{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-11-03 - lesson #9 notebook.ipynb","provenance":[],"collapsed_sections":["Jy_ZjZTTYTqY","PsLWyh4SNJBC"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"n-tRl-ouYOAe"},"source":["# Video lesson \\#9 notebook"]},{"cell_type":"markdown","metadata":{"id":"Jy_ZjZTTYTqY"},"source":["## Part 1: Pandas `Series` and `DataFrame` objects"]},{"cell_type":"code","metadata":{"id":"57m7NRAMYSyB"},"source":["# Import Pandas (and NumPy, because Pandas is built on NumPy)\n","import numpy as np\n","import pandas as pd"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"U5tMy1iIBhXl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344345789,"user_tz":480,"elapsed":950,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"d793df50-a15b-415c-b210-c80414210ba6"},"source":["# Create two new Pandas Series objects\n","s1 = pd.Series(index=[2016,2017,2018,2019,2020],\n","               data=[4.1,5.2,6.3,7.4,8.5],\n","               name='Temperature')\n","s2 = pd.Series(index=[2016,2017,2018,2019,2020],\n","               data=[35.5,35.0,34.5,34.0,33.5],\n","               name='Salinity')\n","\n","# Series still have a length, as with lists and NumPy arrays\n","print(len(s1))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["5\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"4u-PfDtSBjKz","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344345790,"user_tz":480,"elapsed":932,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"b78567c5-fbe6-4715-9da1-8722d06424cb"},"source":["# Extract parts of the Series object\n","print(s1.index)         # get index as Index object (not very useful)\n","print(s1.index.values)  # get index converted into NumPy array\n","print(s1.values)        # get data converted into NumPy array"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Int64Index([2016, 2017, 2018, 2019, 2020], dtype='int64')\n","[2016 2017 2018 2019 2020]\n","[4.1 5.2 6.3 7.4 8.5]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"iQ6_4IOOESJJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344345790,"user_tz":480,"elapsed":913,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"101d87ac-1aa5-4cb7-96e5-15c5e097fb90"},"source":["# Select data from Series object using .iloc (Python/NumPy-style selection by position)\n","print('\\nOption 1:\\n', s1.iloc[3])                             # use a single integer index (returns the value)\n","print('\\nOption 2:\\n', s1.iloc[[2,3,4]])                       # use a list or array of integer indices (returns a Series)\n","print('\\nOption 3:\\n', s1.iloc[2:5])                           # use a slice of integer indices (returns a Series)\n","print('\\nOption 4:\\n', s1.iloc[[False,False,True,True,True]])  # use a Boolean array (returns a Series)\n","\n","# Select data from Series object using .loc (selection by label)\n","print('\\nOption 5:\\n', s1.loc[2019])              # use a single label of the index (NOT an integer position along the index)\n","print('\\nOption 6:\\n', s1.loc[[2018,2019,2020]])  # use a list or array of labels\n","print('\\nOption 7:\\n', s1.loc[2018:2020])         # use a slice of labels (UNLIKE standard Python/NumPy slices, the end value is inclusive)\n","\n","# Remember that you have to use .values to convert a Series to a NumPy array:\n","print('\\nReminder:\\n', s1.loc[2018:2020].values)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\n","Option 1:\n"," 7.4\n","\n","Option 2:\n"," 2018    6.3\n","2019    7.4\n","2020    8.5\n","Name: Temperature, dtype: float64\n","\n","Option 3:\n"," 2018    6.3\n","2019    7.4\n","2020    8.5\n","Name: Temperature, dtype: float64\n","\n","Option 4:\n"," 2018    6.3\n","2019    7.4\n","2020    8.5\n","Name: Temperature, dtype: float64\n","\n","Option 5:\n"," 7.4\n","\n","Option 6:\n"," 2018    6.3\n","2019    7.4\n","2020    8.5\n","Name: Temperature, dtype: float64\n","\n","Option 7:\n"," 2018    6.3\n","2019    7.4\n","2020    8.5\n","Name: Temperature, dtype: float64\n","\n","Reminder:\n"," [6.3 7.4 8.5]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"vaVz5ACPFbLX","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344345791,"user_tz":480,"elapsed":895,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"3ba0d7ed-4cfa-4904-c00e-8f4813bd4a30"},"source":["# Changing values of a Series using the indexing options above\n","s1.loc[2018] = 5.3\n","print(s1)\n","s1.iloc[3:5] = [6.4,7.5]\n","print(s1)\n","s1.loc[2018:2020] += 1\n","print(s1)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["2016    4.1\n","2017    5.2\n","2018    5.3\n","2019    7.4\n","2020    8.5\n","Name: Temperature, dtype: float64\n","2016    4.1\n","2017    5.2\n","2018    5.3\n","2019    6.4\n","2020    7.5\n","Name: Temperature, dtype: float64\n","2016    4.1\n","2017    5.2\n","2018    6.3\n","2019    7.4\n","2020    8.5\n","Name: Temperature, dtype: float64\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"qCFOAtW1NvJO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344345791,"user_tz":480,"elapsed":879,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"f0999ff5-e085-468c-9de2-759fbd48bf9c"},"source":["# Add a new value to a Series using a new index label\n","s1.loc[2021] = 9.6\n","print(s1)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["2016    4.1\n","2017    5.2\n","2018    6.3\n","2019    7.4\n","2020    8.5\n","2021    9.6\n","Name: Temperature, dtype: float64\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"WlIVNZ5FQyGB"},"source":["# Two ways of creating a Pandas DataFrame object\n","\n","# Option 1: join two or more Series objects\n","df = pd.concat([s1,s2],axis=1)\n","\n","# Option 2: provide a dictionary with the data lists or NumPy arrays\n","df = pd.DataFrame(index=[2016,2017,2018,2019,2020],\n","                  data={'Temperature':[4.1,5.2,6.3,7.4,8.5],\n","                        'Salinity':[35.5,35.0,34.5,34.0,33.5]})"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"ejAFmOmzRGuW","colab":{"base_uri":"https://localhost:8080/","height":648},"executionInfo":{"status":"ok","timestamp":1604344346133,"user_tz":480,"elapsed":1199,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"a20051c6-69c8-4850-9116-ddf7915103fb"},"source":["# Get information about the DataFrame object\n","print(df.shape)    # get dimensions\n","print(df.size)     # get number of data values\n","print(df)          # print() still works, but is not as nice looking as display()\n","display(df)        # display() opens the display interface, a more nicely formatted view of the object\n","df.describe()      # get useful summary statistics"],"execution_count":null,"outputs":[{"output_type":"stream","text":["(5, 2)\n","10\n","      Temperature  Salinity\n","2016          4.1      35.5\n","2017          5.2      35.0\n","2018          6.3      34.5\n","2019          7.4      34.0\n","2020          8.5      33.5\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Temperature</th>\n","      <th>Salinity</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2016</th>\n","      <td>4.1</td>\n","      <td>35.5</td>\n","    </tr>\n","    <tr>\n","      <th>2017</th>\n","      <td>5.2</td>\n","      <td>35.0</td>\n","    </tr>\n","    <tr>\n","      <th>2018</th>\n","      <td>6.3</td>\n","      <td>34.5</td>\n","    </tr>\n","    <tr>\n","      <th>2019</th>\n","      <td>7.4</td>\n","      <td>34.0</td>\n","    </tr>\n","    <tr>\n","      <th>2020</th>\n","      <td>8.5</td>\n","      <td>33.5</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      Temperature  Salinity\n","2016          4.1      35.5\n","2017          5.2      35.0\n","2018          6.3      34.5\n","2019          7.4      34.0\n","2020          8.5      33.5"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Temperature</th>\n","      <th>Salinity</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>5.000000</td>\n","      <td>5.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>6.300000</td>\n","      <td>34.500000</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>1.739253</td>\n","      <td>0.790569</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>4.100000</td>\n","      <td>33.500000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>5.200000</td>\n","      <td>34.000000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>6.300000</td>\n","      <td>34.500000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>7.400000</td>\n","      <td>35.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>8.500000</td>\n","      <td>35.500000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       Temperature   Salinity\n","count     5.000000   5.000000\n","mean      6.300000  34.500000\n","std       1.739253   0.790569\n","min       4.100000  33.500000\n","25%       5.200000  34.000000\n","50%       6.300000  34.500000\n","75%       7.400000  35.000000\n","max       8.500000  35.500000"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"id":"4dRFCmGNUhLW","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344346133,"user_tz":480,"elapsed":1180,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"d03071d5-ab41-44ee-bfc8-f665b5030530"},"source":["# Extract parts of the DataFrame object\n","print(df.index.values)       # get index as a NumPy array\n","print(df.columns.values)     # get column names as a NumPy array\n","print(df.values)             # get data as a NumPy array\n","print(df['Salinity'].values) # get one column as a NumPy array\n","                             #  (similar to dictionary indexing)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[2016 2017 2018 2019 2020]\n","['Temperature' 'Salinity']\n","[[ 4.1 35.5]\n"," [ 5.2 35. ]\n"," [ 6.3 34.5]\n"," [ 7.4 34. ]\n"," [ 8.5 33.5]]\n","[35.5 35.  34.5 34.  33.5]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"cS0qFEqydUnc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344346134,"user_tz":480,"elapsed":1163,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"b1a4b00e-e10f-4a2a-91d2-e248bfcbc1a5"},"source":["# Select data from Series object using .iloc or .loc\n","print('\\nExample 1:\\n', df.iloc[3])                    # use a single index (returns a Series)\n","print('\\nExample 2:\\n', df.loc[2019])                  # use a single label (returns a Series)\n","print('\\nExample 3:\\n', df.iloc[2:5])                  # use a slice of integer indices (returns a DataFrame)\n","print('\\nExample 4:\\n', df.loc[2018:2020])             # use a slice of labels (returns a DataFrame)\n","print('\\nExample 5:\\n', df['Temperature'].loc[2019])   # select a column AND choose a single row (returns the value)\n","print('\\nExample 6:\\n', df[['Temperature','Salinity']].loc[2019])  # select multiple columns AND choose a single row (returns a Series)\n","print('\\nExample 7:\\n', df[df['Temperature'] > 6.0])   # use a Boolean condition applied to one column (returns a DataFrame)\n","\n","# NOTE: changing values using .iloc and .loc selection works similar to as shown above with Series"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\n","Example 1:\n"," Temperature     7.4\n","Salinity       34.0\n","Name: 2019, dtype: float64\n","\n","Example 2:\n"," Temperature     7.4\n","Salinity       34.0\n","Name: 2019, dtype: float64\n","\n","Example 3:\n","       Temperature  Salinity\n","2018          6.3      34.5\n","2019          7.4      34.0\n","2020          8.5      33.5\n","\n","Example 4:\n","       Temperature  Salinity\n","2018          6.3      34.5\n","2019          7.4      34.0\n","2020          8.5      33.5\n","\n","Example 5:\n"," 7.4\n","\n","Example 6:\n"," Temperature     7.4\n","Salinity       34.0\n","Name: 2019, dtype: float64\n","\n","Example 7:\n","       Temperature  Salinity\n","2018          6.3      34.5\n","2019          7.4      34.0\n","2020          8.5      33.5\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"NOZf4kXThUQ7","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344346134,"user_tz":480,"elapsed":1145,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"81991544-e5ed-4f3e-fae7-9c965e9ee977"},"source":["# Apply NumPy functions to Series and DataFrame objects\n","print('\\nExample 1:\\n', df.mean())              # take the mean along the index (axis 0)\n","print('\\nExample 2:\\n', df.mean(axis=0))        # same as above\n","print('\\nExample 3:\\n', df.mean(axis=1))        # take the mean along the columns (axis 1)\n","print('\\nExample 4:\\n', df.mean(skipna=True))   # ignore NaN values (if present) when taking the mean\n","\n","# Combine column extraction, selection by label, and applying a NumPy function\n","print('\\nExample 5:\\n', df['Salinity'].loc[2017:].mean())   # returns a single value"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\n","Example 1:\n"," Temperature     6.3\n","Salinity       34.5\n","dtype: float64\n","\n","Example 2:\n"," Temperature     6.3\n","Salinity       34.5\n","dtype: float64\n","\n","Example 3:\n"," 2016    19.8\n","2017    20.1\n","2018    20.4\n","2019    20.7\n","2020    21.0\n","dtype: float64\n","\n","Example 4:\n"," Temperature     6.3\n","Salinity       34.5\n","dtype: float64\n","\n","Example 5:\n"," 34.25\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"eNzNLSyGkaHc"},"source":["# Save a Pandas DataFrame as a CSV file\n","# df.to_csv('filepath/including/filename.csv')\n","\n","# Read a CSV file as a Pandas DataFrame (more powerful than np.genfromtxt()!)