{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-12-01 - Lesson 16 notebook.ipynb","provenance":[],"collapsed_sections":["NgfXVBhtE409","AAbUUxq90afN"],"authorship_tag":"ABX9TyPZKsgmrtNnoMrd7XDKVpSq"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"aTOEP5lSjX3H"},"source":["## Lesson 16"]},{"cell_type":"markdown","metadata":{"id":"qP5PlnVT9jkj"},"source":["### About this data: \n","There are 6 netCDF files in the folder __OCEAN 215 - Autumn '20 - Course documents/2020-12-01 - lesson #16 data__/ \\\n","Each netCDF file corresponds to a single profile made by Argo float number 59011095. We will be using all of these files to learn functions.\n","\n","__File names:__\n","- D59011095_185.nc\n","- D59011095_186.nc\n","- D59011095_187.nc\n","- D59011095_188.nc\n","- D59011095_189.nc\n","- D59011095_190.nc\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"05JUtdCxhZgN","executionInfo":{"status":"ok","timestamp":1606716759168,"user_tz":480,"elapsed":3390,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"6057f532-df26-4739-bcaf-a722beba7f5a"},"source":["# Colab package management\n","# !pip install netcdf4"],"execution_count":108,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: netcdf4 in /usr/local/lib/python3.6/dist-packages (1.5.4)\n","Requirement already satisfied: cftime in /usr/local/lib/python3.6/dist-packages (from netcdf4) (1.3.0)\n","Requirement already satisfied: numpy>=1.9 in /usr/local/lib/python3.6/dist-packages (from netcdf4) (1.18.5)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"inNQpuVlhVuO","executionInfo":{"status":"ok","timestamp":1606716773164,"user_tz":480,"elapsed":726,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"216e1270-d097-4572-aaca-f7d284fcdadc"},"source":["# Import statements\n","import numpy as np\n","import xarray as xr\n","import matplotlib.pyplot as plt\n","\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":109,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"CCOEEksej07A"},"source":["### Old method using copy/paste"]},{"cell_type":"code","metadata":{"id":"loZCUmuXhfj3","executionInfo":{"status":"ok","timestamp":1606716306634,"user_tz":480,"elapsed":802,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}}},"source":["filepath ='drive/My Drive/Data_folder/ARGO_floatdata/'\n","filename = 'D5901105_185.nc'"],"execution_count":103,"outputs":[]},{"cell_type":"code","metadata":{"id":"ZGXTS4qDhkyL"},"source":["# Import just one data file using xarray\n","data = xr.open_dataset(filepath+filename)\n","# display(data)\n","\n","# Reformat the data to remove singleton dimensions\n","data = data.squeeze()\n","display(data)\n","\n","# Get the lat and lon\n","lon = data['LONGITUDE'].values\n","lat = data['LATITUDE'].values\n","\n","# Get the temperature and pressure\n","\n","T = data['TEMP'].values\n","P = data['PRES'].values"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"KqM7xHF3iK55"},"source":["# Plot the temperature profile\n","fig = plt.figure(figsize=(10,10))\n","ax = plt.axes()\n","\n","# Make the plot\n","ax.plot(T, P, color='k', ls='-', lw=2, marker='o', label='Temperature')\n","\n","# Format everything\n","ax.invert_yaxis()\n","ax.grid()\n","ax.set_xlabel('Temperature (˚C)', fontsize=16)\n","ax.set_ylabel('Pressure (dbar)', fontsize=16)\n","ax.set_title('Temperature profile: '+filename.split('.')[0])\n","\n","plt.savefig('T_profile_185.png')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"YKHfiLJJj7vO"},"source":["### New method using functions"]},{"cell_type":"code","metadata":{"id":"AtNa5XflihlR","executionInfo":{"status":"ok","timestamp":1606717451515,"user_tz":480,"elapsed":951,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}}},"source":["# Create a function for reading the data\n","def prof_getdata(filepath,filename):\n"," # Load the file\n"," data = xr.open_dataset(filepath+filename)\n"," data = data.squeeze()\n","\n"," # Get the data\n"," lat = data['LATITUDE'].values\n"," lon = data['LONGITUDE'].values\n"," T = data['TEMP'].values\n"," P = data['PRES'].values\n","\n"," return T, P, lon, lat\n","\n","\n","\n","# Create a function for plotting the temperature profile\n","def prof_plotting(T,P,filename,c='k',lw=2):\n"," # Plot the temperature profile\n"," fig = plt.figure(figsize=(10,10))\n"," ax = plt.axes()\n"," # Make the plot\n"," ax.plot(T, P, color=c, ls='-', lw=lw, marker='o', label='Temperature')\n"," # Format everything\n"," ax.invert_yaxis()\n"," ax.grid()\n"," ax.set_xlabel('Temperature (˚C)', fontsize=16)\n"," ax.set_ylabel('Pressure (dbar)', fontsize=16)\n"," ax.set_title('Temperature profile: '+filename.split('.')[0])\n"," plt.savefig('T_profile_'+filename.split('.')[0]+'.png')\n","\n"],"execution_count":123,"outputs":[]},{"cell_type":"code","metadata":{"id":"TVm35dZ0itFe","executionInfo":{"status":"ok","timestamp":1606717455232,"user_tz":480,"elapsed":598,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}}},"source":["# Get the file information for all the files\n","filepath = 'drive/My Drive/Data_folder/ARGO_floatdata/'\n","# filename = 'D5901105_186.nc'\n","\n","filenames = ['D5901105_185.nc','D5901105_186.nc','D5901105_187.nc',\n"," 'D5901105_188.nc','D5901105_189.nc','D5901105_190.nc']\n"],"execution_count":124,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"1fKXQEULjJkv","executionInfo":{"status":"ok","timestamp":1606717494122,"user_tz":480,"elapsed":3377,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"187ba218-6154-4ce7-d922-684f46976ab0"},"source":["# Use the functions you just created in a for loop\n","for index in range(0,190):\n"," T, P, lon, lat = prof_getdata(filepath,filenames[index])\n"," prof_plotting(T,P,filenames[index])\n"," # print(T)\n"],"execution_count":125,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"NgfXVBhtE409"},"source":["### Package management"]},{"cell_type":"code","metadata":{"id":"rVYEdIS-E4Bm"},"source":["# Package management\n","# Run this cell only once per notebook then comment it out.\n","#-------------------------------------------------------------------------------\n","\n","# This code allows xarray and netCDF4 to work with Google Colab\n","!pip install netcdf4\n","\n","# This code installs TEOS-10 gsw\n","!pip install gsw\n","\n","# This code installs cmocean\n","!pip install cmocean\n","\n","# This code allows cartopy to work with Google Colab\n","!grep '^deb ' /etc/apt/sources.list | \\\n"," sed 's/^deb /deb-src /g' | \\\n"," tee /etc/apt/sources.list.d/deb-src.list\n","!apt-get -qq update\n","!apt-get -qq build-dep python3-cartopy\n","!pip uninstall -y shapely\n","!pip install shapely --no-binary shapely\n","!pip install Cartopy"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"N7R-OklkFnDO","executionInfo":{"status":"ok","timestamp":1606689085505,"user_tz":480,"elapsed":2385,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}}},"source":["import numpy as np\n","import xarray as xr\n","import pandas as pd\n","from scipy import stats, interpolate\n","from datetime import datetime, timedelta\n","import gsw\n","\n","import matplotlib.pyplot as plt\n","import cmocean\n","\n","import cartopy.crs as ccrs\n","import cartopy.feature as cfeature\n","import matplotlib.ticker as mticker\n","from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER"],"execution_count":3,"outputs":[]},{"cell_type":"code","metadata":{"id":"-WcDKOS4Hrqq"},"source":["dir(gsw)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"K2pXBWyoMe5P","executionInfo":{"status":"ok","timestamp":1606690478841,"user_tz":480,"elapsed":377,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"c90783f0-e9b3-4a9f-bc35-37b0e1fa46f9"},"source":["import this"],"execution_count":12,"outputs":[{"output_type":"stream","text":["The Zen of Python, by Tim Peters\n","\n","Beautiful is better than ugly.\n","Explicit is better than implicit.\n","Simple is better than complex.\n","Complex is better than complicated.\n","Flat is better than nested.\n","Sparse is better than dense.\n","Readability counts.\n","Special cases aren't special enough to break the rules.\n","Although practicality beats purity.\n","Errors should never pass silently.\n","Unless explicitly silenced.\n","In the face of ambiguity, refuse the temptation to guess.\n","There should be one-- and preferably only one --obvious way to do it.\n","Although that way may not be obvious at first unless you're Dutch.\n","Now is better than never.\n","Although never is often better than *right* now.\n","If the implementation is hard to explain, it's a bad idea.\n","If the implementation is easy to explain, it may be a good idea.\n","Namespaces are one honking great idea -- let's do more of those!