\t\\tDay\\tTime\\tPred\\t\\n', '2020/10/01\\tThu\\t00:00\\t-1.12\\t\\n', '2020/10/01\\tThu\\t00:06\\t-1.10\\t\\n', '2020/10/01\\tThu\\t00:12\\t-1.08\\t\\n', '2020/10/01\\tThu\\t00:18\\t-1.06\\t\\n', '2020/10/01\\tThu\\t00:24\\t-1.04\\t\\n', '2020/10/01\\tThu\\t00:30\\t-1.01\\t\\n', '2020/10/01\\tThu\\t00:36\\t-0.98\\t\\n', '2020/10/01\\tThu\\t00:42\\t-0.95\\t\\n', '2020/10/01\\tThu\\t00:48\\t-0.92\\t\\n', '2020/10/01\\tThu\\t00:54\\t-0.88\\t\\n', '2020/10/01\\tThu\\t01:00\\t-0.84\\t\\n', '2020/10/01\\tThu\\t01:06\\t-0.80\\t\\n', '2020/10/01\\tThu\\t01:12\\t-0.76\\t\\n', '2020/10/01\\tThu\\t01:18\\t-0.71\\t\\n', '2020/10/01\\tThu\\t01:24\\t-0.67\\t\\n', '2020/10/01\\tThu\\t01:30\\t-0.62\\t\\n', '2020/10/01\\tThu\\t01:36\\t-0.57\\t\\n', '2020/10/01\\tThu\\t01:42\\t-0.51\\t\\n', '2020/10/01\\tThu\\t01:48\\t-0.46\\t\\n', '2020/10/01\\tThu\\t01:54\\t-0.41\\t\\n', '2020/10/01\\tThu\\t02:00\\t-0.35\\t\\n', '2020/10/01\\tThu\\t02:06\\t-0.29\\t\\n', '2020/10/01\\tThu\\t02:12\\t-0.24\\t\\n', '2020/10/01\\tThu\\t02:18\\t-0.18\\t\\n', '2020/10/01\\tThu\\t02:24\\t-0.12\\t\\n', '2020/10/01\\tThu\\t02:30\\t-0.07\\t\\n', '2020/10/01\\tThu\\t02:36\\t-0.01\\t\\n', '2020/10/01\\tThu\\t02:42\\t0.05\\t\\n', '2020/10/01\\tThu\\t02:48\\t0.11\\t\\n', '2020/10/01\\tThu\\t02:54\\t0.16\\t\\n', '2020/10/01\\tThu\\t03:00\\t0.22\\t\\n', '2020/10/01\\tThu\\t03:06\\t0.27\\t\\n', '2020/10/01\\tThu\\t03:12\\t0.33\\t\\n', '2020/10/01\\tThu\\t03:18\\t0.38\\t\\n', '2020/10/01\\tThu\\t03:24\\t0.43\\t\\n', '2020/10/01\\tThu\\t03:30\\t0.48\\t\\n', '2020/10/01\\tThu\\t03:36\\t0.52\\t\\n', '2020/10/01\\tThu\\t03:42\\t0.57\\t\\n', '2020/10/01\\tThu\\t03:48\\t0.61\\t\\n', '2020/10/01\\tThu\\t03:54\\t0.65\\t\\n', '2020/10/01\\tThu\\t04:00\\t0.69\\t\\n', '2020/10/01\\tThu\\t04:06\\t0.73\\t\\n', '2020/10/01\\tThu\\t04:12\\t0.76\\t\\n', '2020/10/01\\tThu\\t04:18\\t0.79\\t\\n', '2020/10/01\\tThu\\t04:24\\t0.82\\t\\n', '2020/10/01\\tThu\\t04:30\\t0.85\\t\\n', '2020/10/01\\tThu\\t04:36\\t0.87\\t\\n', '2020/10/01\\tThu\\t04:42\\t0.89\\t\\n', '2020/10/01\\tThu\\t04:48\\t0.91\\t\\n', '2020/10/01\\tThu\\t04:54\\t0.92\\t\\n', '2020/10/01\\tThu\\t05:00\\t0.94\\t\\n', '2020/10/01\\tThu\\t05:06\\t0.94\\t\\n', '2020/10/01\\tThu\\t05:12\\t0.95\\t\\n', '2020/10/01\\tThu\\t05:18\\t0.95\\t\\n', '2020/10/01\\tThu\\t05:24\\t0.95\\t\\n', '2020/10/01\\tThu\\t05:30\\t0.95\\t\\n', '2020/10/01\\tThu\\t05:36\\t0.95\\t\\n', '2020/10/01\\tThu\\t05:42\\t0.94\\t\\n', '2020/10/01\\tThu\\t05:48\\t0.93\\t\\n