{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-11-12 - lesson #12 notebook.ipynb","provenance":[],"collapsed_sections":["Kp-ndF5CKIUt","k-RKEMLtKqbT","nzcVGmNfJX7k","vFWlqJozJ8RO","8COlIxjhYD1Q"],"authorship_tag":"ABX9TyONDECbCQEqDqJkp2mHEsph"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"XmBKMnTZ8ExK","executionInfo":{"status":"ok","timestamp":1605215074422,"user_tz":480,"elapsed":32223,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"1caa072f-f610-4938-f2c6-b3b164a80896","colab":{"base_uri":"https://localhost:8080/"}},"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","import xarray as xr\n","\n","# Uncomment these lines and run this cell once, then recomment\n","# !pip install netcdf4\n","\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Kp-ndF5CKIUt"},"source":["## Line plot example"]},{"cell_type":"code","metadata":{"id":"4-87wWROKKv0","executionInfo":{"status":"ok","timestamp":1605103945369,"user_tz":480,"elapsed":498,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"95d649a3-7a92-4430-f8e0-e746e3b984a9","colab":{"base_uri":"https://localhost:8080/","height":312}},"source":["# Create some data\n","x = np.array([1,2,3,4,5,6])\n","y = x**2\n","\n","# Make a figure\n","fig = plt.figure()\n","\n","# Plot the data - c=r, ls='-', marker='o', lw=2\n","plt.plot(x,y, c='r', ls='-', marker='o', ms=5, lw=2)\n","\n","# Format the figure\n","plt.xlabel('x')\n","plt.ylabel('y')\n","plt.title('Example line plot')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Example line plot')"]},"metadata":{"tags":[]},"execution_count":4},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"GktGAgrnKk4_","executionInfo":{"status":"ok","timestamp":1605103946408,"user_tz":480,"elapsed":628,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"88a2a63f-3c8a-47b1-c32c-6bf7ab78c9c2","colab":{"base_uri":"https://localhost:8080/","height":312}},"source":["# Create some data\n","x = np.array([1,2,3,4,5,6])\n","y = x**2\n","\n","# Make a figure\n","fig = plt.figure()\n","\n","# Plot the data - c='b', ls='--', marker='s', lw=0.5\n","plt.plot(x,y, c='b', ls='--', marker='s', ms=5, lw=0.5)\n","\n","# Format the figure\n","plt.xlabel('x')\n","plt.ylabel('y')\n","plt.title('Example line plot')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Example line plot')"]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"k-RKEMLtKqbT"},"source":["## Scatter plot example"]},{"cell_type":"code","metadata":{"id":"fXXasG6fLBEv","executionInfo":{"status":"ok","timestamp":1605095983369,"user_tz":480,"elapsed":493,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"799e3977-1212-4dcc-e853-af5be838122b","colab":{"base_uri":"https://localhost:8080/","height":312}},"source":["# Make some data\n","x = np.array([1,2,3,4,5,6])\n","y = x**2\n","\n","# Create a figure\n","fig = plt.figure()\n","\n","# Make a plot - s=40, c='r', ls='-'\n","scat = plt.scatter(x,y, s=40, c='r', marker='o', ls='-', lw=1, edgecolor='k')\n","\n","# Format the plot\n","plt.xlabel('x')\n","plt.ylabel('y')\n","plt.title('Example scatter plot')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Example scatter plot')"]},"metadata":{"tags":[]},"execution_count":194},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"NBvegozULcnl","executionInfo":{"status":"ok","timestamp":1605096091184,"user_tz":480,"elapsed":797,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"28cc3d0a-2023-4a5f-84f3-8cf107a64ab0","colab":{"base_uri":"https://localhost:8080/","height":295}},"source":["# Make some data\n","x = np.array([1,2,3,4,5,6])\n","y = x**2\n","z = x**3\n","\n","# Create a figure\n","fig = plt.figure()\n","ax = plt.gca()\n","\n","# Make a plot - s=100, c=z, ls='--', lw=1\n","scat = plt.scatter(x,y, s=100, c=z, marker='o', ls='--', lw=1, edgecolor='k')\n","plt.xlabel('x')\n","plt.ylabel('y')\n","plt.title('Example plot')\n","\n","c = plt.colorbar(scat, ax=ax)\n","c.set_label('x**3')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"YMgUv48gLrpn","executionInfo":{"status":"ok","timestamp":1605096115552,"user_tz":480,"elapsed":693,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"5cb88756-c7fd-4416-e943-3e025ea589af","colab":{"base_uri":"https://localhost:8080/","height":295}},"source":["# Make some data\n","x = np.array([1,2,3,4,5,6])\n","y = x**2\n","z = x**3\n","\n","# Create a figure\n","fig = plt.figure()\n","ax = plt.gca()\n","\n","# Make a plot - s=100, c=z, ls='--', lw=1\n","scat = plt.scatter(x,y, s=100, c=z, marker='o', ls='--', lw=1, edgecolor='k', cmap='afmhot')\n","plt.xlabel('x')\n","plt.ylabel('y')\n","plt.title('Example plot')\n","\n","c = plt.colorbar(scat, ax=ax)\n","c.set_label('x**3')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"nzcVGmNfJX7k"},"source":["## Histogram example"]},{"cell_type":"code","metadata":{"id":"4oqexNs-0NXZ"},"source":["# Change the filepath to wherever your data file is in your drive\n","filepath = '/content/drive/My Drive/Data_folder/woa18_temp.nc'\n","\n","# Read the data\n","temp = xr.open_dataset(filepath)\n","t_data = temp['t_an'].values.flatten()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"NLt5FSGLJT9R","executionInfo":{"status":"ok","timestamp":1605095485964,"user_tz":480,"elapsed":1135,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"045175a5-685d-4bae-d3db-2514594ebe48","colab":{"base_uri":"https://localhost:8080/","height":544}},"source":["# Create a figure\n","fig = plt.figure(figsize=(11,7))\n","\n","# Plot a histogram- bins=100, alpha=0.5\n","h = plt.hist(t_data, bins=100, rwidth=0.6, color='b',edgecolor='k', alpha=0.5)\n","\n","# Format the figure\n","plt.xlabel('Temperature ˚C')\n","plt.ylabel('Count')\n","plt.title('WOA Global Temperature Data')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:839: RuntimeWarning: invalid value encountered in greater_equal\n"," keep = (tmp_a >= first_edge)\n","/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:840: RuntimeWarning: invalid value encountered in less_equal\n"," keep &= (tmp_a <= last_edge)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Global Temperature Data')"]},"metadata":{"tags":[]},"execution_count":188},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAApkAAAG6CAYAAABDf11XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3de7xldV3/8dfbAdQUHZHJ/AHjoYKSyOt4TZNSC+yhZJFCmloqXcQky9L6/cZpuphdjC4moqGZF8RLhoqS5gXNSwxeuYQijodBkREdFStp8vP7Y60jm+M5cy7zXWeffc7r+XjMY/Ze67vX/uw1e+a853tZK1WFJEmS1NItxl2AJEmS1h5DpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmjNkSpo4SbYleeUi2+5M8rBlvs97kjxlOa+VpPXOkCkJgCTPSfK2Wds+Pc+2k/vHSfKsftt/JZlO8rwkt5zj+O9J8pW59s3R9uFJ3p3k60muT/KxJL+T5Fb7+zlbSHJmkhv6Xzcm+Z+R529b+Airz1KCe6P3m0pSI+fti0nekuThSzjGk5K8f8g6JS2fIVPSjAuBBybZAJDkzsCBwD1nbfv+vi3AXwOnAk8ADgZOAB4KnDt64CRTwIOBAh61ryKS/BzweuDVwF2q6o7AY4HDgSP28zM2UVW/UlW3rarbAn8MvHbmeVWdMO76ZktywCp+j439ebw78A7gn5I8qVlhksbGkClpxkV0ofIe/fMHA+8Grpi17TNV9fkkRwG/Bjyuqj5YVXur6lLgZ4Hjk/z4yLGfAHwIeDnwxPkKSBLgBcD2qnpJVX0ZoKquqKqnV9Wn53ndo5JcmmRP32N611lN7pPksr4n9WUzPaJJ7tD3nu3u970lyeGLO13zfob7J/lAX8vHkxw3su89Sf6w339DkjcnuWOSVyX5WpKL+kA+076S/HqSq5J8KcmfJbnFyP5fSnJ5X/sFSe4y67VPS/Jp4NP9tr9KcnX/XhcneXC//Xjgd4HH9nV9vN9+s6kGo72dIz2RT04yDbxroZr2paquraq/ArYBz5/5nEmeneQzfa/2ZUke3W+/K3Am8IC+5j399p9K8tH+M16dZNui/uAkNWfIlARAVd0IfBj40X7TjwLvA94/a9tML+ZDgV1V9e+zjnM1XaAcHfZ8AvCq/tdPJrnTPGX8AF2P5RsWW3eSo4HXAKcDm4DzgTcnOWik2eOAnwS+Dzga+L/99lsALwPuAmwG/gv428W+9xy1HAa8FfhD4BDgt4A3JNk00uxk4BeAw/p6PtjXcAhwOfDcWYd9NLAFuBdwIvBL/XudSBcMf6b/3O/rz8OonwbuBxzTP7+I7j8Mh9D1FL8uya2q6u3cvEf27kv42A8B7kr357qYmhbyRuC76b4LAJ+h+8/N7YHfB16Z5M5VdTnwK8AH+5o39u2/Qfd92wj8FPCrSX56iTVIamAiQ2aSs5Ncl+SSRbZ/TP8/4EuTvHro+qQJ9l5uCpQPpgsJ75u17b3940OBL8xznC/0+0nyILoQd25VXUwXGn5+ntcd2v9+7cyGJOf0vYL/meQX5njNY4G3VtU7qup/gD8Hbg08cKTN31bV1X3P6B8BpwBU1fVV9Yaq+s+q+nq/7yHz1LYYjwfOr6rzq+pbVfUOYAfwiJE2L6uqz1TVV4G30fUMv7Oq9gKvA+4565jPr6ovV9U0cMZM7XQB63lVdXn/2j8G7jGr5/B5/Wv/q/+8r+w/896q+gvgltwU5pZrW1V9o3+PxdS0kM/3vx/S1/y6qvp8fz5fS9cre9/5XlxV76mqT/btP0EXcvfnz1TSMk1kyKQbcjt+MQ37Ib3nAD9SVT9E19shaW4XAg9KcgiwqR+e/gDdXM1DgGO5qSfzS8Cd5znOnfv90A2P/0tVzTx/NfMPmV8/8noAqurkvpfqI8CGOV7zf4DPjbT/FnA1XU/hjKtHHn+ufw1JvivJi5N8LsnX+s+2cWYO6jLcBfi5PhTv6YdwH8TNz9MXRx7/1xzPbzvrmHPW3r/XX428z5eBMP/nJslv9UPZX+1fc3tuCvbLNfoei6lpITNtv9zX/IR0C79mjnnsvmpOcr90i8Z2J/kqXfDd388oaRkmMmRW1YX0/wDNSPJ9Sd7ezzN6X5If7Hc9FXhhVX2lf+11K1yuNEk+SBc8ngr8G0BVfY2ud+mpwOer6rN923cBRyS5Wa9SkiOA+wP/muTWwGOAhyS5Nsm1wG8Ad08y15DsFcA1dMOti/V5unAz8/6hWyB0zUib0QVDm7mpt+w36Xry7ldVt+OmHtss4f1HXQ38Y1VtHPl1m6r6k2UeD+av/Wrgl2e9162r6gMj7WvmQT//8rfp/jzu0Af3r3LTZy2+0zeA7xp5/j1ztBl93WJqWsijgeuAK/oe0JcApwF37Gu+ZIGaXw2cBxxRVbenm7e53D9PSfthIkPmPM4Cnl5V96abB/V3/fajgaOT/FuSD/UT3CXNoR/y3AE8k26YfMb7+20XjrT9FN0P8FelW+yyIckP0c2nfGdVvZNuTuD/0s0JvEf/6679sZ8wx/t/iy74PTfJU9MtzEk/IjHfPM5zgZ9K8tAkB/av/yZdD+yMpyU5vO+N/T3gtf32g+l6D/f0+2bPh1yqVwKPTPKT/fm4VZLjsn+LiZ7Vn4cjgGdwU+1nAs/pzzlJbp9uZf58Dgb2AruBA5JsBW43sv+LwFRGFhYBHwNOTnJgki3ASQvUutSavi3JnZKcRvdn8Jz+u3AbuiC5u2/zi3Q9maM1Hz5r/u3BwJer6r/7/wDNNzVD0sDWRMhMclu6+VevS/Ix4MXcNDx1AHAUcBzdXKaXJNk413EkAd2cy++mC5Yz3tdvu3BW29OAl9KFqxuAtwPvoVthDt2w+MuqarpfPXxtVV1Lt7jmcZnjsjf9vLvH0M1vvJpu2P1cuv9Ivm6O9lf0bf+mb/tI4JH9QqYZrwb+BbiKbk7oH/bbz6Cbv/klusVKb9/HeVlQv+hpZvHL7r7+Z7F//9b+M3AxXeB7K/D3/Xv9E/B84Jx+qP8SuktIzecCus/3Kbph9//m5kPdM+f2+iQf6R//P7rFSV+hW3Szzznty6gJuoD/DeCTdHNXf66qzu6PdxnwF3Q97F8Efpi+h733LuBS4NokM9Mxfg3YnuTrwFZmXU5L0spJ1VyjDatfust8vKWqjk1yO+CKqvqO+WFJzgQ+XFUv65//K/DsqrpoJeuVpKVKUsBRVXXluGuRpKVaEz2Z/Zyxz84My/TDazPzvd5E14tJkkPphs+vGkedkiRJ68VEhswkr6EbPvmBJLuSPJnuOnhPTncR4UvphqygGyK6PslldBeWflZVXT/XcSVJktTGxA6XS5IkafWayJ5MSZIkrW7fsbJztTv00ENrampq3GVIkiStexdffPGXqmrTXPsmLmROTU2xY8eOcZchSZK07iX53Hz7HC6XJElSc4ZMSZIkNWfIlCRJUnOGTEmSJDVnyJQkSVJzhkxJkiQ1Z8iUJElSc4ZMSZIkNWfIlCRJUnOGTEmSJDVnyJQkSVJzhkxJkiQ1Z8iUJElSc4ZMSZIkNTdYyExydpLrklyyQLv7JNmb5KShapEkSdLKGrIn8+XA8ftqkGQD8HzgXwasQ5IkSSvsgKEOXFUXJplaoNnTgTcA9xmqDi3P1q1nMD29B4DNmzeyffvpY65IkiRNksFC5kKSHAY8GvgxDJmrzvT0HqamtgGwc+e2sdYiSZImzzgX/pwB/E5VfWuhhklOTbIjyY7du3evQGmSJEnaH2PryQS2AOckATgUeESSvVX1ptkNq+os4CyALVu21IpWKUmSpCUbW8isqiNnHid5OfCWuQKmJEmSJs9gITPJa4DjgEOT7AKeCxwIUFVnDvW+kiRJGr8hV5efsoS2TxqqDkmSJK087/gjSZKk5gyZkiRJas6QKUmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gyZkiRJas6QKUmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gyZkiRJas6QKUmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gyZkiRJas6QKUmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gyZkiRJas6QKUmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gyZkiRJas6QKUmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gyZkiRJas6QKUmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gYLmUnOTnJdkkvm2f+4JJ9I8skkH0hy96FqkSRJ0soasifz5cDx+9j/WeAhVfXDwB8AZw1YiyRJklbQAUMduKouTDK1j/0fGHn6IeDwoWqRJEnSylotczKfDLxtvp1JTk2yI8mO3bt3r2BZkiRJWo6xh8wkP0YXMn9nvjZVdVZVbamqLZs2bVq54iRJkrQsgw2XL0aSuwEvBU6oquvHWYskSZLaGVtPZpLNwBuBX6iqT42rDkmSJLU3WE9mktcAxwGHJtkFPBc4EKCqzgS2AncE/i4JwN6q2jJUPZIkSVo5Q64uP2WB/U8BnjLU+0uSJGl8xr7wR5IkSWuPIVOSJEnNGTIlSZLUnCFTkiRJzRkyJUmS1JwhU5IkSc0ZMiVJktScIVOSJEnNGTIlSZLUnCFTkiRJzRkyJUmS1JwhU5IkSc0ZMiVJktScIVOSJEnNGTIlSZLUnCFTkiRJzRkyJUmS1JwhU5IkSc0ZMiVJktScIVOSJEnNGTIlSZLUnCFTkiRJzRkyJUmS1JwhU5IkSc0ZMiVJktTcAeMuQOO1desZTE/vAWDz5o1s3376mCuSJElrgSFznZue3sPU1DYAdu7cNtZaJEnS2uFwuSRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpORf+aL+5Ql2SJM1myNR+c4W6JEmazeFySZIkNWfIlCRJUnOGTEmSJDVnyJQkSVJzhkxJkiQ1Z8iUJElSc4ZMSZIkNWfIlCRJUnOGTEmSJDVnyJQkSVJzg4XMJGcnuS7JJfPsT5K/TnJlkk8kuddQtUiSJGllDdmT+XLg+H3sPwE4qv91KvCiAWuRJEnSChosZFbVhcCX99HkROAV1fkQsDHJnYeqR5IkSStnnHMyDwOuHnm+q9/2HZKcmmRHkh27d+9ekeIkSZK0fBOx8KeqzqqqLVW1ZdOmTeMuR5IkSQsYZ8i8Bjhi5Pnh/TZJkiRNuHGGzPOAJ/SrzO8PfLWqvjDGeiRJktTIAUMdOMlrgOOAQ5PsAp4LHAhQVWcC5wOPAK4E/hP4xaFqkSRJ0soaLGRW1SkL7C/gaUO9vyRJksZnIhb+SJIkabIYMiVJktTcYMPlWnu2bj2D6ek9336+efNGtm8/fYwVSZKk1cqQqUWbnt7D1NS2bz/fuXPbvG0lSdL65nC5JEmSmjNkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmjNkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmjNkSpIkqTlDpiRJkpo7YNwFaO3auvUMpqf3ALB580a2bz99zBVJkqSVYsjUYKan9zA1tQ2AnTu3jbUWSZK0shwulyRJUnOGTEmSJDVnyJQkSVJzhkxJkiQ1Z8iUJElSc4ZMSZIkNWfIlCRJUnOGTEmSJDVnyJQkSVJzhkxJkiQ1Z8iUJElSc4ZMSZIkNWfIlCRJUnOGTEmSJDVnyJQkSVJzhkxJkiQ1Z8iUJElSc4ZMSZIkNWfIlCRJUnOGTEmSJDVnyJQkSVJzg4bMJMcnuSLJlUmePcf+zUneneSjST6R5BFD1iNJkqSVMVjITLIBeCFwAnAMcEqSY2Y1+7/AuVV1T+Bk4O+GqkeSJEkrZ8iezPsCV1bVVVV1I3AOcOKsNgXcrn98e+DzA9YjSZKkFTJkyDwMuHrk+a5+26htwOOT7ALOB54+14GSnJpkR5Idu3fvHqJWSZIkNTTuhT+nAC+vqsOBRwD/mOQ7aqqqs6pqS1Vt2bRp04oXKUmSpKUZMmReAxwx8vzwftuoJwPnAlTVB4FbAYcOWJMkSZJWwJAh8yLgqCRHJjmIbmHPebPaTAMPBUhyV7qQ6Xi4JEnShFtUyEzyI4vZNqqq9gKnARcAl9OtIr80yfYkj+qb/Sbw1CQfB14DPKmqaikfQJIkSavPAYts9zfAvRax7Waq6ny6BT2j27aOPL4M2GdYlSRJ0uTZZ8hM8gDggcCmJM8c2XU7YMOQhUmSJGlyLdSTeRBw277dwSPbvwacNFRRkiRJmmz7DJlV9V7gvUleXlWfW6GaJEmSNOEWOyfzlknOAqZGX1NVPz5EUZIkSZpsiw2ZrwPOBF4K/O9w5UiSJGktWGzI3FtVLxq0EkmSJK0Zi70Y+5uT/FqSOyc5ZObXoJVJkiRpYi22J/OJ/e/PGtlWwPe2LUeSJElrwaJCZlUdOXQhkiRJWjsWFTKTPGGu7VX1irblSJIkaS1Y7HD5fUYe3wp4KPARwJApSZKk77DY4fKnjz5PshE4Z5CKJEmSNPEWu7p8tm8AztOUJEnSnBY7J/PNdKvJATYAdwXOHaooSZIkTbbFzsn885HHe4HPVdWuAeqRJEnSGrCo4fKqei/wH8DBwB2AG4csSpIkSZNtUSEzyWOAfwd+DngM8OEkJw1ZmCRJkibXYofLfw+4T1VdB5BkE/BO4PVDFSZJkqTJtdjV5beYCZi965fwWkmSJK0zi+3JfHuSC4DX9M8fC5w/TEmSJEmadPsMmUm+H7hTVT0ryc8AD+p3fRB41dDFSZIkaTIt1JN5BvAcgKp6I/BGgCQ/3O975KDVSZIkaSItNK/yTlX1ydkb+21Tg1QkSZKkibdQyNy4j323blmIJEmS1o6FQuaOJE+dvTHJU4CLhylJkiRJk26hOZmnA/+U5HHcFCq3AAcBjx6yMEmSJE2ufYbMqvoi8MAkPwYc229+a1W9a/DKJEmSNLEWdZ3Mqno38O6Ba5EkSdIasdiLsUtNbN16BtPTewDYvHkj27efPuaKJEnSEAyZWlHT03uYmtoGwM6d28ZaiyRJGo73H5ckSVJzhkxJkiQ153D5KuOcRUmStBYYMlcZ5yxKkqS1wOFySZIkNWfIlCRJUnOGTEmSJDXnnMx1xEVFkiRppRgy1xEXFUmSpJXicLkkSZKaM2RKkiSpOUOmJEmSmjNkSpIkqblBQ2aS45NckeTKJM+ep81jklyW5NIkrx6yHkmSJK2MwVaXJ9kAvBB4OLALuCjJeVV12Uibo4DnAD9SVV9J8t1D1SNJkqSVM2RP5n2BK6vqqqq6ETgHOHFWm6cCL6yqrwBU1XUD1iNJkqQVMmTIPAy4euT5rn7bqKOBo5P8W5IPJTl+rgMlOTXJjiQ7du/ePVC5kiRJamXcC38OAI4CjgNOAV6SZOPsRlV1VlVtqaotmzZtWuESJUmStFRDhsxrgCNGnh/ebxu1Czivqv6nqj4LfIoudEqSJGmCDXlbyYuAo5IcSRcuTwZ+flabN9H1YL4syaF0w+dXDVjTmjJ6L3LwfuSSJGn1GCxkVtXeJKcBFwAbgLOr6tIk24EdVXVev+8nklwG/C/wrKq6fqia1prRe5GD9yOXJEmrx5A9mVTV+cD5s7ZtHXlcwDP7X5IkSVojxr3wR5IkSWuQIVOSJEnNGTIlSZLUnCFTkiRJzRkyJUmS1JwhU5IkSc0NegmjtWz0QuheBF2SJOnmDJnLNHohdC+CLkmSdHMOl0uSJKk5ezK1Kjj9QJKktcWQuQZNYmBz+oEkSWuLIXMNMrBJkqRxc06mJEmSmjNkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmvM6mVq1Ri8qD5NzYXlJkmTI1Co2elF58MLykiRNEofLJUmS1JwhU5IkSc05XD5Go3MOnW8oSZLWEkPmGI3OOVxovqGBVJIkTRJD5oRYSiCVJEkaN+dkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmjNkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmjNkSpIkqTlDpiRJkpozZEqSJKm5A8ZdgLRUW7eewfT0HgA2b97I9u2nj7kiSZI0myFTE2d6eg9TU9sA2Llz21hrkSRJcxt0uDzJ8UmuSHJlkmfvo93PJqkkW4asR5IkSStjsJCZZAPwQuAE4BjglCTHzNHuYOAZwIeHqkWSJEkra8iezPsCV1bVVVV1I3AOcOIc7f4AeD7w3wPWIkmSpBU0ZMg8DLh65Pmuftu3JbkXcERVvXVfB0pyapIdSXbs3r27faWSJElqamyXMEpyC+AFwG8u1LaqzqqqLVW1ZdOmTcMXJ0mSpP0yZMi8Bjhi5Pnh/bYZBwPHAu9JshO4P3Cei38kSZIm35Ah8yLgqCRHJjkIOBk4b2ZnVX21qg6tqqmqmgI+BDyqqnYMWJMkSZJWwGAhs6r2AqcBFwCXA+dW1aVJtid51FDvK0mSpPEb9GLsVXU+cP6sbVvnaXvckLVIkiRp5XjvckmSJDXnbSW1ZnhPc0mSVg9DptYM72kuSdLq4XC5JEmSmjNkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmjNkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpOUOmJEmSmjNkSpIkqTlDpiRJkpozZEqSJKk5Q6YkSZKaM2RKkiSpuQPGXYA0pK1bz2B6es+3n2/evJHt208fY0WSJK0PhkytadPTe5ia2vbt5zt3bpu3rSRJasfhckmSJDVnyJQkSVJzhkxJkiQ1Z8iUJElScy78aciVzJIkSR1DZkOuZJYkSeo4XC5JkqTmDJmSJElqzpApSZKk5gyZkiRJas6FP1qXRq8E4FUAJElqz5CpdWn0SgBeBUCSpPYcLpckSVJzhkxJkiQ1Z8iUJElSc87JXAEuMpEkSeuNIXMFuMhkMnjveUmS2jFkSj3vPS9JUjvOyZQkSVJzg4bMJMcnuSLJlUmePcf+Zya5LMknkvxrkrsMWY8kSZJWxmAhM8kG4IXACcAxwClJjpnV7KPAlqq6G/B64E+HqkeSJEkrZ8g5mfcFrqyqqwCSnAOcCFw206Cq3j3S/kPA4wesR1oWrw4gSdLSDRkyDwOuHnm+C7jfPto/GXjbXDuSnAqcCrB58+ZW9UmL4tUBJElaulWx8CfJ44EtwJ/Ntb+qzqqqLVW1ZdOmTStbnCRJkpZsyJ7Ma4AjRp4f3m+7mSQPA34PeEhVfXPAeiRJkrRChgyZFwFHJTmSLlyeDPz8aIMk9wReDBxfVdcNWIvUnHM1JUma32Ahs6r2JjkNuADYAJxdVZcm2Q7sqKrz6IbHbwu8LgnAdFU9aqiapJacqylJ0vwGveNPVZ0PnD9r29aRxw8b8v2lleatKSVJ6nhbSakhb00pSVJnVawulyRJ0tpiT6a0AlwkJElabwyZ0gpwkZAkab1xuFySJEnN2ZMpjYkr0SVJa5khUxoTV6JLktYyQ6a0ysy3SMjFQ5KkSWLIlFaZ+RYJLWXx0FICqeFVkjQEQ6a0Bs0VSOebAzpfeDV8SpL2hyFTmmBLWTy01DmgXnZJkrQ/DJnSBFvpxUOuiJckLZYhU9KizRdq5xpaN5BK0vpmyJS03+YaWvcSTZK0vhkyJa0oFxRJ0vpgyJS0olzNLknrgyFT0qqwlMsuSZJWP0OmpFVrKQuNJEmriyFT0sTxGp6StPoZMiWtCQ6tS9LqYsiUtCYMObTuveAlaekMmZLWtBar2ZcyPO9QviR1DJmS1iVXs0vSsAyZktRbyl2KDKSStG+GTElahqXeNtO5mtL4+PdvPAyZkrQCHJ6XhjdfmPTv33gYMiVpTJayIt4fiNLNzfX3ZLmL9Ebb2+vZjiFTklaZuX5QLvUH4lKCqj9UtRos9fs51JUcvEJEO4ZMSZpg8/1AXEpQXcpQoqFWS7GU78tSvp/j4Pd26QyZkqTvsNQf+CsdatXW/v4nYb62S/m+rHYLfW/9fn4nQ6YkaeyWGmqHCkVD9dSu9vfb3/8kLPVqC2vFJIbllWTIlCRNnKFC0VA9tav9/aQh3GLcBUiSJGntsSdTkiSpIedqdgyZC/CLIkmSlsJpCR1D5gL8okiSJC2dczIlSZLUnCFTkiRJzTlcLkmSNLD5rl26lhkyJUmSBrYeL1jvcLkkSZKaM2RKkiSpOUOmJEmSmht0TmaS44G/AjYAL62qP5m1/5bAK4B7A9cDj62qnUPWJEmStFqs5Zu+DNaTmWQD8ELgBOAY4JQkx8xq9mTgK1X1/cBfAs8fqh5JkqTVZmZB0NTUtputPl8LhuzJvC9wZVVdBZDkHOBE4LKRNicC2/rHrwf+NkmqqgasS5IkaVVbCz2cGSrPJTkJOL6qntI//wXgflV12kibS/o2u/rnn+nbfGnWsU4FTu2f/gBwxSBFr36HAl9asJWWyvPanud0GJ7X9jynw/C8trdaz+ldqmrTXDsm4jqZVXUWcNa46xi3JDuqasu461hrPK/teU6H4Xltz3M6DM9re5N4TodcXX4NcMTI88P7bXO2SXIAcHu6BUCSJEmaYEOGzIuAo5IcmeQg4GTgvFltzgOe2D8+CXiX8zElSZIm32DD5VW1N8lpwAV0lzA6u6ouTbId2FFV5wF/D/xjkiuBL9MFUc1v3U8ZGIjntT3P6TA8r+15TofheW1v4s7pYAt/JEmStH55xx9JkiQ1Z8iUJElSc4bMCZDk+CRXJLkyybPHXc9akWRnkk8m+ViSHeOuZ1IlOTvJdf11b2e2HZLkHUk+3f9+h3HWOGnmOafbklzTf18/luQR46xxEiU5Ism7k1yW5NIkz+i3+31dpn2cU7+v+yHJrZL8e5KP9+f19/vtRyb5cJ8HXtsvrF61nJO5yvW35/wU8HBgF92q/VOq6rJ9vlALSrIT2DL74v9amiQ/CtwAvKKqju23/Snw5ar6k/4/Rneoqt8ZZ52TZJ5zug24oar+fJy1TbIkd4hUuaYAAAXGSURBVAbuXFUfSXIwcDHw08CT8Pu6LPs4p4/B7+uyJQlwm6q6IcmBwPuBZwDPBN5YVeckORP4eFW9aJy17os9mavft2/PWVU3AjO355RWhaq6kO7qEKNOBP6hf/wPdD90tEjznFPtp6r6QlV9pH/8deBy4DD8vi7bPs6p9kN1buifHtj/KuDH6W7DDRPwXTVkrn6HAVePPN+Ff4FbKeBfklzc37pU7dypqr7QP74WuNM4i1lDTkvyiX443SHd/ZBkCrgn8GH8vjYx65yC39f9kmRDko8B1wHvAD4D7KmqvX2TVZ8HDJlazx5UVfcCTgCe1g9RqrH+BgvOy9l/LwK+D7gH8AXgL8ZbzuRKclvgDcDpVfW10X1+X5dnjnPq93U/VdX/VtU96O6YeF/gB8dc0pIZMle/xdyeU8tQVdf0v18H/BPdX2K18cV+rtbMnK3rxlzPxKuqL/Y/dL4FvAS/r8vSz297A/Cqqnpjv9nv636Y65z6fW2nqvYA7wYeAGzsb8MNE5AHDJmr32Juz6klSnKbfpI6SW4D/ARwyb5fpSUYvWXsE4F/HmMta8JMCOo9Gr+vS9Yvpvh74PKqesHILr+vyzTfOfX7un+SbEqysX98a7rFv5fThc2T+mar/rvq6vIJ0F/64Qxuuj3nH425pImX5Hvpei+hu73qqz2vy5PkNcBxwKHAF4HnAm8CzgU2A58DHlNVLmRZpHnO6XF0Q48F7AR+eWQeoRYhyYOA9wGfBL7Vb/5dujmEfl+XYR/n9BT8vi5bkrvRLezZQNcheG5Vbe9/dp0DHAJ8FHh8VX1zfJXumyFTkiRJzTlcLkmSpOYMmZIkSWrOkClJkqTmDJmSJElqzpApSZKk5gyZkrQOJHlKkkuS/NK4a5G0PhgyJa1ZSe6Y5GP9r2uTXDPy/KBx1zcqyXFJHjjgW/wMcG/gZ0fe83uSnJPkM0kuTnJ+kqMHrEHSOnLAwk0kaTJV1fV0F4QmyTbghqr683HVk+SAqto7z+7jgBuADzQ63mxvAj4C/GX/2tDdkOAfqurkftvdgTsBn1psDZI0H3syJa0rSe6d5L19z90FI/esfk+Sv0yyI8nlSe6T5I1JPp3kD/s2U0n+I8mr+javT/JdizjuGUl2AM9I8sgkH07y0STvTHKnJFPArwC/0feyPjjJy5OcNFL3Df3vxyV5X5LzgMuSbEjyZ0kuSvKJJL881+euqrOq6oeq6qX9ph8D/qeqzhxp8/Gqel/bMy5pvTJkSlpPAvwNcFJV3Rs4Gxi9neiNVbUFOJPunsBPA44FnpTkjn2bHwD+rqruCnwN+LUkBy5w3IOqaktV/QXwfuD+VXVPutvD/XZV7ezf8y+r6h6LCHr3Ap5RVUcDTwa+WlX3Ae4DPDXJkYs4F8cCFy+inSQti8PlktaTW9KFq3d0o8VsAEbvp3xe//sngUtn7rWc5CrgCGAPcHVV/Vvf7pXArwNvX+C4rx15fDjw2r6n8yDgs8v4HP9eVTOv+wngbiO9nrcHjlrmcSWpGUOmpPUkdOHxAfPs/2b/+7dGHs88n/n3sma9phZx3G+MPP4b4AVVdV6S44Bt87xmL/1oU5Jb0AXSuY4X4OlVdcE8x5nPpcBJC7aSpGVyuFzSevJNYFOSBwAkOTDJDy3xGJtnXg/8PN3w9xVLOO7tgWv6x08c2f514OCR5zvpVoMDPAo4cJ7jXQD8aj9kT5Kjk9xmEZ/jXcAtk5w6syHJ3ZI8eBGvlaQFGTIlrSffouu9e36SjwMfA5Z62aArgKcluRy4A/CiqrpxCcfdBrwuycXAl0a2vxl49MzCH+AlwEP64z2Am/dejnopcBnwkSSXAC9mEaNUVVXAo4GH9ZcwuhR4HnDtQq+VpMVI9++MJGkh/Srwt1TVsWMuRZJWPXsyJUmS1Jw9mZIkSWrOnkxJkiQ1Z8iUJElSc4ZMSZIkNWfIlCRJUnOGTEmSJDX3/wG2QHZB3DbFKwAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"JY4OofA1JRc8","executionInfo":{"status":"ok","timestamp":1605095589737,"user_tz":480,"elapsed":1159,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"bd71cc53-9e15-4402-fbbe-818a5e58c144","colab":{"base_uri":"https://localhost:8080/","height":544}},"source":["# Create a figure\n","fig = plt.figure(figsize=(11,7))\n","\n","# Plot a histogram- bins=100, alpha=0.9\n","h = plt.hist(t_data, bins=100, rwidth=0.6, color='b',edgecolor='k', alpha=0.9)\n","\n","# Format the figure\n","plt.xlabel('Temperature ˚C')\n","plt.ylabel('Count')\n","plt.title('WOA Global Temperature Data')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:839: RuntimeWarning: invalid value encountered in greater_equal\n"," keep = (tmp_a >= first_edge)\n","/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:840: RuntimeWarning: invalid value encountered in less_equal\n"," keep &= (tmp_a <= last_edge)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Global Temperature Data')"]},"metadata":{"tags":[]},"execution_count":189},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"0SCvg0rTT9Kq","executionInfo":{"status":"ok","timestamp":1605095625793,"user_tz":480,"elapsed":2318,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"90b2fae5-9acc-4efc-83af-ca3dfddf95c0","colab":{"base_uri":"https://localhost:8080/","height":476}},"source":["# Create a figure\n","fig = plt.figure(figsize=(11,7))\n","\n","# Plot a histogram- bins=range(0,31), alpha=0.9\n","h = plt.hist(t_data, bins=range(0,31), rwidth=0.6, color='b',edgecolor='k', alpha=0.9)\n","\n","# Format the figure\n","plt.xlabel('Temperature ˚C')\n","plt.ylabel('Count')\n","plt.title('WOA Global Temperature Data')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Global Temperature Data')"]},"metadata":{"tags":[]},"execution_count":190},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"vFWlqJozJ8RO"},"source":["## Contour example"]},{"cell_type":"code","metadata":{"id":"7YR2s0pdUMId","executionInfo":{"status":"ok","timestamp":1605105264911,"user_tz":480,"elapsed":898,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"af19084e-4b4c-42b6-c901-e0e4907921ac","colab":{"base_uri":"https://localhost:8080/","height":298}},"source":["# Change the path to wherever you have the data\n","filepath = '/content/drive/My Drive/Data_folder/woa18_oxy.nc'\n","\n","# Read the data - times are in a bad format, so don't parse them\n","oxy = xr.open_dataset(filepath,decode_times=False)\n","display(oxy)\n","\n","# Take the average of the data along longitudes and select the only time level\n","# Make numpy arrays for lat, depth, and o_data\n","o_data = oxy['o_an'].mean(dim='lon').isel(time=0).values\n","lat = oxy['lat'].values\n","depth = oxy['depth'].values\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["
\n","\n","\n","Show/Hide data repr\n","\n","\n","\n","\n","\n","Show/Hide attributes\n","\n","\n","\n","\n","\n","\n","\n","
xarray.Dataset
    • depth: 102
    • lat: 180
    • lon: 360
    • time: 1
    • time
      (time)
      float32
      8214.0
      standard_name :
      time
      long_name :
      time
      units :
      months since 1900-01-01 00:00:00
      axis :
      T
      climatology :
      climatology_bounds
      calendar :
      gregorian
      _CoordinateAxisType :
      Time
      array([8214.], dtype=float32)
    • depth
      (depth)
      float32
      0.0 5.0 10.0 ... 5400.0 5500.0
      standard_name :
      depth
      bounds :
      depth_bnds
      positive :
      down
      units :
      meters
      axis :
      Z
      _CoordinateAxisType :
      Height
      _CoordinateZisPositive :
      down
      array([0.00e+00, 5.00e+00, 1.00e+01, 1.50e+01, 2.00e+01, 2.50e+01, 3.00e+01,\n","       3.50e+01, 4.00e+01, 4.50e+01, 5.00e+01, 5.50e+01, 6.00e+01, 6.50e+01,\n","       7.00e+01, 7.50e+01, 8.00e+01, 8.50e+01, 9.00e+01, 9.50e+01, 1.00e+02,\n","       1.25e+02, 1.50e+02, 1.75e+02, 2.00e+02, 2.25e+02, 2.50e+02, 2.75e+02,\n","       3.00e+02, 3.25e+02, 3.50e+02, 3.75e+02, 4.00e+02, 4.25e+02, 4.50e+02,\n","       4.75e+02, 5.00e+02, 5.50e+02, 6.00e+02, 6.50e+02, 7.00e+02, 7.50e+02,\n","       8.00e+02, 8.50e+02, 9.00e+02, 9.50e+02, 1.00e+03, 1.05e+03, 1.10e+03,\n","       1.15e+03, 1.20e+03, 1.25e+03, 1.30e+03, 1.35e+03, 1.40e+03, 1.45e+03,\n","       1.50e+03, 1.55e+03, 1.60e+03, 1.65e+03, 1.70e+03, 1.75e+03, 1.80e+03,\n","       1.85e+03, 1.90e+03, 1.95e+03, 2.00e+03, 2.10e+03, 2.20e+03, 2.30e+03,\n","       2.40e+03, 2.50e+03, 2.60e+03, 2.70e+03, 2.80e+03, 2.90e+03, 3.00e+03,\n","       3.10e+03, 3.20e+03, 3.30e+03, 3.40e+03, 3.50e+03, 3.60e+03, 3.70e+03,\n","       3.80e+03, 3.90e+03, 4.00e+03, 4.10e+03, 4.20e+03, 4.30e+03, 4.40e+03,\n","       4.50e+03, 4.60e+03, 4.70e+03, 4.80e+03, 4.90e+03, 5.00e+03, 5.10e+03,\n","       5.20e+03, 5.30e+03, 5.40e+03, 5.50e+03], dtype=float32)
    • lat
      (lat)
      float32
      -89.5 -88.5 -87.5 ... 88.5 89.5
      standard_name :
      latitude
      long_name :
      latitude
      units :
      degrees_north
      axis :
      Y
      bounds :
      lat_bnds
      _CoordinateAxisType :
      Lat