\n","# See available arguments: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html\n","# df = pd.read_csv('filepath/including/filename.csv',delimiter=',',delim_whitespace=False,header=0)\n","\n","# Read an Excel spreadsheet as a Pandas DataFrame\n","# See available arguments: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_excel.html\n","# df = pd.read_excel('filepath/including/filename.xlsx',sheet_name='Sheet1')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"PsLWyh4SNJBC"},"source":["## Part 2: xarray `DataArray` and `Dataset` objects"]},{"cell_type":"code","metadata":{"id":"nKguR6pRYCBN"},"source":["# Import xarray (and other libraries, because they are helpful when working with xarray files)\n","import numpy as np\n","import pandas as pd\n","import xarray as xr\n","from datetime import datetime, timedelta\n","import matplotlib.pyplot as plt"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"GqgHqCLUYaTz"},"source":["# You'll need to install the netCDF4 library to work with netCDF files\n","# You should only need to run this line of code once per Colab notebook,\n","#   so comment it out or delete it afterwards\n","# !pip install netcdf4"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"GpTSfp17Ybq3","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344346136,"user_tz":480,"elapsed":1103,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"2706a539-4a70-4716-8dbd-e45b55425bf3"},"source":["# Give Colab access to Google Drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"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":"code","metadata":{"id":"aeJNHWpzYe5B"},"source":["# NOTE: you'll need to change this variable to match your own filepath\n","filepath = 'drive/My Drive/OCEAN 215 - Autumn \\'20/OCEAN 215 - Autumn \\'20 - Course documents/' \\\n","           + 'Video lesson slides and notebooks/2020-11-03 - lesson #9 data/bsose_monthly_velocities.nc'\n","\n","# This is how we load a netCDF file\n","# (This method is safe on Colab for files\n","#  up to about 0.5 GB [500 MB] in size)\n","data = xr.open_dataset(filepath)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"P03-CHg_ZlZ4","colab":{"base_uri":"https://localhost:8080/","height":383},"executionInfo":{"status":"ok","timestamp":1604344346137,"user_tz":480,"elapsed":1076,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"58ea80a2-46c2-42f5-f8f0-0022dc43e671"},"source":["# Examine structure of xarray Dataset using the interactive display() interface\n","display(data)    # Note there are 2 variables (eastward velocities, northward velocities)\n","                 #   4 dimensions, and 4 coordinates (time, lat, lon, depth), so each variable is a 4D array\n","\n","# Note that you can click the buttons to view attributes (page icon) and actual data values (cylinder icon)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","</symbol>\n","<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide attributes</title>\n","<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 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inline-block;\n","}\n","\n",".xr-dim-list {\n","  display: inline-block !important;\n","  list-style: none;\n","  padding: 0 !important;\n","  margin: 0;\n","}\n","\n",".xr-dim-list li {\n","  display: inline-block;\n","  padding: 0;\n","  margin: 0;\n","}\n","\n",".xr-dim-list:before {\n","  content: '(';\n","}\n","\n",".xr-dim-list:after {\n","  content: ')';\n","}\n","\n",".xr-dim-list li:not(:last-child):after {\n","  content: ',';\n","  padding-right: 5px;\n","}\n","\n",".xr-has-index {\n","  font-weight: bold;\n","}\n","\n",".xr-var-list,\n",".xr-var-item {\n","  display: contents;\n","}\n","\n",".xr-var-item > div,\n",".xr-var-item label,\n",".xr-var-item > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-even);\n","  margin-bottom: 0;\n","}\n","\n",".xr-var-item > .xr-var-name:hover span {\n","  padding-right: 5px;\n","}\n","\n",".xr-var-list > li:nth-child(odd) > div,\n",".xr-var-list > li:nth-child(odd) > label,\n",".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-odd);\n","}\n","\n",".xr-var-name {\n","  grid-column: 1;\n","}\n","\n",".xr-var-dims {\n","  grid-column: 2;\n","}\n","\n",".xr-var-dtype {\n","  grid-column: 3;\n","  text-align: right;\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-var-preview {\n","  grid-column: 4;\n","}\n","\n",".xr-var-name,\n",".xr-var-dims,\n",".xr-var-dtype,\n",".xr-preview,\n",".xr-attrs dt {\n","  white-space: nowrap;\n","  overflow: hidden;\n","  text-overflow: ellipsis;\n","  padding-right: 10px;\n","}\n","\n",".xr-var-name:hover,\n",".xr-var-dims:hover,\n",".xr-var-dtype:hover,\n",".xr-attrs dt:hover {\n","  overflow: visible;\n","  width: auto;\n","  z-index: 1;\n","}\n","\n",".xr-var-attrs,\n",".xr-var-data {\n","  display: none;\n","  background-color: var(--xr-background-color) !important;\n","  padding-bottom: 5px !important;\n","}\n","\n",".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",".xr-var-data-in:checked ~ .xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-783395d6-7aec-4f53-a3b7-c24aa9d45a8c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-783395d6-7aec-4f53-a3b7-c24aa9d45a8c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>depth</span>: 13</li><li><span class='xr-has-index'>lat</span>: 294</li><li><span class='xr-has-index'>lon</span>: 1080</li><li><span class='xr-has-index'>time</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ba958077-04e7-4771-b374-7a2147ecd502' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ba958077-04e7-4771-b374-7a2147ecd502' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00 ... 2012-12-30T12:00:00</div><input id='attrs-a9ebe419-53da-4207-89f0-10b7410cb265' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9ebe419-53da-4207-89f0-10b7410cb265' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7001c8e9-cf9a-4c85-8dca-b701cb50469d' class='xr-var-data-in' type='checkbox'><label for='data-7001c8e9-cf9a-4c85-8dca-b701cb50469d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array([&#x27;2012-01-30T20:00:00.000000000&#x27;, &#x27;2012-03-01T06:00:00.000000000&#x27;,\n","       &#x27;2012-03-31T16:00:00.000000000&#x27;, &#x27;2012-05-01T02:00:00.000000000&#x27;,\n","       &#x27;2012-05-31T13:00:00.000000000&#x27;, &#x27;2012-06-30T23:00:00.000000000&#x27;,\n","       &#x27;2012-07-31T09:00:00.000000000&#x27;, &#x27;2012-08-30T19:00:00.000000000&#x27;,\n","       &#x27;2012-09-30T05:00:00.000000000&#x27;, &#x27;2012-10-30T16:00:00.000000000&#x27;,\n","       &#x27;2012-11-30T02:00:00.000000000&#x27;, &#x27;2012-12-30T12:00:00.000000000&#x27;],\n","      dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-77.96525 -77.89555 ... -29.789328</div><input id='attrs-f1a391da-b8e9-4d21-9418-e097906b53c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1a391da-b8e9-4d21-9418-e097906b53c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b4a2071-f6e1-4633-a143-9c9107f648d3' class='xr-var-data-in' type='checkbox'><label for='data-1b4a2071-f6e1-4633-a143-9c9107f648d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([-77.96525 , -77.89555 , -77.825455, ..., -30.377192, -30.089203,\n","       -29.789328], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.66667 -179.33333 ... 180.0</div><input id='attrs-36921e33-982d-49d7-bd4a-4233015e4775' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-36921e33-982d-49d7-bd4a-4233015e4775' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-935b0c90-8df2-4cab-9a84-b16ca64517af' class='xr-var-data-in' type='checkbox'><label for='data-935b0c90-8df2-4cab-9a84-b16ca64517af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([-179.66667, -179.33333, -179.     , ...,  179.33333,  179.66667,\n","        180.     ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1 26.25 65.0 ... 3000.0 4600.0</div><input id='attrs-c988e624-90b5-41bf-ac93-34dc5021fe0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c988e624-90b5-41bf-ac93-34dc5021fe0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a339881-8a8b-48a5-8e39-857feb7b9a7f' class='xr-var-data-in' type='checkbox'><label for='data-0a339881-8a8b-48a5-8e39-857feb7b9a7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array([2.100e+00, 2.625e+01, 6.500e+01, 1.050e+02, 1.465e+02, 2.200e+02,\n","       3.010e+02, 4.500e+02, 7.000e+02, 1.100e+03, 1.800e+03, 3.000e+03,\n","       4.600e+03], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-54ef4224-3b75-40cd-83e6-ffea17782ff6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-54ef4224-3b75-40cd-83e6-ffea17782ff6' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>U</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ffdd4665-1e04-4691-8de3-9dd212db0fba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffdd4665-1e04-4691-8de3-9dd212db0fba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52864049-40c6-4c39-876e-ee8a491997fa' class='xr-var-data-in' type='checkbox'><label for='data-52864049-40c6-4c39-876e-ee8a491997fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div><pre class='xr-var-data'>[49533120 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>V</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5a24e94f-5494-42bf-b88e-a829847998c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a24e94f-5494-42bf-b88e-a829847998c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad21e570-f5c5-4079-929e-7af6c3cd7f9f' class='xr-var-data-in' type='checkbox'><label for='data-ad21e570-f5c5-4079-929e-7af6c3cd7f9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Meridional Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>VVEL</dd><dt><span>mate :</span></dt><dd>UVEL</dd></dl></div><pre class='xr-var-data'>[49533120 values with dtype=float32]</pre></li></ul></div></li><li class='xr-section-item'><input id='section-a6eb452f-eb98-44dc-8326-4f583e28268f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a6eb452f-eb98-44dc-8326-4f583e28268f' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"],"text/plain":["<xarray.Dataset>\n","Dimensions:  (depth: 13, lat: 294, lon: 1080, time: 12)\n","Coordinates:\n","  * time     (time) datetime64[ns] 2012-01-30T20:00:00 ... 2012-12-30T12:00:00\n","  * lat      (lat) float32 -77.96525 -77.89555 ... -30.089203 -29.789328\n","  * lon      (lon) float32 -179.66667 -179.33333 -179.0 ... 179.66667 180.0\n","  * depth    (depth) float32 2.1 26.25 65.0 105.0 ... 1800.0 3000.0 4600.0\n","Data variables:\n","    U        (time, depth, lat, lon) float32 ...\n","    V        (time, depth, lat, lon) float32 ..."]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"nsDgOmSqjV5h","colab":{"base_uri":"https://localhost:8080/","height":306},"executionInfo":{"status":"ok","timestamp":1604344346137,"user_tz":480,"elapsed":1054,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"77e96b36-ec75-4d7b-b16d-6a6ee7216c4d"},"source":["# Extract data variables from the Dataset, similar to extracting columns from a Pandas DataFrame\n","# display(data['V'])\n","display(data['U'])   # gives an xarray DataArray\n","\n","# Analogy: 2+ xarray DataArrays = an xarray Dataset\n","#     vs.  2+ Pandas Series = a Pandas DataFrame"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","</symbol>\n","<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide attributes</title>\n","<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 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none;\n","  background-color: var(--xr-background-color) !important;\n","  padding-bottom: 5px !important;\n","}\n","\n",".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",".xr-var-data-in:checked ~ .xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12</li><li><span class='xr-has-index'>depth</span>: 13</li><li><span class='xr-has-index'>lat</span>: 294</li><li><span class='xr-has-index'>lon</span>: 1080</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a8c7db70-6ec4-4a2f-99ab-079992d457ba' class='xr-array-in' type='checkbox' ><label for='section-a8c7db70-6ec4-4a2f-99ab-079992d457ba' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><pre class='xr-array-data'>[49533120 values with dtype=float32]</pre></div></li><li class='xr-section-item'><input id='section-abde8647-c97c-424b-b037-b4012029e75d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-abde8647-c97c-424b-b037-b4012029e75d' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00 ... 2012-12-30T12:00:00</div><input id='attrs-cade92d6-1d2d-4366-9572-b134a37ff447' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cade92d6-1d2d-4366-9572-b134a37ff447' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f69339c-a4e6-45a0-ba9a-5c8f4897c140' class='xr-var-data-in' type='checkbox'><label for='data-2f69339c-a4e6-45a0-ba9a-5c8f4897c140' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array([&#x27;2012-01-30T20:00:00.000000000&#x27;, &#x27;2012-03-01T06:00:00.000000000&#x27;,\n","       &#x27;2012-03-31T16:00:00.000000000&#x27;, &#x27;2012-05-01T02:00:00.000000000&#x27;,\n","       &#x27;2012-05-31T13:00:00.000000000&#x27;, &#x27;2012-06-30T23:00:00.000000000&#x27;,\n","       &#x27;2012-07-31T09:00:00.000000000&#x27;, &#x27;2012-08-30T19:00:00.000000000&#x27;,\n","       &#x27;2012-09-30T05:00:00.000000000&#x27;, &#x27;2012-10-30T16:00:00.000000000&#x27;,\n","       &#x27;2012-11-30T02:00:00.000000000&#x27;, &#x27;2012-12-30T12:00:00.000000000&#x27;],\n","      dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-77.96525 -77.89555 ... -29.789328</div><input id='attrs-b26fe9dc-643c-4602-bddf-dfd129a80cf2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b26fe9dc-643c-4602-bddf-dfd129a80cf2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4918c870-b836-4e02-8e46-1a5ca595eb48' class='xr-var-data-in' type='checkbox'><label for='data-4918c870-b836-4e02-8e46-1a5ca595eb48' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([-77.96525 , -77.89555 , -77.825455, ..., -30.377192, -30.089203,\n","       -29.789328], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.66667 -179.33333 ... 