', '2020/10/01\\tThu\\t05:54\\t0.92\\t\\n', '2020/10/01\\tThu\\t06:00\\t0.90\\t\\n', '2020/10/01\\tThu\\t06:06\\t0.89\\t\\n', '2020/10/01\\tThu\\t06:12\\t0.86\\t\\n', '2020/10/01\\tThu\\t06:18\\t0.84\\t\\n', '2020/10/01\\tThu\\t06:24\\t0.81\\t\\n', '2020/10/01\\tThu\\t06:30\\t0.79\\t\\n', '2020/10/01\\tThu\\t06:36\\t0.76\\t\\n', '2020/10/01\\tThu\\t06:42\\t0.72\\t\\n', '2020/10/01\\tThu\\t06:48\\t0.69\\t\\n', '2020/10/01\\tThu\\t06:54\\t0.65\\t\\n', '2020/10/01\\tThu\\t07:00\\t0.61\\t\\n', '2020/10/01\\tThu\\t07:06\\t0.57\\t\\n', '2020/10/01\\tThu\\t07:12\\t0.52\\t\\n', '2020/10/01\\tThu\\t07:18\\t0.47\\t\\n', '2020/10/01\\tThu\\t07:24\\t0.42\\t\\n', '2020/10/01\\tThu\\t07:30\\t0.37\\t\\n', '2020/10/01\\tThu\\t07:36\\t0.32\\t\\n', '2020/10/01\\tThu\\t07:42\\t0.27\\t\\n', '2020/10/01\\tThu\\t07:48\\t0.21\\t\\n', '2020/10/01\\tThu\\t07:54\\t0.15\\t\\n', '2020/10/01\\tThu\\t08:00\\t0.09\\t\\n', '2020/10/01\\tThu\\t08:06\\t0.03\\t\\n', '2020/10/01\\tThu\\t08:12\\t-0.03\\t\\n', '2020/10/01\\tThu\\t08:18\\t-0.09\\t\\n', '2020/10/01\\tThu\\t08:24\\t-0.15\\t\\n', '2020/10/01\\tThu\\t08:30\\t-0.22\\t\\n', '2020/10/01\\tThu\\t08:36\\t-0.28\\t\\n', '2020/10/01\\tThu\\t08:42\\t-0.34\\t\\n', '2020/10/01\\tThu\\t08:48\\t-0.41\\t\\n', '2020/10/01\\tThu\\t08:54\\t-0.47\\t\\n', '2020/10/01\\tThu\\t09:00\\t-0.54\\t\\n', '2020/10/01\\tThu\\t09:06\\t-0.60\\t\\n', '2020/10/01\\tThu\\t09:12\\t-0.66\\t\\n', '2020/10/01\\tThu\\t09:18\\t-0.72\\t\\n', '2020/10/01\\tThu\\t09:24\\t-0.78\\t\\n', '2020/10/01\\tThu\\t09:30\\t-0.84\\t\\n', '2020/10/01\\tThu\\t09:36\\t-0.89\\t\\n', '2020/10/01\\tThu\\t09:42\\t-0.95\\t\\n', '2020/10/01\\tThu\\t09:48\\t-1.00\\t\\n', '2020/10/01\\tThu\\t09:54\\t-1.05\\t\\n', '2020/10/01\\tThu\\t10:00\\t-1.10\\t\\n', '2020/10/01\\tThu\\t10:06\\t-1.14\\t\\n', '2020/10/01\\tThu\\t10:12\\t-1.18\\t\\n', '2020/10/01\\tThu\\t10:18\\t-1.22\\t\\n', '2020/10/01\\tThu\\t10:24\\t-1.26\\t\\n', '2020/10/01\\tThu\\t10:30\\t-1.29\\t\\n', '2020/10/01\\tThu\\t10:36\\t-1.32\\t\\n', '2020/10/01\\tThu\\t10:42\\t-1.35\\t\\n', '2020/10/01\\tThu\\t10:48\\t-1.37\\t\\n', '2020/10/01\\tThu\\t10:54\\t-1.39\\t\\n', '2020/10/01\\tThu\\t11:00\\t-1.41\\t\\n', '2020/10/01\\tThu\\t11:06\\t-1.42\\t\\n', '2020/10/01\\tThu\\t11:12\\t-1.43\\t\\n', '2020/10/01\\tThu\\t11:18\\t-1.43\\t\\n', '2020/10/01\\tThu\\t11:24\\t-1.44\\t\\n', '2020/10/01\\tThu\\t11:30\\t-1.43\\t\\n', '2020/10/01\\tThu\\t11:36\\t-1.43\\t\\n', '2020/10/01\\tThu\\t11:42\\t-1.42\\t\\n', '2020/10/01\\tThu