\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"AAbUUxq90afN"},"source":["### String formatting"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OEFVBU3qbI0r","executionInfo":{"status":"ok","timestamp":1606695890374,"user_tz":480,"elapsed":387,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"dfcf9d56-811c-451d-aaef-12390c670e56"},"source":["T = 10.71717\n","RH = 52.517985\n","\n","print('Temperature = {T}˚C, Relative humidity= {RH}%'.format(RH=RH,T=T))"],"execution_count":48,"outputs":[{"output_type":"stream","text":["Temperature = 10.71717˚C, Relative humidity= 52.517985%\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"u0UHFVV_jBPf","executionInfo":{"status":"ok","timestamp":1606698154165,"user_tz":480,"elapsed":435,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"4e84c691-4d8c-4cb6-b121-5022bb8169b6"},"source":["'{0:<6.3f}'.format(3.141592653589)"],"execution_count":90,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'3.142 '"]},"metadata":{"tags":[]},"execution_count":90}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_d-NYTVZuFuz","executionInfo":{"status":"ok","timestamp":1606700626535,"user_tz":480,"elapsed":590,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"e726ab0d-9e40-4827-c5a7-bf12c89f8db7"},"source":["filenames = []\n","for index in range(185,191):\n"," floatstring = 'D5901105_{:03d}.nc'.format(index)\n"," filenames.append(floatstring)\n","\n","print(filenames)"],"execution_count":131,"outputs":[{"output_type":"stream","text":["['D5901105_185.nc', 'D5901105_186.nc', 'D5901105_187.nc', 'D5901105_188.nc', 'D5901105_189.nc', 'D5901105_190.nc']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"uLyRkoCJkyUC"},"source":["def read_profile(floatnum,profnum,filepath):\n"," profstring = 'D{0:d}_{1:03d}.nc'.format(floatnum,profnum)\n"," print(profstring)\n"," data = xr.open_dataset(filepath+profstring)\n"," data = data.squeeze()\n"," return data\n","\n","filepath = 'drive/My Drive/Data_folder/ARGO_floatdata/'\n","data = read_profile(5901105,186,filepath)\n","display(data)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":357},"id":"Ako5alffxvBb","executionInfo":{"status":"ok","timestamp":1606702357914,"user_tz":480,"elapsed":1232,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"a9193212-7d12-4e03-d156-325c7e158566"},"source":["theta = np.arange(0,6*np.pi,0.1)\n","y1 = np.sin(theta)\n","y2 = np.cos(theta)\n","\n","fs = 16\n","\n","fig = plt.figure(figsize=(12,5))\n","plt.plot(theta,y1,'b',label='sin($\\Theta$)')\n","plt.plot(theta,y2,c='firebrick',label='cos($\\Theta$)')\n","\n","plt.plot([0,6*np.pi],[0,0],'k-',lw=0.25,alpha=0.5)\n","\n","for index in range(1,6):\n"," plt.plot([index*np.pi, index*np.pi], [-1.1,1.1],'k--')\n"," plt.text(index*np.pi+0.1,0,'{}$\\pi$'.format(index),fontsize=fs)\n","\n","plt.xlim([0,6*np.pi])\n","plt.ylim([-1.1,1.1])\n","plt.xlabel('$\\Theta$',fontsize=fs)\n","plt.ylabel('y',fontsize=fs)\n","\n","plt.legend()\n"],"execution_count":190,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":190},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":632},"id":"xVP87sV0yWVD","executionInfo":{"status":"ok","timestamp":1606702338785,"user_tz":480,"elapsed":617,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"8776fd34-fb62-43b1-f2c0-ed59722b145e"},"source":["x = np.arange(-10,11,0.1)\n","y1 = x**2\n","y2 = x**3\n","\n","fs = 16\n","\n","fig = plt.figure(figsize=(10,10))\n","plt.plot(x,y1,'b',lw=2,label='$x^2$')\n","plt.plot(x,y2,c='firebrick',lw=2,label='$x^3$')\n","\n","\n","plt.plot([-10,10],[0,0],'k-',lw=1)\n","plt.plot([0,0],[-100,100],'k-',lw=1)\n","\n","plt.ylim([-100,100])\n","plt.xlim([-10,10])\n","plt.grid(ls='--')\n","\n","plt.xlabel('x',fontsize=fs)\n","plt.ylabel('y',fontsize=fs)\n","plt.legend(fontsize=fs)"],"execution_count":188,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":188},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":193},"id":"eoWvNRU54PoC","executionInfo":{"status":"ok","timestamp":1606706032423,"user_tz":480,"elapsed":1050,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"0c82486b-c811-475f-f6c0-81fe3fd5a5c7"},"source":["strings = ['$x^2$','$O_2$','$\\pi$','$\\sigma$','$\\Delta$','$\\kappa$','$\\\\alpha$',\n"," '$\\\\beta$','$\\\\rho$','$\\omega$','$\\infty$','$\\sum$','$\\pm$']\n","\n","fig = plt.figure(figsize=(20,2))\n","for index in range(0,13):\n"," ax = fig.add_subplot(2,7,index+1)\n"," plt.text(0.4,0.4,strings[index],fontsize=fs)\n"," plt.title('\\\\'+strings[index],fontsize=fs)\n"," plt.axis('off')\n","\n","plt.subplots_adjust(top = 0.99, bottom=0.01, hspace=1.1, wspace=0.7)"],"execution_count":265,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"vda0EGbE7vj4"},"source":[""],"execution_count":null,"outputs":[]}]}