180.0</div><input id='attrs-4178e80c-728c-44d1-96a8-0a1365b0aedd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4178e80c-728c-44d1-96a8-0a1365b0aedd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf5dbdcc-320a-4cf5-a7ae-da4465fb31d6' class='xr-var-data-in' type='checkbox'><label for='data-cf5dbdcc-320a-4cf5-a7ae-da4465fb31d6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([-179.66667, -179.33333, -179.     , ...,  179.33333,  179.66667,\n","        180.     ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1 26.25 65.0 ... 3000.0 4600.0</div><input id='attrs-90a2f6fa-a689-40bd-a706-8e14e031f8fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-90a2f6fa-a689-40bd-a706-8e14e031f8fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-241d6366-4792-431c-80f2-b130955ad993' class='xr-var-data-in' type='checkbox'><label for='data-241d6366-4792-431c-80f2-b130955ad993' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array([2.100e+00, 2.625e+01, 6.500e+01, 1.050e+02, 1.465e+02, 2.200e+02,\n","       3.010e+02, 4.500e+02, 7.000e+02, 1.100e+03, 1.800e+03, 3.000e+03,\n","       4.600e+03], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-1a3aa6a2-bedb-4950-94fa-22511f7e90a7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1a3aa6a2-bedb-4950-94fa-22511f7e90a7' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' (time: 12, depth: 13, lat: 294, lon: 1080)>\n","[49533120 values with dtype=float32]\n","Coordinates:\n","  * time     (time) datetime64[ns] 2012-01-30T20:00:00 ... 2012-12-30T12:00:00\n","  * lat      (lat) float32 -77.96525 -77.89555 ... -30.089203 -29.789328\n","  * lon      (lon) float32 -179.66667 -179.33333 -179.0 ... 179.66667 180.0\n","  * depth    (depth) float32 2.1 26.25 65.0 105.0 ... 1800.0 3000.0 4600.0\n","Attributes:\n","    units:          m/s\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"6ToFSWx56PvG","colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"status":"ok","timestamp":1604344347103,"user_tz":480,"elapsed":2000,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"eb982b77-dc11-416f-e217-fd9d6e6a103d"},"source":["# You can do mathematical calculations between xarray DataArrays, as long as their dimensions match\n","\n","# Example: calculate current speed using Pythagorean theorem: \n","#          speed = sqrt(U^2 + V^2)\n","speed = (data['U']**2 + data['V']**2)**0.5\n","display(speed)\n","\n","# Note that the coordinates and dimensions remained the same:"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","</symbol>\n","<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide attributes</title>\n","<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 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xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0</span></div><pre class='xr-array-data'>array([[[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [5.98896556e-02, 5.99462911e-02, 6.67561144e-02, ...,\n","          8.65030140e-02, 7.52375349e-02, 6.56492412e-02],\n","         [9.52228904e-02, 9.84148309e-02, 1.08830296e-01, ...,\n","          1.19128898e-01, 1.07632801e-01, 9.89448130e-02],\n","         ...,\n","         [3.13532241e-02, 4.31182310e-02, 5.00155650e-02, ...,\n","          2.39284411e-02, 2.05524303e-02, 2.24595927e-02],\n","         [3.20865624e-02, 4.26340774e-02, 4.81654853e-02, ...,\n","          2.49173101e-02, 2.15776432e-02, 2.36263610e-02],\n","         [3.04649938e-02, 3.96549217e-02, 4.34235968e-02, ...,\n","          2.07077600e-02, 1.85582638e-02, 2.20272541e-02]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [3.99150103e-02, 3.85396592e-02, 4.40528840e-02, ...,\n","          6.99283779e-02, 5.78437522e-02, 4.70856652e-02],\n","         [5.70784993e-02, 5.70995584e-02, 6.49351031e-02, ...,\n","          8.23132396e-02, 7.19528422e-02, 6.29528090e-02],\n","         ...,\n","         [4.87008244e-02, 5.56271859e-02, 5.99167384e-02, ...,\n","          3.41905877e-02, 3.66320461e-02, 4.18554097e-02],\n","         [5.07337488e-02, 5.67127094e-02, 6.05515093e-02, ...,\n","          3.95737290e-02, 4.12534662e-02, 4.52295132e-02],\n","         [5.19747995e-02, 5.72649240e-02, 6.05287589e-02, ...,\n","          4.28419597e-02, 4.41695005e-02, 4.72435653e-02]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         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0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [8.37868662e-04, 9.27545538e-04, 4.16589814e-04, ...,\n","          4.32668533e-03, 2.75222235e-03, 1.03410974e-03],\n","         [5.73473284e-04, 9.72529524e-04, 6.24312554e-04, ...,\n","          3.01851938e-03, 1.93420262e-03, 1.67796842e-03],\n","         [1.00797811e-03, 9.81854624e-04, 7.72949192e-04, ...,\n","          1.78565353e-03, 4.40313393e-04, 6.55881187e-04]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          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3.57859060e-02, ...,\n","          1.71567407e-02, 1.85443237e-02, 2.17324961e-02],\n","         [2.46118326e-02, 2.91305874e-02, 3.32272872e-02, ...,\n","          2.02409402e-02, 1.98802855e-02, 2.12534778e-02]],\n","\n","        ...,\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [4.99790488e-03, 5.60920173e-03, 3.90126766e-03, ...,\n","          4.04705107e-03, 2.71998160e-03, 2.69926968e-03],\n","         [4.21966100e-03, 5.79584576e-03, 4.74371854e-03, ...,\n","          2.71382439e-03, 1.85301807e-03, 2.69953883e-03],\n","         [2.87148636e-03, 5.12709748e-03, 5.28946891e-03, ...,\n","          1.56705023e-03, 4.06702282e-04, 1.27709529e-03]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          3.29816202e-03, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          3.25487275e-03, 2.73561128e-03, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          3.39354691e-03, 2.95012887e-03, 0.00000000e+00]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],\n","\n","\n","       [[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [8.94004703e-02, 8.18060860e-02, 8.94166678e-02, ...,\n","          1.66069791e-01, 1.39008984e-01, 1.10521927e-01],\n","         [1.14638962e-01, 1.09875694e-01, 1.22914366e-01, ...,\n","          1.90863416e-01, 1.62825003e-01, 1.35075003e-01],\n","         ...,\n","         [5.11502773e-02, 4.13438380e-02, 3.61068808e-02, ...,\n","          6.94742054e-02, 6.71180189e-02, 6.05883077e-02],\n","         [5.03977351e-02, 4.00178507e-02, 3.38594876e-02, ...,\n","          6.72869682e-02, 6.54650554e-02, 5.96124269e-02],\n","         [5.45378365e-02, 4.49757613e-02, 3.68983410e-02, ...,\n","          6.43104613e-02, 6.46771789e-02, 6.14588857e-02]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [5.62942959e-02, 4.78334017e-02, 5.45368865e-02, ...,\n","          1.32128358e-01, 1.05785608e-01, 7.78132081e-02],\n","         [8.03511888e-02, 7.18710721e-02, 8.20759833e-02, ...,\n","          1.46368280e-01, 1.23802543e-01, 1.00342244e-01],\n","         ...,\n","         [4.42337804e-02, 4.79228832e-02, 5.27167954e-02, ...,\n","          3.93151641e-02, 4.15986888e-02, 4.26184833e-02],\n","         [3.82554084e-02, 4.22157012e-02, 4.82469201e-02, ...,\n","          3.74495760e-02, 3.78470495e-02, 3.74127030e-02],\n","         [3.09303738e-02, 3.29076238e-02, 3.79554853e-02, ...,\n","          3.48972939e-02, 3.37773338e-02, 3.19779068e-02]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [4.14144062e-02, 3.48533019e-02, 4.14197668e-02, ...,\n","          1.06066905e-01, 8.34895596e-02, 5.95505573e-02],\n","         [6.12487085e-02, 5.53933494e-02, 6.57999814e-02, ...,\n","          1.13756537e-01, 9.64878425e-02, 7.76184648e-02],\n","         ...,\n","         [2.56320909e-02, 2.91333795e-02, 3.30413990e-02, ...,\n","          2.29374617e-02, 2.34103687e-02, 2.38998812e-02],\n","         [2.27493234e-02, 2.66927704e-02, 3.16754803e-02, ...,\n","          2.28765924e-02, 2.20104959e-02, 2.15028636e-02],\n","         [1.88515391e-02, 2.15274096e-02, 2.60543637e-02, ...,\n","          2.31223665e-02, 2.07396094e-02, 1.90441050e-02]],\n","\n","        ...,\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [9.71012691e-04, 1.57835963e-03, 2.59732176e-03, ...,\n","          2.74644629e-03, 1.39314833e-03, 6.47538749e-04],\n","         [1.16263505e-03, 1.94314169e-03, 2.53868685e-03, ...,\n","          1.56788528e-03, 1.29762408e-03, 1.50058395e-03],\n","         [1.26310985e-03, 2.23087729e-03, 2.99147307e-03, ...,\n","          1.21023110e-03, 1.90666458e-03, 1.62288384e-03]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          1.97518989e-03, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          1.67464069e-03, 1.62212201e-03, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          1.55748194e-03, 1.77298451e-03, 0.00000000e+00]],\n","\n","        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         ...,\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],\n","      dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-e33115c9-f4fa-4760-8b7e-ae1743605fc1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e33115c9-f4fa-4760-8b7e-ae1743605fc1' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00 ... 2012-12-30T12:00:00</div><input id='attrs-2e2b2f20-6278-4b7c-81f0-e598fa0d2ca9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e2b2f20-6278-4b7c-81f0-e598fa0d2ca9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e7576f9-7a24-49e8-b093-8527aaea36cd' class='xr-var-data-in' type='checkbox'><label for='data-5e7576f9-7a24-49e8-b093-8527aaea36cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array([&#x27;2012-01-30T20:00:00.000000000&#x27;, &#x27;2012-03-01T06:00:00.000000000&#x27;,\n","       &#x27;2012-03-31T16:00:00.000000000&#x27;, &#x27;2012-05-01T02:00:00.000000000&#x27;,\n","       &#x27;2012-05-31T13:00:00.000000000&#x27;, &#x27;2012-06-30T23:00:00.000000000&#x27;,\n","       &#x27;2012-07-31T09:00:00.000000000&#x27;, &#x27;2012-08-30T19:00:00.000000000&#x27;,\n","       &#x27;2012-09-30T05:00:00.000000000&#x27;, &#x27;2012-10-30T16:00:00.000000000&#x27;,\n","       &#x27;2012-11-30T02:00:00.000000000&#x27;, &#x27;2012-12-30T12:00:00.000000000&#x27;],\n","      dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-77.96525 -77.89555 ... -29.789328</div><input id='attrs-7d550b23-72db-443e-a10a-c89860db8f1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7d550b23-72db-443e-a10a-c89860db8f1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c413a2fb-bf66-4751-8505-0bc9d3ec2eda' class='xr-var-data-in' type='checkbox'><label for='data-c413a2fb-bf66-4751-8505-0bc9d3ec2eda' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([-77.96525 , -77.89555 , -77.825455, ..., -30.377192, -30.089203,\n","       -29.789328], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.66667 -179.33333 ... 180.0</div><input id='attrs-efe5459c-c6ba-454f-859e-1b8cef076d3a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-efe5459c-c6ba-454f-859e-1b8cef076d3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a58e1f28-ba5b-4fc9-bd64-688987837b6a' class='xr-var-data-in' type='checkbox'><label for='data-a58e1f28-ba5b-4fc9-bd64-688987837b6a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([-179.66667, -179.33333, -179.     , ...,  179.33333,  179.66667,\n","        180.     ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1 26.25 65.0 ... 3000.0 4600.0</div><input id='attrs-6ccdbbba-ad74-4935-82e5-f9760b1ca11f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ccdbbba-ad74-4935-82e5-f9760b1ca11f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d31ab63-f028-4ae6-92ac-95a85d85b6e3' class='xr-var-data-in' type='checkbox'><label for='data-0d31ab63-f028-4ae6-92ac-95a85d85b6e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array([2.100e+00, 2.625e+01, 6.500e+01, 1.050e+02, 1.465e+02, 2.200e+02,\n","       3.010e+02, 4.500e+02, 7.000e+02, 1.100e+03, 1.800e+03, 3.000e+03,\n","       4.600e+03], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-34a30fc9-cf65-414d-99ee-5a08d0df4882' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-34a30fc9-cf65-414d-99ee-5a08d0df4882' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray (time: 12, depth: 13, lat: 294, lon: 1080)>\n","array([[[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n","         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[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n","          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],\n","      dtype=float32)\n","Coordinates:\n","  * time     (time) datetime64[ns] 2012-01-30T20:00:00 ... 2012-12-30T12:00:00\n","  * lat      (lat) float32 -77.96525 -77.89555 ... -30.089203 -29.789328\n","  * lon      (lon) float32 -179.66667 -179.33333 -179.0 ... 179.66667 180.0\n","  * depth    (depth) float32 2.1 26.25 65.0 105.0 ... 1800.0 3000.0 4600.0"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"snAcRBIe7aVC","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344347104,"user_tz":480,"elapsed":1979,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"fcc53e6e-1289-49fa-b7fd-debe77f1d854"},"source":["# Note that each variable has its own attributes, which we can view above, or access using .attrs\n","print(data['U'].attrs)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["{'units': 'm/s', 'long_name': 'Zonal Component of Velocity (m/s)', 'standard_name': 'UVEL', 'mate': 'VVEL'}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ApLULcsH86BE","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344347104,"user_tz":480,"elapsed":1957,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"56069173-3ee3-4e72-853a-8c4ab70c3bc8"},"source":["# And the attributes themselves are a dictionary, so we retrieve values using a key:\n","print(data['U'].attrs['units'])\n","\n","# You can also change attributes, using the key to change its value inside the dictionary:\n","data['U'].attrs['units'] = 'meters/second'"],"execution_count":null,"outputs":[{"output_type":"stream","text":["m/s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HW_uu1M79HSz","colab":{"base_uri":"https://localhost:8080/","height":306},"executionInfo":{"status":"ok","timestamp":1604344347105,"user_tz":480,"elapsed":1935,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"45d81e8f-562b-4235-d758-a9e8b53033c8"},"source":["# Once you've selected a variable using brackets, you can index into it using .isel()\n","#\n","# This retrieves the value at the 0th index along the time coordinate, 0th index along latitude, etc.\n","# Analogous to writing u[0,200,500,0] for a NumPy array\n","data['U'].isel(time=0,lat=200,lon=500,depth=0)              # returns a single value, still wrapped in 4-D Dataset format\n","\n","# Notice below which coordinate values we've indexed into:"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","</symbol>\n","<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide attributes</title>\n","<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 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2;\n","}\n","\n",".xr-array-data,\n",".xr-array-in:checked ~ .xr-array-preview {\n","  display: none;\n","}\n","\n",".xr-array-in:checked ~ .xr-array-data,\n",".xr-array-preview {\n","  display: inline-block;\n","}\n","\n",".xr-dim-list {\n","  display: inline-block !important;\n","  list-style: none;\n","  padding: 0 !important;\n","  margin: 0;\n","}\n","\n",".xr-dim-list li {\n","  display: inline-block;\n","  padding: 0;\n","  margin: 0;\n","}\n","\n",".xr-dim-list:before {\n","  content: '(';\n","}\n","\n",".xr-dim-list:after {\n","  content: ')';\n","}\n","\n",".xr-dim-list li:not(:last-child):after {\n","  content: ',';\n","  padding-right: 5px;\n","}\n","\n",".xr-has-index {\n","  font-weight: bold;\n","}\n","\n",".xr-var-list,\n",".xr-var-item {\n","  display: contents;\n","}\n","\n",".xr-var-item > div,\n",".xr-var-item label,\n",".xr-var-item > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-even);\n","  margin-bottom: 0;\n","}\n","\n",".xr-var-item > .xr-var-name:hover span {\n","  padding-right: 5px;\n","}\n","\n",".xr-var-list > li:nth-child(odd) > div,\n",".xr-var-list > li:nth-child(odd) > label,\n",".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-odd);\n","}\n","\n",".xr-var-name {\n","  grid-column: 1;\n","}\n","\n",".xr-var-dims {\n","  grid-column: 2;\n","}\n","\n",".xr-var-dtype {\n","  grid-column: 3;\n","  text-align: right;\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-var-preview {\n","  grid-column: 4;\n","}\n","\n",".xr-var-name,\n",".xr-var-dims,\n",".xr-var-dtype,\n",".xr-preview,\n",".xr-attrs dt {\n","  white-space: nowrap;\n","  overflow: hidden;\n","  text-overflow: ellipsis;\n","  padding-right: 10px;\n","}\n","\n",".xr-var-name:hover,\n",".xr-var-dims:hover,\n",".xr-var-dtype:hover,\n",".xr-attrs dt:hover {\n","  overflow: visible;\n","  width: auto;\n","  z-index: 1;\n","}\n","\n",".xr-var-attrs,\n",".xr-var-data {\n","  display: none;\n","  background-color: var(--xr-background-color) !important;\n","  padding-bottom: 5px !important;\n","}\n","\n",".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",".xr-var-data-in:checked ~ .xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-915369a0-085f-4d66-9d9e-177a920ecdc2' class='xr-array-in' type='checkbox' ><label for='section-915369a0-085f-4d66-9d9e-177a920ecdc2' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.12588988</span></div><pre class='xr-array-data'>array(0.12589, dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-68c8b11f-168c-4216-bb6e-13e4fbbcde1f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-68c8b11f-168c-4216-bb6e-13e4fbbcde1f' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-bfe8f368-424a-4979-8dfa-d9d8a60b8f4d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfe8f368-424a-4979-8dfa-d9d8a60b8f4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5fb0b40-9185-4ab6-8247-411bbfd813d5' class='xr-var-data-in' type='checkbox'><label for='data-d5fb0b40-9185-4ab6-8247-411bbfd813d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-52.70605</div><input id='attrs-30acb997-a8d0-4829-a52e-66791f922ee2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30acb997-a8d0-4829-a52e-66791f922ee2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02a034ad-d23d-4f4c-a409-24f15a3320dc' class='xr-var-data-in' type='checkbox'><label for='data-02a034ad-d23d-4f4c-a409-24f15a3320dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array(-52.70605, dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-13.0</div><input id='attrs-e97cfa42-d633-4407-857b-c2b186757770' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e97cfa42-d633-4407-857b-c2b186757770' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38144fcb-4e59-4ef2-bc7e-3229b78c2e4d' class='xr-var-data-in' type='checkbox'><label for='data-38144fcb-4e59-4ef2-bc7e-3229b78c2e4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array(-13., dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1</div><input id='attrs-32b6ad3b-e5b1-4e50-9866-33762b7fa658' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32b6ad3b-e5b1-4e50-9866-33762b7fa658' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75af9b38-232e-4cbf-b13d-c4a2867cc74b' class='xr-var-data-in' type='checkbox'><label for='data-75af9b38-232e-4cbf-b13d-c4a2867cc74b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array(2.1, dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-fd534154-c705-464d-b1d2-0d364a2a593c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fd534154-c705-464d-b1d2-0d364a2a593c' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' ()>\n","array(0.12589, dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","    lat      float32 -52.70605\n","    lon      float32 -13.0\n","    depth    float32 2.1\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]},"execution_count":57}]},{"cell_type":"code","metadata":{"id":"uNihw6GC_Tay","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344347105,"user_tz":480,"elapsed":1912,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"23e3a63a-0e55-43ec-c052-16b0d6ed7fcb"},"source":["# You can convert a single-value Dataset result to a number using float() or .item():\n","print(data['U'].isel(time=0,lat=200,lon=500,depth=0).item())\n","print(float(data['U'].isel(time=0,lat=200,lon=500,depth=0)))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["0.1258898824453354\n","0.1258898824453354\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"qBfXHrsHEwtp","colab":{"base_uri":"https://localhost:8080/","height":306},"executionInfo":{"status":"ok","timestamp":1604344347106,"user_tz":480,"elapsed":1889,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"c6cf5f4c-31d6-4325-bf01-1d16579bad77"},"source":["# You can select multiple indices using .isel()\n","data['U'].isel(time=0,lat=200,lon=500,depth=[0,1,2,3,4])     # analogous to NumPy: u[0,0,0,[0,1,2,3,4]]\n","data['U'].isel(time=0,lat=200,lon=500,depth=slice(0,5))      # analogous to NumPy: u[0,0,0,0:5]\n","\n","# Notice below that the result has a dimension of 5 depths, and we see the depths range from 2.1 m to 146.5 m:"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 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0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>depth</span>: 5</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-334370e6-21a2-4c04-ac0a-8d3873c52ee7' class='xr-array-in' type='checkbox' ><label for='section-334370e6-21a2-4c04-ac0a-8d3873c52ee7' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.12588988 0.050398406 0.057173315 0.061554562 0.057381995</span></div><pre class='xr-array-data'>array([0.12589 , 0.050398, 0.057173, 0.061555, 0.057382], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-832162d6-1c52-4896-b001-8b034dd300ad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-832162d6-1c52-4896-b001-8b034dd300ad' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-d402f6d3-d279-468d-b938-c6ac2fdd7c77' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d402f6d3-d279-468d-b938-c6ac2fdd7c77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74604189-ee54-4d43-a219-7bdb2109dc42' class='xr-var-data-in' type='checkbox'><label for='data-74604189-ee54-4d43-a219-7bdb2109dc42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-52.70605</div><input id='attrs-e364a1b2-b16c-4efe-bcdc-e7e29216f067' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e364a1b2-b16c-4efe-bcdc-e7e29216f067' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff012a7d-b6d7-4dc5-97dd-ce7475838daf' class='xr-var-data-in' type='checkbox'><label for='data-ff012a7d-b6d7-4dc5-97dd-ce7475838daf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array(-52.70605, dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-13.0</div><input id='attrs-ef71e2ff-58a5-48cc-bbec-ad063b70abf2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef71e2ff-58a5-48cc-bbec-ad063b70abf2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a35ff96-2924-4692-9ff7-5194e68bfa2b' class='xr-var-data-in' type='checkbox'><label for='data-3a35ff96-2924-4692-9ff7-5194e68bfa2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array(-13., dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1 26.25 65.0 105.0 146.5</div><input id='attrs-d6018705-e67f-42ce-9a2d-08e8c2476c81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6018705-e67f-42ce-9a2d-08e8c2476c81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7575349-1a62-4242-a56d-b8b884a5b913' class='xr-var-data-in' type='checkbox'><label for='data-f7575349-1a62-4242-a56d-b8b884a5b913' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array([  2.1 ,  26.25,  65.  , 105.  , 146.5 ], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-fb090820-480f-46fe-a5f4-6208087c198a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fb090820-480f-46fe-a5f4-6208087c198a' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' (depth: 5)>\n","array([0.12589 , 0.050398, 0.057173, 0.061555, 0.057382], dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","    lat      float32 -52.70605\n","    lon      float32 -13.0\n","  * depth    (depth) float32 2.1 26.25 65.0 105.0 146.5\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]},"execution_count":59}]},{"cell_type":"code","metadata":{"id":"So5WL2P5Gmck","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604344347106,"user_tz":480,"elapsed":1866,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"72a6667a-eae3-4949-92ae-84dae6a0a13b"},"source":["# Multiple results can be converted from a Dataset to the underlying NumPy array using 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etc.):\n","display(data['U'].isel(time=0,lat=slice(200,204),lon=slice(500,504),depth=0))\n","data['U'].isel(time=0,lat=slice(200,204),lon=slice(500,504),depth=0).values\n","\n","# Calling .values on the result gave a 4x4 NumPy array:"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","</symbol>\n","<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide attributes</title>\n","<path d=\"M28.681 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var(--xr-font-color3);\n","}\n","\n",".xr-array-preview,\n",".xr-array-data {\n","  padding: 0 5px !important;\n","  grid-column: 2;\n","}\n","\n",".xr-array-data,\n",".xr-array-in:checked ~ .xr-array-preview {\n","  display: none;\n","}\n","\n",".xr-array-in:checked ~ .xr-array-data,\n",".xr-array-preview {\n","  display: inline-block;\n","}\n","\n",".xr-dim-list {\n","  display: inline-block !important;\n","  list-style: none;\n","  padding: 0 !important;\n","  margin: 0;\n","}\n","\n",".xr-dim-list li {\n","  display: inline-block;\n","  padding: 0;\n","  margin: 0;\n","}\n","\n",".xr-dim-list:before {\n","  content: '(';\n","}\n","\n",".xr-dim-list:after {\n","  content: ')';\n","}\n","\n",".xr-dim-list li:not(:last-child):after {\n","  content: ',';\n","  padding-right: 5px;\n","}\n","\n",".xr-has-index {\n","  font-weight: bold;\n","}\n","\n",".xr-var-list,\n",".xr-var-item {\n","  display: contents;\n","}\n","\n",".xr-var-item > div,\n",".xr-var-item label,\n",".xr-var-item > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-even);\n","  margin-bottom: 0;\n","}\n","\n",".xr-var-item > .xr-var-name:hover span {\n","  padding-right: 5px;\n","}\n","\n",".xr-var-list > li:nth-child(odd) > div,\n",".xr-var-list > li:nth-child(odd) > label,\n",".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-odd);\n","}\n","\n",".xr-var-name {\n","  grid-column: 1;\n","}\n","\n",".xr-var-dims {\n","  grid-column: 2;\n","}\n","\n",".xr-var-dtype {\n","  grid-column: 3;\n","  text-align: right;\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-var-preview {\n","  grid-column: 4;\n","}\n","\n",".xr-var-name,\n",".xr-var-dims,\n",".xr-var-dtype,\n",".xr-preview,\n",".xr-attrs dt {\n","  white-space: nowrap;\n","  overflow: hidden;\n","  text-overflow: ellipsis;\n","  padding-right: 10px;\n","}\n","\n",".xr-var-name:hover,\n",".xr-var-dims:hover,\n",".xr-var-dtype:hover,\n",".xr-attrs dt:hover {\n","  overflow: visible;\n","  width: auto;\n","  z-index: 1;\n","}\n","\n",".xr-var-attrs,\n",".xr-var-data {\n","  display: none;\n","  background-color: var(--xr-background-color) !important;\n","  padding-bottom: 5px !important;\n","}\n","\n",".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",".xr-var-data-in:checked ~ .xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 4</li><li><span class='xr-has-index'>lon</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7ce82127-8343-44fd-83e3-b91804b3d2ee' class='xr-array-in' type='checkbox' ><label for='section-7ce82127-8343-44fd-83e3-b91804b3d2ee' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.12588988 0.1146129 0.10206332 ... 0.11719518 0.11085472 0.103149965</span></div><pre class='xr-array-data'>array([[0.12589 , 0.114613, 0.102063, 0.089544],\n","       [0.122506, 0.113089, 0.102245, 0.090871],\n","       [0.120703, 0.113344, 0.10454 , 0.09473 ],\n","       [0.122189, 0.117195, 0.110855, 0.10315 ]], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-175da254-f53a-438f-a982-b686219f0db0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-175da254-f53a-438f-a982-b686219f0db0' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-57dd814a-54c2-4040-84b6-952b77977580' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57dd814a-54c2-4040-84b6-952b77977580' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a767a45a-202e-4aae-bc2e-e8aa13465656' class='xr-var-data-in' type='checkbox'><label for='data-a767a45a-202e-4aae-bc2e-e8aa13465656' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-52.70605 -52.503616 ... -52.095936</div><input id='attrs-e21bbc75-fba2-4c31-ad57-f97b69aaf610' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e21bbc75-fba2-4c31-ad57-f97b69aaf610' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-166669e7-dabc-499c-b986-0a9225fad471' class='xr-var-data-in' type='checkbox'><label for='data-166669e7-dabc-499c-b986-0a9225fad471' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([-52.70605 , -52.503616, -52.300247, -52.095936], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-13.0 -12.6666565 -12.3333435 -12.0</div><input id='attrs-3b5d045f-a3b2-4c45-bd78-ace7e6338709' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b5d045f-a3b2-4c45-bd78-ace7e6338709' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1267821-2714-4de8-b452-095f7f9a06de' class='xr-var-data-in' type='checkbox'><label for='data-d1267821-2714-4de8-b452-095f7f9a06de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([-13.      , -12.666656, -12.333344, -12.      ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1</div><input id='attrs-72604b89-6a76-4662-a670-67f8c59dda15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72604b89-6a76-4662-a670-67f8c59dda15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c181c8d-413c-410b-8843-b06c0dfe0a2a' class='xr-var-data-in' type='checkbox'><label for='data-4c181c8d-413c-410b-8843-b06c0dfe0a2a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array(2.1, dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-d33ef3e9-aad5-4179-82b0-e0831aec206a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d33ef3e9-aad5-4179-82b0-e0831aec206a' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' (lat: 4, lon: 4)>\n","array([[0.12589 , 0.114613, 0.102063, 0.089544],\n","       [0.122506, 0.113089, 0.102245, 0.090871],\n","       [0.120703, 0.113344, 0.10454 , 0.09473 ],\n","       [0.122189, 0.117195, 0.110855, 0.10315 ]], dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","  * lat      (lat) float32 -52.70605 -52.503616 -52.300247 -52.095936\n","  * lon      (lon) float32 -13.0 -12.6666565 -12.3333435 -12.0\n","    depth    float32 2.1\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/plain":["array([[0.12588988, 0.1146129 , 0.10206332, 0.08954436],\n","       [0.12250575, 0.11308897, 0.10224479, 0.09087095],\n","       [0.12070268, 0.11334387, 0.1045404 , 0.09472961],\n","       [0.12218912, 0.11719518, 0.11085472, 0.10314997]], dtype=float32)"]},"metadata":{"tags":[]},"execution_count":61}]},{"cell_type":"code","metadata":{"id":"DH7hzVqkYE32","colab":{"base_uri":"https://localhost:8080/","height":306},"executionInfo":{"status":"ok","timestamp":1604344455707,"user_tz":480,"elapsed":384,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"3a261c7e-3e9a-478a-ee5c-a508133daae9"},"source":["# And you can select a value or multiple values along coordinate(s) using .sel():\n","data['U'].sel(time=datetime(2012,1,30,20),lat=-52.70605,lon=-13.0,depth=2.1)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data 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1;\n","}\n","\n",".xr-var-dims {\n","  grid-column: 2;\n","}\n","\n",".xr-var-dtype {\n","  grid-column: 3;\n","  text-align: right;\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-var-preview {\n","  grid-column: 4;\n","}\n","\n",".xr-var-name,\n",".xr-var-dims,\n",".xr-var-dtype,\n",".xr-preview,\n",".xr-attrs dt {\n","  white-space: nowrap;\n","  overflow: hidden;\n","  text-overflow: ellipsis;\n","  padding-right: 10px;\n","}\n","\n",".xr-var-name:hover,\n",".xr-var-dims:hover,\n",".xr-var-dtype:hover,\n",".xr-attrs dt:hover {\n","  overflow: visible;\n","  width: auto;\n","  z-index: 1;\n","}\n","\n",".xr-var-attrs,\n",".xr-var-data {\n","  display: none;\n","  background-color: var(--xr-background-color) !important;\n","  padding-bottom: 5px !important;\n","}\n","\n",".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",".xr-var-data-in:checked ~ .xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-dd8c3794-8223-4e16-b387-fb5b163fc4d8' class='xr-array-in' type='checkbox' ><label for='section-dd8c3794-8223-4e16-b387-fb5b163fc4d8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.12588988</span></div><pre class='xr-array-data'>array(0.12589, dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-b2eae474-7394-4903-a172-48add4de7716' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b2eae474-7394-4903-a172-48add4de7716' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-c3614ffa-cb9d-41e7-8f28-379820a58c03' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3614ffa-cb9d-41e7-8f28-379820a58c03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c74c454-0929-4659-8d09-fbc79f744e01' class='xr-var-data-in' type='checkbox'><label for='data-2c74c454-0929-4659-8d09-fbc79f744e01' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-52.70605</div><input id='attrs-34488417-f6ea-4169-b809-9180f396677a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-34488417-f6ea-4169-b809-9180f396677a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c9fba55-6892-4d4d-9985-9b6b8e349180' class='xr-var-data-in' type='checkbox'><label for='data-7c9fba55-6892-4d4d-9985-9b6b8e349180' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array(-52.70605, dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-13.0</div><input id='attrs-a2c1e8be-eb55-4606-b0b6-dcaae56bc5f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2c1e8be-eb55-4606-b0b6-dcaae56bc5f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b17e3f58-d527-49ce-81b8-5bad62208fbd' class='xr-var-data-in' type='checkbox'><label for='data-b17e3f58-d527-49ce-81b8-5bad62208fbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array(-13., dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1</div><input id='attrs-3897e332-a42d-439a-a2bb-dc85dccb1786' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3897e332-a42d-439a-a2bb-dc85dccb1786' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-256b52db-5e65-4314-9beb-1155cbe96f69' class='xr-var-data-in' type='checkbox'><label for='data-256b52db-5e65-4314-9beb-1155cbe96f69' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array(2.1, dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-7e2a134f-9920-4bc7-962d-dcde519c973e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e2a134f-9920-4bc7-962d-dcde519c973e' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' ()>\n","array(0.12589, dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","    lat      float32 -52.70605\n","    lon      float32 -13.0\n","    depth    float32 2.1\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]},"execution_count":62}]},{"cell_type":"code","metadata":{"id":"_hfDPUWFYaBC","colab":{"base_uri":"https://localhost:8080/","height":306},"executionInfo":{"status":"ok","timestamp":1604344913343,"user_tz":480,"elapsed":357,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"2dd7cdf7-58cf-4a1c-9e46-e454737be6e7"},"source":["# Slicing works similarly between .isel() (slice by index) and .sel() (slice by value):\n","data['U'].sel(time=datetime(2012,1,30,20,0,0),lat=-52.70605,lon=-13.0,depth=slice(2,147))    # slicing values don't have to be exact"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","</symbol>\n","<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide attributes</title>\n","<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n","<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n","<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n","<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n","</symbol>\n","</defs>\n","</svg>\n","<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n"," *\n"," */\n","\n",":root {\n","  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n","  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n","  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n","  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n","  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n","  --xr-background-color: var(--jp-layout-color0, white);\n","  --xr-background-color-row-even: var(--jp-layout-color1, white);\n","  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n","}\n","\n",".xr-wrap {\n","  min-width: 300px;\n","  max-width: 700px;\n","}\n","\n",".xr-header {\n","  padding-top: 6px;\n","  padding-bottom: 6px;\n","  margin-bottom: 4px;\n","  border-bottom: solid 1px var(--xr-border-color);\n","}\n","\n",".xr-header > div,\n",".xr-header > ul {\n","  display: inline;\n","  margin-top: 0;\n","  margin-bottom: 0;\n","}\n","\n",".xr-obj-type,\n",".xr-array-name {\n","  margin-left: 2px;\n","  margin-right: 10px;\n","}\n","\n",".xr-obj-type {\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-sections {\n","  padding-left: 0 !important;\n","  display: grid;\n","  grid-template-columns: 150px auto auto 1fr 20px 20px;\n","}\n","\n",".xr-section-item {\n","  display: contents;\n","}\n","\n",".xr-section-item input {\n","  display: none;\n","}\n","\n",".xr-section-item input + label {\n","  color: var(--xr-disabled-color);\n","}\n","\n",".xr-section-item input:enabled + label {\n","  cursor: pointer;\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-section-item input:enabled + label:hover {\n","  color: var(--xr-font-color0);\n","}\n","\n",".xr-section-summary {\n","  grid-column: 1;\n","  color: var(--xr-font-color2);\n","  font-weight: 500;\n","}\n","\n",".xr-section-summary > span {\n","  display: inline-block;\n","  padding-left: 0.5em;\n","}\n","\n",".xr-section-summary-in:disabled + label {\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-section-summary-in + label:before {\n","  display: inline-block;\n","  content: 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var(--xr-font-color3);\n","}\n","\n",".xr-array-preview,\n",".xr-array-data {\n","  padding: 0 5px !important;\n","  grid-column: 2;\n","}\n","\n",".xr-array-data,\n",".xr-array-in:checked ~ .xr-array-preview {\n","  display: none;\n","}\n","\n",".xr-array-in:checked ~ .xr-array-data,\n",".xr-array-preview {\n","  display: inline-block;\n","}\n","\n",".xr-dim-list {\n","  display: inline-block !important;\n","  list-style: none;\n","  padding: 0 !important;\n","  margin: 0;\n","}\n","\n",".xr-dim-list li {\n","  display: inline-block;\n","  padding: 0;\n","  margin: 0;\n","}\n","\n",".xr-dim-list:before {\n","  content: '(';\n","}\n","\n",".xr-dim-list:after {\n","  content: ')';\n","}\n","\n",".xr-dim-list li:not(:last-child):after {\n","  content: ',';\n","  padding-right: 5px;\n","}\n","\n",".xr-has-index {\n","  font-weight: bold;\n","}\n","\n",".xr-var-list,\n",".xr-var-item {\n","  display: contents;\n","}\n","\n",".xr-var-item > div,\n",".xr-var-item label,\n",".xr-var-item > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-even);\n","  margin-bottom: 0;\n","}\n","\n",".xr-var-item > .xr-var-name:hover span {\n","  padding-right: 5px;\n","}\n","\n",".xr-var-list > li:nth-child(odd) > div,\n",".xr-var-list > li:nth-child(odd) > label,\n",".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n","  background-color: var(--xr-background-color-row-odd);\n","}\n","\n",".xr-var-name {\n","  grid-column: 1;\n","}\n","\n",".xr-var-dims {\n","  grid-column: 2;\n","}\n","\n",".xr-var-dtype {\n","  grid-column: 3;\n","  text-align: right;\n","  color: var(--xr-font-color2);\n","}\n","\n",".xr-var-preview {\n","  grid-column: 4;\n","}\n","\n",".xr-var-name,\n",".xr-var-dims,\n",".xr-var-dtype,\n",".xr-preview,\n",".xr-attrs dt {\n","  white-space: nowrap;\n","  overflow: hidden;\n","  text-overflow: ellipsis;\n","  padding-right: 10px;\n","}\n","\n",".xr-var-name:hover,\n",".xr-var-dims:hover,\n",".xr-var-dtype:hover,\n",".xr-attrs dt:hover {\n","  overflow: visible;\n","  width: auto;\n","  z-index: 1;\n","}\n","\n",".xr-var-attrs,\n",".xr-var-data {\n","  display: none;\n","  background-color: var(--xr-background-color) !important;\n","  padding-bottom: 5px !important;\n","}\n","\n",".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",".xr-var-data-in:checked ~ .xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>depth</span>: 5</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6e1c69ca-41e3-4e09-80b5-a88347aaa626' class='xr-array-in' type='checkbox' ><label for='section-6e1c69ca-41e3-4e09-80b5-a88347aaa626' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.12588988 0.050398406 0.057173315 0.061554562 0.057381995</span></div><pre class='xr-array-data'>array([0.12589 , 0.050398, 0.057173, 0.061555, 0.057382], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-60e39395-c949-4e3a-8b6c-331a646a8604' class='xr-section-summary-in' type='checkbox'  checked><label for='section-60e39395-c949-4e3a-8b6c-331a646a8604' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-3ba41a61-c0f6-4842-8265-479b299426dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ba41a61-c0f6-4842-8265-479b299426dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69d4384c-9b94-4279-bb58-64b65d72b063' class='xr-var-data-in' type='checkbox'><label for='data-69d4384c-9b94-4279-bb58-64b65d72b063' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-52.70605</div><input id='attrs-7ff1a6e2-e4ef-46c1-8613-23f66e7bc395' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ff1a6e2-e4ef-46c1-8613-23f66e7bc395' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a572dd3e-e104-4a4f-af56-387506770924' class='xr-var-data-in' type='checkbox'><label for='data-a572dd3e-e104-4a4f-af56-387506770924' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array(-52.70605, dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-13.0</div><input id='attrs-70383711-0442-4ccc-8ab5-40bf7afc155d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-70383711-0442-4ccc-8ab5-40bf7afc155d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-834a877a-caca-431d-b137-7a5dd9f1daa0' class='xr-var-data-in' type='checkbox'><label for='data-834a877a-caca-431d-b137-7a5dd9f1daa0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array(-13., dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1 26.25 65.0 105.0 146.5</div><input id='attrs-98b7e17a-5c03-4b2c-bd1e-d0c316011204' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98b7e17a-5c03-4b2c-bd1e-d0c316011204' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2168089d-c342-472b-8194-3b334e661cc3' class='xr-var-data-in' type='checkbox'><label for='data-2168089d-c342-472b-8194-3b334e661cc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array([  2.1 ,  26.25,  65.  , 105.  , 146.5 ], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-fa5a0ff7-433a-4ee7-9a16-6d890b0a7ca5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fa5a0ff7-433a-4ee7-9a16-6d890b0a7ca5' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' (depth: 5)>\n","array([0.12589 , 0.050398, 0.057173, 0.061555, 0.057382], dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","    lat      float32 -52.70605\n","    lon      float32 -13.0\n","  * depth    (depth) float32 2.1 26.25 65.0 105.0 146.5\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]},"execution_count":65}]},{"cell_type":"code","metadata":{"id":"uXM4BWzwY504","colab":{"base_uri":"https://localhost:8080/","height":306},"executionInfo":{"status":"ok","timestamp":1604345129628,"user_tz":480,"elapsed":324,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"701900d4-da49-4edf-d64c-7d4159730aed"},"source":["# Sometimes you don't know the exact coordinate values, so you can ask xarray to find the 'nearest' values:\n","data['U'].sel(time=datetime(2012,1,30),lat=-53,lon=-13,depth=2,method='nearest')    # slicing values don't have to be exact"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div><svg style=\"position: absolute; width: 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.xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f08d86b8-3735-4d3d-8c34-44b5ed87b608' class='xr-array-in' type='checkbox' ><label for='section-f08d86b8-3735-4d3d-8c34-44b5ed87b608' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.12865335</span></div><pre class='xr-array-data'>array(0.128653, dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-ded70219-32ab-44ba-8c30-acde9a9901ed' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ded70219-32ab-44ba-8c30-acde9a9901ed' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-f2f98c27-a429-4724-9d62-72e58a57b60c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2f98c27-a429-4724-9d62-72e58a57b60c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bcfe76e-8a6d-4799-bf12-84d359775940' class='xr-var-data-in' type='checkbox'><label for='data-5bcfe76e-8a6d-4799-bf12-84d359775940' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-52.90755</div><input id='attrs-62c849f7-ec24-4706-9037-3aa985487791' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62c849f7-ec24-4706-9037-3aa985487791' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-feb961cb-9edf-4070-be19-50847ba40741' class='xr-var-data-in' type='checkbox'><label for='data-feb961cb-9edf-4070-be19-50847ba40741' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array(-52.90755, dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-13.0</div><input id='attrs-6dace80c-836c-4d3b-96a8-48545b026105' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6dace80c-836c-4d3b-96a8-48545b026105' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36c83210-fad1-4ccc-9a75-0686bdd4fd81' class='xr-var-data-in' type='checkbox'><label for='data-36c83210-fad1-4ccc-9a75-0686bdd4fd81' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array(-13., dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1</div><input id='attrs-9eab249d-5591-44c7-8a1b-5b222935da93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9eab249d-5591-44c7-8a1b-5b222935da93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0526bed-f707-4b81-b58f-763ba09031d5' class='xr-var-data-in' type='checkbox'><label for='data-d0526bed-f707-4b81-b58f-763ba09031d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array(2.1, dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-480325ad-bb13-4f9b-94a2-318ad05dc303' class='xr-section-summary-in' type='checkbox'  checked><label for='section-480325ad-bb13-4f9b-94a2-318ad05dc303' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' ()>\n","array(0.128653, dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","    lat      float32 -52.90755\n","    lon      float32 -13.0\n","    depth    float32 2.1\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]},"execution_count":67}]},{"cell_type":"code","metadata":{"id":"2wniUv3OaLez","colab":{"base_uri":"https://localhost:8080/","height":575},"executionInfo":{"status":"ok","timestamp":1604345992348,"user_tz":480,"elapsed":380,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"db26a95e-fd8f-4286-aba0-e0431605dcf6"},"source":["# Other examples of slicing to get a 2D NumPy array\n","\n","# Here, the remaining dimensions are latitude and longitude\n","# (because we've selected a single time and single depth)\n","display(data['U'].sel(time=datetime(2012,1,30,20),depth=2.1,\n","                      lat=slice(-50,-40),lon=slice(0,120)))\n","\n","# Here, the remaining dimensions are depth and longitude\n","# (because we've selected a single time and single latitude)\n","display(data['U'].sel(time=datetime(2012,1,30,20),depth=slice(200,1000),\n","                      lon=slice(-120,0)).sel(lat=-57,method='nearest'))"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 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1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 42</li><li><span class='xr-has-index'>lon</span>: 361</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9a1fc0e8-c86d-4b15-a27a-b35233176c82' class='xr-array-in' type='checkbox' ><label for='section-9a1fc0e8-c86d-4b15-a27a-b35233176c82' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.24185629 0.2541541 0.2665141 ... 0.028377388 0.027333561 0.025438191</span></div><pre class='xr-array-data'>array([[0.241856, 0.254154, 0.266514, ..., 0.266358, 0.255711, 0.244861],\n","       [0.247819, 0.254111, 0.262491, ..., 0.274168, 0.26494 , 0.255005],\n","       [0.251103, 0.251246, 0.255182, ..., 0.275634, 0.268576, 0.260609],\n","       ...,\n","       [0.204166, 0.190103, 0.178272, ..., 0.033669, 0.024865, 0.015456],\n","       [0.189271, 0.173267, 0.161187, ..., 0.030462, 0.025529, 0.019474],\n","       [0.171771, 0.155416, 0.144063, ..., 0.028377, 0.027334, 0.025438]],\n","      dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-4384e7c7-a144-4693-ad3d-63636d35c75e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4384e7c7-a144-4693-ad3d-63636d35c75e' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-61a737f8-6364-4605-94a3-fa5eeb95f9f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61a737f8-6364-4605-94a3-fa5eeb95f9f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ede7931-4d64-44f0-8e70-35d3a5cde99d' class='xr-var-data-in' type='checkbox'><label for='data-0ede7931-4d64-44f0-8e70-35d3a5cde99d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-49.78614 -49.570454 ... -40.151318</div><input id='attrs-39a68d90-9abe-4a3b-9d2b-1bfcc635c893' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39a68d90-9abe-4a3b-9d2b-1bfcc635c893' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0a376ac-fbd9-4ded-8735-6f6890597852' class='xr-var-data-in' type='checkbox'><label for='data-d0a376ac-fbd9-4ded-8735-6f6890597852' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([-49.78614 , -49.570454, -49.3538  , -49.136192, -48.91762 , -48.698093,\n","       -48.4776  , -48.256153, -48.033737, -47.810356, -47.586014, -47.360703,\n","       -47.134426, -46.90718 , -46.67897 , -46.4498  , -46.21965 , -45.988537,\n","       -45.75645 , -45.523396, -45.28937 , -45.05438 , -44.818413, -44.58148 ,\n","       -44.34357 , -44.1047  , -43.864857, -43.62405 , -43.38228 , -43.13953 ,\n","       -42.895817, -42.65114 , -42.40549 , -42.15888 , -41.911297, -41.662758,\n","       -41.413254, -41.16278 , -40.91135 , -40.658962, -40.405617, -40.151318],\n","      dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.33333334 ... 119.666664 120.0</div><input id='attrs-00052d50-4caf-47de-bef0-13b103545f0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00052d50-4caf-47de-bef0-13b103545f0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8259fc11-86ee-46f8-9780-33db8caac140' class='xr-var-data-in' type='checkbox'><label for='data-8259fc11-86ee-46f8-9780-33db8caac140' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([  0.      ,   0.333333,   0.666667, ..., 119.333336, 119.666664,\n","       120.      ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1</div><input id='attrs-ba84d18e-e62b-4fe1-a598-aaebab5f37cc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba84d18e-e62b-4fe1-a598-aaebab5f37cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf395bf0-a130-4581-8fca-cc4dc7d988d8' class='xr-var-data-in' type='checkbox'><label for='data-bf395bf0-a130-4581-8fca-cc4dc7d988d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array(2.1, dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-9d636a9e-2056-4197-998c-c8e32afe1dc8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9d636a9e-2056-4197-998c-c8e32afe1dc8' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' (lat: 42, lon: 361)>\n","array([[0.241856, 0.254154, 0.266514, ..., 0.266358, 0.255711, 0.244861],\n","       [0.247819, 0.254111, 0.262491, ..., 0.274168, 0.26494 , 0.255005],\n","       [0.251103, 0.251246, 0.255182, ..., 0.275634, 0.268576, 0.260609],\n","       ...,\n","       [0.204166, 0.190103, 0.178272, ..., 0.033669, 0.024865, 0.015456],\n","       [0.189271, 0.173267, 0.161187, ..., 0.030462, 0.025529, 0.019474],\n","       [0.171771, 0.155416, 0.144063, ..., 0.028377, 0.027334, 0.025438]],\n","      dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","  * lat      (lat) float32 -49.78614 -49.570454 ... -40.405617 -40.151318\n","  * lon      (lon) float32 0.0 0.33333334 0.6666667 ... 119.666664 120.0\n","    depth    float32 2.1\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n","<defs>\n","<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide data repr</title>\n","<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n","<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n","</symbol>\n","<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n","<title>Show/Hide attributes</title>\n","<path d=\"M28.681 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{\n","  overflow: visible;\n","  width: auto;\n","  z-index: 1;\n","}\n","\n",".xr-var-attrs,\n",".xr-var-data {\n","  display: none;\n","  background-color: var(--xr-background-color) !important;\n","  padding-bottom: 5px !important;\n","}\n","\n",".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",".xr-var-data-in:checked ~ .xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>depth</span>: 4</li><li><span class='xr-has-index'>lon</span>: 361</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d860f135-92b5-4ad8-9597-013f9c9ace15' class='xr-array-in' type='checkbox' ><label for='section-d860f135-92b5-4ad8-9597-013f9c9ace15' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.14000198 0.12951107 0.11914495 ... 0.02776416 0.028964065 0.03124522</span></div><pre class='xr-array-data'>array([[0.140002, 0.129511, 0.119145, ..., 0.032177, 0.033488, 0.035995],\n","       [0.134399, 0.124342, 0.114391, ..., 0.031455, 0.032763, 0.035228],\n","       [0.123725, 0.114466, 0.105262, ..., 0.029983, 0.031231, 0.033597],\n","       [0.106912, 0.098912, 0.090874, ..., 0.027764, 0.028964, 0.031245]],\n","      dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-e30a57f0-5923-4cd1-9eac-3310adcca37a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e30a57f0-5923-4cd1-9eac-3310adcca37a' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-a3fad62d-9326-49e2-bab2-9dc80be7d4fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3fad62d-9326-49e2-bab2-9dc80be7d4fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13658b3e-2c46-4d21-801a-0ff60ac2e14b' class='xr-var-data-in' type='checkbox'><label for='data-13658b3e-2c46-4d21-801a-0ff60ac2e14b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-56.926678</div><input id='attrs-202e0f47-9246-4017-a4b4-923d12b3cdb6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-202e0f47-9246-4017-a4b4-923d12b3cdb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ac6bb60-3482-4956-b2f2-46060d229f48' class='xr-var-data-in' type='checkbox'><label for='data-2ac6bb60-3482-4956-b2f2-46060d229f48' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array(-56.926678, dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-120.0 -119.66667 ... 0.0</div><input id='attrs-0dbd9507-893c-4762-9d25-15b54febcf40' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0dbd9507-893c-4762-9d25-15b54febcf40' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f016c91-088a-4a8e-8988-c6045d108334' class='xr-var-data-in' type='checkbox'><label for='data-5f016c91-088a-4a8e-8988-c6045d108334' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([-120.      , -119.66667 , -119.33333 , ...,   -0.666656,   -0.333344,\n","          0.      ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>220.0 301.0 450.0 700.0</div><input id='attrs-fbd77f10-1c5d-4b2f-b503-df7bc9c4ec5c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbd77f10-1c5d-4b2f-b503-df7bc9c4ec5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cc3b5ef-94bd-4942-aebb-b1e7f78fbe17' class='xr-var-data-in' type='checkbox'><label for='data-9cc3b5ef-94bd-4942-aebb-b1e7f78fbe17' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array([220., 301., 450., 700.], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-27554b43-55fa-49b3-9652-12a9a8eebd0f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-27554b43-55fa-49b3-9652-12a9a8eebd0f' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters/second</dd><dt><span>long_name :</span></dt><dd>Zonal Component of Velocity (m/s)</dd><dt><span>standard_name :</span></dt><dd>UVEL</dd><dt><span>mate :</span></dt><dd>VVEL</dd></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' (depth: 4, lon: 361)>\n","array([[0.140002, 0.129511, 0.119145, ..., 0.032177, 0.033488, 0.035995],\n","       [0.134399, 0.124342, 0.114391, ..., 0.031455, 0.032763, 0.035228],\n","       [0.123725, 0.114466, 0.105262, ..., 0.029983, 0.031231, 0.033597],\n","       [0.106912, 0.098912, 0.090874, ..., 0.027764, 0.028964, 0.031245]],\n","      dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","    lat      float32 -56.926678\n","  * lon      (lon) float32 -120.0 -119.66667 -119.33333 ... -0.3333435 0.0\n","  * depth    (depth) float32 220.0 301.0 450.0 700.0\n","Attributes:\n","    units:          meters/second\n","    long_name:      Zonal Component of Velocity (m/s)\n","    standard_name:  UVEL\n","    mate:           VVEL"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"dGDa7r38d1Fc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604346606097,"user_tz":480,"elapsed":316,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"b8efd785-f8e6-4008-b3bc-26ec23b65fc1"},"source":["# You can reduce data from an xarray DataFrame by applying a NumPy function:\n","\n","# .mean() calculates the average over both of the remaining axes (depth and latitude)\n","print(data['U'].sel(time=datetime(2012,1,30,20),depth=2.1,\n","                    lat=slice(-50,-40),lon=slice(0,120)).mean().item())"],"execution_count":null,"outputs":[{"output_type":"stream","text":["0.16497819125652313\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Q9ZT45eDgOdr","colab":{"base_uri":"https://localhost:8080/","height":216},"executionInfo":{"status":"ok","timestamp":1604346750003,"user_tz":480,"elapsed":287,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"98bad938-731e-4697-e66f-3991536c3765"},"source":["# .mean(dim='lon') calculates the average across the longitude dimension,\n","# leaving only latitude as the remaining dimension\n","display(data['U'].sel(time=datetime(2012,1,30,20),depth=2.1,\n","                      lat=slice(-50,-40),lon=slice(0,120)).mean(dim='lon'))"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div><svg style=\"position: absolute; 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.xr-var-data {\n","  display: block;\n","}\n","\n",".xr-var-data > table {\n","  float: right;\n","}\n","\n",".xr-var-name span,\n",".xr-var-data,\n",".xr-attrs {\n","  padding-left: 25px !important;\n","}\n","\n",".xr-attrs,\n",".xr-var-attrs,\n",".xr-var-data {\n","  grid-column: 1 / -1;\n","}\n","\n","dl.xr-attrs {\n","  padding: 0;\n","  margin: 0;\n","  display: grid;\n","  grid-template-columns: 125px auto;\n","}\n","\n",".xr-attrs dt, dd {\n","  padding: 0;\n","  margin: 0;\n","  float: left;\n","  padding-right: 10px;\n","  width: auto;\n","}\n","\n",".xr-attrs dt {\n","  font-weight: normal;\n","  grid-column: 1;\n","}\n","\n",".xr-attrs dt:hover span {\n","  display: inline-block;\n","  background: var(--xr-background-color);\n","  padding-right: 10px;\n","}\n","\n",".xr-attrs dd {\n","  grid-column: 2;\n","  white-space: pre-wrap;\n","  word-break: break-all;\n","}\n","\n",".xr-icon-database,\n",".xr-icon-file-text2 {\n","  display: inline-block;\n","  vertical-align: middle;\n","  width: 1em;\n","  height: 1.5em !important;\n","  stroke-width: 0;\n","  stroke: currentColor;\n","  fill: currentColor;\n","}\n","</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'U'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 42</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5813d3c6-fcab-469d-9c2c-122e8a3c6993' class='xr-array-in' type='checkbox' ><label for='section-5813d3c6-fcab-469d-9c2c-122e8a3c6993' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.19636832 0.19726074 0.19570175 ... 0.112251155 0.108821966</span></div><pre class='xr-array-data'>array([0.19636832, 0.19726074, 0.19570175, 0.19753072, 0.1995998 ,\n","       0.20088746, 0.20197098, 0.20239758, 0.20189096, 0.20043223,\n","       0.19856165, 0.19670185, 0.19461559, 0.19198534, 0.18877912,\n","       0.18521579, 0.18209256, 0.18030445, 0.1799029 , 0.18019168,\n","       0.17991017, 0.17799716, 0.17403169, 0.1685389 , 0.16236207,\n","       0.15637264, 0.15085906, 0.14584213, 0.14138193, 0.13736448,\n","       0.13341603, 0.12943429, 0.12593448, 0.12360686, 0.12302325,\n","       0.12359596, 0.12365858, 0.1221991 , 0.11970461, 0.11638598,\n","       0.11225116, 0.10882197], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-a0ca2a76-dd28-455d-8d83-9ea166c0abf6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a0ca2a76-dd28-455d-8d83-9ea166c0abf6' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2012-01-30T20:00:00</div><input id='attrs-d8e35d7f-13d3-497d-b387-0f0c04dc9877' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8e35d7f-13d3-497d-b387-0f0c04dc9877' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e875763-a839-4de7-9944-2b74bea9277c' class='xr-var-data-in' type='checkbox'><label for='data-7e875763-a839-4de7-9944-2b74bea9277c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><pre class='xr-var-data'>array(&#x27;2012-01-30T20:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-49.78614 -49.570454 ... -40.151318</div><input id='attrs-ca5f377d-6b3a-41d2-a71b-4f6ed8965edb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ca5f377d-6b3a-41d2-a71b-4f6ed8965edb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a9c4c10-1296-452d-ad58-c0f8c9733c5d' class='xr-var-data-in' type='checkbox'><label for='data-8a9c4c10-1296-452d-ad58-c0f8c9733c5d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([-49.78614 , -49.570454, -49.3538  , -49.136192, -48.91762 , -48.698093,\n","       -48.4776  , -48.256153, -48.033737, -47.810356, -47.586014, -47.360703,\n","       -47.134426, -46.90718 , -46.67897 , -46.4498  , -46.21965 , -45.988537,\n","       -45.75645 , -45.523396, -45.28937 , -45.05438 , -44.818413, -44.58148 ,\n","       -44.34357 , -44.1047  , -43.864857, -43.62405 , -43.38228 , -43.13953 ,\n","       -42.895817, -42.65114 , -42.40549 , -42.15888 , -41.911297, -41.662758,\n","       -41.413254, -41.16278 , -40.91135 , -40.658962, -40.405617, -40.151318],\n","      dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.1</div><input id='attrs-4ee00902-d8b6-41ba-9b60-5705a5241a1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ee00902-d8b6-41ba-9b60-5705a5241a1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a684e470-2d0c-463c-9e37-6d6cd6dd7f16' class='xr-var-data-in' type='checkbox'><label for='data-a684e470-2d0c-463c-9e37-6d6cd6dd7f16' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>Vertical coordinate of cell center</dd><dt><span>axis :</span></dt><dd>-Z</dd></dl></div><pre class='xr-var-data'>array(2.1, dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-34473495-1c7d-4868-be85-917eca0d8e95' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-34473495-1c7d-4868-be85-917eca0d8e95' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"],"text/plain":["<xarray.DataArray 'U' (lat: 42)>\n","array([0.19636832, 0.19726074, 0.19570175, 0.19753072, 0.1995998 ,\n","       0.20088746, 0.20197098, 0.20239758, 0.20189096, 0.20043223,\n","       0.19856165, 0.19670185, 0.19461559, 0.19198534, 0.18877912,\n","       0.18521579, 0.18209256, 0.18030445, 0.1799029 , 0.18019168,\n","       0.17991017, 0.17799716, 0.17403169, 0.1685389 , 0.16236207,\n","       0.15637264, 0.15085906, 0.14584213, 0.14138193, 0.13736448,\n","       0.13341603, 0.12943429, 0.12593448, 0.12360686, 0.12302325,\n","       0.12359596, 0.12365858, 0.1221991 , 0.11970461, 0.11638598,\n","       0.11225116, 0.10882197], dtype=float32)\n","Coordinates:\n","    time     datetime64[ns] 2012-01-30T20:00:00\n","  * lat      (lat) float32 -49.78614 -49.570454 ... -40.405617 -40.151318\n","    depth    float32 2.1"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Z57CSoKfibWn","colab":{"base_uri":"https://localhost:8080/","height":300},"executionInfo":{"status":"ok","timestamp":1604347759903,"user_tz":480,"elapsed":427,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"f5ef3c7d-7f98-4867-e9a1-d92ec42b48f2"},"source":["# Save the result (keeping it in xarray format, not NumPy, to keep the latitude coordinate)\n","lat_velocities = data['U'].sel(time=datetime(2012,1,30,20),depth=2.1,\n","                               lat=slice(-50,-40),lon=slice(0,120)).mean(dim='lon')\n","\n","# So this gave the eastward velocity averaged over all longitudes in the swath,\n","# so it's a 1-D array (a line) over latitude\n","plt.figure(figsize=(4,4))\n","plt.plot(lat_velocities['lat'],lat_velocities.values,c='k')\n","plt.xlabel('Latitude (°N)')\n","plt.ylabel('Eastward velocity (m/s)')\n","plt.grid()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAARwAAAEGCAYAAAC3uSodAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deZyO9f7H8ddnbNkmS2ZwHEuqU0JlRNnCZKksOZEiZ4wkstSUraNClkJOvyZLSkg4k/YhLZKJkmNPTaWsRclSR03JWD6/P65b5zZmuTD3fd333J/n43E93Nf+nolP13Xd1/f7FVXFGGOCIcrrAMaYyGEFxxgTNFZwjDFBYwXHGBM0VnCMMUFT2OsA+eWCCy7Q6tWrn7b8t99+o2TJksEPdIYsZ/4Kl5wQPllzy7l+/foDqlohz4OoaoGY4uLiNDvLly/PdnmosZz5K1xyqoZP1txyAuvUxb9Tu6UyxgSNFRxjTNBYwTHGBI0VHGNM0FjBMcYEjRUcY0zQWMExxgRNgXnxL9QdOHCAjRs3snnzZsqXL0/jxo256KKLEBGvoxkTNFZwAuTYsWPMnz+f119/nQ0bNvDdd9+dtk2FChVo1KgRzZo149JLL/UgpTHBZQUnn2VmZvLiiy8yfvx4tm/fzoUXXkiTJk246qqrqFevHldccQU//vgjH3/8MatWreLjjz/mzTffJDY2lhdeeIE2bdp4/SMYEzhuXkc+2wloC2wBtgLDs1l/P/AFsBlYBlTzW5cAfOObEvI6l9dNGzIzM/WZZ57RatWqKaD169fX1NRUPXHiRJ77rlq1SqtWraqAJiYm6k8//RSExGenILyGH2rCJWtIN20QkULAVOAGoBZwu4jUyrLZRqC+qtYFXgEm+vYtB4wEGgINgJEiUjZQWc/VBx98wFVXXUXfvn2pWLEiS5YsYc2aNbRv397VM5prr72W5557jn/+85/MnTuXWrVqkZqaGoTkxgRXIL+lagBsVdXtqpoJpAAd/TdQ1eWq+rtvdjVQxfe5DbBUVX9S1Z+BpThXSyFl165ddOnShfj4eH7//Xdef/11PvnkE2644YYzfhhctGhRxo0bx5o1a4iNjaVjx46MHDmSEydOBCi9McEnGqBO1EWkM9BWVXv75nsADVV1QA7bTwH2qupYERkMnKeqY33rHgYOq+oTWfbpA/QBiI2NjUtJSTntuBkZGZQqVSoffzLnNvSll15izpw5AHTv3p2uXbtStGjRsz6mf87MzEyefPJJ3nnnHZo3b86wYcM477zz8iP6OQvE7zMQwiUnhE/W3HK2aNFivarWz/Mgbu67zmYCOgMz/eZ7AFNy2PYOnCucYr75wcBDfusfBgbndr5gPcM5fvy4Dho0SAG9+eabddeuXfly3Kw5T5w4oRMnTlQR0fr16+uePXvy5TznqiA8bwg14ZI1pJ/hAHuAv/rNV/EtO4WIXA+MADqo6pEz2TfYjh8/Tu/evUlOTiYpKYnXXnuNqlWrBuRcIsKQIUN44403+PLLL7n66qtZv359QM5lTLAEsuCsBS4WkRoiUhS4DTjlSaiIXAXMwCk2+/xWvQu0FpGyvofFrX3LPJOZmUm3bt2YPXs2jzzyCJMnTw7KS3sdOnRg1apVFC5cmKZNm/Lyyy8H/JzGBErACo6qHgMG4BSKL4GFqpouIo+KSAffZpOAUsDLIrJJRFJ9+/4EjMEpWmuBR33LPHH48GH+/ve/s3DhQiZNmsTo0aOD+oZw3bp1Wbt2LfXq1ePWW29l1KhR9jDZhKWAvvinqkuAJVmWPeL3+fpc9p0FzApcOjh48CBz5szh6NGj3Hfffdk+mN23bx8333wzq1evZvr06fTt2zeQkXIUExPDsmXL6Nu3L6NHjyY9PZ05c+aERV+4xpwUkW8ar1mzhmnTppGSksKRI85jowULFpCSkkKtWv97Vejzzz+nXbt27Nu3j4ULF9K5c2evIgNQrFgxZs2aRe3atRkyZAjbtm0jNTWVKlWq5L2zMSEgolqLf/XVV1x99dU0bNiQV199lV69erF582beeust9u7dS1xcHM888wyqyttvv02jRo3IzMxkxYoVnhebk0SEBx54gMWLF7N161YaN27M119/7XUsY1yJqIJTuXJlChUqxNSpU9mzZw/Tpk2jTp063HjjjWzevJlmzZrRr18/mjRpQrt27ahZsyZr1qyhfv28Xy8IthtvvJG0tDQOHz5MkyZN2Lhxo9eRjMlTRBWc6OhoVq9ezT333EN0dPQp6ypWrMjbb7/N5MmTWbt2Le3bt2flypUhfbtSr149PvroI4oXL07z5s1ZsWKF15GMyVVEFZy8REVFcf/993PgwAFef/31sHj785JLLuHjjz+mcuXKtGnThkWLFnkdyZgcWcHJRnR0dFh1jFWlShVWrlxJnTp16NSpE0uWLMl7J2M8YAWngLjgggtYtmwZdevWpWvXrmzatMnrSMacxgpOAVK6dGkWL15MmTJlaNeuHXv2eN4axJhTWMEpYCpXrsxbb73FoUOHaNeuHb/++qvXkYz5kxWcAqhu3bq8/PLLfPbZZ9x2220cO3bM60jGAFZwCqy2bdsydepUlixZQlJSktdxjAEitGlDpLj77rv55ptvmDx5Ms2aNaNLly5eRzIRzq5wCrjHHnuMBg0a0KdPn2yHqjEmmKzgFHBFihRh/vz5HD16lISEBOvWwnjKCk4EuOiii0hOTmb58uVMnjzZ6zgmglnBiRCJiYnccsstjBgxgg0bNngdx0QoKzgRQkR49tlniYmJoXv37vz+++9572RMPrOCE0HKlSvHCy+8wFdffcWQIUO8jmMikBWcCBMfH09SUhLTpk1j5cqVXscxEcYKTgQaM2YMNWrUoHfv3vzxxx9exzERxApOBCpZsiQzZszg66+/ZuzYsV7HMRHECk6EatWqFQkJCUyYMIHNmzd7HcdECCs4EWzy5MmULVuW3r17c/z4ca/jmAhgBSeClS9fnuTkZNauXUtycrLXcUwEsIIT4bp27cpNN93EQw89xI4dO7yOYwo4KzgRTkSYNm0aUVFRJCYm2q2VCSgrOIaqVasyZcoUPvzwQ8aNG+d1HFOAWcExAPzjH//gjjvuYPTo0Xz44YdexzEFlBUcA/zv1qpmzZp0796dAwcOeB3JFEBWcMyfSpcuTUpKCvv37ycxMRFV9TqSKWCs4JhT1KtXj0mTJrF48WL7qtzkOys45jQDBw6kffv2DBkyxBp4mnyVZ8ERkfoikiQik0TkURG5VUTKBiOc8YaIMHv2bKpVq0Z8fDxTpkyx2yuTL3IsOCKSKCIbgAeB4sAWYB/QBHhfRF4Qkaq5HVxE2orIFhHZKiLDs1nfTEQ2iMgxEemcZd1EEUkXkS9FJFnCabDvAqB8+fKsWbOG1q1bM3DgQO644w5+++03r2OZMJfbMDElgMaqeji7lSJyJXAx8G0O6wsBU4FWwG5grYikquoXfpt9C/QEBmfZtxHQGKjrW/QRcB2QlvuPY/JT2bJlSU1N5bHHHuPhhx/m008/ZdiwYV7HMmEsx4KjqlNz21FVN+Vx7AbAVlXdDiAiKUBH4M+Co6o7feuyDiWgwHlAUUCAIsCPeZzPBEBUVBQjRoygQYMG3H777dx99928+uqr1K5dm9q1a1OnTh0uvPBCfvzxR3bu3PnndPDgQSpXrky1atWoXr061apVo1KlSkRF2WPDSJbnQHgiMhEYCxwG3sG56khS1Xl57PoXwH8gpN1AQzehVPUTEVkO/IBTcKao6pdu9jWB0apVKzZs2EDv3r35+uuvWbx4cY7NIESE0qVL88svv5yyPCYmhgULFhAfHx+MyCYEuRl5s7WqDhWRTsBO4O/ACiCvgnPWROQi4DKgim/RUhFpqqors2zXB+gDEBsbS1pa2mnHysjIyHZ5qAmXnIMGDaJUqVJkZmby3XffsX37dvbu3Uu5cuWoWLEiFStWJCYmhiJFinD48GF+/PHHP6fXXnuN1q1b079/fzp16kQgH8uFy+8TwidrvuRU1Vwn4HPfnzOBtr7Pn7rY71rgXb/5B4EHc9h2DtDZb34I8LDf/CPA0NzOFxcXp9lZvnx5tstDTSTkPHTokHbo0EEBvfPOO/WPP/7Iv2BZhMvvUzV8suaWE1inedQEVXX1Hs5iEfkKiAOWiUgFwE1HuGuBi0WkhogUBW4DUl3sB87D5OtEpLCIFMF5YGy3VGEuOjqa119/nYceeojnn3+eli1b8uOP9mgukuT2tXhlAFUdDjQC6qvqUeB3nIe/uVLVY8AA4F2cYrFQVdN97/J08J3jahHZDXQBZohIum/3V4BtwGfApzhXVIvO8mc0ISQqKooxY8bw0ksvsXHjRq699lp+/fVXr2OZIMntGc5MESmH81X0OzhfTaOqvwGuXshQ1SXAkizLHvH7vJb/Pafx3+Y4cLebc5jwdOutt1KpUiWaNWvGmDFjmDhxoteRTBDkeIWjqjcCzXEKTidgtYi8JiJ98nrhzxg3mjZtSq9evXjyySf56quvvI5jgiDXZziq+oeqvqOq96pqfeABnKuiKSKyJigJTYH22GOPUbJkSQYNGmTNJyKA67ewRCQaOASk4Lwd3CRAmUwEiYmJYcyYMSxdupQ33njD6zgmwNw03rxbRPYCm4H1vmmdqmYGOpyJDP369aNOnTokJSXx+++/ex3HBJCbK5zBQG1Vra6qNXzThYEOZiJH4cKFmTJlCrt27WLChAlexzEB5KbgbMP5KtyYgGnWrBndunVjwoQJbN++3es4JkDcFJwHgVUiMsPXTUSyiFhXcCbfTZo0iSJFipCUlOR1FBMgbgrODOADYDX/e4azPpChTGSqXLkyw4cPJzU11cY7L6DcFJwiqnq/qs5W1RdOTgFPZiJSv379KF68OE8//bTXUUwAuCk4b/te9qskIuVOTgFPZiJSuXLl6NGjB/PmzePgwYNexzH5zE3BuR3fcxz8vhYPZCgT2QYOHMgff/zBzJkzvY5i8lmeBcfvq/Aa9rW4CYbatWvTsmVLpk6dyrFjx7yOY/JRbq3Fc32TWESiRaR2/kcyxuno67vvvuPNN9/0OorJR7ld4dwiIqtE5BERuUlEGvhGWeglIi8Ci3FGczAm37Vr144aNWrYYHwFTG6txZOAdjj9CncBxgD344zUMENVm/m6lzAm3xUqVIgBAwawYsUKNm3Kq79+Ey7yai3+k6o+p6o9VbWNqt6sqg+q6kfBCmgiV69evShRooR9RV6A2JgdJmSVKVOGhIQE5s+fz4EDB7yOY/KBFRwT0gYMGMCRI0d47rnnvI5i8oEVHBPSatWqRatWrZg2bVqO42CZ8OGmP5z1ItJfRMoGI5AxWfXt25fdu3fz7rvveh3FnCM3Vzhdgco4Y4OniEgbCeQIZsZk0a5dOypUqMCsWbO8jmLOkZs3jbeq6gjgEmABMAvYJSKjrU2VCYaiRYvSo0cPUlNT2b9/v9dxzDlw9QxHROoCk4FJwKs47+X8gtNthTEBl5iYyNGjR5k3L2AjTJsgcPUMB3gSZyTNuqo6SFX/o6qTAeuazQRF7dq1adCgAc8//7yN7hDG3FzhdFHVeFVdoKpHAESkBoCq/j2g6Yzxc+edd5Kens66ddZZQbhyU3BecbnMmIDq2rUrxYsXt4fHYSy31uKXisgtwPki8ne/qSdwXtASGuNz/vnn07lzZxYsWGDDyYSp3K5w/obTeLMM0N5vqgfcFfhoxpyuV69e/PLLL7z22mteRzFnoXBOK1T1TeBNEblWVT8JYiZjcnTddddRs2ZNZs2axR133OF1HHOGcrulGur72M1/eBgbJsZ4SURITExk+fLlbNu2zes45gzldkv1pe/PdZw6PIwNE2M8lZCQgIgwZ84cr6OYM5TbLdUi3582JIwJKVWqVKFNmzbMnj2bUaNGUahQIa8jGZfcvPi3VETK+M2XFRFrRWc81bt3b/bs2cM777zjdRRzBty8h1NBVf97ckZVfwZiAhfJmLx16NCB2NhYnn32Wa+jmDPgpuAcF5GqJ2dEpBrg6t1yEWkrIltEZKuIDM9mfTMR2SAix0Skc5Z1VUXkPRH5UkS+EJHqbs5pIkORIkVITExk8eLF7Nmzx+s4xiU3BWcE8JGIvCgi84AVOAPj5UpECgFTgRuAWsDtIlIry2bfAj1xWqFnNReYpKqXAQ2AfS6ymgjSu3dvTpw4wezZs72OYlxy0z3FOzgv+70EpABxqurmGU4DYKuqblfVTN++HbMce6eqbgZO+C/3FabCqrrUt12GqtqrpeYUNWvW5Prrr2fmzJnWG2CYyPFbqiwaAc385he72OcvwHd+87uBhi7PdwnwXxF5DagBvA8MV9VT/laJSB+gD0BsbCxpaWmnHSgjIyPb5aHGcp6dRo0a8f777zN58mQaNGjw5/JQy5mbcMmaLzlVNdcJeBxYBvTyTUuB8S726wzM9JvvAUzJYds5QOcs+x4CLsQpiq8Cd+Z2vri4OM3O8uXLs10eaizn2Tly5IhWqFBBO3XqdMryUMuZm3DJmltOYJ3mURNU1dUznBuBVqo6S1VnAW1x2ljlZQ/wV7/5Kr5lbuwGNqlzO3YMeAPnts6YUxQtWpSePXuyaNEifvjhB6/jmDy4HbWhjN/n813usxa4WERqiEhR4DYg9Qz2LSMiFXzzLYEvXO5rIkzv3r05duyYvXkcBtwUnMeAjSIyR0RewGnWMC6vnXxXJgOAd3GaSSxU1XQReVREOgCIyNUishuny9IZIpLu2/c4MBhYJiKfAQLYwEQmW5dccgktWrTgueee48SJE3nvYDyT50NjVf23iKQBV/sWDVPVvW4OrqpLgCVZlj3i93ktzq1WdvsuBeq6OY8xd911F926dWPZsmW0atXK6zgmB7m1Fq93cgIq4TxX2Q1U9i0zJmR06tSJ8uXL2widIS63K5zJuaxTnOcqxoSE8847j4SEBJKTk/n++++9jmNykOMVjqq2yGWyYmNCzj333MPx48eZPn2611FMDty0Fi8hIg+JyLO++YtFxM3X4sYEVc2aNWnXrh0zZswgMzPT6zgmG26+pZoNZOK8bQzOuzRjA5bImHNw7733sn//fpYtW+Z1FJMNNwWnpqpOBI4CqNOmycYWNyGpZcuW1K5dm1dffdUGzAtBbgpOpogUx9clhYjUBI4ENJUxZ0lEGDRoENu2bWPFihVexzFZuCk4o4B3gL+KyHycdlVDc93DGA91796d6OhonnrqKa+jmCzcvPj3nm988WtwbqXuVdUDAU9mzFkqUaIE7dq1IyUlhZ07d1K9enWvIxkfN99SLQJaA2mqutiKjQkHHTt2RESYMmWK11GMHze3VE8ATYEvROQVEeksIjbUrwlpMTEx3HLLLcycOZOMjAyv4xgfNz3+faiq9+D0TTMDuBXr7tOEgXvvvZdDhw4xd+5cr6MYH1fdU/i+pboF6IvTiNPGqjIh79prr6V+/fokJydbK/IQ4eYZzkKc7iVaAlNw3ssZGOhgxpwrESEpKYktW7aQmuq2KyYTSG6ucJ7HKTJ9VXW5qtr/KkzYuPXWW7nwwgsZP368vQgYAtw8w3lXs3Rebky4KFy4MMOGDWPt2rW8//77XseJeG67GDUmbCUkJFC5cmXGjx/vdZSIZwXHFHjFihVj8ODBpKWlsWrVKq/jRDRXPf5lNwUzpDHnqk+fPpQvX55x4/LsjtsEkJse/84D6gOf4jRtqAusA64NbDRj8k/JkiW57777ePjhh9m0aRNXXnml15EiUp49/gE/APVUtb6qxgFX4X58KWNCxoABAyhdurQ9y/GQm2c4f1PVz07OqOrnwGWBi2RMYJQpU4b+/fvzyiuvsGXLFq/jRCQ3BeczEZkpIs1903PA5kAHMyYQkpKSKFasGI8//rjXUSKSm4LTE0gH7vVNXwCJAcxkTMDExMRw1113MW/ePLZv3+51nIiTa8ERkULA26r6pKp28k1PquofQcpnTL4bPnw4RYoU4eGHH/Y6SsTJteD43jA+ISJuxxM3JuRVrlyZ++67jwULFrBhwwav40QUN7dUGTjPcZ4XkeSTU6CDGRNIw4YNo1y5cgwfPtzrKBHFTcF5DXgYWAGs95uMCVvnn38+Dz30EEuXLmXp0qVex4kYbvo0tr5vTIF0zz338NRTTzFs2DDi4+OJirKWPoHmpj+ci31di34hIttPTsEIZ0wgFStWjLFjx7Jx40Zeeuklr+NEBLcjb04HjgEtgLnAvECGMiZYunXrxhVXXMGIESM4csSGWws0NwWnuKouA0RVd6nqKOCmwMYyJjiioqKYMGECO3bsYMaMGV7HKfDcFJwjIhIFfCMiA0SkE1AqwLmMCZrWrVvTsmVLxowZw6FDh7yOU6C5KTj3AiWAQUAccAeQ4ObgItJWRLaIyFYROe37RxFpJiIbROSYiHTOZn20iOwWERtcyASMiDBx4kQOHjzI6NGjvY5ToLkpOD+paoaq7lbVRFW9RVVX57WT7y3lqcANQC3gdhGplWWzb3GaTizI4TBjcL6ONyag4uLiuOuuu0hOTuazzz7LewdzVtwUnFkisk1EUkSkv4jUcXnsBsBWVd2uqplACtDRfwNV3amqm4HTOmYXkTggFnjP5fmMOSfjx4+nTJky3HPPPdbheoC4eQ/nOhEpijMeVXPgLREpparl8tj1L8B3fvO7gYZuQvmeGU3GuX27Ppft+gB9AGJjY0lLSzttm4yMjGyXhxrLmb/ONmdiYiJPPPEEI0aMoHXr1vkfLBsF/Xd6ClXNdQKaAA8CS4BVwDTgdhf7dQZm+s33AKbksO0coLPf/ABgqO9zz5z285/i4uI0O8uXL892eaixnPnrbHMeP35cGzZsqDExMfrzzz/nb6gcFITfKbBO8/g3qqqubqnSgJuBZ4HmqnqPqv7bxX57gL/6zVfBfU+B1wIDRGQnztjm/xAR68DEBFxUVBTTpk1j//79PPLII17HKXDcFJwLgEdxisA7IvK+iIxxsd9a4GIRqeG7JbsNcDX8oap2V9WqqlodGAzMVVVrZWeCol69evTr14+pU6eyadMmr+MUKG4GwvsvsB3YgdO/cU2gmYv9juHcGr2LM1TwQlVNF5FHRaQDgIhcLSK7gS7ADBFJP+ufxJh8NHbsWMqVK0f//v1tXPJ85KYt1XacB7hlcZo4/E1Vr3NzcFVdoqqXqGpNVR3nW/aIqqb6Pq9V1SqqWlJVy6vq5dkcY46qDjiTH8qYc1W2bFkmTpzIqlWrmDNnjtdxCgxXXYyq6o2q+piqfqSqmSLSOODJjPFYQkICjRs3ZujQoRw8eNDrOAWCm4Lzf9ksezq/gxgTaqKiopg+fTqHDh1i2LBhXscpEHJ8D0dErgUaARVE5H6/VdFAoUAHMyYU1KlTh6SkJCZNmkRiYiKNG9vF/bnI7QqnKE4jzcJAab/pF5x3bIyJCCNHjqRq1ar07duXo0ePeh0nrOV4haOqHwIfisgcVd0Ff74BXEpVfwlWQGO8VrJkSZKTk7n55pt56qmnGDx4sNeRwpabZziP+VptlwQ+B74QkSEBzmVMSOnYsSMdOnRg5MiRfPvtt17HCVtuCk4t3xXNzcDbQA2cZgrGRJTkZGewknvvvdfjJOHLTcEpIiJFcApOqqoeBawprYk41apVY+TIkbzxxhssWrTI6zhhyU3BmQHsBEoCK0SkGs6DY2MiTlJSEpdffjkDBw7kt99+8zpO2HHTtCFZVf/ie/lPfQ+QWwQhmzEhp0iRIkyfPp1du3YxduxYr+OEnTz7wwEQkZuAy4Hz/BY/GpBExoS4pk2bkpCQwBNPPEGPHj2oVStrR5YmJ27aUj0DdAUGAoLT0LJagHMZE9ImTZpE6dKl6d+/v/UOeAbcPMNppKr/AH5W1dE43VRcEthYxoS2ChUq8Pjjj5OWlsa8eTZMm1tuCs5h35+/i0hl4ChQKXCRjAkPvXv35pprruGBBx7g559/9jpOWHBTcBaLSBlgErAB5xsrNz3+GVOgnWzcefDgQf75z396HScsuPmWaoyq/ldVX8V5dnOpqj4c+GjGhL4rr7ySQYMGMWPGDP7zn/94HSfk5VhwRGSo3+cuAKp6RFUPicj4YIQzJhyMHj2aSpUqceedd3L48OG8d4hguV3h3Ob3+cEs69oGIIsxYSk6OppZs2aRnp7Ogw9m/adi/OVWcCSHz9nNGxPR2rRpw4ABA3jqqadYunSp13FCVm4FR3P4nN28MRFvwoQJXHbZZfTs2ZOffvrJ6zghKbeCc4WI/CIivwJ1fZ9Pzrsd7teYiFGiRAnmzZvHvn376Nevn70QmI0cC46qFlLVaFUtraqFfZ9PzhcJZkhjwkW9evV49NFHWbhwIfPnz/c6Tshx8x6OMeYMDB06lCZNmtC/f3927drldZyQYgXHmHxWqFAh5s6di6rSuXNnewvZjxUcYwKgRo0azJ8/n82bN9OiRQv27dvndaSQYAXHmABp3749qampfP311zRr1ozvvvvO60ies4JjTAC1adOG9957jx9++IGmTZuybds2ryN5ygqOMQHWpEkTPvjgAzIyMmjatCnp6emu9svMzOTnn39m7969fPvtt3zzzTekp6eHddemrnr8M8acm7i4OD788ENatWrFFVdcQb169WjatClNmzb9c5vvv/+ejz/++M9p48aNHD9+/LRjxcTE8Pjjj5OQkEBUVHhdM1jBMSZILr/8clavXs2MGTNYuXIlU6dO5V//+hfgdOi1f/9+AIoXL07Dhg0ZOnQosbGxFC1alGLFilG0aFFEhKlTp9KrVy+eeeYZkpOTadiwoZc/1hmxgmNMEFWtWpVx48YBcOTIEdatW8fcuXM5cuQIV1xxBY0bN+aqq66iSJGc363t1q0b8+fPZ+jQoVxzzTX07NmTxx57jIoVKwbrxzhrVnCM8UixYsVo3LgxR48epXnz5q73ExHuuOMOOnbsyLhx4/jXv/7FokWLeP/997nyyisDFzgfhNcNoDHmT6VLl+bxxx9n8+bNlChRgvj4eDZu3Oh1rFwFtOCISFsR2SIiW0VkeDbrm4nIBhE5JiKd/ZZfKSKfiEi6iGwWka6BzGlMOF2nSQ0AAApqSURBVLv00ktJS0ujVKlSIV90AlZwRKQQMBW4AagF3C4iWQfw+RboCSzIsvx34B+qejlOZ1//5+tX2RiTjQsvvJC0tDRKly5NfHw8GzZs8DpStgJ5hdMA2Kqq21U1E0gBOvpvoKo7VXUzcCLL8q9V9Rvf5++BfUCFAGY1JuzVqFGDtLQ0oqOjiY+PZ/369V5HOo0Eqs8O3y1SW1Xt7ZvvATRU1QHZbDsHWKyqr2SzrgHwAnC5qp7Isq4P0AcgNjY2LiUl5bQcGRkZlCpV6tx/oACznPkrXHJC/mfdu3cvSUlJZGRk8PTTT1O9evV8OW5uOVu0aLFeVevneRBVDcgEdAZm+s33AKbksO0coHM2yysBW4Br8jpfXFycZmf58uXZLg81ljN/hUtO1cBk3blzp8bExOhll12mGRkZ+XLM3HIC69RFXQjkLdUe4K9+81V8y1wRkWjgLWCEqq7O52zGFGjVqlVjwYIFfPXVVyHV+2AgC85a4GIRqSEiRXFGgUh1s6Nv+9eBuZrNbZYxJm/x8fGMGjWKF198keeff97rOEAAC46qHgMGAO8CXwILVTVdRB4VkQ4AInK1iOwGugAzRORkq7ZbgWZATxHZ5JtC+40mY0LQiBEjaNWqFQMGDGDTpk1exwnsm8aqugRYkmXZI36f1+LcamXdbx5gI8Qbc44KFSrEvHnzuOqqq+jSpQvr168nOjraszz2prExBVxMTAwpKSns2LGD3r17e/o8xwqOMRGgadOmjB8/npdffpkZM2Z4lsMKjjERYvDgwVx//fUMGzaMH374wZMMVnCMiRBRUVFMmzaNP/74g8GDB3uTwZOzGmM8cfHFFzN8+HAWLFjAsmXLgn5+KzjGRJjhw4dTs2ZN+vfvz5EjR4J6bis4xkSY4sWLM2XKFLZs2cITTzwR1HNbwTEmArVt25bOnTszduxYduzYEbTzWsExJkI9+eSTFC5cmIEDBwbt3RwrOMZEqCpVqjB69Gjeeust3nzzzaCc0wqOMRFs4MCB1KlThwEDBnDw4MGAn88KjjERrEiRIsyePZt9+/bRq1evgN9aWcExJsLFxcUxadIkUlNTSU5ODui5rOAYYxg0aBAdOnRgyJAhAe0L2QqOMQYRYdasWcTGxtK1a1d++eWXgJzHCo4xBoDy5cvz73//m507d3L33XcH5HmOFRxjzJ+aNGnCo48+SkpKSkC6JbWCY4w5xfDhw7n++usZNGgQ6enpee9wBqzgGGNOERUVxYsvvkiTJk0oXDh/eyEOaJ/GxpjwVLFiRd577718P65d4RhjgsYKjjEmaKzgGGOCxgqOMSZorOAYY4LGCo4xJmis4BhjgsYKjjEmaMTLcYbzk4jsB3Zls+oC4ECQ45wNy5m/wiUnhE/W3HJWU9UKeR2gwBScnIjIOlWt73WOvFjO/BUuOSF8suZHTrulMsYEjRUcY0zQRELBedbrAC5ZzvwVLjkhfLKec84C/wzHGBM6IuEKxxgTIqzgGGOCpsAWHBEZJSJ7RGSTb7rRb92DIrJVRLaISBsvc54kIg+IiIrIBb7580VkkYh8KiLpIpLodUY4PadvWXPf7zhdRD70Mt9J2eX0Lb9aRI6JSGevsvnL5r97dxHZLCKficgqEbnC64yQbU4RkWTfv6PNIlLPzXEKeo9/T6rqE/4LRKQWcBtwOVAZeF9ELlHV414E9GX6K9Aa+NZvcX/gC1VtLyIVgC0iMl9VMz0JSfY5RaQMMA1oq6rfikiMV/n8MmX3+0RECgETgPzvyu4s5JBzB3Cdqv4sIjfgPKht6EW+k3LIeQNwsW9qCEzHRc4Ce4WTi45AiqoeUdUdwFaggceZngSGAv5P8BUoLSIClAJ+Ao55kM1fdjm7Aa+p6rcAqrrPi2BZZJcTYCDwKhAKGSGbnKq6SlV/9s2uBqp4ESyL7H6fHYG56lgNlBGRSnkdqKAXnAG+y71ZIlLWt+wvwHd+2+z2LfOEiHQE9qjqp1lWTQEuA74HPgPuVdUTwc53Ui45LwHKikiaiKwXkX94EO9POeUUkb8AnXD+T+y5XH6f/u4E3g5SpGzlkvOs/h2F9S2ViLwPVMxm1Qicv1hjcKryGGAy0Ct46f4nj5z/xLlczaoNsAloCdQElorISlUNzJCIZ5+zMBAHxAPFgU9EZLWqfh1iOf8PGKaqJ5yLxsA7y5wn922BU3CaBCbdKec665xnTFUL/ARUBz73fX4QeNBv3bvAtR7lqoNzeb/TNx3DuU+uCLwFNPXb9gOgQQjmHA6M9tv2eaBLCObc4bc8w7fdzaGW07e+LrANuMSLfC5/nzOA2/223QJUyvOYXv5AAf5lVfL7nITz3Aach8WfAsWAGsB2oJDXeX3ZdgIX+D5PB0b5PscCe06u83rKkvMyYBnOlU4J4HOgttcZs+bMsnwO0NnrfDn8PqviPFds5HWuPHLehHO7J8A1wBo3xwjrW6o8TBSRK3FuqXYCdwOoarqILAS+wKnY/dXDb6hyMQaYIyKf4fxHHaaqIdeFgap+KSLvAJuBE8BMVf3c41jh7BGgPDDNd+t3TEOzJfkS4Eac4vg74Oq1DWvaYIwJmoL+LZUxJoRYwTHGBI0VHGNM0FjBMcYEjRUcY0zQWMExfxKRjDPYtrmINPKb73uyWYOI9BSRymdx/p1ZW3e72OcVEbnQL9M6EZnotz5NRNb5zdcXkTTf5zoiMudMc5qzZwXHnK3mwJ8FR1WfUdW5vtmeOC3xA0pELsd5aXO7b1E/oClQSEQu9ds0xtfy+hSq+hlQRUSqBjqrcVjBMbkSkfYi8h8R2Sgi74tIrIhUB/oCSb5+cJr6+h8a7Otnpj4w37euuP+VS5YrjPIi8p6vH52ZOC84njzvHSKyxneMGb6uJbLqDrzpNx+F86LnCf9jAZNw2gVlZxFOdyUmCKzgmLx8BFyjqlcBKcBQVd0JPIPT39CVqrry5Maq+gqwDujuW3c4l2OPBD5S1cuB13Fe60dELgO6Ao1V9UrgOE5xyaoxsN5vfiawCohS1S/9ln8CZPoaRGa1DueqyARBQW7aYPJHFeAlX18nRXEaQeaXZsDfAVT1LRE52Q9MPE4L9LW+1/uLk30fNpWA/SdnVPVdnMa42RkLPAQMy7J8H0G4/TMOu8IxeXkamKKqdXDao513Fsc4xv/+rrnZX4AXfFdIV6rq31R1VDbbHXabR1U/wClc12RZdZ7vOCYIrOCYvJyP01IdIMFv+a9A6Rz2ybpuJ84VC8AtfstX4PQYiO+h7slO0pYBnU92Vyoi5USkWjbn+RK4yNVP4RiL03Odv0twWribILCCY/yVEJHdftP9wCjgZRFZz6kD2S8COp18aJzlOHOAZ04+NAZGA0/5vp72b5k/GmgmIuk4t1Ynuyn9Auf25z0R2Qwsxbl9yuotnG/LXFHVJfjdgvm08B3HBIG1Fjdhy1fMluM8XD7jLkZEpBjwIdBEVb3uLzoiWMExYU2cYX6+VF8n7me478XAX1Q1Ld+DmWxZwTHGBI09wzHGBI0VHGNM0FjBMcYEjRUcY0zQWMExxgTN/wPBbzm54Gw8rQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 288x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]}]}