\\t11:48\\t-1.41\\t\\n', '2020/10/01\\tThu\\t11:54\\t-1.39\\t\\n', '2020/10/01\\tThu\\t12:00\\t-1.37\\t\\n', '2020/10/01\\tThu\\t12:06\\t-1.35\\t\\n', '2020/10/01\\tThu\\t12:12\\t-1.32\\t\\n', '2020/10/01\\tThu\\t12:18\\t-1.29\\t\\n', '2020/10/01\\tThu\\t12:24\\t-1.26\\t\\n', '2020/10/01\\tThu\\t12:30\\t-1.23\\t\\n', '2020/10/01\\tThu\\t12:36\\t-1.19\\t\\n', '2020/10/01\\tThu\\t12:42\\t-1.15\\t\\n', '2020/10/01\\tThu\\t12:48\\t-1.10\\t\\n', '2020/10/01\\tThu\\t12:54\\t-1.06\\t\\n', '2020/10/01\\tThu\\t13:00\\t-1.01\\t\\n', '2020/10/01\\tThu\\t13:06\\t-0.96\\t\\n', '2020/10/01\\tThu\\t13:12\\t-0.91\\t\\n', '2020/10/01\\tThu\\t13:18\\t-0.85\\t\\n', '2020/10/01\\tThu\\t13:24\\t-0.79\\t\\n', '2020/10/01\\tThu\\t13:30\\t-0.73\\t\\n', '2020/10/01\\tThu\\t13:36\\t-0.67\\t\\n', '2020/10/01\\tThu\\t13:42\\t-0.61\\t\\n', 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'2020/10/01\\tThu\\t16:12\\t0.95\\t\\n', '2020/10/01\\tThu\\t16:18\\t0.99\\t\\n', '2020/10/01\\tThu\\t16:24\\t1.03\\t\\n', '2020/10/01\\tThu\\t16:30\\t1.07\\t\\n', '2020/10/01\\tThu\\t16:36\\t1.10\\t\\n', '2020/10/01\\tThu\\t16:42\\t1.13\\t\\n', '2020/10/01\\tThu\\t16:48\\t1.16\\t\\n', '2020/10/01\\tThu\\t16:54\\t1.19\\t\\n', '2020/10/01\\tThu\\t17:00\\t1.21\\t\\n', '2020/10/01\\tThu\\t17:06\\t1.23\\t\\n', '2020/10/01\\tThu\\t17:12\\t1.25\\t\\n', '2020/10/01\\tThu\\t17:18\\t1.26\\t\\n', '2020/10/01\\tThu\\t17:24\\t1.27\\t\\n', '2020/10/01\\tThu\\t17:30\\t1.28\\t\\n', '2020/10/01\\tThu\\t17:36\\t1.28\\t\\n', '2020/10/01\\tThu\\t17:42\\t1.28\\t\\n', '2020/10/01\\tThu\\t17:48\\t1.28\\t\\n', '2020/10/01\\tThu\\t17:54\\t1.28\\t\\n', '2020/10/01\\tThu\\t18:00\\t1.27\\t\\n', '2020/10/01\\tThu\\t18:06\\t1.26\\t\\n', '2020/10/01\\tThu\\t18:12\\t1.25\\t\\n', '2020/10/01\\tThu\\t18:18\\t1.23\\t\\n', '2020/10/01\\tThu\\t18:24\\t1.21\\t\\n', '2020/10/01\\tThu\\t18:30\\t1.19\\t\\n', '2020/10/01\\tThu\\t18:36\\t1.17\\t\\n', '2020/10/01\\tThu\\t18:42\\t1.14\\t\\n', '2020/10/01\\tThu\\t18:48\\t1.11\\t\\n', '2020/10/01\\tThu\\t18:54\\t1.08\\t\\n', '2020/10/01\\tThu\\t19:00\\t1.05\\t\\n', '2020/10/01\\tThu\\t19:06\\t1.01\\t\\n', '2020/10/01\\tThu\\t19:12\\t0.97\\t\\n', '2020/10/01\\tThu\\t19:18\\t0.93\\t\\n', '2020/10/01\\tThu\\t19:24\\t0.89\\t\\n', '2020/10/01\\tThu\\t19:30\\t0.84\\t\\n', '2020/10/01\\tThu\\t19:36\\t0.79\\t\\n', '2020/10/01\\tThu\\t19:42\\t0.74\\t\\n', '2020/10/01\\tThu\\t19:48\\t0.69\\t\\n', '2020/10/01\\tThu\\t19:54\\t0.64\\t\\n', '2020/10/01\\tThu\\t20:00\\t0.58\\t\\n', '2020/10/01\\tThu\\t20:06\\t0.52\\t\\n', '2020/10/01\\tThu\\t20:12\\t0.47\\t\\n', '2020/10/01\\tThu\\t20:18\\t0.40\\t\\n', '2020/10/01\\tThu\\t20:24\\t0.34\\t\\n', '2020/10/01\\tThu\\t20:30\\t0.28\\t\\n', '2020/10/01\\tThu\\t20:36\\t0.21\\t\\n', '2020/10/01\\tThu\\t20:42\\t0.15\\t\\n', '2020/10/01\\tThu\\t20:48\\t0.08\\t\\n', '2020/10/01\\tThu\\t20:54\\t0.02\\t\\n', 