      array([-89.5, -88.5, -87.5, -86.5, -85.5, -84.5, -83.5, -82.5, -81.5, -80.5,\n","       -79.5, -78.5, -77.5, -76.5, -75.5, -74.5, -73.5, -72.5, -71.5, -70.5,\n","       -69.5, -68.5, -67.5, -66.5, -65.5, -64.5, -63.5, -62.5, -61.5, -60.5,\n","       -59.5, -58.5, -57.5, -56.5, -55.5, -54.5, -53.5, -52.5, -51.5, -50.5,\n","       -49.5, -48.5, -47.5, -46.5, -45.5, -44.5, -43.5, -42.5, -41.5, -40.5,\n","       -39.5, -38.5, -37.5, -36.5, -35.5, -34.5, -33.5, -32.5, -31.5, -30.5,\n","       -29.5, -28.5, -27.5, -26.5, -25.5, -24.5, -23.5, -22.5, -21.5, -20.5,\n","       -19.5, -18.5, -17.5, -16.5, -15.5, -14.5, -13.5, -12.5, -11.5, -10.5,\n","        -9.5,  -8.5,  -7.5,  -6.5,  -5.5,  -4.5,  -3.5,  -2.5,  -1.5,  -0.5,\n","         0.5,   1.5,   2.5,   3.5,   4.5,   5.5,   6.5,   7.5,   8.5,   9.5,\n","        10.5,  11.5,  12.5,  13.5,  14.5,  15.5,  16.5,  17.5,  18.5,  19.5,\n","        20.5,  21.5,  22.5,  23.5,  24.5,  25.5,  26.5,  27.5,  28.5,  29.5,\n","        30.5,  31.5,  32.5,  33.5,  34.5,  35.5,  36.5,  37.5,  38.5,  39.5,\n","        40.5,  41.5,  42.5,  43.5,  44.5,  45.5,  46.5,  47.5,  48.5,  49.5,\n","        50.5,  51.5,  52.5,  53.5,  54.5,  55.5,  56.5,  57.5,  58.5,  59.5,\n","        60.5,  61.5,  62.5,  63.5,  64.5,  65.5,  66.5,  67.5,  68.5,  69.5,\n","        70.5,  71.5,  72.5,  73.5,  74.5,  75.5,  76.5,  77.5,  78.5,  79.5,\n","        80.5,  81.5,  82.5,  83.5,  84.5,  85.5,  86.5,  87.5,  88.5,  89.5],\n","      dtype=float32)
    • lon
      (lon)
      float32
      -179.5 -178.5 ... 178.5 179.5
      standard_name :
      longitude
      long_name :
      longitude
      units :
      degrees_east
      axis :
      X
      bounds :
      lon_bnds
      _CoordinateAxisType :
      Lon
      array([-179.5, -178.5, -177.5, ...,  177.5,  178.5,  179.5], dtype=float32)
    • o_an
      (time, depth, lat, lon)
      float32
      ...
      standard_name :
      mole_concentration_of_dissolved_molecular_oxygen_in_sea_water
      long_name :
      Objectively analyzed mean fields for mole_concentration_of_dissolved_molecular_oxygen_in_sea_water at standard depth levels.
      cell_methods :
      area: mean depth: mean time: mean within years time: mean over years
      grid_mapping :
      crs
      units :
      micromoles_per_kilogram
      [6609600 values with dtype=float32]
  • Conventions :
    CF-1.6, ACDD-1.3
    title :
    World Ocean Atlas 2018 : mole_concentration_of_dissolved_molecular_oxygen_in_sea_water Annual 1.00 degree
    summary :
    Climatological mean dissolved oxygen for the global ocean from in situ oceanographic profile data
    references :
    Garcia, H. E., K. Weathers, C. R. Paver, I. Smolyar, T. P. Boyer, R. A. Locarnini, M. M. Zweng, A. V. Mishonov, O. K. Baranova, D. Seidov, and J. R. Reagan, 2019. World Ocean Atlas 2018, Volume 3: Dissolved Oxygen, Apparent Oxygen Utilization, and Oxygen Saturation. A. V. Mishonov, Technical Ed., NOAA Atlas NESDIS 83
    institution :
    National Centers for Environmental Information (NCEI)
    comment :
    global climatology as part of the World Ocean Atlas project
    id :
    woa18_all_o00_01.nc
    naming_authority :
    gov.noaa.ncei
    sea_name :
    World-Wide Distribution
    time_coverage_start :
    1900-01-01
    time_coverage_end :
    2017-12-31
    time_coverage_duration :
    P!!Y
    time_coverage_resolution :
    P01Y
    geospatial_lat_min :
    -89.5
    geospatial_lat_max :
    89.5
    geospatial_lon_min :
    -179.5
    geospatial_lon_max :
    179.5
    geospatial_vertical_min :
    0.0
    geospatial_vertical_max :
    5500.0
    geospatial_lat_units :
    degrees_north
    geospatial_lat_resolution :
    1.00 degrees
    geospatial_lon_units :
    degrees_east
    geospatial_lon_resolution :
    1.00 degrees
    geospatial_vertical_units :
    m
    geospatial_vertical_resolution :
    SPECIAL
    geospatial_vertical_positive :
    down
    creator_name :
    Ocean Climate Laboratory
    creator_email :
    NCEI.info@noaa.gov
    creator_url :
    http://www.ncei.noaa.gov
    creator_type :
    group
    creator_institution :
    National Centers for Environmental Information
    project :
    World Ocean Atlas Project
    processing_level :
    processed
    keywords :
    Oceans< Ocean Oxygen > Dissolved Oxygen
    keywords_vocabulary :
    ISO 19115
    standard_name_vocabulary :
    CF Standard Name Table v49
    contributor_name :
    Ocean Climate Laboratory
    contributor_role :
    Calculation of climatologies
    cdm_data_type :
    Grid
    publisher_name :
    National Centers for Environmental Information (NCEI)
    publisher_institution :
    National Centers for Environmental Information
    publisher_type :
    institution
    publisher_url :
    http://www.ncei.noaa.gov/
    publisher_email :
    NCEI.info@noaa.gov
    nodc_template_version :
    NODC_NetCDF_Grid_Template_v2.0
    license :
    These data are openly available to the public. Please acknowledge the use of these data with the text given in the acknowledgment attribute.
    metadata_link :
    https://www.nodc.noaa.gov/OC5/woa18/
    date_created :
    2019-07-29
    date_modified :
    2019-07-29
    History :
    Translated to CF-1.0 Conventions by Netcdf-Java CDM (CFGridWriter2)\n","Original Dataset = /www/sites/data.nodc/htdocs/ncei/woa/oxygen/all/1.00/woa18_all_o00_01.nc; Translation Date = 2020-11-11T10:49:29.017Z
"],"text/plain":["\n","Dimensions: (depth: 102, lat: 180, lon: 360, time: 1)\n","Coordinates:\n"," * time (time) float32 8214.0\n"," * depth (depth) float32 0.0 5.0 10.0 15.0 ... 5200.0 5300.0 5400.0 5500.0\n"," * lat (lat) float32 -89.5 -88.5 -87.5 -86.5 -85.5 ... 86.5 87.5 88.5 89.5\n"," * lon (lon) float32 -179.5 -178.5 -177.5 -176.5 ... 177.5 178.5 179.5\n","Data variables:\n"," o_an (time, depth, lat, lon) float32 ...\n","Attributes:\n"," Conventions: CF-1.6, ACDD-1.3\n"," title: World Ocean Atlas 2018 : mole_concentrat...\n"," summary: Climatological mean dissolved oxygen for...\n"," references: Garcia, H. E., K. Weathers, C. R. Paver,...\n"," institution: National Centers for Environmental Infor...\n"," comment: global climatology as part of the World ...\n"," id: woa18_all_o00_01.nc\n"," naming_authority: gov.noaa.ncei\n"," sea_name: World-Wide Distribution\n"," time_coverage_start: 1900-01-01\n"," time_coverage_end: 2017-12-31\n"," time_coverage_duration: P!!Y\n"," time_coverage_resolution: P01Y\n"," geospatial_lat_min: -89.5\n"," geospatial_lat_max: 89.5\n"," geospatial_lon_min: -179.5\n"," geospatial_lon_max: 179.5\n"," geospatial_vertical_min: 0.0\n"," geospatial_vertical_max: 5500.0\n"," geospatial_lat_units: degrees_north\n"," geospatial_lat_resolution: 1.00 degrees\n"," geospatial_lon_units: degrees_east\n"," geospatial_lon_resolution: 1.00 degrees\n"," geospatial_vertical_units: m\n"," geospatial_vertical_resolution: SPECIAL\n"," geospatial_vertical_positive: down\n"," creator_name: Ocean Climate Laboratory\n"," creator_email: NCEI.info@noaa.gov\n"," creator_url: http://www.ncei.noaa.gov\n"," creator_type: group\n"," creator_institution: National Centers for Environmental Infor...\n"," project: World Ocean Atlas Project\n"," processing_level: processed\n"," keywords: Oceans< Ocean Oxygen > Dissolved Oxygen\n"," keywords_vocabulary: ISO 19115\n"," standard_name_vocabulary: CF Standard Name Table v49\n"," contributor_name: Ocean Climate Laboratory\n"," contributor_role: Calculation of climatologies\n"," cdm_data_type: Grid\n"," publisher_name: National Centers for Environmental Infor...\n"," publisher_institution: National Centers for Environmental Infor...\n"," publisher_type: institution\n"," publisher_url: http://www.ncei.noaa.gov/\n"," publisher_email: NCEI.info@noaa.gov\n"," nodc_template_version: NODC_NetCDF_Grid_Template_v2.0\n"," license: These data are openly available to the p...\n"," metadata_link: https://www.nodc.noaa.gov/OC5/woa18/\n"," date_created: 2019-07-29 \n"," date_modified: 2019-07-29 \n"," History: Translated to CF-1.0 Conventions by Netc..."]},"metadata":{"tags":[]}},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/xarray/core/nanops.py:142: RuntimeWarning: Mean of empty slice\n"," return np.nanmean(a, axis=axis, dtype=dtype)\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"-_s41a9JsoaW","executionInfo":{"status":"ok","timestamp":1605096297634,"user_tz":480,"elapsed":776,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"7d9ee047-5c4d-48f3-e131-c767e20892ff","colab":{"base_uri":"https://localhost:8080/","height":475}},"source":["# Create a figure\n","fig = plt.figure(figsize=(10,7))\n","ax = plt.gca()\n","\n","# Create a contour plot\n","cntr = plt.contour(lat, depth, o_data)\n","c = plt.colorbar(cntr, ax=ax)\n","c.set_label('Oxygen µmol/L')\n","\n","# Format the plot\n","ax.invert_yaxis()\n","plt.xlabel('Latitude')\n","plt.ylabel('Depth (m)')\n","plt.title('WOA Oxygen by Latitude')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Oxygen by Latitude')"]},"metadata":{"tags":[]},"execution_count":197},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"yt8xXzywssTl","executionInfo":{"status":"ok","timestamp":1605096538477,"user_tz":480,"elapsed":1223,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"5319bc92-04c3-48a1-ecdb-3615c73df75e","colab":{"base_uri":"https://localhost:8080/","height":475}},"source":["\n","fig = plt.figure(figsize=(10,7))\n","ax = plt.gca()\n","\n","cntr = plt.contour(lat, depth, o_data, levels=20)\n","c = plt.colorbar(cntr, ax=ax)\n","c.set_label('Oxygen µmol/L')\n","\n","ax.invert_yaxis()\n","plt.xlabel('Latitude')\n","plt.ylabel('Depth (m)')\n","plt.title('WOA Oxygen by Latitude')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Oxygen by Latitude')"]},"metadata":{"tags":[]},"execution_count":199},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"_tkYvxui8xfL","executionInfo":{"status":"ok","timestamp":1605097598439,"user_tz":480,"elapsed":907,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"52d7aca4-9fe6-48b5-8197-42e2e872a3bd","colab":{"base_uri":"https://localhost:8080/","height":475}},"source":["\n","fig = plt.figure(figsize=(10,7))\n","ax = plt.gca()\n","\n","cntr = plt.contour(lat, depth, o_data, levels=20, colors='k')\n","\n","ax.invert_yaxis()\n","plt.xlabel('Latitude')\n","plt.ylabel('Depth (m)')\n","plt.title('WOA Oxygen by Latitude')\n","\n","plt.clabel(cntr, levels=cntr.levels[::2])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":209},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"sYF53UpMT5XD","executionInfo":{"status":"ok","timestamp":1605098487142,"user_tz":480,"elapsed":543,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"16deb4e2-44d4-4560-8592-f009feefb958","colab":{"base_uri":"https://localhost:8080/","height":475}},"source":["\n","fig = plt.figure(figsize=(10,7))\n","ax = plt.gca()\n","\n","cntr = plt.contourf(lat, depth, o_data, levels=20)\n","c = plt.colorbar(cntr, ax=ax)\n","c.set_label('Oxygen µmol/L')\n","\n","ax.invert_yaxis()\n","plt.xlabel('Latitude')\n","plt.ylabel('Depth (m)')\n","plt.title('WOA Oxygen by Latitude')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Oxygen by Latitude')"]},"metadata":{"tags":[]},"execution_count":219},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"N8YjWbpb8zN2","executionInfo":{"status":"ok","timestamp":1605098887466,"user_tz":480,"elapsed":1350,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"e5d1847c-07e5-4e68-97a6-dc08bcbba4a3","colab":{"base_uri":"https://localhost:8080/","height":475}},"source":["\n","fig = plt.figure(figsize=(10,7))\n","ax = plt.gca()\n","\n","cntr = plt.contourf(lat, depth, o_data, levels=20,cmap='plasma')\n","cntr_lines = plt.contour(lat, depth, o_data, levels=20,colors='k')\n","c = plt.colorbar(cntr, ax=ax)\n","c.set_label('Oxygen µmol/L')\n","\n","ax.invert_yaxis()\n","plt.xlabel('Latitude')\n","plt.ylabel('Depth (m)')\n","plt.title('WOA Oxygen by Latitude')\n","\n","plt.clabel(cntr_lines, levels=cntr.levels[::2])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":228},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8COlIxjhYD1Q"},"source":["## Pseudo-color example"]},{"cell_type":"code","metadata":{"id":"gkOOoW3FXU7r","executionInfo":{"status":"ok","timestamp":1605100060868,"user_tz":480,"elapsed":2277,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"1e936482-80c3-4996-e07c-91d0183a8251","colab":{"base_uri":"https://localhost:8080/","height":475}},"source":["\n","fig = plt.figure(figsize=(10,7))\n","ax = plt.gca()\n","\n","cntr = plt.pcolormesh(lat, depth, o_data, cmap='plasma')\n","c = plt.colorbar(cntr, ax=ax)\n","c.set_label('Oxygen µmol/L')\n","\n","ax.invert_yaxis()\n","plt.xlabel('Latitude')\n","plt.ylabel('Depth (m)')\n","plt.title('WOA Oxygen by Latitude')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Oxygen by Latitude')"]},"metadata":{"tags":[]},"execution_count":245},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"IhQvH1H1YSJz"},"source":["\n","fig = plt.figure(figsize=(10,7))\n","ax = plt.gca()\n","\n","cntr = plt.pcolormesh(lat, depth, o_data,cmap='plasma')\n","# cntr_lines = plt.contour(lat, depth, o_data, levels=20,colors='k')\n","c = plt.colorbar(cntr, ax=ax)\n","c.set_label('Oxygen µmol/L')\n","\n","ax.invert_yaxis()\n","plt.xlabel('Latitude')\n","plt.ylabel('Depth (m)')\n","plt.title('WOA Oxygen by Latitude')\n","\n","# plt.clabel(cntr_lines, levels=cntr_lines.levels[::2])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"X6ZylIymce10","executionInfo":{"status":"ok","timestamp":1605101384924,"user_tz":480,"elapsed":1120,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"2b0f9aa6-717b-4d2f-c6d5-7e75897e7a88","colab":{"base_uri":"https://localhost:8080/","height":475}},"source":["\n","fig,ax = plt.subplots(nrows=1,ncols=2,figsize=(18,7))\n","\n","cntr = ax[0].pcolormesh(lat, depth, o_data, cmap='plasma',vmin=220,vmax=340)\n","c = plt.colorbar(cntr, ax=ax[0])\n","c.set_label('Oxygen µmol/L')\n","\n","ax[0].set_ylim((0,100))\n","ax[0].set_xlim((-60,-30))\n","ax[0].invert_yaxis()\n","ax[0].set_xlabel('Latitude')\n","ax[0].set_ylabel('Depth (m)')\n","ax[0].set_title('WOA Oxygen by Latitude')\n","\n","cntr = ax[1].contourf(lat, depth, o_data, levels=40,cmap='plasma',vmin=220,vmax=340)\n","c = plt.colorbar(cntr, ax=ax[1])\n","c.set_label('Oxygen µmol/L')\n","\n","ax[1].set_ylim((0,100))\n","ax[1].set_xlim((-60,-30))\n","ax[1].invert_yaxis()\n","ax[1].set_xlabel('Latitude')\n","ax[1].set_ylabel('Depth (m)')\n","ax[1].set_title('WOA Oxygen by Latitude')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'WOA Oxygen by Latitude')"]},"metadata":{"tags":[]},"execution_count":284},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"Zxc3fU4Gcjk-"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"qTKlLg-Wntld"},"source":["## Cartopy examples"]},{"cell_type":"code","metadata":{"id":"UI_CMGL8nvZl"},"source":["# # This code allows cartopy to work with Google Colab\n","# # Run this code only once per notebook\n","# !grep '^deb ' /etc/apt/sources.list | \\\n","# sed 's/^deb /deb-src /g' | \\\n","# tee /etc/apt/sources.list.d/deb-src.list\n","# !apt-get -qq update\n","# !apt-get -qq build-dep python3-cartopy\n","# !pip uninstall -y shapely\n","# !pip install shapely --no-binary shapely\n","\n","import cartopy.crs as ccrs\n","import cartopy.feature as cfeature\n","from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Tx0MWgSpovp2","executionInfo":{"status":"ok","timestamp":1605113947535,"user_tz":480,"elapsed":1419,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"fdf22635-a57c-40fc-d3b4-b33e8467f17d","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["projections = [ccrs.PlateCarree(),\n"," ccrs.Robinson(),\n"," ccrs.Mercator(),\n"," ccrs.Orthographic(),\n"," ccrs.InterruptedGoodeHomolosine()\n"," ]\n","\n","\n","for proj in projections:\n"," plt.figure()\n"," ax = plt.axes(projection=proj)\n"," ax.coastlines()\n"," ax.set_title(f'{type(proj)}')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"8kofEgpfPaOe","executionInfo":{"status":"ok","timestamp":1605119493073,"user_tz":480,"elapsed":580,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"ecb07eea-532a-4da0-d51a-cdedbec4d8cc","colab":{"base_uri":"https://localhost:8080/","height":276}},"source":["fig= plt.figure(figsize=(18,12))\n","\n","ax1 = fig.add_subplot(1,2,1,projection=ccrs.PlateCarree(central_longitude=180))\n","ax1.coastlines()\n","\n","ax2 = fig.add_subplot(1,2,2,projection=ccrs.PlateCarree())\n","ax2.coastlines()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":146},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"-xf-kv2gPk6o","executionInfo":{"status":"ok","timestamp":1605117250994,"user_tz":480,"elapsed":960,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"1615512f-3158-4419-f820-14bf1db109c0","colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["fig = plt.figure(figsize=(10,10))\n","ax = plt.axes(projection=ccrs.PlateCarree())\n","ax.coastlines(resolution='110m',color='k')\n","\n","gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n"," linewidth=2, color='gray', alpha=0.5, linestyle=':')\n","\n","gl.xlabels_top = False\n","gl.ylabels_right = False\n","gl.xformatter = LONGITUDE_FORMATTER\n","gl.yformatter = LATITUDE_FORMATTER\n","\n","ax.add_feature(cfeature.LAND, color='papayawhip')\n","ax.add_feature(cfeature.OCEAN, color='cornflowerblue')\n","\n","extent = [-170,-70,15,50]\n","ax.set_extent(extent)\n","\n","ax.add_feature(cfeature.LAKES,color='navy')\n","ax.add_feature(cfeature.RIVERS.with_scale('10m'),edgecolor='aqua')\n","ax.add_feature(cfeature.STATES,edgecolor='k')\n","\n","seattle = [-122.332, 47.606]\n","honolulu = [-157.8583, 21.3069]\n","\n","ax.plot([seattle[0],honolulu[0]],[seattle[1],honolulu[1]],'ro-',lw=5,transform=ccrs.PlateCarree())\n","ax.plot([seattle[0],honolulu[0]],[seattle[1],honolulu[1]],'ro:',lw=5,transform=ccrs.Geodetic())"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[]"]},"metadata":{"tags":[]},"execution_count":113},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"ko3sR9V_Q6M6","executionInfo":{"status":"ok","timestamp":1605117874568,"user_tz":480,"elapsed":1437,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"1ca87910-ba17-4fb3-9b6e-a7120fa62252","colab":{"base_uri":"https://localhost:8080/","height":483}},"source":["# Using our Oxygen data\n","# Change the path to wherever you have the data\n","filepath = '/content/drive/My Drive/Data_folder/woa18_oxy.nc'\n","\n","# Read the data - times are in a bad format, so don't parse them\n","oxy = xr.open_dataset(filepath,decode_times=False)\n","\n","# Take the average of the data along longitudes and select the only time level\n","# Make numpy arrays for lat, depth, and o_data\n","lat = oxy['lat'].values\n","lon = oxy['lon'].values\n","o_data = oxy['o_an'].sel(depth=0,method='nearest').isel(time=0).values\n","\n","fig = plt.figure(figsize=(15,8))\n","ax = plt.axes(projection=ccrs.PlateCarree())\n","\n","pcm = ax.pcolormesh(lon,lat,o_data,transform=ccrs.PlateCarree())\n","cntr = ax.contour(lon,lat,o_data,levels=17,transform=ccrs.PlateCarree(),colors='w')\n","ax.clabel(cntr,levels=cntr.levels[::3],colors='w',fontsize=8)\n","\n","c = plt.colorbar(pcm, ax=ax)\n","c.set_label('Oxygen µmol/L')\n","\n","ax.add_feature(cfeature.LAND, color='k',alpha=0.8)\n","\n","gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n"," linewidth=0.5, color='w', alpha=0.7, linestyle='--')\n","gl.xlabels_top = False\n","gl.ylabels_right = False\n","gl.xformatter = LONGITUDE_FORMATTER\n","gl.yformatter = LATITUDE_FORMATTER\n","\n","ax.set_title('Oxygen at 0m')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Oxygen at 0m')"]},"metadata":{"tags":[]},"execution_count":136},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"_iRYB9kSdewL"},"source":[""],"execution_count":null,"outputs":[]}]}