{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Attempting to isolate data from Rob's analysis that might be useful for the Salish Sea model.\n", "\n", "Data is from NOAA and IOS 2003-2014.(Can do a bigger date range)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plan**\n", "\n", "Compare monthly temperature/salinity profile in the mouth of Juan de Fuca between observations and model boundary conditions. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import ACTDR\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "from salishsea_tools import viz_tools, nc_tools\n", "from salishsea_tools.nowcast import analyze\n", "import seaborn as sns\n", "import datetime" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> open JuandeFucaMouth.dat\n", "> load CTD_DAT\n", "> load STANDARD_KEYS\n", "> close JuandeFucaMouth.dat\n", "> complete\n" ] } ], "source": [ "ACTDR.load_dat('JuandeFucaMouth.dat')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "b = '/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc'\n", "grid_B = nc.Dataset(b)\n", "bathy = grid_B.variables['Bathymetry'][:]\n", "lat=grid_B.variables['nav_lat'][:]\n", "lon=grid_B.variables['nav_lon'][:]\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sns.set_style(\"darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot casts on map" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD+CAYAAAAas+94AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1)\n", "for cast in ACTDR.CTD_DAT:\n", " ax.plot(cast['Longitude'], cast['Latitude'], 'o' )\n", "viz_tools.plot_coastline(ax,grid_B,coords='map')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Temperature', 'Longitude', 'Month', 'Depth', 'Year', 'Latitude', 'ID', 'Salinity', 'Day']\n" ] } ], "source": [ "cast=ACTDR.CTD_DAT[0]\n", "print cast.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use pandas to help manipulate the data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Manipulating the Observed Data\n", "\n", "In the next few cells, I will familiarize myself with the data and how to handle it" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = pd.DataFrame(ACTDR.CTD_DAT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Histogram by year" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEbCAYAAADAsRPLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAQAw9f8B/yTKgroj2cYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "min_year = data['Year'].min()\n", "max_year = data['Year'].max()\n", "data.hist('Year',bins=np.arange(min_year-0.5,max_year+1.5))\n", "plt.ylabel('num casts')\n", "plt.xlabel('year')\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2014" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['Year'].max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Depth between 200 and 300m\n", "\n", "This seems like a reasonable first attempt at elimintating data the isn't near the open boundary" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#remove data if max depth is smaller than 200 and bigger than 300\n", "data_dep200to300 = data[(data['Depth'].apply(max)>200) & (data['Depth'].apply(max)<300)]\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_grouped_data(data,key, field,xmin=-126,xmax=-124,ymin=48,ymax=49,zmin=0,zmax=300,vmin=28,vmax=34):\n", " \"\"\"Groups the data based on key. Then plots the field of the grouped data over depth\n", " Examples: plot_grouped_data(data,'Month','Salinity')\"\"\"\n", " \n", " group = data.groupby(key)\n", " num=group.ngroups\n", " fig,axs = plt.subplots(2,num,figsize=(15,8))\n", " for ind,ax, axm in zip(group.groups.keys(),axs[0,:],axs[1,:]):\n", " dat = group.get_group(ind)\n", " for dep,var,lon,lat in zip(dat['Depth'], dat[field],dat['Longitude'],dat['Latitude']):\n", " ax.plot(var,dep)\n", " axm.plot(lon,lat,'o')\n", " ax.set_title('{}: {}'.format(key, ind))\n", " ax.set_ylim([zmax,zmin])\n", " ax.set_xlim([vmin,vmax])\n", " ax.set_xlabel(field)\n", " ax.set_ylabel('Depth [m]')\n", " #map\n", " viz_tools.plot_coastline(axm,grid_B,coords='map')\n", " axm.set_ylim([ymin,ymax])\n", " axm.set_xlim([xmin,xmax])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Group by Year\n", "\n", "Look at the coverage of data in each year" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4gAAAHrCAYAAACNT7MTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_grouped_data(data_dep200to300,'Year','Salinity')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4gAAAHrCAYAAACNT7MTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_grouped_data(data_dep200to300,'Year','Temperature',vmin=5,vmax=10)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEbCAYAAADAsRPLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAHMNJREFUeJzt3XlwFHXCxvFnMmQCyYQzh0uWQkXAcxWQykaRSNaSCgsp\nwCMgipwbVwnBK5wRRWQh+7IgsmIQEETcpBZwX9AkYjxWxbDAIgVLybpSJUSCSUhIDGQgV79/sOTl\naJjJ0TMZ/H6qrCJNz6+fxOk8dPf0r22GYRgCAOAiAb4OAABonSgIAIApCgIAYIqCAACYoiAAAKYo\nCACAKQoC+K/33ntPQ4cOVV1d3QXLJ0yYoNdff91HqQDfoSCA/xoxYoQ6dOigDRs2NCzLy8vT0aNH\nNXnyZB8mA3zDxo1ywP/797//rXHjxumDDz6Q0+nUb3/7W82dO1dHjx7V2rVrdebMGfXp00cLFixQ\nUFCQjh8/runTp6uwsFDV1dV67LHHNG7cOElSXFycHnroIf3tb3/TW2+9pa5du/r2mwMaiSMI4Dy9\ne/fW0KFDtXTpUq1evVo33XST2rZtq2XLlmn9+vX65JNP5HQ6tXTpUknSihUr1LVrV+Xk5Gjt2rVa\nvHixioqKGsb78ccf9eGHH1IO8EttfB0AaG1SUlIUHx+vuro6vffee1q3bp3i4+MVFhYmSRo1apSS\nk5M1ffp0zZkzRzU1NZKkbt26KTw8XAUFBYqMjJQk3Xvvvb76NoBmoyCAizidTo0cOVLFxcWKjIxU\nZWWl8vLytH37dklSfX29amtrJUn79+/X4sWL9eOPPyogIEDFxcU6/6xthw4dfPI9AC2BggBMtGnT\nRna7XZIUGRmp4cOHa/r06Zes9/zzz2v8+PEaNWqUJGngwIFezQlYiWsQgBtxcXH66KOPVFZWJuns\nJ5vefPNNSVJZWZluvvlmSWc/JutyuXTq1CmfZQVaEkcQgAmbzSabzSZJuvnmm5WUlKSxY8eqvr5e\nXbp00bx58ySdvV4xZcoUdezYUaNGjVJiYqLS0tL07rvv+jI+0CIs+5iry+XSjBkzVFZWpjNnzujJ\nJ59U7969lZqaqvr6eoWHhys9PV0Oh8OKzQMAmsmygsjOztaxY8c0ceJEFRYWavz48erbt6/uvfde\nDR48WEuWLNE111yj0aNHW7F5AEAzWXYNYsiQIZo4caIkqbCwUNdcc4127typuLg4SdKgQYOUn59v\n1eYBAM1k+TWIUaNGqbi4WCtWrND48eMVGBgoSercubOKi4ut3jwAoIksL4jMzEwdPHhQzz333AXL\nmeEDAFo3y04x/etf/9KxY8ckSTfeeKPq6uoUEhKiM2fOSJKKiooUERHhdhyKBAB8w7IjiN27d6uw\nsFCzZs3S8ePH5XK5dM899+jDDz9UQkKCtm3b5tFNRTabTSUllVbFtFR4eKjfZpfI72vk9y1/zh8e\nHtoi41hWEKNHj9asWbM0ZswYnT59WnPnztUtt9yi6dOnKysrS1FRURoxYoRVmwcANJNlBREUFKTF\nixdfsnzNmjVWbRIA0IKYagMAYIqCAACYoiAAAKYoCACAKQoCAGCKggAAmKIgAACmKAgAgCkKAgBg\nioIAAJi6qp5JveGv/6tvj5RaNn7XLu2UNI4n4AH4ebiqCuLY8UoV1Fxr2fi2ssOWjQ0ArQ2nmAAA\npigIAIApCgIAYIqCAACYoiAAAKYoCACAKQoCAGCKggAAmKIgAACmKAgAgCkKAgBgioIAAJiiIAAA\npigIAIApCgIAYIqCAACYsvSBQenp6dqzZ49qa2uVlJSkjz/+WAcOHFDHjh0lSZMmTVJsbKyVEQAA\nTWRZQezYsUPfffedMjMzVV5eruHDhysmJkbPPfccpQAAfsCygujfv79+9atfSZJCQ0PlcrlUV1cn\nwzCs2iQAoAVZdg3CbrcrODhYkrRx40bFxsbKbrfrnXfe0eOPP65nnnlGJ06csGrzAIBmsvQahCTl\n5eVp06ZNWrNmjfbv369OnTrpxhtv1MqVK7V8+XKlpaVZHQEA0ASWFsQXX3yhlStXatWqVXI6nYqJ\niWn4u7i4OL300ksejRMeHurReu3aBkoVTYrqkaCgNh5nOaex67c25Pct8vuWv+dvLssKorKyUunp\n6Vq3bp3at28vSZo6daqeeuop9e7dW7t27VKvXr08GqukpNKj9Vyna5qc1xNnztR6nEU6++ZqzPqt\nDfl9i/y+5c/5W6rYLCuI7OxslZeXKyUlpWHZAw88oJkzZyokJEQhISFasGCBVZsHADSTZQWRmJio\nxMTES5YPHz7cqk0CAFoQd1IDAExREAAAUxQEAMAUBQEAMEVBAABMURAAAFMUBADAFAUBADBFQQAA\nTFEQAABTFAQAwBQFAQAwRUEAAExREAAAUxQEAMAUBQEAMEVBAABMURAAAFMUBADAFAUBADBFQQAA\nTFEQAABTFAQAwBQFAQAwRUEAAExREAAAUxQEAMAUBQEAMEVBAABMtbFy8PT0dO3Zs0e1tbVKSkrS\nrbfeqtTUVNXX1ys8PFzp6elyOBxWRgAANJFlBbFjxw599913yszMVHl5uYYPH66YmBg9+uijGjx4\nsJYsWaJNmzZp9OjRVkUAADSDZaeY+vfvr6VLl0qSQkND5XK5tGvXLsXFxUmSBg0apPz8fKs2DwBo\nJssKwm63Kzg4WJK0ceNGxcbGqqqqSoGBgZKkzp07q7i42KrNAwCaydJrEJKUl5enzZs3a/Xq1br/\n/vsblhuG4fEY4eGhHq3Xrm2gVNHoiB4LCmrjcZZzGrt+a0N+3yK/b/l7/uaytCC++OILZWRkaPXq\n1XI6nQoODlZ1dbUcDoeKiooUERHh0TglJZUerec6XdOcuG6dOVPrcRbp7JurMeu3NuT3LfL7lj/n\nb6lis+wUU2VlpdLT05WRkaH27dtLku666y7l5uZKkrZt26aBAwdatXkAQDNZdgSRnZ2t8vJypaSk\nSJJsNpsWLlyoOXPmKCsrS1FRURoxYoRVmwcANJNlBZGYmKjExMRLlq9Zs8aqTQIAWhB3UgMATFEQ\nAABTFAQAwBQFAQAwRUEAAExREAAAUxQEAMAUBQEAMEVBAABMuS2I/fv36+OPP5YkLVmyRGPHjtXu\n3bstDwYA8C23BfHKK6/o+uuv1+7du7Vv3z6lpaXp1Vdf9UY2AIAPuS0Ih8Oh6667Th9//LEefvhh\n9ezZU3a73RvZAAA+5LYgTp8+rezsbOXl5emee+5ReXm5fvrpJ29kAwD4kNuCeOaZZ/T+++/r6aef\nltPp1Pr16zVu3DgvRAMA+JLbgjh48KBef/11DRkyRJKUnJys77//3upcAAAfu+zzIHbs2KEdO3Zo\ny5YtqqioaHiGdG1trTZv3qypU6d6LSQAwPsuWxDXX3+9iouLJanhorRhGAoMDNSSJUu8kw4A4DOX\nLYiIiAglJCSob9++ioqKks1m05kzZ1RaWqquXbt6MyMAwAfcPnL0/fffV9u2bZWYmKgHHnhAwcHB\nGjBggKZNm+aNfAAAH3F7kfrTTz/V448/rtzcXA0aNEgbN27UP//5T29kAwD4kNuCaNOmjWw2m/7+\n97/rN7/5jSSpvr7e8mAAAN9ye4opNDRUkydP1o8//qg+ffrok08+UUAAc/wBwNXObUEsXrxYX331\nlfr16yebzaagoCAtWrTIG9kAAD7k9lAgJCRE1157rQ4dOqRdu3bJMAxNnDjRG9kAAD7k9ghi/vz5\n2r59u0pKStS9e3cdPnxYEyZM8EY2AIAPefQ8iJycHN10003atGmT1q5dq1OnTnkjGwDAh9wWxLm7\nqGtqalRfX69bb71Ve/futTwYAMC33J5i6tGjh9avX69+/fpp/Pjxuu666ziCAICfAbcFMW/ePP30\n008KDQ3V+++/r7KyMj3xxBMeb+DgwYOaMmWKxo8frzFjxmjGjBk6cOCAOnbsKEmaNGmSYmNjm/4d\nAAAs4bYgiouLlZubq8cff1wJCQlasmSJbDabR4O7XC4tWrRIAwYMaFhms9n03HPPUQoA0Mq5vQYx\na9YshYeHN3zds2dPzZw506PBHQ6HMjIyFBYWdsHyc1OHAwBaL7dHEGfOnGl4WJAkDR06VFlZWR4N\nbrfbTZ9f/c477+itt95Sly5dlJaWpk6dOjUisu/U1dXq0KH/eLz+iRNOlZWd9GjdmpoaSVJgYGCT\nsnmiW7fucjgclo0P4OritiDOzcMUHR2t+vp6ff755x6fYjKTkJCgTp066cYbb9TKlSu1fPlypaWl\nXfE14eGhHo3drm2gVNHkaG6dcVUo5Y9bFNwhosXHLv3hG7UL7WLJ2JJUVVGs9X94RFFRvRr1Ok9/\n9q0V+X2L/P7NbUG8/PLLmjt3rqZNmyabzaY+ffro5ZdfbvIGY2JiGv4cFxenl156ye1rSkoqPRrb\ndbqmybk8UV1dp+AOXeXsFNXiY1dVFCm4Q4QlY59TVnbS45+ldHbnaMz6rQ35fYv8vtNSxea2IK69\n9lqtW7euWRs5/5rD1KlT9dRTT6l3797atWuXevVq3L9oAQDe4bYgmmPv3r1KS0tTaWmp7Ha7MjMz\nlZycrJkzZyokJEQhISFasGCBlREAAE1kaUHccccd2rp16yXL77//fis3CwBoATzYAQBgyu0RxPbt\n2/Xuu++qsrKy4VqCzWbT22+/bXk4AIDvuC2IF198UU8++aQiIyMbljXnY64AAP/gtiCuu+46jRgx\nwhtZAACtiNuCeOihhzR79mz16dNHbdq0kWEYstlsGj58uDfyAQB8xG1BZGRkqF27dqqurr5gOQUB\nAFc3twURGBio9evXeyMLAKAVcfsx10GDBik/P1/V1dWqr69v+A8AcHVzewSxYsUKuVyuC5bZbDZ9\n8803loUCAPie24L4+uuvvZEDANDKuC2IpUuXmt73kJKSYkkgAEDr4PYaxLmH/tjtdtXV1WnHjh2q\nrPTPKXABAJ5zewSRnJx8wdd1dXWaMmWKZYEAAK1Doyfrq6mp0ZEjR6zIAgBoRdweQcTGxl7wdUVF\nBVNvAMDPgNuC2LBhQ8OfAwIC5HQ61b59e0tDAQB8z21BhIWF6csvv1RFRcUFjw598MEHLQ0GAPAt\ntwUxadIkBQQEKCoq6oLlFAQAXN3cFkRtba0yMzO9kQUA0Iq4/RTTDTfcoLKyMm9kAQC0Im6PII4d\nO6b7779fPXr0kN1ul3R2LqbzL14DAK4+bgvid7/73SXLeOQoAFz93BZEdHS0N3IAAFqZRt9JDQD4\neaAgAACmKAgAgCkKAgBgioIAAJiyvCAOHjyo++67r+G+iWPHjumxxx7TmDFjNG3aNFVXV1sdAQDQ\nBJYWhMvl0qJFizRgwICGZcuWLdOjjz6qDRs2qHv37tq0aZOVEQAATWRpQTgcDmVkZCgsLKxh2c6d\nOxUXFydJGjRokPLz862MAABoIrc3yjXHuWdZn8/lcikwMFCS1LlzZxUXF1sZAf9VX1erI0cON+o1\nJ044VVZ20qN1a2pqJKnh/60VunXrLofDYdn4AC5kaUG4c/7zJa4kPDzUo/XatQ2UKpqT6MocDrtU\nY934Vjp9slSLs8oU3OGYJeOX/vCN2oV2UXCHCEvGr6oo1vo/PKKoqF6Nep2n753Wivy+5e/5m8vr\nBREcHKzq6mo5HA4VFRUpIsL9L5SSkkqPxnadtva3d3V1naXjWy24Q4ScnaLcr9gEVRVFlo4vSWVl\nJz1+L0hnd+7GrN/akN+3/Dl/SxWbVz7mev6Rwl133aXc3FxJ0rZt2zRw4EBvRAAANJKlRxB79+5V\nWlqaSktLZbfblZmZqVWrVmnmzJnKyspSVFSURowYYWUEAEATWVoQd9xxh7Zu3XrJ8jVr1li5WQBA\nC+BOagCAKQoCAGCKggAAmKIgAACmKAgAgCkKAgBgioIAAJiiIAAApigIAIApCgIAYIqCAACYoiAA\nAKYoCACAKQoCAGCKggAAmKIgAACmKAgAgClLnygHwDuqq6tVUHDY0m1069ZdDofDkrH9Pf/VioIA\nrgIFBYeV8sctCu4QYcn4VRXFevX5BPXo0dOS8f09/9WKggCuEsEdIuTsFOXrGE3m7/mvRlyDAACY\noiAAAKYoCACAKQoCAGCKggAAmKIgAACmKAgAgCkKAgBgyus3yv3jH/9QSkqKevY8e0dj7969NWfO\nHG/HAAC44ZM7qaOjo/Xqq6/6YtMAAA/55BSTYRi+2CwAoBG8XhA2m02HDh3S73//ez3yyCP66quv\nvB0BAOABr59i6t69u6ZMmaL4+HgVFBRo7Nix+uijj9SmDfMGAq1VfV2tjhxp3HTcJ044VVZ20qN1\nGzs2vMPrv5UjIyMVHx8vSerWrZvCwsJUVFSkqKjLz+IYHh7q0djt2gZKFS0S05TDYZdqrBsfV9a5\ns9Pj98I5jV2/tfE0/4kTTktznD5ZqsVZZQrucMyS8Ut/+EZdfnmTJWOf83N8/zSX1wti69atOnz4\nsKZMmaLS0lKVlpYqMjLyiq8pKan0aGzXaWt/e1dX11k6Pq6srOykx+8F6ezO3Zj1W5vG5Pf0X+rN\nYeV03FUVRZaMe76f0/unpYrN6wURFxenZ599VqNHj1Z9fb1efPFFTi8BQCvk9d/MISEheuONN7y9\nWQBAI3EnNQDAFAUBADDFyX9AUnV1tQoKrP2oZbdu3eVwOCzdBtCSKAhAUkHBYaX8cYuCO0RYMn5V\nRbFefT5BPXr0tGR8wAoUBPBfVn6ME/BHXIMAAJiiIAAApigIAIApCgIAYIqL1PALzCYKeB8FAb9w\nNcwmCvgbCgJ+w99nEwX8DdcgAACmKAgAgCkKAgBgioIAAJiiIAAApvgUE4CrntX30UhX53TuFASA\nq57V99FcrdO5UxAAfhaYzr3xuAYBADBFQQAATFEQAABTFAQAwBQXqQEvYLpy+CMKAvACpiuHP6Ig\nAC9hunL4G65BAABM+eQIYsGCBdq3b58kafbs2brtttt8EQMAcAVeP4LYuXOnjhw5oszMTL3yyit6\n5ZVXvB0BAOABrxfEjh07dN9990mSevTooYqKCp06dcrbMQAAbni9II4fP65OnTo1fN25c2eVlJR4\nOwYAwA2ff4rJMAzZbLYWGauu+pTqS/e3yFhmao2fVHXSmh+Zq7JMUsv8HBif8Rnfu+NXVRRbNrYv\neb0gIiIidPz48Yavi4uLFR4efsXXhIeHejT2/8x/rlnZAAD/z+unmO6++259+OGHkqQDBw4oMjJS\nwcHB3o4BAHDD60cQffr00S233KJRo0bJbrfrhRde8HYEAIAHbIZhGL4OAQBofbiTGgBgioIAAJii\nIAAApnx2H0R6err27Nmj2tpaJSUl6dZbb1Vqaqrq6+sVHh6u9PR0ORwObdmyRW+//bYCAgL08MMP\n68EHH1Rtba1mz56tgoIC1dXVKTU1Vf369fOb/OccP35c8fHxev3119W/f3+/yr969Wpt3bpVbdq0\n0dy5c706n1ZzshcVFWnWrFmqqalRfX29Zs6cqVtuucVr2RuTv7y8XM8++6xCQkK0bNkySVJNTY1m\nzJihY8eOyW63a8GCBerWrZvf5Penfdcs/zn+sO9eLn+j9l3DB/Lz843JkycbhmEYJ06cMGJjY40Z\nM2YYubm5hmEYxp/+9Cfj3XffNU6dOmUMHjzYqKysNE6fPm0MHTrUKC8vNzZu3GjMnTvXMAzD+M9/\n/mM8+OCDfpX/nOeff94YOXKksXPnTr/K/+233xojR4406urqjAMHDhjLli3zm+wLFy40srKyDMMw\njD179hgTJ070WvbG5DcMw3j66aeNjIwMIzk5ueH1mzdvNubNm2cYhmF8+eWXxrRp0/wq/6ZNm/xi\n371c/nNa+75rGOb5G7vv+uQUU//+/bV06VJJUmhoqFwul3bt2qW4uDhJ0qBBg5Sfn699+/bptttu\nk9PpVFBQkPr06aM9e/YoISFBM2bMkCR16tRJ5eXlfpVfkvLz8xUaGqpevXrJ8PIHyZqb/7PPPtOQ\nIUMUEBCgm2++WcnJyX6TvUuXLjpx4oQkqaKiQp07d/Za9sbkl6T58+frjjvuuOD1589lFhMT0/B+\n8pbm5h82bJhf7LuSeX7JP/ZdyTz/p59+2qh91ycFYbfbG26O27hxo2JjY1VVVaXAwEBJZ+dnKi4u\n1vHjxy/Ygbt06aKSkhIFBgaqbdu2kqR169Zp2LBhfpW/urpaK1as0NNPPy1JLTbViLfyHz16VIWF\nhZo0aZLGjRungwcP+k32sWPHKicnR/Hx8XrhhReUkpLiteyNyS9JwcHBl/wCOv/7CggIkM1mU21t\nrd/k95d9VzLP7y/7rmSev7CwsFH7rk8vUufl5Wnz5s2X3Cx3uVa+ePmGDRv0zTff6KmnnrIs45U0\nNf/KlSs1evRoOZ3OK65vtabmNwxD9fX1WrVqlZKTkzVnzhzLs16sqdlXrVql+Ph45eTkaN68eVq0\naJHlWc00Nv/l1vGX987F/G3fPcdf993z/74x+67PCuKLL75QRkaG3nzzTTmdTgUHB6u6ulqSVFRU\npIiIiEvmbSoqKlJkZKQk6a9//as+++wz/fnPf5bdbveb/BEREdq+fbvWrl2rxMREffbZZ3rppZd0\n6NAhv8kfFhamO++8U5LUr18/HT161G+yf/3117rnnnskSXfddZf277ducsfm5D/n4n+hnv991dTU\nyDAMtWnj3c+aNCe/5B/77jkX5/eXffdy+Ru77/qkICorK5Wenq6MjAy1b99e0tmdNTc3V5K0bds2\nDRw4ULfffrv279+vyspKnTp1Snv27FG/fv1UUFCgrKwsvfbaa3I4HH6V/84779Rf/vIXZWVlKSsr\nS/fee69efPFF9ejRw2/yDxw4UF9++aUk6dChQ/rFL37hN9m7d++uvXv3SpL27dun7t27ey17Y/Kf\nc/G/CO++++6GdT/99FP9+te/9lLys5qb31/23XMuzu8v++7l8jd23/XJx1yzs7NVXl7ecP7XZrNp\n4cKFmjNnjrKyshQVFaURI0bIbrfr2Wef1cSJE2Wz2ZScnCyn06k333xT5eXlmjx5csOYa9asaTgP\n19rz+1pz899+++36/PPPNWrUKEnS3Llz/SZ7UlKSZs+erZycHNlsNq+fHvM0f11dnYYPH66qqipV\nVFRo2LBhmj59uoYMGaLt27frkUceUVBQkBYuXOg3+VNTU7V7926/2Hcv9/MfMGCAV3Jamb8x+y5z\nMQEATHEnNQDAFAUBADBFQQAATFEQAABTFAQAwBQFAQAwRUEAAExREAAAUz57YBDQGo0ePVrTpk1T\ndHS0JGnixIkaNmyYcnNz5XK5VFVVpWeeeUYxMTE6dOiQXnjhBQUGBurkyZOaNm2aBgwYoNdee00/\n/PCDCgsLlZqa6tWHKQEtiYIAzpOYmKhNmzYpOjpaZWVl+v777/XBBx9o0qRJio6OVklJiRITE/XR\nRx+ptLRUU6dOVXR0tL7++mvNnz+/YSqGwsJCrV+/3sffDdA8FARwnvj4eC1ZskQnT55Ubm6uEhIS\n9NZbb8nlcmn58uWSzj7ToKysTGFhYUpPT9eyZctUU1NzwcNvbr/9dl99C0CLoSCA8wQFBWnw4MHK\nzs5WTk6O/vCHP2jDhg1avny5OnbseMG6qampGjZsmEaOHKlvv/1WTzzxhKSzE6h5ewpuwApcpAYu\nkpiYqLffflsOh0O//OUv1bdvX2VnZ0uSysrKtGDBAklSaWmpbrjhBknSBx980DAnP/Nf4mpBQQAX\n6dGjh9q1a6cHHnhAkjRnzhzl5eVpzJgxSkpKUkxMjCRpwoQJSk1N1YQJE9S3b1917NhRixYtks1m\n8/qjKAErMN03cJEffvhBSUlJ2rJli0+eeAa0FpwoBc7zxhtvKCcnR/Pnz6cc8LPHEQQAwBTXIAAA\npigIAIApCgIAYIqCAACYoiAAAKYoCACAqf8DQOdIvqN564AAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "min_year = data_dep200to300['Year'].min()\n", "max_year = data_dep200to300['Year'].max()\n", "data_dep200to300.hist('Year',bins=np.arange(min_year-0.5,max_year+1.5))\n", "plt.ylabel('num casts')\n", "plt.xlabel('year')\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Group by Month\n", "\n", "Look at the coverage of data in each month" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4gAAAHrCAYAAACNT7MTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_grouped_data(data_dep200to300,'Month','Salinity')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4gAAAHrCAYAAACNT7MTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBREAAAAAIIkLIgAAAADgyS+1Xz8gVY1obwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_grouped_data(data_dep200to300,'Month','Temperature', vmin=5,vmax=10)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEbCAYAAADXk4MCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAHNRJREFUeJzt3XtwVPX9xvFns2SRXCAJbALG/AJGIFa0gOUqAyaT4p2C\nVYFyqRStFblplRIg4AXSEofhInIrgoLUMCVIwSIEKMOABQmjKFBilU4BJSYh2cRIEkKS/f2hZEi5\nbG7n7GbP+zXjjHt293w+390lz57Lfo/N7Xa7BQCwrABvNwAA8C6CAAAsjiAAAIsjCADA4ggCALA4\nggAALI4ggGXFx8dr8uTJVy2fOXOm4uPjG7Xuzz//XF988YUkafPmzRo3blyj1gcYiSCApX355Ze6\ncOFCze1Lly7p2LFjstlsjVrvpk2baoIA8HUtvN0A4E29e/fWrl27NHToUEnSgQMHdNddd+nf//53\nzWM+/PBDLVu2TJWVlYqMjNTcuXMVExOjN954Qy6XS3l5ecrOzlZ4eLiWLVum3bt3a+vWrdq7d68K\nCwvVpk0bVVVVadasWTp8+LBatmypRYsWKS4uzlvDBmphiwCWdv/99+vvf/97ze3t27fr/vvvr7l9\n7tw5zZ49W8uWLdOHH36oe++9V7Nnz665f+fOnZo5c6Z2796ttm3bKiMjQyNHjtSdd96padOm6ckn\nn5Tb7dZnn32mX/3qV8rMzFTv3r21du1aU8cJ3AhBAEvr06ePvvzySxUVFam8vFyffvqp+vXrV3P/\nRx99pL59+yomJkaS9Nhjj+njjz9WVVWVJKlXr17q0KGDJOn2229XTk7ONet06dJFP/nJTzw+DvAG\ndg3B0gICApSUlKTt27crIiJC99xzj+x2e839LpdLoaGhNbdDQ0PldrvlcrkkSSEhIbXWVV1dfc06\ndX0c4A1sEcDyHnroIe3cuVOZmZl66KGHat3Xrl07FRUV1dwuLi5WQECAwsPDr1pPYw8wA95CEMDy\nunfvrtzcXH355Zfq3bt3rfv69++vI0eO6OzZs5Kk9PR0DRgwoNZWw2Vut1uXJ/MNDAzUd999Z3zz\nQBNg1xAs6/I3eJvNpp///OcqKyu76r727dtr7ty5mjBhgiorKxUTE6PXXnut5jFXbgVceTspKUmv\nv/66vv76a3Xp0uW6jwN8gc2o6xGUlZVp+vTpKiws1MWLFzVhwgTt2LFDJ06cUFhYmCTpqaee0qBB\ng4woDwCoI8OCYPv27crJydH48eN17tw5jRs3Tj179tT999/PH38A8CGG7Rp68MEHa/7/3Llzat++\nvSSJC6IBgG8xbIvgshEjRigvL0/Lly/X22+/rfz8fF26dElt27ZVSkrKNc++AACYx/AgkKTs7GxN\nmzZNM2bMUFhYmOLj47Vq1Srl5uYqJSXF6PIAgBsw7PTR48eP1/x6Mj4+XlVVVerSpUvNrI6JiYm1\n5nO5HnYlAYCxDDtGcOTIEZ07d04zZszQ+fPnVVpaqtmzZ2vSpEnq2rWrsrKy1KVLF4/rsdlsys8v\nMapNr3I6Q/12bBLja+4YX/PldIZ6ftAVDAuCkSNHasaMGRo1apTKy8s1Z84ctWrVSsnJyQoODlZw\ncLBSU1ONKg8AqCPDgqBly5ZasGDBVcs3b95sVEkAQAMwxQQAWBxBAAAWRxAAgMURBABgcQQBAFgc\nQQAAFkcQAIDFEQQAYHEEAQBYHEEAABZHEACAxREEAGBxBAEAWBxBAAAWRxAAgMURBABgcQQBAFgc\nQQAAFkcQAIDFEQQAYHGGXbweAIxWUVGhs2dPN+i5LleICgu/r/fzYmJi5XA4GlTTVxEEAJqts2dP\na8rrWxXUJtKUeqXFeVr80hDFxXU2pZ5ZCAIAzVpQm0iFhEd7u41mzbAgKCsr0/Tp01VYWKiLFy9q\nwoQJ6tq1q6ZNm6bq6mo5nU6lpaX53SYWADQ3hgXB3r17ddddd2n8+PE6d+6cxo0bp549e2r06NG6\n7777tHDhQmVkZGjkyJFGtQAAqAPDzhp68MEHNX78eEnSuXPn1L59ex0+fFiJiYmSpISEBB08eNCo\n8gCAOjL8GMGIESOUl5en5cuXa9y4cQoMDJQkRUREKC8vz+jyAAAPDA+C9PR0ZWdn68UXX6y13O12\n13kdTmdoU7flM/x5bBLja+58fXwuV4jpNSMiQnz+dakvw4Lg+PHjatu2rTp06KD4+HhVVVUpODhY\nFy9eVMuWLZWbm6vIyLqd8pWfX2JUm17ldIb67dgkxtfcNYfxNeR3AE1R09dfl/oGlWHHCI4cOaK1\na9dKks6fP6+ysjL169dPO3fulCRlZmZq4MCBRpUHANSRYVsEI0eO1IwZMzRq1CiVl5drzpw5uuOO\nO/SHP/xBGzduVHR0tIYNG2ZUeQBAHRkWBC1bttSCBQuuWr5mzRqjSgIAGoBJ5wDA4ggCALA4ggAA\nLI4gAACLIwgAwOIIAgCwOIIAACyOIAAAiyMIAMDiCAIAsDiCAAAsjiAAAIsjCADA4ggCALA4ggAA\nLI4gAACLIwgAwOIIAgCwOIIAACyOIAAAiyMIAMDiCAIAsDiCAAAsroWRK09LS9Mnn3yiyspKPfPM\nM9qzZ49OnDihsLAwSdJTTz2lQYMGGdkCAMADw4Lg0KFD+uqrr5Senq6ioiINHTpU/fr104svvsgf\nfwDwIYYFQa9evXTXXXdJkkJDQ1VWVqaqqiq53W6jSgIAGsCwYwR2u11BQUGSpE2bNmnQoEGy2+16\n99139etf/1ovvPCCXC6XUeUBAHVk6DECSdq9e7cyMjK0Zs0aHTt2TOHh4YqPj9eqVau0dOlSpaSk\neFyH0xlqdJte489jkxhfc+fr43O5QkyvGRER4vOvS30ZGgT79+/XqlWrtHr1aoWEhKhfv3419yUm\nJuqVV16p03ry80uMatGrnM5Qvx2bxPiau+YwvsLC771S09dfl/oGlWG7hkpKSpSWlqYVK1aodevW\nkqTJkyfriy++kCRlZWWpS5cuRpUHANSRYVsE27dvV1FRkaZMmVKz7Je//KWSk5MVHBys4OBgpaam\nGlUeAFBHhgXB8OHDNXz48KuWDx061KiSAIAG4JfFAGBxBAEAWBxBAAAWRxAAgMURBABgcQQBAFgc\nQQAAFmf4XENo3ioqKnT27OkGPdflCmnQFAAxMbFyOBwNqgmg/ggC3NDZs6c15fWtCmoTaUq90uI8\nLX5piOLiOptSDwBBgDoIahOpkPBob7cBwCAcIwAAiyMIAMDiCAIAsDiCAAAsjiAAAIsjCADA4ggC\nALA4ggAALI4gAACLIwgAwOI8BsGxY8e0Z88eSdLChQs1duxYHTlyxPDGAADm8BgE8+bN06233qoj\nR47o888/V0pKihYvXmxGbwAAE3gMAofDoU6dOmnPnj164okn1LlzZ9ntdjN6AwCYwOPso+Xl5dq+\nfbt2796t5557TkVFRfruu+/qtPK0tDR98sknqqys1DPPPKNu3bpp2rRpqq6ultPpVFpaGvPOA4CX\nedwieOGFF/TBBx/o+eefV0hIiNavX68nn3zS44oPHTqkr776Sunp6Vq9erXmzZunJUuWaPTo0dqw\nYYNiY2OVkZHRFGMAADSCxyDIzs7WsmXL9OCDD0qSJk2apP/+978eV9yrVy8tWrRIkhQaGqqysjJl\nZWUpMTFRkpSQkKCDBw82onUAQFO47q6hQ4cO6dChQ9q6dauKi4vldrslSZWVldq8ebMmT558wxXb\n7XYFBQVJkjZt2qRBgwbpwIEDCgwMlCRFREQoLy+vqcYBAGig6wbBrbfeWvOH+vLBYbfbrcDAQC1c\nuLDOBXbv3q3Nmzfrrbfe0uDBg2uWXw6WunA6Q+v82ObG18fmcoWYXjMiIsTnX5fLmkufDeXr4+Pz\n2TSuGwSRkZEaMmSIevbsqejoaNlsNl28eFEFBQW6+eab67Ty/fv3a+XKlXrrrbcUEhKioKAgVVRU\nyOFwKDc3V5GRdbsObn5+Sd1G08w4naE+P7aGXHy+KWr6+usiNY/3rzGaw/j4fF5bfYPK4zGCDz74\nQO+8847Kyso0bNgwTZ48uWbf/42UlJQoLS1NK1euVOvWrSVJ/fv3144dOyRJmZmZGjhwYL2aBQA0\nPY+nj+7du1fp6enasmWLEhIS9NJLL2nMmDEeV7x9+3YVFRVpypQpkiSbzaY//elPmjVrljZu3Kjo\n6GgNGzas8SMAADSKxyBo0aKFbDab9u3bp7Fjx0qSqqurPa54+PDhGj58+FXL16xZ04A2AQBG8RgE\noaGhevrpp/Xtt9+qR48e+sc//qGAAOaqAwB/4TEIFixYoH/+85+6++67ZbPZ1LJlS82fP9+M3gAA\nJvD41T44OFgdO3bUqVOnlJWVJbfbrfHjx5vRGwDABB63CObOnauPPvpI+fn5io2N1enTp/Wb3/zG\njN4AACao0/UIPvzwQ91+++3KyMjQ22+/rQsXLpjRGwDABB6D4PKvii9duqTq6mp169ZNR48eNbwx\nAIA5PO4aiouL0/r163X33Xdr3Lhx6tSpE1sEAOBHPAbBq6++qu+++06hoaH64IMPVFhYqN/97ndm\n9AYAMIHHXUN5eXnasmWLAgICNGTIELlcLtlsNjN6AwCYwGMQzJgxQ06ns+Z2586dlZycbGhTAADz\neAyCixcv1lyURpIefvhhXbp0ydCmAADm8RgEl+cZKi8vV2lpqXbs2MGuIQDwIx4PFr/22muaM2eO\npk6dKpvNph49eui1114zozcAgAk8BkHHjh31zjvvmNELYLqKigqdPXu6Qc91uUIadGGUmJhYORyO\nBtUEjOAxCAB/dvbsaU15fauC2tTtanmNVVqcp8UvDVFcXGdT6gF1QRDA8oLaRCokPNrbbQBew4UF\nAMDiPG4RfPTRR/rLX/6ikpISud1uST+cSbRu3TrDmwMAGM9jELz88suaMGGCoqKiapZx+igA+A+P\nQdCpUycuMg8AfsxjEDz++OOaOXOmevTooRYtWsjtdstms2no0KFm9AegGWnM6bgNceaMebX8mccg\nWLlypVq1aqWKiopaywkCAP/L7NNxC74+qba33G5KLX/mMQgCAwO1fv16M3oB4AfMPB23tDjXlDr+\nzuPpowkJCTp48KAqKipUXV1d819dZWdnKykpSRs2bJAkTZ8+XY888ojGjBmjMWPGaN++fQ3vHgDQ\naB63CJYvX66ysrJay2w2m06ePOlx5WVlZZo/f74GDBhQ67kvvviiBg0a1IB2AQBNzWMQfPrppw1e\nucPh0MqVK7Vq1apayy//HgEA4H0eg2DRokXX/N3AlClTPK7cbrfLbrdftfzdd9/V2rVr1bZtW6Wk\npCg8PLyO7QIAmprHILDb7TVBUFFRoaysLN1xxx0NLjhkyBCFh4crPj5eq1at0tKlS5WSknLD5zid\noQ2u5+t8fWwuV4jpNSMiQkx7Xfx9fI1V3z698XqarTm9f3XlMQgmTZpU63ZVVZUmTpzY4IL9+vWr\n+f/ExES98sorHp+Tn1/S4Hq+zOkM9fmxNWSa5aaoadbr4u/ja4yGfD698XqarTm8f/UNqnpPOnfp\n0iWdOXOmXs+58pjA5MmT9cUXX0iSsrKy1KVLl/q2AABoQh63CP737J7i4uI6Tzlx9OhRpaSkqKCg\nQHa7Xenp6Zo0aZKSk5MVHBys4OBgpaamNqxzAECT8BgEl8//l6SAgACFhISodevWdVp59+7dtW3b\ntquWDx48uB4tAgCM5DEI2rVrpwMHDqi4uLjWLp7HHnvM0MYAAObwGARPPfWUAgICFB1d+yfjBAEA\n+AePQVBZWan09HQzegEAeIHHs4Zuu+02FRYWmtELAMALPG4R5OTkaPDgwYqLi6v5lbDNZqt1EBkA\n0Hx5DILf/va3Vy3jUpUA4D88BkGfPn3M6AMA4CX1/mUxAMC/EAQAYHEEAQBYHEEAABZHEACAxREE\nAGBxBAEAWBxBAAAWRxAAgMURBABgcQQBAFgcQQAAFkcQAIDFEQQAYHEEAQBYHEEAABZneBBkZ2cr\nKSmp5tKWOTk5GjNmjEaNGqWpU6eqoqLC6BYAADdgaBCUlZVp/vz5GjBgQM2yJUuWaPTo0dqwYYNi\nY2OVkZFhZAsAAA8MDQKHw6GVK1eqXbt2NcsOHz6sxMRESVJCQoIOHjxoZAsAAA88XrO4Mex2u+x2\ne61lZWVlCgwMlCRFREQoLy/PyBYAAB4YGgSeuN3uOj3O6Qw1uBPv8fWxuVwhpteMiAgx7XXx9/E1\nVn379Mbrabbm9P7VlelBEBQUpIqKCjkcDuXm5ioyMtLjc/LzS0zozHxOZ6jPj62w8Huv1DTrdfH3\n8TVGQz6f3ng9zdYc3r/6BpUpp49e+c2/f//+2rFjhyQpMzNTAwcONKMFAMB1GLpFcPToUaWkpKig\noEB2u13p6elavXq1kpOTtXHjRkVHR2vYsGFGtgAA8MDQIOjevbu2bdt21fI1a9YYWRYAUA/8shgA\nLI4gAACLIwgAwOIIAgCwOIIAACyOIAAAiyMIAMDiCAIAsDiCAAAsjiAAAIsjCADA4ggCALA4ggAA\nLI4gAACLIwgAwOIIAgCwOIIAACyOIAAAiyMIAMDiCAIAsDhDL14P1Fd1VaXOnDltWj0zawG+iiCA\nTyn/vkALNhYqqE2OKfUKvj6ptrfcbkotwFcRBPA5QW0iFRIebUqt0uJcU+oAvsz0IPj44481ZcoU\nde7cWZLUtWtXzZo1y+w2AAA/8soWQZ8+fbR48WJvlAYA/A+vnDXkdru9URYAcA2mbxHYbDadOnVK\nzz77rIqLizVx4kT179/f7DYAoN7MPqstJiZWDofD8DqmB0FsbKwmTpyoBx54QGfPntXYsWO1a9cu\ntWhx/VaczlATOzSXr4/N5Qrxdgt+JyIixOff98vq26e/f17MPKuttDhP6//4K0VHdzG8lulBEBUV\npQceeECSFBMTo3bt2ik3N1fR0dc/SyQ/v8Ss9kzldIb6/NgKC7/3dgt+p7Dwe59/36WGfT6t8Hkx\n86y2hn5W6hvgph8j2LZtm5YuXSpJKigoUEFBgaKiosxuAwDwI9O3CBITE/X73/9eI0eOVHV1tV5+\n+eUb7hYCABjL9L/AwcHBWrFihdllAQDXwVdxwERmn3UimXfmCZovggAwkdlzKZUW52nxS0MUF9fZ\nlHponggCwGRmnnUC1AXXIwAAiyMIAMDiCAIAsDiCAAAsjiAAAIsjCADA4ggCALA4ggAALI4gAACL\nIwgAwOKYYgLwY42Z5M7lCqn3hWbMnlAPTYMgAPyY2ZPcFXx9Um1vud2UWmg6BAHg58yc5K60ONeU\nOmhaHCMAAIsjCADA4ggCALA4ggAALI4gAACLIwgAwOK8cvpoamqqPv/8c0nSzJkzdeedd3qjDQCA\nvLBFcPjwYZ05c0bp6emaN2+e5s2bZ3YLAIArmB4Ehw4dUlJSkiQpLi5OxcXFunDhgtltAAB+ZHoQ\nnD9/XuHh4TW3IyIilJ+fb3YbAIAfeX2KCbfbLZvN1qTrPHPmtE6e/FeTrvNGHI5A/d//xdb7eQ2Z\n1MtsZ86cVmlxnmn1ykoKJTXt54F61GuO9cz8d2d6EERGRur8+fM1t/Py8uR0Om/4HKcztF41nM5u\nuvvubg3qD7X17dtTTzwxzNttADCQ6buG7rnnHu3cuVOSdOLECUVFRSkoKMjsNgAAPzJ9i6BHjx66\n4447NGLECNntds2ePdvsFgAAV7C53W63t5sAAHgPvywGAIsjCADA4ggCALA4nw2C1NRUjRgxQiNG\njNCxY8e83U6TS0tL04gRI/TYY49p165d3m7HEOXl5UpKStL777/v7Vaa3NatW/WLX/xCjz76qPbt\n2+ftdprUhQsXNHHiRI0dO1YjRozQgQMHvN1Sk8jOzlZSUpI2bNggScrJydGYMWM0atQoTZ06VRUV\nFV7usOGuNbYnn3xSY8aM0bhx42qdsn8tPhkE/j4f0aFDh/TVV18pPT1dq1evVmpqqrdbMsTy5csV\nFhbW5D8Y9DaXy6U333xT7733nlauXKk9e/Z4u6Um9f777+vWW2/VunXrtGTJEr/491dWVqb58+dr\nwIABNcuWLFmi0aNHa8OGDYqNjVVGRoYXO2y4a41t8eLFeuKJJ7R+/XolJSVp7dq1N1yHTwaBv89H\n1KtXLy1atEiSFBoaqtLSUvnbyVunTp3Sf/7zH917771+N7aDBw+qf//+CgoKktPp1KuvvurtlppU\n27ZtVVRUJEkqLi5WRESElztqPIfDoZUrV6pdu3Y1yw4fPqzExERJUkJCgg4ePOit9hrlWmObPXu2\n7rvvPklSeHh4zft5PT4ZBP4+H5Hdbq/5Ed2mTZt07733+t235tdff13JycnebsMQ33zzjcrLy/Xs\ns89q1KhRzfYPyPU88MADysnJ0eDBgzVmzBhNnz7d2y01mt1ul8PhqLWsrKxMgYGBkn74G5OXZ96U\nDk3pWmMLCgqS3W5XVVWV3nvvPT3yyCM3XIfX5xqqCyPmI/IFu3fvVkZGhtasWePtVprUli1b9LOf\n/Uw333yz320NSD98HouKivTmm2/qm2++0dixY7V3715vt9Vk/va3v6lDhw7685//rOzsbKWkpOiv\nf/2rt9sylD9+TquqqjRt2jT17dtXffv2veFjfTIIGjIfUXOzf/9+rVq1SqtXr1ZISIi322lS+/bt\n09mzZ7Vr1y59++23cjgcat++vfr16+ft1ppEu3bt1KNHDwUEBCgmJkbBwcEqLCz0i10okvTpp5/W\n7G+Oj4/Xt99+65dfxoKCglRRUSGHw6Hc3FxFRkZ6u6UmlZycrE6dOum5557z+Fif3DXk7/MRlZSU\nKC0tTStWrFDr1q293U6TW7hwoTZt2qSNGzfq8ccf13PPPec3ISD98Pk8dOiQ3G63XC6XSktL/SYE\nJCk2NlafffaZpB92gwUFBflNCFz5zb9///7asWOHJCkzM1MDBw70VltN4sqxbd26VQ6HQxMnTqzT\nc312iokFCxYoKyurZj6irl27erulJrNx40YtXbpUHTt2rFmWlpamDh06eK8pgyxdulS33HKLhg4d\n6u1WmtTGjRu1adMmSdKECROUkJDg5Y6aTmlpqWbMmKGCggJVVlZq6tSp6tOnj7fbapSjR48qJSVF\nBQUFstvtCgsL0+rVq5WcnKyLFy8qOjpaf/zjH2W3273dar1da2xVVVW66aabFBwcLEm67bbbNGfO\nnOuuw2eDAABgDp/cNQQAMA9BAAAWRxAAgMURBABgcQQBAFgcQQAAFkcQAE3s1KlT+te//iVJmj59\nut9Pz4DmjyAAmlhmZqZOnDghSX7zi1z4N5+cawgwy8cff6wVK1aoffv2On78uH7605+qc+fO2rNn\nj1wul1avXq2TJ09q2bJluummm9SqVSu9+uqrioqKUmJiosaOHav9+/fr66+/1ssvv6xWrVrp3Xff\nVevWrdWqVStJ0vHjx7Vnzx6dPn1ajz76qJ5++mkvjxqojS0CWN6xY8eUnJysjIwMbdu2TWFhYVq3\nbp26deumLVu2aNasWXrjjTe0bt06DRw4sOZaEpLUqlUrvfXWW3r22We1fv16de/eXQMHDtT48eP1\n8MMPy+12q6SkRCtWrNDbb7+t5cuXe3GkwLURBLC8uLg4tW7dWg6HQ2FhYerZs6ckKSoqSpcuXVK7\ndu0UFRUl6YeLCh0/frzmub1795YkdejQQcXFxVet22az1czTExUV5ZcXIULzRxDA8v53orErb2dn\nZ9e673//iLdo0eK6910WEFD7nxlBAF9DEAA30LFjRxUWFionJ0fSD5ep7NGjxw2fY7PZdOnSJTPa\nA5oEB4thaTab7YZn9tx0002aO3eunn/+eQUGBio4OFipqak3XE/fvn2VlpZW883/yvVzFhF8EdNQ\nA4DFsWsIACyOIAAAiyMIAMDiCAIAsDiCAAAsjiAAAIsjCADA4ggCALC4/wf5ItKplXeQpgAAAABJ\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_dep200to300.hist('Month', bins=np.arange(0.5,12.5))\n", "plt.ylabel('num casts')\n", "plt.xlabel('month')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Max Salinity range of Observations\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Highest maximum salinity in all of the casts 34.0\n", "Lowest maximum salinity in all of the casts: 33.1\n", "Mean maximum salinity in all of the casts 33.9\n" ] } ], "source": [ "print 'Highest maximum salinity in all of the casts {0:.3}'.format(max(data_dep200to300['Salinity'].apply(max)))\n", "print 'Lowest maximum salinity in all of the casts: {0:.3}'.format(min(data_dep200to300['Salinity'].apply(max)))\n", "print 'Mean maximum salinity in all of the casts {0:.3}'.format(np.mean(data_dep200to300['Salinity'].apply(max)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model boundary conditions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start to look at the model boundary conditions.