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'2020/10/24\\tSat\\t14:54\\t1.22\\t\\n', '2020/10/24\\tSat\\t15:00\\t1.20\\t\\n', '2020/10/24\\tSat\\t15:06\\t1.17\\t\\n', '2020/10/24\\tSat\\t15:12\\t1.14\\t\\n', '2020/10/24\\tSat\\t15:18\\t1.11\\t\\n', '2020/10/24\\tSat\\t15:24\\t1.08\\t\\n', '2020/10/24\\tSat\\t15:30\\t1.05\\t\\n', '2020/10/24\\tSat\\t15:36\\t1.01\\t\\n', '2020/10/24\\tSat\\t15:42\\t0.98\\t\\n', '2020/10/24\\tSat\\t15:48\\t0.94\\t\\n', '2020/10/24\\tSat\\t15:54\\t0.90\\t\\n', '2020/10/24\\tSat\\t16:00\\t0.86\\t\\n', '2020/10/24\\tSat\\t16:06\\t0.82\\t\\n', '2020/10/24\\tSat\\t16:12\\t0.78\\t\\n', '2020/10/24\\tSat\\t16:18\\t0.74\\t\\n', '2020/10/24\\tSat\\t16:24\\t0.70\\t\\n', '2020/10/24\\tSat\\t16:30\\t0.66\\t\\n', '2020/10/24\\tSat\\t16:36\\t0.62\\t\\n', '2020/10/24\\tSat\\t16:42\\t0.58\\t\\n', '2020/10/24\\tSat\\t16:48\\t0.54\\t\\n', '2020/10/24\\tSat\\t16:54\\t0.50\\t\\n', '2020/10/24\\tSat\\t17:00\\t0.46\\t\\n', '2020/10/24\\tSat\\t17:06\\t0.42\\t\\n', '2020/10/24\\tSat\\t17:12\\t0.38\\t\\n', '2020/10/24\\tSat\\t17:18\\t0.34\\t\\n', '2020/10/24\\tSat\\t17:24\\t0.30\\t\\n', '2020/10/24\\tSat\\t17:30\\t0.26\\t\\n', '2020/10/24\\tSat\\t17:36\\t0.23\\t\\n', '2020/10/24\\tSat\\t17:42\\t0.19\\t\\n', '2020/10/24\\tSat\\t17:48\\t0.16\\t\\n', '2020/10/24\\tSat\\t17:54\\t0.13\\t\\n', '2020/10/24\\tSat\\t18:00\\t0.09\\t\\n', '2020/10/24\\tSat\\t18:06\\t0.06\\t\\n', '2020/10/24\\tSat\\t18:12\\t0.04\\t\\n', '2020/10/24\\tSat\\t18:18\\t0.01\\t\\n', '2020/10/24\\tSat\\t18:24\\t-0.02\\t\\n', '2020/10/24\\tSat\\t18:30\\t-0.04\\t\\n', '2020/10/24\\tSat\\t18:36\\t-0.07\\t\\n', '2020/10/24\\tSat\\t18:42\\t-0.09\\t\\n', '2020/10/24\\tSat\\t18:48\\t-0.11\\t\\n', '2020/10/24\\tSat\\t18:54\\t-0.13\\t\\n', '2020/10/24\\tSat\\t19:00\\t-0.15\\t\\n', '2020/10/24\\tSat\\t19:06\\t-0.17\\t\\n', '2020/10/24\\tSat\\t19:12\\t-0.18\\t\\n', '2020/10/24\\tSat\\t19:18\\t-0.19\\t\\n', '2020/10/24\\tSat\\t19:24\\t-0.21\\t\\n', '2020/10/24\\tSat\\t19:30\\t-0.22\\t\\n', '2020/10/24\\tSat\\t19:36\\t-0.22\\t\\n', '2020/10/24\\tSat\\t19:42\\t-0.23\\t\\n', '2020/10/24\\tSat\\t19:48\\t-0.24\\t\\n', '2020/10/24\\tSat\\t19:54\\t-0.24\\t\\n', '2020/10/24\\tSat\\t20:00\\t-0.24\\t\\n', '2020/10/24\\tSat\\t20:06\\t-0.24\\t\\n', '2020/10/24\\tSat\\t20:12\\t-0.24\\t\\n', '2020/10/24\\tSat\\t20:18\\t-0.24\\t\\n', '2020/10/24\\tSat\\t20:24\\t-0.23\\t\\n', '2020/10/24\\tSat\\t20:30\\t-0.23\\t\\n', '2020/10/24\\tSat\\t20:36\\t-0.22\\t\\n', '2020/10/24\\tSat\\t20:42\\t-0.21\\t\\n', '2020/10/24\\tSat\\t20:48\\t-0.20\\t\\n', '2020/10/24\\tSat\\t20:54\\t-0.19\\t\\n', '2020/10/24\\tSat\\t21:00\\t-0.17\\t\\n', '2020/10/24\\tSat\\t21:06\\t-0.16\\t\\n', '2020/10/24\\tSat\\t21:12\\t-0.14\\t\\n', '2020/10/24\\tSat\\t21:18\\t-0.12\\t\\n', '2020/10/24\\tSat\\t21:24\\t-0.11\\t\\n', '2020/10/24\\tSat\\t21:30\\t-0.09\\t\\n', '2020/10/24\\tSat\\t21:36\\t-0.07\\t\\n', '2020/10/24\\tSat\\t21:42\\t-0.04\\t\\n', '2020/10/24\\tSat\\t21:48\\t-0.02\\t\\n', '2020/10/24\\tSat\\t21:54\\t-0.00\\t\\n', '2020/10/24\\tSat\\t22:00\\t0.02\\t\\n', '2020/10/24\\tSat\\t22:06\\t0.04\\t\\n', '2020/10/24\\tSat\\t22:12\\t0.07\\t\\n', '2020/10/24\\tSat\\t22:18\\t0.09\\t\\n', '2020/10/24\\tSat\\t22:24\\t0.12\\t\\n', '2020/10/24\\tSat\\t22:30\\t0.14\\t\\n', '2020/10/24\\tSat\\t22:36\\t0.16\\t\\n', '2020/10/24\\tSat\\t22:42\\t0.18\\t\\n', '2020/10/24\\tSat\\t22:48\\t0.20\\t\\n', '2020/10/24\\tSat\\t22:54\\t0.22\\t\\n', '2020/10/24\\tSat\\t23:00\\t0.24\\t\\n', '2020/10/24\\tSat\\t23:06\\t0.26\\t\\n', '2020/10/24\\tSat\\t23:12\\t0.28\\t\\n', '2020/10/24\\tSat\\t23:18\\t0.30\\t\\n', '2020/10/24\\tSat\\t23:24\\t0.31\\t\\n', '2020/10/24\\tSat\\t23:30\\t0.33\\t\\n', '2020/10/24\\tSat\\t23:36\\t0.34\\t\\n', '2020/10/24\\tSat\\t23:42\\t0.35\\t\\n', '2020/10/24\\tSat\\t23:48\\t0.36\\t\\n', '2020/10/24\\tSat\\t23:54\\t0.37\\t\\n']\n","5774\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"bpI5JimEW8qL","executionInfo":{"status":"ok","timestamp":1603639711325,"user_tz":420,"elapsed":677,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"074769ed-5d52-40e4-d54f-5543fdb59ddc","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["# Using readline()\n","# ---------------------------------------------------------------------\n","filepath = 'drive/My Drive/Data_folder/Seattle_tides_predicted_20201001_20201024.txt'\n","\n","# Open the file\n","file_obj = open(filepath,'r')\n","\n","# Read the file - first 30 lines\n","for index in range(30):\n","  line = file_obj.readline()\n","  print(line)\n","\n","# Close the file\n","file_obj.close()"],"execution_count":5,"outputs":[{"output_type":"stream","text":["NOAA/NOS/CO-OPS\n","\n","Disclaimer: These data are based upon the latest information available as of the date of your request, and may differ from the published tide tables.\n","\n","Daily Tide Predictions\n","\n","StationName: Seattle \n","\n","State: WA \n","\n","Stationid: 9447130\n","\n","Prediction Type: Harmonic\n","\n","From: 20201001 00:00 - 20201024 23:54\n","\n","Units: Metric\n","\n","Time Zone: LST_LDT\n","\n","Datum: MTL\n","\n","Interval Type: Six Minutes\n","\n","\n","\n","Date \t\tDay\tTime\tPred\t\n","\n","2020/10/01\tThu\t00:00\t-1.12\t\n","\n","2020/10/01\tThu\t00:06\t-1.10\t\n","\n","2020/10/01\tThu\t00:12\t-1.08\t\n","\n","2020/10/01\tThu\t00:18\t-1.06\t\n","\n","2020/10/01\tThu\t00:24\t-1.04\t\n","\n","2020/10/01\tThu\t00:30\t-1.01\t\n","\n","2020/10/01\tThu\t00:36\t-0.98\t\n","\n","2020/10/01\tThu\t00:42\t-0.95\t\n","\n","2020/10/01\tThu\t00:48\t-0.92\t\n","\n","2020/10/01\tThu\t00:54\t-0.88\t\n","\n","2020/10/01\tThu\t01:00\t-0.84\t\n","\n","2020/10/01\tThu\t01:06\t-0.80\t\n","\n","2020/10/01\tThu\t01:12\t-0.76\t\n","\n","2020/10/01\tThu\t01:18\t-0.71\t\n","\n","2020/10/01\tThu\t01:24\t-0.67\t\n","\n","2020/10/01\tThu\t01:30\t-0.62\t\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"4IxlVGk5Xb0-","executionInfo":{"status":"ok","timestamp":1603639712701,"user_tz":420,"elapsed":480,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"32326bb9-e4d7-4293-9eb1-2a4cde7feed9","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["# Using np.genfromtxt()\n","# ---------------------------------------------------------------------\n","import numpy as np\n","filepath = 'drive/My Drive/Data_folder/Seattle_tides_predicted_20201001_20201024.txt'\n","\n","# Read the data and the date information separately\n","# Use function arguments and your knowledge of the file structure to format these lines\n","data = np.genfromtxt(filepath,skip_header=14,dtype=float,usecols=3,delimiter=None)\n","data_time = np.genfromtxt(filepath,skip_header=14,dtype=str,usecols=(0,1,2),delimiter=None)\n","\n","# Looking at the results\n","print('Length:',len(data))\n","print(data)\n","print()\n","print('Length:',len(data_time))\n","print(data_time)"],"execution_count":6,"outputs":[{"output_type":"stream","text":["Length: 5760\n","[-1.12 -1.1  -1.08 ...  0.35  0.36  0.37]\n","\n","Length: 5760\n","[['2020/10/01' 'Thu' '00:00']\n"," ['2020/10/01' 'Thu' '00:06']\n"," ['2020/10/01' 'Thu' '00:12']\n"," ...\n"," ['2020/10/24' 'Sat' '23:42']\n"," ['2020/10/24' 'Sat' '23:48']\n"," ['2020/10/24' 'Sat' '23:54']]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2PbipiS4YCxa"},"source":["## Part 3 - Plotting"]},{"cell_type":"code","metadata":{"id":"GLdelHHTX3GP","executionInfo":{"status":"ok","timestamp":1603639756200,"user_tz":420,"elapsed":765,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}}},"source":["import matplotlib.pyplot as plt"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"OT4mwzPMYMKE","executionInfo":{"status":"ok","timestamp":1603639768445,"user_tz":420,"elapsed":622,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"ab721642-1ed1-4904-cbc9-c120e89d84f6","colab":{"base_uri":"https://localhost:8080/","height":269}},"source":["# Figure and empty axes\n","# ---------------------------------------------------------------------\n","fig,ax = plt.subplots()"],"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"iOYKymqgYPLC","executionInfo":{"status":"ok","timestamp":1603639784886,"user_tz":420,"elapsed":613,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"89d8c323-3716-4db0-f89f-690b4a3b6cce","colab":{"base_uri":"https://localhost:8080/","height":324}},"source":["# Figure and empty axes with custom size\n","# ---------------------------------------------------------------------\n","fig,ax = plt.subplots(figsize=(15,5))"],"execution_count":9,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x360 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"SVEVF2O3YTMj","executionInfo":{"status":"ok","timestamp":1603639855119,"user_tz":420,"elapsed":1766,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"0996ea86-6f48-4cfa-a5bd-73df1942fcc6","colab":{"base_uri":"https://localhost:8080/","height":269}},"source":["# Figure and multiple empty axes\n","# ---------------------------------------------------------------------\n","fig,(ax0,ax1) = plt.subplots(nrows=2,ncols=1)"],"execution_count":10,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"jhiXsyM9YkD_","executionInfo":{"status":"ok","timestamp":1603639983508,"user_tz":420,"elapsed":2225,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"7eaace7c-2a2d-4721-acd1-e70061cf5060","colab":{"base_uri":"https://localhost:8080/","height":320}},"source":["# Line plot\n","# ---------------------------------------------------------------------\n","import numpy as np\n","import matplotlib.pyplot as plt\n","filepath = 'drive/My Drive/Data_folder/Seattle_tides_predicted_20201001_20201024.txt'\n","\n","# Read the data and create a time array\n","data = np.genfromtxt(filepath,skip_header=14,dtype=float,usecols=3,delimiter=None)\n","time = np.linspace(0,len(data)/10,len(data)) # 6 min freq. so len(data)/10 = # of hours\n","\n","# Create the plot and put the data in it\n","fig,ax = plt.subplots()\n","ax.plot(time, data, c='r',linestyle='-', linewidth=2, marker=None)\n","\n","# Figure formatting\n","ax.grid()\n","ax.set_title('Seattle tides (Oct. 1-24, 2020)', fontsize=18)\n","ax.set_xlabel('Time since Oct. 1st 00:00 (hours)', fontsize=14)\n","ax.set_ylabel('Daily tide predictions (m)', fontsize=14)\n"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Daily tide predictions (m)')"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"OcFNd_hsZDSc"},"source":["# Scatter plot - CTD data\n","# ---------------------------------------------------------------------\n","\n","# Look at the file\n","filepath = 'drive/My Drive/Data_folder/a03_00011_1993CTD_data.csv'\n","\n","file_obj = open(filepath, 'r')\n","\n","for index in range(90):\n","  line = file_obj.readline()\n","  print(line)\n","\n","file_obj.close()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"XuOxvUW5ZStw","executionInfo":{"status":"ok","timestamp":1603640086457,"user_tz":420,"elapsed":1109,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"1cf6c53d-f661-42c9-9ba5-38fd0984e7d4","colab":{"base_uri":"https://localhost:8080/","height":521}},"source":["# Scatter plot - creating the figure\n","# ---------------------------------------------------------------------\n","filepath = 'drive/My Drive/Data_folder/a03_00011_1993CTD_data.csv'\n","\n","# Load the data\n","data = np.genfromtxt(filepath,skip_header=20,skip_footer=1,delimiter=',',usecols=(0,2,4))\n","\n","# Separate out the columns into individual variables\n","P = data[:,0]\n","T = data[:,1]\n","S = data[:,2]\n","\n","# Create the figure and scatter the data\n","fig,ax = plt.subplots(figsize=(10,8))\n","scpl = ax.scatter(S, T, s=30, c=P, alpha=0.5)\n","\n","# Format the figure\n","ax.set_title('Temperature and Salinity, 1993 CTD', fontsize=18)\n","ax.set_ylabel('Temperature (degC)', fontsize=14)\n","ax.set_xlabel('Salinity (PSU)', fontsize=14)\n","ax.grid(linestyle='-.')\n","c = fig.colorbar(scpl,ax=ax)\n","c.set_label('Pressure (dbar)',fontsize=12)"],"execution_count":14,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"xEBy1baFZbjI"},"source":[""],"execution_count":null,"outputs":[]}]}