\n", "\n", "In each month, plot the salinity/temperature at a few points along the open boundary. Include on the same axis the observations." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[u'deptht', u'nav_lat', u'nav_lon', u'nbidta', u'nbjdta', u'nbrdta', u'time_counter', u'vosaline', u'votemper']\n" ] } ], "source": [ "#Loading boundary conditions\n", "bc = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/open_boundaries/west/SalishSea2_Masson_DC.nc')\n", "nc_tools.show_variables(bc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selection of observations\n", "Remove observations with longitude < -124.8 to exclude points far from observations. Check histogram again." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEbCAYAAADAsRPLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_compare = data_dep200to300[data_dep200to300['Longitude'] > -124.8]\n", "min_year = data_compare['Year'].min()\n", "max_year = data_compare['Year'].max()\n", "data_compare.hist('Year', bins = np.arange(min_year-0.5,max_year+1.5))\n", "plt.ylabel('num casts')\n", "plt.xlabel('year')\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEbCAYAAADXk4MCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAGfVJREFUeJzt3XtwVOX9x/HPZskKuQAJuYAxAxi5tWpB5SoDElOQqhQV\nFSqgVq2Vu9Y6RAj64xJLHIerQCiggtSkJWjBInIpwwAlggoSqalAp1w0JDHZxEgCue3vD2QH5LK5\n7dlkn/drhhn27O75fp/NJp895+x5js3lcrkEADBWgK8bAAD4FkEAAIYjCADAcAQBABiOIAAAwxEE\nAGA4ggDG6tq1qyZNmnTZ8mnTpqlr1671WvehQ4f0n//8R5K0fv16Pfnkk/VaH+BNBAGMduTIEZ05\nc8Z9u6KiQllZWbLZbPVa77p169xBADR2zXzdAOBLvXr10tatWzV8+HBJ0u7du3Xrrbfq66+/dj/m\no48+0pIlS1RZWamoqCjNnj1bsbGxWrRokZxOp/Ly8pSdna2wsDAtWbJE27Zt04YNG7Rjxw4VFhaq\nVatWqqqq0vTp07Vv3z5dd911mj9/vuLi4nw1bOASbBHAaPfcc4/+8Y9/uG9v2rRJ99xzj/v2t99+\nqxkzZmjJkiX66KOPdNddd2nGjBnu+z/++GNNmzZN27ZtU5s2bZSRkaFRo0bplltu0UsvvaQnnnhC\nLpdLX3zxhX7zm99oy5Yt6tWrl9566y1LxwlcC0EAo/Xu3VtHjhxRUVGRzp49qwMHDqhv377u+/fs\n2aM+ffooNjZWkjRixAh98sknqqqqkiT17NlT7dq1kyR169ZNOTk5V6zTuXNn/exnP/P4OMAX2DUE\nowUEBCghIUGbNm1SeHi47rzzTtntdvf9TqdToaGh7tuhoaFyuVxyOp2SpJCQkEvWVV1dfcU6NX0c\n4AtsEcB49957rz7++GNt2bJF99577yX3RUREqKioyH27uLhYAQEBCgsLu2w99T3ADPgKQQDjde/e\nXbm5uTpy5Ih69ep1yX39+vXTp59+qpMnT0qS0tLS1L9//0u2Gi5wuVy6MJlvYGCgvv/+e+83DzQA\ndg3BWBc+wdtsNv3yl79UWVnZZfe1bdtWs2fP1rhx41RZWanY2FjNmjXL/ZiLtwIuvp2QkKDXX39d\np06dUufOna/6OKAxsHnzegQpKSn6/PPPVVlZqWeffVbbt2/X4cOH1bp1a0nS008/rYEDB3qrPACg\nBry2RZCZmamjR48qLS1NRUVFGj58uPr27asXX3yRP/4A0Ih4LQh69uypW2+9VdL5b1qUlZWpqqpK\nXBANABoXr+4auiA9PV2fffaZ7Ha78vPzVVFRoTZt2igpKemK374AAFjH60Gwbds2LV++XKtWrVJW\nVpbCwsLUtWtXLV++XLm5uUpKSvJmeQCAB179+uiuXbu0fPlyrVixQiEhIerbt697Vsf4+PhL5nO5\nEnYjAYD3ee0YQUlJiVJSUvTOO++oZcuWkqRJkyZp/Pjx6tKli/bv36/OnTtfcx02m035+SXeatHn\nIiNDGV8TxviaLn8em3R+fLXhtSDYtGmTioqKNHnyZPeyhx56SImJiQoODlZwcLCSk5O9VR4AUEOW\nHCyuD39PbcbXdDG+psufxybVfouAKSYAwHAEAQAYjiAAAMMRBABgOIIAAAxHEACA4QgCADAcQQAA\nhiMIAMBwBAEAGI4gAADDEQQAYDiCAAAMRxAAgOEIAgAwHEEAAIYjCADAcAQBABiOIAAAwxEEAGA4\nggAADNfM1w2gcSsvL9fJk8fr9FynM0SFhT/U+nmxse3lcDjqVBNA7REEuKaTJ49r8usbFNQqypJ6\npcV5WvDHYYqL62RJPQAEAWogqFWUQsJifN0GAC/hGAEAGI4gAADDEQQAYDiCAAAMRxAAgOEIAgAw\nHEEAAIYjCADAcAQBABiOIAAAwxEEAGA4ggAADOfVSedSUlL0+eefq7KyUs8++6xuvvlmvfTSS6qu\nrlZkZKRSUlKYbhgAfMxrQZCZmamjR48qLS1NRUVFGj58uPr27avRo0dryJAhmjdvnjIyMjRq1Chv\ntQAAqAGv7Rrq2bOn5s+fL0kKDQ1VWVmZ9u/fr/j4eEnSoEGDtHfvXm+VBwDUkNeCwG63KygoSJK0\nbt06DRw4UKWlpQoMDJQkhYeHKy8vz1vlAQA15PUL02zbtk3r16/XypUrNXjwYPdyl8tVo+dHRoZ6\nq7VGobGPz+kMsbxmeHhIo39dLmgqfdaVP4/Pn8dWW14Ngl27dik1NVUrV65USEiIgoKCVF5eLofD\nodzcXEVFeb78YX5+iTdb9KnIyNBGP766XHO4IWo29tdFaho/v/rw5/H589ik2oec13YNlZSUKCUl\nRampqWrZsqUkqV+/ftq8ebMkacuWLRowYIC3ygMAashrWwSbNm1SUVGRJk+eLEmy2Wz605/+pOnT\npys9PV0xMTF64IEHvFUeAFBDXguCRx99VI8++uhly1etWuWtkgCAOuDMYgAwHEEAAIYjCADAcF4/\njwAAvKG8vFwnTx6v03OdzpA6fTU6Nra9X86PRhAAaJJOnjyuya9vUFArz+cjNYTS4jwt+OMwxcV1\nsqSelQgCAE1WUKsohYTF+LqNJo9jBABgOIIAAAxHEACA4QgCADAcQQAAhiMIAMBwBAEAGI4gAADD\nEQQAYDiCAAAMRxAAgOEIAgAwHEEAAIYjCADAcAQBABiO6xHAaFzlCiAIYDiucgUQBABXuYLxOEYA\nAIYjCADAcAQBABiOIAAAwxEEAGA4ggAADEcQAIDhCAIAMBxBAACGIwgAwHAEAQAYzqtBkJ2drYSE\nBK1du1aSNHXqVN1///0aM2aMxowZo507d3qzPACgBrw26VxZWZnmzp2r/v37u5fZbDa9+OKLGjhw\noLfKAgBqyWtbBA6HQ6mpqYqIiLhkucvl8lZJAEAdeC0I7Hb7FS++8e677+rxxx/XCy+8IKfT6a3y\nAIAa8rhrKCsrS3l5ebr77rs1b948HThwQJMmTdIdd9xR62LDhg1TWFiYunbtquXLl2vx4sVKSkqq\nU+MAGp/6XPGttk6csKaOCTwGwZw5c/Taa6/p008/1aFDh5SUlKSZM2dqzZo1tS7Wt29f9//j4+P1\nf//3fx6fExkZWus6TUljH5/TGWJ5zfDwEMteF38fX33Vts+vv/7asiu+FZz6Sm1u6Ob1OhdrSj+7\n2vAYBA6HQx07dtRf//pXPfLII+rUqZPsdnuNC1x8TGDSpEkaP368unTpov3796tz584en5+fX1Lj\nWk1NZGRoox9fXa7J2xA1rXpd/H189VGX92dh4Q+WXfGttDjX6zV+qin97GrDYxCcPXtWmzZt0rZt\n2zR+/HgVFRXp+++/97jigwcPKikpSQUFBbLb7UpLS9PEiROVmJio4OBgBQcHKzk5uVbNAgAanscg\neOGFF7R69Wo9//zzCgkJ0aJFi/TEE094XHH37t21cePGy5YPHjy4To0CALzD47eGsrOztWTJEv3q\nV7+SJE2cOFH/+9//vN0XAMAiV90iyMzMVGZmpjZs2KDi4mL3vv7KykqtX79ekyZNsqxJAID3XDUI\nbrzxRuXl5UmS++Cwy+VSYGCg5s2bZ013AACvu2oQREVFadiwYbrtttsUExMjm82mc+fOqaCgQNdf\nf72VPQIAvMjjweIPP/xQzZs316OPPqqHHnpIQUFB6t+/v6ZMmWJFfwAAL/N4sHjHjh16/PHHtXnz\nZg0aNEjr1q3TZ599ZkVvAAALeAyCZs2ayWazaefOnbr77rslSdXV1V5vDABgDY+7hkJDQ/XMM8/o\n9OnT6tGjh/75z38qIIDr2QCAv/AYBG+88Yb+9a9/6fbbb5fNZtN1112nuXPnWtEbAMACHj/aBwcH\nq0OHDjp27Jj2798vl8ulp556yoreAAAW8LhFMHv2bO3Zs0f5+flq3769jh8/rt/+9rdW9AYAsIDH\nLYKsrCx99NFH6tatmzIyMvT222/rzJkzVvQGALCAxyC4cFZxRUWFqqurdfPNN+vgwYNebwwAYA2P\nu4bi4uK0Zs0a3X777XryySfVsWNHtggAwI94DIKZM2fq+++/V2hoqD788EMVFhbq97//vRW9AQAs\n4HHXUF5enj744AMFBARo2LBhcjqdstlsVvQGALCAxyB4+eWXFRkZ6b7dqVMnJSYmerUpAIB1PAbB\nuXPn3BelkaT77rtPFRUVXm0KAGAdj0FwYZ6hs2fPqrS0VJs3b2bXEAD4EY8Hi2fNmqVXXnlFU6ZM\nkc1mU48ePTRr1iwregMAWMBjEHTo0EHvvPOOFb0AAHyAaUQBwHAEAQAYjiAAAMN5PEawZ88e/eUv\nf1FJSYlcLpek898kWr16tdebAwB4n8cgePXVVzVu3DhFR0e7l/H1UQDwHx6DoGPHjnrggQes6AUA\n4AMeg+Dhhx/WtGnT1KNHDzVr1kwul0s2m03Dhw+3oj8AgJd5DILU1FS1aNFC5eXllywnCADAP3gM\ngsDAQK1Zs8aKXgAAPuDx66ODBg3S3r17VV5erurqavc/AIB/8LhFsHTpUpWVlV2yzGaz6auvvvJa\nUwAA63gMggMHDljRBwDARzwGwfz586943sDkyZO90hAAwFoejxHY7Xb3v6qqKmVmZqqkpMSK3gAA\nFvC4RTBx4sRLbldVVWnChAleawgAYK1aTzpXUVGhEydO1Oix2dnZSkhI0Nq1ayVJOTk5GjNmjB57\n7DFNmTLlsnMTAADW87hFMHDgwEtuFxcX12jKibKyMs2dO1f9+/d3L1u4cKFGjx6tIUOGaN68ecrI\nyNCoUaPq0DYAoKF4DIILn+YlKSAgQCEhIWrZsqXHFTscDqWmpmr58uXuZfv27dPMmTMlnT8/YdWq\nVQQBAPiYxyCIiIjQ7t27VVxc7J6GWpJGjBhxzeddOMB8sbKyMgUGBkqSwsPDlZeXV5eeAQANyGMQ\nPP300woICFBMTMwlyz0FgScXhwoAwHc8BkFlZaXS0tIapFhQUJDKy8vlcDiUm5urqKgoj8+JjAxt\nkNqNVWMfn9MZYnnN8PAQy14Xfx9ffdW2T1+8nlZqSj+72vAYBDfddJMKCwsVHh5epwIXf/Lv16+f\nNm/erGHDhmnLli0aMGCAx+fn5/vvOQuRkaGNfnyFhT/4pKZVr4u/j68+6vL+9MXraaWm9LOrDY9B\nkJOTo8GDBysuLs69z99ms11yEPlKDh48qKSkJBUUFMhutystLU0rVqxQYmKi0tPTFRMTwwVvAKAR\n8BgEv/vd7y5bVpNLVXbv3l0bN268bPmqVatq2BoAwAoeg6B3795W9AEA8JFan1kMAPAvBAEAGI4g\nAADDEQQAYDiCAAAMRxAAgOEIAgAwHEEAAIYjCADAcAQBABiOIAAAwxEEAGA4ggAADEcQAIDhCAIA\nMBxBAACGIwgAwHAEAQAYjiAAAMMRBABgOIIAAAxHEACA4QgCADAcQQAAhiMIAMBwBAEAGI4gAADD\nEQQAYDiCAAAMRxAAgOEIAgAwHEEAAIYjCADAcAQBABiOIAAAwzWzuuAnn3yiyZMnq1OnTpKkLl26\naPr06Va3AQD4keVBIEm9e/fWggULfFEaAPATPtk15HK5fFEWAHAFlm8R2Gw2HTt2TM8995yKi4s1\nYcIE9evXz+o2AKBWqqsqdeLEcUtrxsa2l8Ph8Hody4Ogffv2mjBhgoYOHaqTJ09q7Nix2rp1q5o1\nu3IrkZGhFndorcY+PqczxPKa4eEhlr0u/j6++qptn754Pa1y9ocCvZFeqKBWOZbUKy3O05rXfqOY\nmM5er2V5EERHR2vo0KGSpNjYWEVERCg3N1cxMTFXfHx+fomV7VkqMjK00Y+vsPAHn9S06nXx9/HV\nR13en754Pa0U1CpKIWFX/lvlDXV9r9Q2wC0/RrBx40YtXrxYklRQUKCCggJFR0db3QYA4EeWbxHE\nx8frD3/4g0aNGqXq6mq9+uqrV90tBADwPsv/AgcHB2vZsmVWlwUAXAVnFgOA4QgCADAcQQAAhuMo\nLRoVq0/asfoEIX8+KQlNF0GARsXqk3YKTn2lNjd0s6SW5JuTkhb8cZji4jpZUg9NE0GARsfKk3ZK\ni3MtqXMxq09KAjzhGAEAGI4gAADDEQQAYDiCAAAMRxAAgOEIAgAwHEEAAIYjCADAcAQBABiOIAAA\nwxEEAGA4ggAADEcQAIDhCAIAMBxBAACGIwgAwHAEAQAYjiAAAMMRBABgOIIAAAxHEACA4QgCADAc\nQQAAhiMIAMBwzXzdAADvqa6q1IkTx+v0XKczRIWFP9TqOXWtBd8iCAA/dvaHAr2RXqigVjmW1Cs4\n9ZXa3NDNklpoOAQB4OeCWkUpJCzGklqlxbmW1EHD4hgBABiOIAAAw/lk11BycrIOHTokSZo2bZpu\nueUWX7QBAJAPtgj27dunEydOKC0tTXPmzNGcOXOsbgEAcBHLgyAzM1MJCQmSpLi4OBUXF+vMmTNW\ntwEA+JHlQfDdd98pLCzMfTs8PFz5+flWtwEA+JHPvz7qcrlks9kadJ1ZWYf07bffNOg6ryU8vI3C\nw8M8P/An6nLCjtVOnDiu0uI8y+qVlRRKatj3A/X8s54/j02Spb93lgdBVFSUvvvuO/ftvLw8RUZG\nXvXxkZGhta4RH39nnXrD5fr0uU2PPPKAr9sA4EWW7xq688479fHHH0uSDh8+rOjoaAUFBVndBgDg\nR5ZvEfTo0UM///nPNXLkSNntds2YMcPqFgAAF7G5XC6Xr5sAAPgOZxYDgOEIAgAwHEEAAIZrtEGQ\nnJyskSNHauTIkcrKyvJ1Ow0uJSVFI0eO1IgRI7R161Zft9Pgzp49q4SEBL3//vu+bsUrNmzYoF//\n+td68MEHtXPnTl+302DOnDmjCRMmaOzYsRo5cqR2797t65YaRHZ2thISErR27VpJUk5OjsaMGaPH\nHntMU6ZMUXl5uY87rJ8rje+JJ57QmDFj9OSTT17ylf0raZRB4O/zEWVmZuro0aNKS0vTihUrlJyc\n7OuWGtzSpUvVunXrBj9ZsDFwOp1688039d577yk1NVXbt2/3dUsN5v3339eNN96o1atXa+HChX7x\nu1dWVqa5c+eqf//+7mULFy7U6NGjtXbtWrVv314ZGRk+7LB+rjS+BQsW6JFHHtGaNWuUkJCgt956\n65rraJRB4O/zEfXs2VPz58+XJIWGhqq0tFT+9OWtY8eO6b///a/uuusuvxrXBXv37lW/fv0UFBSk\nyMhIzZw509ctNZg2bdqoqKhIklRcXKzw8HAfd1R/DodDqampioiIcC/bt2+f4uPjJUmDBg3S3r17\nfdVevV1pfDNmzNCQIUMkSWFhYe6f6dU0yiDw9/mI7Ha7+yS6devW6a677vKrT86vv/66EhMTfd2G\n13zzzTc6e/asnnvuOT322GNN+o/ITw0dOlQ5OTkaPHiwxowZo6lTp/q6pXqz2+1yOByXLCsrK1Ng\nYKCk839f8vKsm86hoV1pfEFBQbLb7aqqqtJ7772n+++//5rr8PlcQzXhjfmIGoNt27YpIyNDq1at\n8nUrDeaDDz7QHXfcoeuvv94vtwak8+/HoqIivfnmm/rmm280duxY7dixw9dtNYi///3vateunf78\n5z8rOztbSUlJ+tvf/ubrtrzKX9+nVVVVeumll9SnTx/16dPnmo9tlEFQ2/mImqJdu3Zp+fLlWrFi\nhUJCQnzdToPZuXOnTp48qa1bt+r06dNyOBxq27at+vbt6+vWGkxERIR69OihgIAAxcbGKjg4WIWF\nhX6xG+XAgQPufc1du3bV6dOn/fKDWFBQkMrLy+VwOJSbm6uoqChft9TgEhMT1bFjR40fP97jYxvl\nriF/n4+opKREKSkpWrZsmVq2bOnrdhrUvHnztG7dOqWnp+vhhx/W+PHj/SoEpPPvz8zMTLlcLjmd\nTpWWlvpFCEhS+/bt9cUXX0g6vwssKCjIb0Lg4k/+/fr10+bNmyVJW7Zs0YABA3zVVoO5eHwbNmyQ\nw+HQhAkTavTcRjvFxBtvvKH9+/e75yPq0qWLr1tqMOnp6Vq8eLE6dOjgXpaSkqJ27dr5rikvWLx4\nsW644QYNHz7c1600uPT0dK1bt06SNG7cOA0aNMjHHTWM0tJSvfzyyyooKFBlZaWmTJmi3r17+7qt\nejl48KCSkpJUUFAgu92u1q1ba8WKFUpMTNS5c+cUExOj1157TXa73det1smVxldVVaXmzZsrODhY\nknTTTTfplVdeueo6Gm0QAACs0Sh3DQEArEMQAIDhCAIAMBxBAACGIwgAwHAEAQAYjiAAGtixY8f0\n73//W5I0depUv5+iAU0fQQA0sC1btujw4cOS5Ddn5cK/Ncq5hgCrfPLJJ1q2bJnatm2rL7/8Ur/4\nxS/UqVMnbd++XU6nUytWrNBXX32lJUuWqHnz5mrRooVmzpyp6OhoxcfHa+zYsdq1a5dOnTqlV199\nVS1atNC7776rli1bqkWLFpKkL7/8Utu3b9fx48f14IMP6plnnvHxqIFLsUUA42VlZSkxMVEZGRna\nuHGjWrdurdWrV+vmm2/WBx98oOnTp2vRokVavXq1BgwY4L6WhCS1aNFCK1eu1HPPPac1a9aoe/fu\nGjBggJ566indd999crlcKikp0bJly/T2229r6dKlPhwpcGUEAYwXFxenli1byuFwqHXr1rrtttsk\nSdHR0aqoqFBERISio6Mlnb+o0Jdfful+bq9evSRJ7dq1U3Fx8WXrttls7rl6oqOj/e4iRPAPBAGM\n99PJxi6+nZ2dfcl9P/0j3qxZs6ved0FAwKW/ZgQBGhuCALiGDh06qLCwUDk5OZLOX6ayR48e13yO\nzWZTRUWFFe0BDYKDxTCazWa75jd7mjdvrtmzZ+v5559XYGCggoODlZycfM319OnTRykpKe5P/hev\nn28RoTFiGmoAMBy7hgDAcAQBABiOIAAAwxEEAGA4ggAADEcQAIDhCAIAMBxBAACG+39tWN+Zj7om\nRgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_compare.hist('Month',bins=np.arange(0.5,12.5))\n", "plt.ylabel('num casts')\n", "plt.xlabel('month')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plotting function" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def compare_bc_obs(month, indices, field, data_obs, bcs,\n", " xmin=-125,xmax=-124,ymin=48,ymax=49,zmin=0,zmax=300, vmin=29,vmax=35 ):\n", " \"\"\"Compares the observations from IOS/NOAA data near the mouth of Juan de Fuca with model boundary conditions.\n", " Comparisons are during month and at open boundary indices.\n", " dield is compared ('Temperature' or 'Salinity' )\n", " Observations stored in data_obs (DataFrame)\n", " Model bcs stored in bcs (netcdf handle)\n", " indices is a list of model indices to examine\"\"\"\n", " \n", " salinity_flag = False #Print extra stuff if we are looking at salinity\n", " fig, [ax, axm] = plt.subplots(1,2,figsize=(10,3))\n", " #lists to store maxes of observations and model\n", " max_obs=[]\n", " max_bcs=[]\n", " \n", " #Model variables\n", " time = bcs.variables['time_counter']\n", " depth = bcs.variables['deptht']\n", " lats= bcs.variables['nav_lat']\n", " lons = bcs.variables['nav_lon']\n", " if field == 'Salinity':\n", " var = bcs.variables['vosaline']\n", " salinity_flag=True\n", " elif field == 'Temperature':\n", " var = bcs.variables['votemper']\n", " #times convert to date time\n", " start = datetime.datetime(2014,1,1) #arbitrary year.\n", " dates = [ start + datetime.timedelta(days = 7*t) for t in time]\n", " #Look up model dates in the desired month\n", " t_inds = []; \n", " for t,d in enumerate(dates):\n", " if d.month == month:\n", " t_inds.append(t)\n", " \n", " #plotting\n", " #plot model\n", " for i in indices: #iterate through space index\n", " for t in t_inds: #iterate through time index\n", " ax.plot( var[t,:,0,i],depth[:],'-ob',label='model')\n", " max_bcs.append(np.nanmax(var[t,:,0,i]))\n", " #location on map\n", " axm.plot(lons[0,indices],lats[0,indices],'ob',label='model')\n", " \n", " #plot obs\n", " data_m = data_obs[data_obs['Month']==month]\n", " for dep, var_obs, lon, lat in zip(data_m['Depth'],data_m[field], data_m['Longitude'], data_m['Latitude']):\n", " ax.plot(var_obs, dep,'-*r',label = 'obs',alpha=0.1)\n", " max_obs.append(np.nanmax(var_obs))\n", " #plot location on map\n", " axm.plot(lon,lat,'*r',label='obs')\n", " ax.set_ylim([zmax,zmin])\n", " ax.set_xlim([vmin,vmax])\n", " ax.set_title('Month {}'.format(month))\n", " ax.set_ylabel('Depth [m]')\n", " ax.set_xlabel(field)\n", "\n", " \n", " #plotmap\n", " viz_tools.plot_coastline(axm,grid_B,coords='map')\n", " axm.set_ylim([ymin,ymax])\n", " axm.set_xlim([xmin,xmax])\n", " \n", " #fake the legend\n", " simObs, = axm.plot(0,0,'r*')\n", " simMod, = axm.plot(0,0,'bo')\n", " axm.legend([simObs,simMod], ['obs','model'])\n", " #Maxes of obs/model\n", " max_obs_max = np.nanmax(max_obs)\n", " min_obs_max = np.nanmin(max_obs)\n", " mean_obs_max = np.nanmean(max_obs)\n", " max_bcs_max = np.nanmean(max_bcs)\n", " if salinity_flag:\n", " axm.text(xmin+0.1,ymin+.25,'Max of obs maxes {0:.4}'.format(max_obs_max))\n", " axm.text(xmin+0.1,ymin+.15,'Min of obs maxes {0:.4}'.format(min_obs_max))\n", " axm.text(xmin+0.1,ymin+.05,'Max of model maxes {0:.4}'.format(max_bcs_max))\n", " \n", " return fig, max_obs_max, min_obs_max, mean_obs_max, max_bcs_max\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Salinity\n", "Month by month salinity comparisons" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean difference between model max and observed max: -0.4841\n", "Mean difference between model max and minimum of observed max: -0.215\n", "Max difference between model max and observed max: -0.2949\n", "Max difference between model max and minimum of observed max: 0.1999\n", "Min difference between model max and observed max: -0.7103\n", "Min difference between model max and minimum of observed max: -0.5253\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTgghhBDCCckkTgghhBDCCf0P9RhlSktykh4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA4kkThAEQRAEQQP9H+HNFcrBu2JoAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nF6b0Qk1MKUkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nu0zrAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgihh/4PUbYJ013N1N4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "maxes_obs =[] #list for the maximum of the observed maxes in each month\n", "mins_obs = [] #list for the minumum of the observed maxes in each month\n", "means_obs = [] #list for the mean of the observed maxes in each month\n", "maxes_model = [] #list for the maximum of the model maxes in each month\n", "\n", "\n", "locs = [20,40,60,80,790,810,830,850] # indices of boundary conditions to use in comparison\n", "grouped=data_compare.groupby('Month')\n", "for m in grouped.groups.keys():\n", " fig, max_obs_max, min_obs_max, mean_obs_max, max_bcs_max = compare_bc_obs(m,locs,'Salinity',data_compare,bc)\n", " maxes_obs.append(max_obs_max)\n", " mins_obs.append(min_obs_max)\n", " means_obs.append(mean_obs_max)\n", " maxes_model.append(max_bcs_max)\n", "maxes_model = np.array(maxes_model)\n", "means_obs = np.array(means_obs)\n", "mins_obs = np.array(mins_obs)\n", "maxes_obs = np.array(maxes_obs)\n", "print 'Mean difference between model max and observed max: {0:.4}'.format(np.mean(maxes_model-maxes_obs))\n", "print 'Mean difference between model max and minimum of observed max: {0:.4}'.format(np.mean(maxes_model-mins_obs))\n", "print 'Max difference between model max and observed max: {0:.4}'.format(np.max(maxes_model-maxes_obs))\n", "print 'Max difference between model max and minimum of observed max: {0:.4}'.format(np.max(maxes_model-mins_obs))\n", "print 'Min difference between model max and observed max: {0:.4}'.format(np.min(maxes_model-maxes_obs))\n", "print 'Min difference between model max and minimum of observed max: {0:.4}'.format(np.min(maxes_model-mins_obs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Generally, model is too fresh in the deep. More summary below.\n", "\n", "### Montly max observed and modelled salinities" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEbCAYAAAArhqjIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkoUgCIJQJpEsBEEQhDL9Pz5ldZ1WcMMYAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "months = grouped.groups.keys()\n", "plt.plot(months,maxes_model,'o-',label='model')\n", "plt.plot(months, maxes_obs,'*-',label='obs')\n", "plt.plot(months, mins_obs,'*-',label='Min of obs maxes')\n", "plt.plot(months, means_obs,'*-',label='Mean of obs maxes')\n", "ax=plt.gca()\n", "ax.set_xlabel('Month')\n", "ax.set_ylabel('Max Salinity')\n", "ax.set_title('Monthly maximum salinity')\n", "ax.legend(loc=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Hmm, strong seasonal trend in model max salinty but not in the observations. Why?\n", "* Are there enough observations in each month to see a significant seasonsal trend? Some months don't have many observations (July/August)\n", "* There is more variability in the observed minimum of the max salinities." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Temperature\n", "Month by month temperature comparisons" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nExERETEgJXEiIiIiBqQkTkRERMSA/gCxnqdXt4GlTwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped=data_compare.groupby('Month')\n", "for m in grouped.groups.keys():\n", " fig = compare_bc_obs(m,locs,'Temperature',data_compare,bc,vmin=5,vmax=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compare salinity below a depth" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Idea: compare average salinity in a depth range between model points in a month and observed casts." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def compare_average_salinity_depth(month, dmin, dmax, indices, data_obs, bcs):\n", " \"\"\"Compares the average salinity in a depth range for observations and boundary conditions in a month\n", " month is the month for comaprison\n", " dmin, dmax define the depth range (metres)\n", " indices is a list of model indicest\n", " data_obs are the observations (DataFrame)\n", " bcs are the model bcs (netcdf)\n", " \n", " returns data frame means with columns:\n", " mean_obs array of mean salinity in each observation cast\n", " mean_bcs mean model salinity in at each index \n", " \n", " \"\"\"\n", " #initialize arrays\n", " mean_bcs=[]\n", " mean_obs =[]\n", " \n", " #Model averaging\n", " #Model variables \n", " time = bcs.variables['time_counter']\n", " depth = bcs.variables['deptht']\n", " var = bcs.variables['vosaline'][:]\n", " #times convert to date time\n", " start = datetime.datetime(2014,1,1) #arbitrary year.\n", " dates = [ start + datetime.timedelta(days = 7*t) for t in time]\n", " #Look up model dates in the desired month\n", " t_inds = []; \n", " for t,d in enumerate(dates):\n", " if d.month == month:\n", " t_inds.append(t)\n", " #depth average the model\n", " depth_inds = np.where(np.logical_and(depth[:]dmin))\n", " dep_range = depth[depth_inds]\n", " for i in indices: #iterate through space index\n", " for t in t_inds: #iterate through time index\n", " sal_in_drange = var[t,depth_inds,0,i]\n", " avg_sal = analyze.depth_average(sal_in_drange,dep_range,depth_axis=1)\n", " mean_bcs.append(avg_sal[0])\n", " \n", " #observation averaging\n", " data_m = data_obs[data_obs['Month']==month]\n", " for dep, var_obs in zip(data_m['Depth'],data_m['Salinity']):\n", " dep=np.array(dep)\n", " var_obs = np.array(var_obs)\n", " depth_inds = np.where(np.logical_and(dep[:]dmin))\n", " dep_range = dep[depth_inds]\n", " sal_in_drange = var_obs[depth_inds]\n", " avg_sal = analyze.depth_average(sal_in_drange,dep_range,depth_axis=0)\n", " mean_obs.append(avg_sal)\n", " \n", " #add to dict frame\n", " means={'mean_bcs': mean_bcs, 'mean_obs': mean_obs}\n", " return means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing average salinity in a depth range" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of depth averaged salinities between 150 and 250 m\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSAo/ETEkhZ+IGJLCT0QM6f8BNM6m5pWpC2YAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlgsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wD2QteNVOoFAAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSAo/ETEkhZ+IGJLCT0QMSeEnIob0f0zabadJuNieAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSP8DrA7GH28quuIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEMCAYAAADHxQ0LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dmin=150; dmax=250; \n", "monthly_means={'obs':[], 'bcs':[]}\n", "print 'Summary of depth averaged salinities between {} and {} m'.format(dmin,dmax)\n", "grouped=data_compare.groupby('Month')\n", "for m in grouped.groups.keys():\n", " fig,ax=plt.subplots(1,1,figsize=(5,2))\n", " means = compare_average_salinity_depth(m,dmin,dmax,locs,data_compare,bc)\n", " monthly_means['obs'].append(np.nanmean(means['mean_obs']))\n", " monthly_means['bcs'].append(np.nanmean(means['mean_bcs']))\n", " # list for box plots\n", " means_list = [means['mean_bcs'], means['mean_obs']]\n", " box =ax.boxplot(means_list,labels=['model','obs'])\n", " ax.set_title('Month {}'.format(m))\n", " ax.set_ylim([33,34])\n", "\n", "#monthly means \n", "months = grouped.groups.keys()\n", "fig,ax=plt.subplots(1,1)\n", "ax.plot(months, monthly_means['bcs'],label='model')\n", "ax.plot(months, monthly_means['obs'],label='obs')\n", "ax.legend()\n", "ax.set_title('Monthly means')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Observed seasonal trend is more apparent if I look at depth averaged between 150m and 250m \n", "* Model is still consistently 0.2 psu to 0.5 psu fresher than observations. Is that significant?" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of depth averaged (150-250 m) salinity differences\n", "Mean difference 0.3311\n", "Max difference 0.5291\n", "Min difference 0.1265\n" ] } ], "source": [ "print 'Summary of depth averaged ({}-{} m) salinity differences'.format(dmin,dmax)\n", "print 'Mean difference {0:.4}'.format(np.nanmean(np.array(monthly_means['obs']) - np.array(monthly_means['bcs'])))\n", "print 'Max difference {0:.4}'.format(np.nanmax(np.array(monthly_means['obs']) - np.array(monthly_means['bcs'])))\n", "print 'Min difference {0:.4}'.format(np.nanmin(np.array(monthly_means['obs']) - np.array(monthly_means['bcs'])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Surface Salinity Comparison" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of depth averaged salinities between 0 and 50 m\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFhdJREFUeJzt3X9UU/f9x/FnEowt1tOKQCpIXctotBRX66la2ZhzOEXP\nPD1nU7FVNo+nx6OmciaVVmHo6Sxt/XFWD05t//F0Pc7sOLuv0uqUnmPPVjd+OJ2oPVSbtYijBYIa\neyjyM98/HFmREBMIv8zr8Y9ecm/yvuTDOzf3x+sa3G63GxGREGMc6AJERAaCmp+IhCQ1PxEJSWp+\nIhKS1PxEJCSp+YlISFLzkz41fvx41qxZ0+XnOTk5jB8/vlfPXV5ezqeffgrAe++9x7Jly/xa7rPP\nPmPBggXMmjWLBQsW4HA4elWHDE1qftLnLl26RENDg2e6paWFc+fOYTAYevW8f/rTnzzNz19tbW3Y\nbDZWrFhBUVERS5cu5cCBA72qQ4amsIEuQO5+U6ZMoaioiGeeeQaAjz/+mIkTJ3Lx4kXPPEePHmXX\nrl20trYSHR3N5s2biYuLo6CggGvXrlFbW0tFRQWjRo1i165dfPjhhxw+fJgTJ05w9epV7r//ftra\n2sjNzaW0tJThw4fz5ptvEh8f36mWM2fOMGzYMFJTUwGYP38+8+fP779fhgwa2vKTPjdnzhw++OAD\nz/SRI0eYM2eOZ7q6upq8vDx27drF0aNHmTFjBnl5eZ7Hjx07Rk5ODh9++CGjR4/m4MGDLF68mKSk\nJLKzs/nlL3+J2+3m7NmzPPvssxw/fpwpU6awd+/eLrVUVFQQExPD+vXrmT17NitWrODKlSt9+wuQ\nQUnNT/rc1KlTuXTpEtevX+fmzZucOXOGp59+2vP4yZMnmTZtGnFxcQD8/Oc/p6SkhLa2NgCeeuop\nxowZA8CECRP48ssvvb7Oo48+ymOPPeZzvhs3blBWVsbixYv5y1/+woQJE8jOzg7q+srQoOYnfc5o\nNJKamsqRI0f46KOPSE5OxmQyeR6/du0aI0eO9EyPHDkSt9vNtWvXALjvvvs6PVd7e7vX1/FnvpEj\nRzJhwgQmTpyIwWBg2bJlnDlzhps3b/Z6PWVoUfOTfjFv3jyOHTvG8ePHmTdvXqfHIiMjuX79umfa\n5XJhNBoZNWpUl+fp7UGS2NhYvv76a8+00Wjs9K+EDr3j0i+eeOIJampquHTpElOmTOn02PTp0zl1\n6hRVVVUA2O12vv/973faOuzgdrvpCCIaNmwYN27cCKiOadOmUVdXx8mTJwH44x//yOTJkzGbzT1Z\nLRnCdLRX+lTHlprBYGDWrFk0NjZ2eezBBx9k8+bNrFq1itbWVuLi4vjNb37jmefbW3vfnk5NTWXr\n1q1cuXKFRx99tNv5vi08PJydO3eyceNGmpubiY2N5bXXXgv+isugZ/CV59fY2MjLL7/M1atXaWpq\nYtWqVcyYMQOAv/3tbzz//PNUVFR0WS4/P5/y8nLg1smsSUlJfVO9iEgP+dzyO3HiBBMnTmT58uVU\nV1ezbNkyZsyYQVNTE2+//TbR0dFdliktLeXy5cvY7XYcDgc5OTnY7fY+WwERkZ7wuc9v7ty5LF++\nHLh1LlbH6QZ79uxhyZIlhIV17Z3FxcWeE0jj4+NxuVydzu4XERkM/DrgkZ6ezrp169iwYQOff/45\nDoeD2bNne53X6XR2OkoXERFBXV1dcKoVEQkSvw542O12KioqyMrKIjY2ll//+td+v4Db7e716Qki\nIsHmc8vv/PnznrPkx48fT0NDAw6Hg7Vr17Jo0SLq6upYunRpp2Wio6NxOp2e6draWqKionwW0dra\n1tP6RUR6xOeW36lTp6iurmbDhg04nU7cbjdFRUWex2fOnMm7777baZnk5GQKCgpYtGgRFy5cwGKx\nEB4e7rOIa9e+6cUq3L2iokZSV/f1nWeUkKex4l1U1MhuH/O55bd48WLq6+t57rnnWLFiBRs3buz0\n+Le/zq5du5bm5mYmTZpEYmIi6enp5Ofnd7pAXURksPB5nl9/0SeWd/o0F39prHjX4y0/EZG7lZqf\niIQkNT8RCUlqfiISktT8RCQk+TzPz1uqy/3338/WrVsJCwvDbDazZcsWIiIiPMuUlJSQmZlJQkIC\nAFarldzc3L5dCxGRAAWc6jJhwgS2bNnC2LFj2blzJwcOHGDFihWdlps6dSo7duzo08JFRHrDZ/Ob\nO3eu5/8dqS5vvvkmcOua3draWiZPntxluUFw6qCIiE9+BRukp6dTU1PDW2+9BcBf//pXXn31Vb77\n3e92ueepwWDA4XCwcuVKXC4XNpuN6dOnB79yEZFe8PsKj4qKCrKzszl8+LDnZ9u2bWPkyJGdvvbW\n1NRw+vRp0tLSqKqqIiMjg6KiIq/Zfx10Zrp3Omtf/KWx4p2vKzx8bvmdP3+e0aNHM2bMGMaPH09b\nWxtHjhzxfB3+yU9+ws6dOzstY7FYSEtLAyAuLo7IyEhqamqIjY3t9nVGjQonLKzrzWrE95sn8m0a\nK4EJKNXlm2++Yc+ePTzyyCOMHz+es2fP8sgjj3RaprCwkMrKSmw2G/X19dTX12OxWHwWoVQX7/Rp\nLv7SWPHO1weCz6+9TU1NbNiwga+++oqbN2/ywgsvEBkZyebNmwkLC+Oee+7xnOqydu1aXn/9dVpa\nWsjKysLlctHe3s7q1atJSUnxWaDeNO80oMVfGive9bj59Re9ad5pQIu/NFa8U6qLiMht1PxEJCSp\n+YlISFLzE5GQpOYnIiEp6KkuAPn5+ZSXlwOQk5NDUlJS362BiEgPBD3VpbS0lMuXL2O323E4HOTk\n5GC32/t8RUREAhH0VJfi4mJSU1MBiI+Px+Vy0dDQwIgRI4Jdu4hIjwU91cXpdJKYmOiZjoiIoK6u\nTs1PRAYVv5qf3W6noqKCF198kcOHD5OSkkJKSgrbtm3j7bff7hJm+m1ut7vTzc1FpOc2bcqlsPD/\nuvzcaDTQ3t75Yq2f/vQZNm3a3F+lDTlBT3WJjo7G6XR6pmtra4mKivJZhFJduqekDvm28HAzRqP3\njYnbfx4ebtb48SHoqS7JyckUFBSwaNEiLly4gMViITw83GcRSnXxTtdryu2ys/PIzs7r8vPuxkqo\nj59+TXUxm81s376dsrIyTCYTeXl5WK1WnwWG+hvUHTU/8ZfGindKdRmiNKDFXxor3inVRUTkNmp+\nIkPc5Mkj+M53BrqKoUfNT0RCkpqfiIQkNT8RCUkBp7pYrVbWr19PW1sbYWFhbN26lcjISM8yJSUl\nZGZmkpCQAIDVaiU3N7dv10JEJEABp7pMmjSJhQsXMnfuXPbt28fevXtZt25dp+WmTp3Kjh07+rRw\nkbvdpk3DKSy88xWo1dW3ruyYPNm/6+d/+tNWNm1q6lVtd4OAU102btyI2WwGYNSoUXzyySddlhsE\npw6KDHmFhWFUVxuIifH99xQT4/7vtb13fs7qagOFhWFqfgSY6rJnzx7uvfdeANra2ti/fz+rV6/u\nNK/BYMDhcLBy5UpcLhc2m43p06cHv3KREBAT4+af/2y443y3TnK+83z+bh2GgoBSXdatW8fhw4dp\na2sjOzubadOmMW3atE7zjhs3DpvNRlpaGlVVVWRkZFBUVERYmF8vJSLSLwJOdbl69Sqvv/46Dz/8\ncJetPgCLxUJaWhoAcXFxREZGUlNTQ2xsbLevo1SX7imVI3QZ/3suhr9jwJ/5An3Ou1nAqS4nT57E\nbDZjs9m8LlNYWEhlZSU2m436+nrq6+uxWCw+i1Cqi3e6XjO0tbff+orqz9dZf8dKIM95Nwhqqsue\nPXtobm72JDMnJCSQl5fnSXVpaWkhKysLl8tFe3s7q1evJiUlxWeB+gP3Ts0vtHXsn/N/n9+dx0og\nz3k3UKrLEKXmF9rU/HpPqS4iIrdR8xORkKTzTwYB3ZRGpP+p+YkMUhuuZzPvmz8RMdmP3fJGAxHt\nd57vZLWBD8J/DmzsfYFDnJrfILBp02avW3M64CHSd3we7e1JqgtAfn4+5eXlAOTk5JCUlOSzCP2B\ne6fmF9p0tLf3fB3tDXqqS2lpKZcvX8Zut+NwOMjJycFutwdvbUREgiDoqS7FxcWkpqYCEB8fj8vl\noqGhwXNStIjIYBD0VBen00liYqJnOiIigrq6OjW/AE2ePAKjEcrKBroSkbtT0FNdbud2uzEYDEEp\nViSUVFXdOg3Xnxgqo/F/1+364k8+YKgIeqpLdHQ0TqfTM11bW0tUVJTPIpTq0pXSN6SD0ej7WoQr\nV279O3bsna9ZGDsWFiwwaFzRB6kuycnJFBQUsGjRIi5cuIDFYiE8PNxnEUp16aq9fQRGo1FHe0NY\nba1/893aRWKkrMz/sVJX18Oihph+TXUxm81s376dsrIyTCYTeXl5WK1WnwXqD7yrngxoCU0aK91T\nqssg4e8NaaDjpjQGYmLufGMG3ZAmtKn5dU+pLoNExw1p/BET42bs2DvP13FDGhEJjP5q+pm/N6QB\n/25KoxvSiPSMtvxEhrh//rOBL74Y6CqGHjU/EQlJan4iEpJ87vPzluoyY8YM3nnnHbZu3UpZWZnn\ncrcOJSUlZGZmkpCQAIDVaiU3N7fv1mAICSifDfzKaFM+m0jPBJzqcv36dW7cuEF0dHS3y02dOpUd\nO3YEvVgRkWAJONVl9uzZ3Hvvvfz5z3/udrlBcOrgoJT/wBbyH9gS0NHeq3c4BzL5v0d7f0Zo5LOJ\nBEuPU126YzAYcDgcrFy5EpfLhc1mY/r06UEpVkS6UgJQz/Qo1cWXcePGYbPZSEtLo6qqioyMDIqK\niggL0ymFIjJ49CjVJSIiottlLBYLaWlpAMTFxREZGUlNTQ2xsbHdLhMqqS5VVbf+feqpQBI1fM9b\nXX0rqUMpHaFLCUA9E3Cqy6hRozyPe9u3V1hYSGVlJTabjfr6eurr67FYLD6LCJ1Ul1uDs739ztfr\n+nttb0wMzJvXSl2dru0NVUoA6l5QU11Onz7NiRMn+OKLL3jooYd46qmn2LRpkyfVpaWlhaysLFwu\nF+3t7axevZqUlBSfBYb6m+btvr0d1wDfHjyp+/bK7RRs0D2lugxyumm59IaaX/fU/IYo3bpS/KWx\n4p0irUREbqPzT0SGEO0iCR5t+YlISNI+v0FM+3HEXxor3vV4n19jYyOZmZksXbqUhQsX8tFHHwHw\nzjvv8Pjjj9PY2Oh1ufz8fNLT00lPT+fcuXM9r1xEpI8EPdWltLSUy5cvY7fbcTgc5OTkYLfb+6R4\nEZGeCnqqS3FxMampqQDEx8fjcrloaGjw3OpSRGQwCHqqi9PpJDEx0TMdERFBXV2dmp+IDCp+He21\n2+3s3r2bdevWBfwCbrcbg8G/2zWKiPSXoKe6REdH43Q6PdO1tbVERUX5LCJUUl16Qkkd4i+NlcAE\nPdUlOTmZgoICFi1axIULF7BYLISHh/ssInRSXQKj0xfEXxor3vVrqovZbGb79u2UlZVhMpnIy8vD\narX6LFBvmnca0OIvjRXvFGwwRGlAi780VrxTsIGIyG3U/EQkJKn5iUhIUvMTkZCk5iciIcnneX6N\njY28/PLLXL16laamJlatWoXVaiU7O5v29naioqLYsmULZrPZs0xJSQmZmZkkJCQAYLVayc3N7du1\nEBEJUMCpLk8++SRLlixh9uzZ/Pa3v+XgwYMsXry403JTp05lx44dfVq4iEhv+PzaO3fuXJYvXw7c\nSnV58MEHKS0tZebMmQD86Ec/4h//+EeX5QbBqYMiIj75tc8vPT2d7OxsNmzYQGNjI8OGDQNuJbbU\n1tZ2mtdgMOBwOFi5ciXPPvssf//734NftYhIL/kVaWW326moqODFF1/s9HNvW3jjxo3DZrORlpZG\nVVUVGRkZFBUVERameyWJyOARcKrLiBEjaGpqYvjw4dTU1HRJdLZYLKSlpQEQFxdHZGQkNTU1xMbG\ndvs6SnXpnpI6xF8aK4EJKNWlsbGRH/zgBxw7doz58+dz/PhxUlJSOi1TWFhIZWUlNpuN+vp66uvr\nsVgsPotQqot3ul5T/KWx4l1QU10SExN56aWXaGpqIjY2ltdeew2TyeRJdWlpaSErKwuXy0V7ezur\nV6/u0iBvpzfNOw1o8ZfGindKdRmiNKDFXxor3inVRUTkNmp+IhKS1PxEJCSp+YlISFLzE5GQFPRU\nF4D8/HzKy8sByMnJISkpqe/WQESkB4Ke6lJaWsrly5ex2+04HA5ycnKw2+19viIiIoEIeqpLcXEx\nqampAMTHx+NyuWhoaOiL2kVEeizoqS5Op7PTjc0jIiKoq6sLYskiIr0X9FSX27ndbgwGQ8+qExHp\nI0FPdYmOjsbpdHqma2triYqK8lmE0ii6p9+N+EtjJTA+v/aeOnWKvXv3AnhSXZ5++mmOHTsG4DXV\nJTk52fP4hQsXsFgshIeH90XtIiI9FvRUF7PZzPbt2ykrK8NkMpGXl4fVau3PdRIRuaNBkeoiItLf\ndIWHiIQkNT8RCUlqfiISktT8hogTJ06wfv36bh8vKChg3759/ViRDAYzZ86ksbFxoMsYktT87hI6\nkTx06Zhlz+hmuv3kvffeo6ysjGvXrvHZZ5/xq1/9ivfffx+Hw8G2bds4c+YMR48eBeDHP/4xzz//\nPJ9++ikvvfQSDzzwAA899JDnufbt28f777+P0WgkNTWVZcuWDdRqST9qaWkhLy+PK1eu0NzczAsv\nvADA7t27OX36NCaTid/97nd8/fXXrFu3DpPJRFtbG1u3biUmJmaAqx981Pz6UWVlJX/4wx84cOAA\nb731FocOHeLgwYPs3r2br776ioMHD+J2u1mwYAFz5sxh165drFmzhpkzZ7Jp0yYArly5wrFjx9i/\nfz9ut5vFixczZ86cgV0x6RcffPAB99xzD++++y61tbUsXboUgAkTJpCVlcUbb7zBoUOHaG1tJTk5\nmVWrVvHJJ59QV1en5ueFvvb2E4PBwOOPPw5AZGQkVqsVg8HA6NGjuXjxIk888QRGoxGTycSTTz5J\nRUUF//73v5k0aRIAU6ZMAaC8vJzKykqWLl1KRkYG33zzDf/5z38GbL2k/5w/f94zDqKjozGbzdy4\ncYNp06YBMHHiRD7//HOSk5M5dOgQb7zxBs3NzXzve98byLIHLW359SOTyeT5f1jY/371Hfc47tDc\n3IzBYMDtdmM03vp86njcbDbzwx/+kFdeeaXTcxcXF/dl6TIIdIyJDs3NzZ7xAf8LEUlISODQoUN8\n/PHHbN++nZ/97Gc888wzA1HyoKYtv37S3U5pg8HArFmz+Ne//kVbWxutra2Ul5fz2GOP8fDDD3Pu\n3DkASkpKAEhMTKSkpISbN2/idrt59dVXaWpq6rf1kIGTlJTk+ZD78ssvMZlM3HfffZw6dQqAs2fP\nEh8fz5EjR7h48SKpqalkZmZy/vz5gSx70NKWXz8xGAyeI7LejswuXLiQJUuWePb5xcTEsHLlStav\nX8/vf/97YmNjaW1tZcyYMfziF7/gueeew2QykZqayvDhw/t7dWQAzJs3j9LSUjIyMmhtbeWVV14h\nOzubS5cusX//fgwGA2vWrKGyspKNGzcSHh6OyWQiNzd3oEsflHRtr4iEJH3tFZGQpOYnIiFJzU9E\nQpKan4iEJDU/EQlJan4iEpLU/EQkJKn5iUhI+n/m4E3TI5b1ngAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkpqfiHil/weS5CqoMJzrOwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFhpJREFUeJzt3WtQVPf9x/H3sgQTjGNFYCOEtEoRDGJjMhEjjbWUVMHR\nyaSJQlQax8k4KspUI4lAkUkN9TqJQ+olT/ynGevOGG2VqIOk1WljysVqRc0Q7dYi1ggs6pohXAT2\n/8C6CWHZ7MJy0f28Hnk45+x+z+7P756z55zPGux2ux0RER/jN9AFiIgMBDU/EfFJan4i4pPU/ETE\nJ6n5iYhPUvMTEZ+k5id9KiYmhhUrVnT5e05ODjExMb167MrKSj7//HMA9u/fz8KFC91ab+fOnSQn\nJ5OSksLy5cuxWq29qkPuTWp+0ucuXrxIY2OjY/r27ducPXsWg8HQq8f98MMPHc3PXSdOnGD//v3s\n3buXw4cP84Mf/IANGzb0qg65N/kPdAFy/5s0aRIlJSU8//zzAHzyySdMmDCBCxcuOJY5cuQI27Zt\no62tjdDQUNatW0dERASFhYXcuHGDuro6qqqqGDFiBNu2bePjjz/m4MGDHDt2jOvXrzN8+HDa29vJ\nzc2lvLycIUOG8M477xAZGdmplosXLzJ+/HgefvhhAOLj49m8eXP/vRgyaGjPT/rcjBkzOHTokGP6\n8OHDzJgxwzF99epV8vLy2LZtG0eOHGHatGnk5eU55hcXF5OTk8PHH3/MyJEj2bdvH2lpacTFxZGV\nlcUrr7yC3W7nzJkzvPzyyxw9epRJkyaxa9euLrVMnjyZ06dPU1tbS1tbGyUlJSQkJPTtCyCDkpqf\n9Ln4+HguXrzIzZs3aW5u5vTp0zzzzDOO+SdOnGDy5MlEREQA8OKLL1JWVkZ7ezsATz/9NKNGjQJg\n3LhxfPHFF06fZ+zYsTz++OMul4uJieGFF14gMTHR0QgXL17s1e2Ve4Oan/Q5Pz8/kpKSOHz4MMeP\nHychIQGj0eiYf+PGDYYNG+aYHjZsGHa7nRs3bgA4DlHvPlZHR4fT53FnuT//+c/85S9/4dNPP+Xk\nyZOkpKSQlZXV622Ue4+an/SLmTNnUlxczNGjR5k5c2anecHBwdy8edMxbbPZ8PPzY8SIEV0ep7cn\nSU6cOMGzzz7L8OHDAUhOTqasrKxXjyn3JjU/6RdPPPEEtbW1XLx4kUmTJnWaN2XKFE6ePElNTQ0A\nZrOZH//4x532Du+y2+3cDSJ64IEHuHXrlkd1jBkzhtLSUpqbmwE4fvw4Y8eO7ckmyT1OZ3ulT93d\nUzMYDDz33HM0NTV1mffII4+wbt06li5dSltbGxEREfzmN79xLPPNvb1vTiclJbFp0yauXLnC2LFj\nu13um1JTU7l06RKzZ8/Gz8+PkJAQCgoKvL/hMugZXOX5NTU18cYbb3D9+nVaWlpYunQp06ZNA+Bv\nf/sbr776KlVVVV3WKygooLKyErhzMWtcXFzfVC8i0kMu9/yOHTvGhAkTWLRoEVevXmXhwoVMmzaN\nlpYW3nvvPUJDQ7usU15ezuXLlzGbzVgsFnJycjCbzX22ASIiPeHyO7+UlBQWLVoE3LkW6+7lBjt2\n7GD+/Pn4+3ftnaWlpSQlJQEQGRmJzWbrdHW/iMhg4NYJj9TUVFavXk12djaXLl3CYrEwffp0p8ta\nrdZOZ+mCgoKor6/3TrUiIl7i1gkPs9lMVVUVq1atIjw8nF//+tduP4Hdbu/15QkiIt7mcs/v3Llz\njqvkY2JiaGxsxGKxsHLlSubOnUt9fT0LFizotE5oaGinlIy6ujpCQkJcFtHW1t7T+kVEesTlnt/J\nkye5evUq2dnZWK1W7HY7JSUljvmJiYl88MEHndZJSEigsLCQuXPncv78eUwmE4GBgS6LuHHjq15s\nwv0rJGQY9fVfDnQZcg/QWHEuJGRYt/Nc7vmlpaXR0NDAvHnzWLx4MWvXru00/5uHsytXrqS1tZWJ\nEycSGxtLamoqBQUFnW5QFxEZLFxe59df9InlnD7NxV0aK871eM9PROR+peYnIj5JzU9EfJKan4j4\nJDU/EfFJLq/zc5bqMnz4cDZt2oS/vz8BAQFs3LiRoKAgxzplZWVkZmYSFRUFQHR0NLm5uX27FSIi\nHvI41WXcuHFs3LiRRx99lHfffZe9e/d2+Q2E+Ph4tm7d2qeFi4j0hsvml5KS4vj33VSXd955B7hz\nz25dXR1PPfVUl/UGwaWDIiIuuRVskJqaSm1tLTt37gTgr3/9K2+99RY//OEPmT17dqdlDQYDFouF\nJUuWYLPZyMjIYMqUKd6vXESkF9y+w6OqqoqsrCwOHjzo+NvmzZsZNmxYp8Pe2tpaTp06RXJyMjU1\nNaSnp1NSUuI0++8uXZnunK7aF3dprDjn6g4Pl3t+586dY+TIkYwaNYqYmBja29s5fPiw43D45z//\nOe+++26ndUwmE8nJyQBEREQQHBxMbW0t4eHh3T7PiBGB+Pt3/bEacf3miXyTxopnPEp1+eqrr9ix\nYwdjxowhJiaGM2fOMGbMmE7rFBUVUV1dTUZGBg0NDTQ0NGAymVwWoVQX5/RpLu7SWHHO1QeCy8Pe\nlpYWsrOzuXbtGs3NzSxfvpzg4GDWrVuHv78/Dz74oONSl5UrV7J+/Xpu377NqlWrsNlsdHR0sGzZ\nMqZOneqyQL1pzmlAi7s0VpzrcfPrL3rTnNOAFndprDinVBcRkW9R8xMRn6TmJyI+Sc1PRHySmp+I\n+CSvp7oAFBQUUFlZCUBOTg5xcXF9twUiIj3g9VSX8vJyLl++jNlsxmKxkJOTg9ls7vMNERHxhNdT\nXUpLS0lKSgIgMjISm81GY2MjQ4cO9XbtIiI95vVUF6vVSmxsrGM6KCiI+vp6NT8RGVTcOuFhNpvZ\nvn07r732GgBTp06luLiY0aNH895777lc1263d/pxcxGRwcDrqS6hoaFYrVbHdF1dHSEhIS6LUKpL\n95TUIe7SWPGM11NdEhISKCwsZO7cuZw/fx6TyURgYKDLIpTq4pzu1xR3aaw416+pLgEBAWzZsoWK\nigqMRiN5eXlER0e7LFBvmnMa0OIujRXnlOpyj9KAFndprDinVBcRkW9R8xMRn6TmJyI+ya2LnKVv\n5efnUlT0py5/9/Mz0NHR+SvZWbOeJz9/XX+VJnLf0p6fiPgkl2d7naW6REdHs2bNGtrb2/H392fT\npk0EBwc71ikrKyMzM5OoqCgAoqOjyc3NdVmEzlI5pzN44i6NFed6/Lu9zlJdJk6cyJw5c0hJSWH3\n7t3s2rWL1atXd1ovPj6erVu3eqd6EZE+4HGqy9q1awkICABgxIgRfPbZZ13WGwSXDoqIuORRqsuO\nHTt46KGHAGhvb2fPnj0sW7as07IGgwGLxcKSJUuw2WxkZGQwZcoU71cuItILbt/hUVVVRVZWFgcP\nHqS9vZ2srCzGjBnTpfnV1tZy6tQpkpOTqampIT09nZKSEvz9u++z+q6iq6eeGoqfnx8VFXpt5Lvp\nOz/nevydn7NUl+vXr7N+/XpGjx7dpfEBmEwmkpOTAYiIiCA4OJja2lrCw8O7fR6lunTl97/z8Erq\nEHdprHjG41SXEydOEBAQQEZGhtN1ioqKqK6uJiMjg4aGBhoaGjCZTC6LUKpLVx0dd/b89Gku7tCe\nn3NeTXXZsWMHra2tjmTmqKgo8vLyHKkut2/fZtWqVdhsNjo6Oli2bBlTp051WaDetK502CueUPNz\nTqku9yA1P/GEmp9zPf7OT7wrP38IRUXuveRXr96J/n/qqe/+7ZNZs9rIz2/pVW0ivka3t/WjoiJ/\nR1P7LmFhdh599LuXu3rV4HZDFZGv6X9NPwsLs/OPfzS6teydQxnXy7qzZygiXWnPT0R8kpqfiPgk\nl4e9PUl1ASgoKKCyshKAnJwc4uLi+m4LRER6wOupLuXl5Vy+fBmz2YzFYiEnJwez2dznGyIi4gmv\np7qUlpaSlJQEQGRkJDabjcbGRsdF0SIig4HXU12sViuxsbGO6aCgIOrr69X8RGRQcav5mc1mqqqq\nWL16dadUl8mTJzN58mSX69rtdgwG965tu99l38xi5lcfEvSUmzfV+BkI6nC97ImrBg4Fvgis7X2B\nIj7E66kuoaGhWK1Wx3RdXR0hISEui/CVVBeDwYABMPq5/2HwXcsa/ve4SvQQjQHPeD3VJSEhgcLC\nQubOncv58+cxmUwEBga6LMJXUl3eGr6Bt4Zv4B8Vnlzk7Pp+zSn/u8j5Bd3X6dN0b69zPb63Ny0t\njezsbObNm0dzczNr1651pLosWLAA6JrqMnHiRGJjY0lNTcVoNJKXl+fdrRER8QKluvSju7eieXZ7\nm+vXxtPHlPuT9vycc7Xnpzs8RMQnqfmJiE9S8xMRn6RIq35UU3Pns8bdGCo/vzu/5eHK1asGwsIG\n/GtbkXuOmt8gdTf0NCzM9XJhYXZmzWrrh4pE7i8ep7pMmzaN999/n02bNlFRUeG43e2usrIyMjMz\niYqKAiA6Oprc3Ny+24J7SF2d+2fj7vyGh4EKN68JFBHPeJzqcvPmTW7dukVoaGi368XHx7N161av\nFysi4i0ep7pMnz6dhx56iD/+8Y/drjcILh28p+Tn51JU9KdOf/v6B4w6v5azZj1Pfv66fqtN5H7V\n41SX7hgMBiwWC0uWLMFms5GRkcGUKVO8UqwvCQuz4+dnoKNjoCsRuT+5fYdHVVUVWVlZHDx4EIDE\nxEQOHTrUpRnW1tZy6tQpkpOTqampIT09nZKSEvz9u++zujLdOV21L+7SWHGux/f2dpfqEhQU1O06\nJpOJ5ORkACIiIggODqa2tpbw8PBu1/GVVJeeUFKHuEtjxTMep7qMGDHCMd/ZTmNRURHV1dVkZGTQ\n0NBAQ0MDJpPJZRG+kuriKX2a+7b/C32Tl9j7rb9+AbS6+QgBwKguf93LS7xS5xuBIz2+tzctLY2G\nhgbmzZvH4sWLWbt2LW+//TazZs2ivr6el156ifz8fABWrlxJa2sriYmJnDt3jrS0NJYuXUp+fr7L\nQ14RkYGgVJdBTHt+4i6NFeeU6iIi8i1qfiLik9T8RMQnqfmJiE9S8xMRn+Sy+TU1NZGZmcmCBQuY\nM2cOx48fB+D9999n/PjxNDU1OV2voKCA1NRUUlNTOXv2rNeLFhHpLa+nupSXl3P58mXMZjMWi4Wc\nnBzMZnOfFC8i0lNeT3UpLS0lKSkJgMjISGw2G42NjQwd6l56sYhIf/B6qovVaiU2NtYxHRQURH19\nvZqfiAwqbp3wMJvNbN++ndWrV3v8BHa7HYPB4PF6IiJ9yeupLqGhoVitVsd0XV0dISEhLotQqkv3\nlNQh7tJY8YzXU10SEhIoLCxk7ty5nD9/HpPJRGBgoMsilOrinO7XFHdprDjn6gPBZbBBS0sL2dnZ\nXLt2jebmZpYvX86pU6c4duwY//nPf3jsscd4+umnyc/PZ+XKlaxfv56AgAC2bNlCRUUFRqORvLw8\noqOjXRaoN805DWhxl8aKcz1ufv1Fb5pzGtDiLo0V55TqIiLyLWp+IuKT1PxExCep+YmIT1LzExGf\n5PI6v6amJt544w2uX79OS0sLS5cuJTo6mqysLDo6OggJCWHjxo0EBAQ41ikrKyMzM5OoqCgAoqOj\nyc3N7dutEBHxkMepLk8++STz589n+vTpvP322+zbt4+0tLRO68XHx7N169Y+LVxEpDdcHvampKSw\naNEi4E6qyyOPPEJ5eTmJiYkA/PSnP+Xvf/97l/UGwaWDIiIuufWdX2pqKllZWWRnZ9PU1MQDDzwA\n3Elsqaur67SswWDAYrGwZMkSXn75ZT799FPvVy0i0ktuRVqZzWaqqqp47bXXOv3d2R7e97//fTIy\nMkhOTqampob09HRKSkr0w+UiMqh4nOoydOhQWlpaGDJkCLW1tV0SnU0mE8nJyQBEREQQHBxMbW0t\n4eHh3T6PUl26p6QOcZfGimc8SnVpamri2Wefpbi4mNmzZ3P06FGmTp3aaZ2ioiKqq6vJyMigoaGB\nhoYGTCaTyyKU6uKc7tcUd2msOOfVVJfY2Fhef/11WlpaCA8P57e//S1Go9GR6nL79m1WrVqFzWaj\no6ODZcuWdWmQ36Y3zTkNaHGXxopzSnW5R2lAi7s0VpxTqouIyLeo+YmIT1LzExGfpOYnIj5JzU9E\nfJLXU10ACgoKqKysBCAnJ4e4uLi+2wIRkR7weqpLeXk5ly9fxmw2Y7FYyMnJwWw29/mGiIh4wuup\nLqWlpSQlJQEQGRmJzWajsbGxL2oXEekxr6e6WK3WTj9sHhQURH19vRdLFhHpPa+nunyb3W7HYDD0\nrDoRkT7i9VSX0NBQrFarY7quro6QkBCXRSiNont6bcRdGiuecXnYe/LkSXbt2gXgSHV55plnKC4u\nBnCa6pKQkOCYf/78eUwmE4GBgX1Ru4hIj3k91SUgIIAtW7ZQUVGB0WgkLy+P6Ojo/twmEZHvNChS\nXURE+pvu8BARn6TmJyI+Sc1PRHySmt894tixY6xZs6bb+YWFhezevbsfK5LBIDExkaampoEu456k\n5nef0IXkvkvnLHtGP6bbT/bv309FRQU3btzgX//6F7/61a/46KOPsFgsbN68mdOnT3PkyBEAfvaz\nn/Hqq6/y+eef8/rrr/O9732Pxx57zPFYu3fv5qOPPsLPz4+kpCQWLlw4UJsl/ej27dvk5eVx5coV\nWltbWb58OQDbt2/n1KlTGI1Gfve73/Hll1+yevVqjEYj7e3tbNq0ibCwsAGufvBR8+tH1dXV/OEP\nf2Dv3r3s3LmTAwcOsG/fPrZv3861a9fYt28fdrudl156iRkzZrBt2zZWrFhBYmIi+fn5AFy5coXi\n4mL27NmD3W4nLS2NGTNmDOyGSb84dOgQDz74IB988AF1dXUsWLAAgHHjxrFq1So2bNjAgQMHaGtr\nIyEhgaVLl/LZZ59RX1+v5ueEDnv7icFgYPz48QAEBwcTHR2NwWBg5MiRXLhwgSeeeAI/Pz+MRiNP\nPvkkVVVV/Pvf/2bixIkATJo0CYDKykqqq6tZsGAB6enpfPXVV/z3v/8dsO2S/nPu3DnHOAgNDSUg\nIIBbt24xefJkACZMmMClS5dISEjgwIEDbNiwgdbWVn70ox8NZNmDlvb8+pHRaHT829//65f+7m8c\n39Xa2orBYMBut+Pnd+fz6e78gIAAfvKTn/Dmm292euzS0tK+LF0Ggbtj4q7W1lbH+ICvQ0SioqI4\ncOAAn3zyCVu2bOEXv/gFzz///ECUPKhpz6+fdPeltMFg4LnnnuOf//wn7e3ttLW1UVlZyeOPP87o\n0aM5e/YsAGVlZQDExsZSVlZGc3Mzdrudt956i5aWln7bDhk4cXFxjg+5L774AqPRyMMPP8zJkycB\nOHPmDJGRkRw+fJgLFy6QlJREZmYm586dG8iyBy3t+fUTg8HgOCPr7MzsnDlzmD9/vuM7v7CwMJYs\nWcKaNWv4/e9/T3h4OG1tbYwaNYpf/vKXzJs3D6PRSFJSEkOGDOnvzZEBMHPmTMrLy0lPT6etrY03\n33yTrKwsLl68yJ49ezAYDKxYsYLq6mrWrl1LYGAgRqOR3NzcgS59UNK9vSLik3TYKyI+Sc1PRHyS\nmp+I+CQ1PxHxSWp+IuKT1PxExCep+YmIT1LzExGf9P/c3MM46SNoAQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEUNS8xMRQ1LzExFDUvMTEUNS8xMRQ/p/uldJrtw0ffoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRAKSkp+IBKT/B94Bb6ijhwfmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACdCAYAAADCBX/6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl/4fluNUuaZHnh8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEMCAYAAADHxQ0LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERE3ocIXEXET/w82Vs82Va5cagAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dmin=0; dmax=50; \n", "monthly_means={'obs':[], 'bcs':[]}\n", "print 'Summary of depth averaged salinities between {} and {} m'.format(dmin,dmax)\n", "grouped=data_compare.groupby('Month')\n", "for m in grouped.groups.keys():\n", " fig,ax=plt.subplots(1,1,figsize=(5,2))\n", " means = compare_average_salinity_depth(m,dmin,dmax,locs,data_compare,bc)\n", " monthly_means['obs'].append(np.nanmean(means['mean_obs']))\n", " monthly_means['bcs'].append(np.nanmean(means['mean_bcs']))\n", " # list for box plots\n", " means_list = [means['mean_bcs'], means['mean_obs']]\n", " box =ax.boxplot(means_list,labels=['model','obs'])\n", " ax.set_title('Month {}'.format(m))\n", " ax.set_ylim([30,34])\n", "\n", "#monthly means \n", "months = grouped.groups.keys()\n", "fig,ax=plt.subplots(1,1)\n", "ax.plot(months, monthly_means['bcs'],label='model')\n", "ax.plot(months, monthly_means['obs'],label='obs')\n", "ax.legend()\n", "ax.set_title('Monthly means')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observational trend is that surface waters have higher salinity in the lte summer/early fall months. This trend is reflected in the model bcs. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Summary\n", "\n", "### Salinity\n", "* Boundary condition at depth is fresher than all of the observations. \n", "* Degree of freshness varies with the season. \n", "* Mean difference in salinity below 150m is ~0.33 (model fresher)\n", "* Max difference in salinity below 150m is ~0.53 \n", "* Min difference in salinity below 150m is ~0.13\n", "* Is that significant?\n", " * Our spin up deep water renewal is about 0.2 psu too fresh (assumuing 31 is the target). I think part of that can be explained by the bcs. I need to dig into literature about the density of the upwelled coastal waters entering the system and its effect on the deep water renewal. I think I recall reading a Masson paper about this. \n", " * I'm interested in seeing how salty our nowcast deep water renewal will be and when it will happen. I wonder if there is a threshold for density of bcs in order to observe renewal. Something to play with...\n", " * Will this year's DWR be about the same salinity as spin up, even though the salinity of the Haro Strait waters is much fresher than the spin up year?\n", " * Our intermediate SoG is too fresh and I don't think the salinty of the incoming waters really affects that. There is still too much mixing there, but it may be linked to the background rate. I think this because the SoG intermadiate waters are much tamer in terms of mixing than the Haro Strait waters. So, I think the mixing in SoG intermediate is mostly diffusion, which would be determined by our background value. Mixing in the surface SoG is driven by wind so that is different. \n", "\n", "\n", "### Temperature\n", "\n", "* Temperature is a lot more variable, but in the deep, the trend looks that the model is warmer. \n", "* Deep fall temperatures look good." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Questions and Next Steps\n", "\n", "* More reading about deep water renewal and denisty of upwelled waters\n", "* Do I have enough data to make a conclusion about the saltiness of the bcs? Should I be looking at data before 2003?\n", "* Is it better to just reduce mixing to get the salitier dwr or to come up with saltier bcs?\n", "* Would a 0.5 increase in psu at the open boundary make a difference? Perhaps something to test in small domain, but I need to reexamine if I get deep water renwal there. Year long sim?\n", "* How is the fresh water in the JdF surface leaving our domain?\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }