{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Comparisons between nowcast, spinup, and observed salinity in the Strait of Juan de Fuca" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import ACTDR\n", "import netCDF4 as nc\n", "from salishsea_tools import viz_tools\n", "import numpy as np\n", "import datetime\n", "from salishsea_tools import tidetools\n", "\n", "import comparisons\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sns.set_style('darkgrid')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid_B = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load observations" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> open SOG_2000.dat\n", "> load CTD_DAT\n", "> load STANDARD_KEYS\n", "> close SOG_2000.dat\n", "> complete\n" ] } ], "source": [ "ACTDR.load_dat('SOG_2000.dat')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = pd.DataFrame(ACTDR.CTD_DAT)\n", "\n", "lon_min=-124.6; lat_min=48;\n", "lon_max=-123.6; lat_max=48.6;\n", "\n", "data_region = comparisons.isolate_region(data, lon_min, lon_max, lat_min, lat_max)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(48, 48.6)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFKCAYAAABiuEcXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBCIiIoICgYiIiKBAICIiIsD/B0b5Qquyr65CAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axm = plt.subplots(1,figsize=(8,5))\n", "data_region.plot(x='Longitude',y='Latitude',kind='scatter', marker='o',ax=axm)\n", "viz_tools.plot_coastline(axm,grid_B,coords='map')\n", "axm.set_xlim([lon_min,lon_max])\n", "axm.set_ylim([lat_min, lat_max])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[]], dtype=object)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEMCAYAAAA2zlaGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_region.hist('Month',bins=np.arange(0.5,13.5))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEMCAYAAAAoB2Y1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAGMRJREFUeJzt3X1wVOXB/vFrWZJINgES2ATJMMzUMaSiDFCpDTIEMkx9\nQOABpQ0REBEYpryIQswL8v7T/DAOhWIqDWogFTSZGmS0tby16FAaCA7aKlOwotMyIgkJCU0hLyQ5\nzx9MM0RsdpOck91wfz9/JecsZ6+9Z7n25D57znFZlmUJAGCEHoEOAADoOpQ+ABiE0gcAg1D6AGAQ\nSh8ADELpA4BBKH3cVt555x1NnjxZTU1NrZY/+eSTeuWVVwKUCggelD5uK9OnT1efPn20Z8+elmWH\nDx/W119/rYULFwYwGRAcXJychdvN2bNn9cQTT+h3v/udIiIi9PDDD2vdunX6+uuvtWvXLtXX12vE\niBHKzs5WWFiYKioqlJGRoQsXLqihoUFz5szRE088IUlKTk7WT37yE+3bt087d+7UwIEDA/vigE5i\nTx+3nSFDhmjy5MnaunWrXn/9dX3/+9/XHXfcoW3btumNN97QH//4R0VERGjr1q2SpO3bt2vgwIH6\n/e9/r127dmnz5s0qKytr2d7Fixd14MABCh+3hZ6BDgA4Yfny5Zo4caKampr0zjvvqKCgQBMnTlT/\n/v0lSTNnztSyZcuUkZGh1atX6/r165KkQYMGyev16vz584qNjZUkjRs3LlAvA7AdpY/bUkREhB55\n5BGVl5crNjZWNTU1Onz4sI4dOyZJam5uVmNjoyTp008/1ebNm3Xx4kX16NFD5eXlunnWs0+fPgF5\nDYATKH3ctnr27Cm32y1Jio2N1bRp05SRkXHL45599lnNmzdPM2fOlCSNHTu2S3MCXYk5fRghOTlZ\nhw4d0uXLlyXd+EbPq6++Kkm6fPmy7rnnHkk3vvJZW1urq1evBiwr4CT29HHbcrlccrlckqR77rlH\nixYt0uOPP67m5mb169dPGzdulHRj/n/p0qXq27evZs6cqZSUFK1Zs0ZvvvlmIOMDjvDrK5t1dXWa\nPHmylixZohMnTuj06dPq27evJGnBggVKSkpyPCgAoPP82tPfvn27oqKiJN3Ye0pLS6PoAaAb8jmn\nf+7cOX355ZetSp7zuQCge/JZ+i+99JKysrJaLdu9e7fmzp2rFStWqKqqyrFwAAB7tVn6+/bt0/33\n36+BAwe27N1PnTpVaWlpKigoUEJCgnJzc7skKACg89qc0//www91/vx5HTp0SBcvXlRoaKg2btyo\nhIQESTe+BrdhwwafT2JZVsu3KAAAgdNm6W/ZsqXl59zcXMXFxemtt95SdHS0hgwZopMnTyo+Pt7n\nk7hcLl26VNP5tA7zeiODPmd3yCiR027ktFd3ymm3dn9Pf9asWcrKypLH45HH41F2drbtoQAAzvC7\n9JcuXdry8969ex0JAwBwFpdhAACDUPoAYBBKHwAMQukDgEEofQAwSJdcWjn9/21XXV1jVzxVp9xx\nR8+gzzlsyAD978T/CXQMAN1Ul5T+36q7yQ2l6wIdwLfIry8GOgKAbozpHQAwCKUPAAah9AHAIJQ+\nABiE0gcAg1D6AGAQSh8ADELpA4BBKH0AMIhfpV9XV6cJEybonXfe0TfffKM5c+Zo1qxZevrpp9XQ\n0OB0RgCATfwq/e3btysqKkqStG3bNs2ePVt79uzR4MGDVVxc7GhAAIB9fJb+uXPn9OWXXyopKUmS\nVFpaquTkZEnS+PHjVVJS4mxCAIBtfF5w7aWXXtLatWtb7otbW1urkJAQSVJ0dLTKy8udTYgWzU3X\nVVlRpnPn/h7oKD5VVUXo8uV/BzqGT3363BvoCECXarP09+3bp/vvv18DB964SqZlWa3Wf/t3OOva\nv8r18ZVmnd1xPNBRbgvXrpTrjf8fofj4+EBH8YvXGxnoCH4hZ3Brs/Q//PBDnT9/XocOHdLFixcV\nGhoqj8ej+vp6hYWFqaysTDExMV2VFZLC+8QoIiou0DFuK5cu1QQ6gk9ebyQ5bdSdctqtzdLfsmVL\ny8+5ubmKi4vTxx9/rAMHDmjq1Kk6ePCgxo4da3soAIAz2vU9fZfLpWXLlmnfvn2aNWuW/vWvf2n6\n9OlOZQMA2MzvO2ctXbq05ef8/HxHwgBdqbmpUV999VW3OODMgXHYpUtulwgEo7p/V2rtjhKF9+G4\nlB3+c2A8KurOQEdBGyh9GI0D4zAN194BAINQ+gBgEEofAAxC6QOAQSh9ADAIpQ8ABqH0AcAglD4A\nGITSBwCDUPoAYBBKHwAMQukDgEEofQAwCKUPAAZp89LKtbW1yszM1OXLl1VfX6/Fixdr//79On36\ntPr27StJWrBggZKSkrokLACgc9os/SNHjmjYsGGaP3++Lly4oHnz5mnkyJFKS0uj6AGgG2qz9CdN\nmtTy84ULFzRgwABJkmVZzqYCADjCrzn9mTNnKj09XatWrZIk7d69W3PnztWKFStUVVXlaEAAgH38\nul1iYWGhzpw5o2effVarVq1S3759lZCQoB07dig3N1dr1qxxOieAbsLrjQx0BL90l5x2a7P0P/vs\nM/Xr10933nmnEhIS1NTUpPj4eEVHR0uSkpOTtWHDhi4JCqB7uHSpJtARfPJ6I7tNTru1Ob3z0Ucf\naefOnZKkiooKXbt2TWvXrtXZs2clSSdPnlR8fLztoQAAzmhzTz81NVWrVq3SrFmzVFdXp3Xr1qlX\nr17KysqSx+ORx+NRdnZ2V2UFAHRSm6UfFhamzZs337J87969jgUCADiHM3IBwCCUPgAYhNIHAINQ\n+gBgEEofAAxC6QOAQSh9ADAIpQ8ABqH0AcAglD4AGITSBwCDUPoAYBBKHwAMQukDgEEofQAwCKUP\nAAZp8yYqtbW1yszM1OXLl1VfX6/FixdryJAhSk9PV3Nzs7xer3JychQaGtpVeQEAndBm6R85ckTD\nhg3T/PnzdeHCBc2bN08jR47U7Nmz9dBDD2nLli0qLi5WampqV+UFAHRCm9M7kyZN0vz58yVJFy5c\n0IABA1RaWqrk5GRJ0vjx41VSUuJ8SgCALdrc0/+PmTNnqry8XNu3b9e8efMUEhIiSYqOjlZ5ebmj\nAQEA9vGr9AsLC3XmzBmlpaW1Wm5ZliOhAHRfXm9koCP4pbvktFubpf/ZZ5+pX79+uvPOO5WQkKCm\npiZ5PB7V19crLCxMZWVliomJ6aqsALqBS5dqAh3BJ683stvktFubc/offfSRdu7cKUmqqKhQbW2t\nEhMTdeDAAUnSwYMHNXbsWNtDAQCc0eaefmpqqlatWqVZs2aprq5O69at09ChQ5WRkaGioiLFxcVp\n+vTpXZUVANBJbZZ+WFiYNm/efMvy/Px8xwIBAJzDGbkAYBBKHwAMQukDgEEofQAwCKUPAAah9AHA\nIJQ+ABiE0gcAg1D6AGAQSh8ADELpA4BBKH0AMAilDwAGofQBwCCUPgAYxK975Obk5OjUqVNqbGzU\nokWL9Ic//EGnT59W3759JUkLFixQUlKSo0EBAJ3ns/SPHz+uL774QoWFhaqurta0adOUmJiotLQ0\nih4AuhmfpT9q1CgNGzZMkhQZGana2lo1NTXJsizHwwEA7OVzTt/tdis8PFyS9PbbbyspKUlut1u7\nd+/W3LlztWLFClVVVTkeFADQeX7N6UvS4cOHVVxcrPz8fH366aeKiopSQkKCduzYodzcXK1Zs8bJ\nnAAAG/hV+kePHtWOHTv02muvKSIiQomJiS3rkpOTtWHDBscCAuhevN7IQEfwS3fJaTefpV9TU6Oc\nnBwVFBSod+/ekqSnnnpKS5Ys0ZAhQ3Ty5EnFx8c7HhRA93DpUk2gI/jk9UZ2m5x281n677//vqqr\nq7V8+fKWZY8++qiysrLk8Xjk8XiUnZ1tezAAgP18ln5KSopSUlJuWT5t2jRHAgEAnMMZuQBgEEof\nAAxC6QOAQSh9ADAIpQ8ABqH0AcAglD4AGITSBwCDUPoAYBBKHwAMQukDgEEofQAwCKUPAAah9AHA\nIJQ+ABiE0gcAg/h1j9ycnBydOnVKjY2NWrRoke69916lp6erublZXq9XOTk5Cg0NdTorAKCTfJb+\n8ePH9cUXX6iwsFDV1dWaNm2aEhMTNXv2bD300EPasmWLiouLlZqa2hV5AQCd4HN6Z9SoUdq6dask\nKTIyUrW1tTp58qSSk5MlSePHj1dJSYmzKQEAtvBZ+m63W+Hh4ZKkt99+W0lJSbp27ZpCQkIkSdHR\n0SovL3c2JQDAFn4fyD18+LD27t2rtWvXtlpuWZbtoQAAzvDrQO7Ro0eVl5en119/XREREQoPD1dD\nQ4NCQ0NVVlammJgYp3MC6Ca83shAR/BLd8lpN5+lX1NTo5ycHBUUFKh3796SpNGjR2v//v2aOnWq\nDh48qLFjxzoeFED3cOlSTaAj+OT1RnabnHbzWfrvv/++qqurtXz5ckmSy+XSpk2btHr1ahUVFSku\nLk7Tp0+3PRgAwH4+Sz8lJUUpKSm3LM/Pz3ckEADAOZyRCwAGofQBwCCUPgAYhNIHAINQ+gBgEL9O\nzgIAX5qbGvXVV1/p8uV/BzqKT1VVEd0ip9c70vZtUvoAbFH370qt3VGi8D6coW+Ha1fKdaKY0gcQ\nxML7xCgiKi7QMdAG5vQBwCCUPgAYhNIHAINQ+gBgEEofAAxC6QOAQSh9ADAIpQ8ABvGr9M+cOaMJ\nEyZoz549kqTMzExNmTJFc+bM0Zw5c/Thhx86GhIAYA+fZ+TW1tbqxRdf1JgxY1qWuVwupaWlKSkp\nydFwAAB7+dzTDw0NVV5envr3799quWVZjoUCADjDZ+m73W6Fhobesnz37t2aO3euVqxYoaqqKkfC\nAQDs1aEDuVOnTlVaWpoKCgqUkJCg3Nxcu3MBABzQodJPTExUQkKCJCk5OVmff/65raEAAM7wu/Rv\nnsN/6qmndPbsWUnSyZMnFR8fb38yAIDtfH5755NPPtGaNWtUWVkpt9utwsJCLVu2TFlZWfJ4PPJ4\nPMrOzu6KrACATvJZ+sOHD9d77713y/If//jHjgQCADiHM3IBwCCUPgAYhNIHAINQ+gBgEEofAAxC\n6QOAQSh9ADAIpQ8ABqH0AcAglD4AGITSBwCDUPoAYBBKHwAMQukDgEEofQAwCKUPAAbxq/TPnDmj\nCRMmaM+ePZKkb775RnPmzNGsWbP09NNPq6GhwdGQAAB7+Cz92tpavfjiixozZkzLsm3btmn27Nna\ns2ePBg8erOLiYkdDAgDs4bP0Q0NDlZeXp/79+7csKy0tVXJysiRp/PjxKikpcS4hAMA2Pu+R63a7\n5Xa7Wy2rra1VSEiIJCk6Olrl5eXOpAMA2KrTB3Ity7IjBwCgC3So9MPDw1sO3paVlSkmJsbWUAAA\nZ/hd+jfv0Y8ePVr79++XJB08eFBjx461PxkAwHY+5/Q/+eQTrVmzRpWVlXK73SosLNRrr72mrKws\nFRUVKS4uTtOnT++KrACATvJZ+sOHD9d77713y/L8/HxHAgEAnMMZuQBgEEofAAxC6QOAQSh9ADAI\npQ8ABqH0AcAglD4AGITSBwCDUPoAYBBKHwAMQukDgEEofQAwCKUPAAah9AHAIJQ+ABiE0gcAg/i8\nicp3OXHihJYvX667775bkjRkyBCtXr3a1mAAAPt1qPQl6YEHHtAvfvELO7MAABzW4emdm2+UDgDo\nHjpU+i6XS+fOndPPfvYzPfbYY/rzn/9sdy4AgAM6NL0zePBgLV26VBMnTtT58+f1+OOP69ChQ+rZ\ns8OzRQCALtChPf3Y2FhNnDhRkjRo0CD1799fZWVltgYDANivQ6X/3nvvKTc3V5JUWVmpyspKxcbG\n2hoMAGC/Ds3HJCcna+XKlUpNTVVzc7PWr1/P1A4AdAMdamqPx6Nf/epXdmcBADiMM3IBwCCUPgAY\nhNIHAINQ+gBgEEofAAxC6QOAQSh9ADAIpQ8ABqH0AcAglD4AGITSBwCDUPoAYBBKHwAMQukDgEEo\nfQAwSIfvfJKdna2//vWvkqTnnntO9913n22hAADO6NCefmlpqf75z3+qsLBQL7zwgl544QW7cwEA\nHNCh0j9+/LgmTJggSbrrrrt05coVXb161dZgAAD7daj0KyoqFBUV1fJ7dHS0Ll26ZFsoAIAzbLmb\nuWVZcrlc/3W968ppNTU22/FUjnL37BHUOZuvVKiuR99Ax7ht1NZclvTf37doH8bTXteulDuy3Q6V\nfkxMjCoqKlp+Ly8vl9fr/a+Pf/e1VR15GgCAzTo0vfPggw/qwIEDkqTTp08rNjZW4eHhtgYDANiv\nQ3v6I0aM0NChQzVz5ky53W6tXbvW7lwAAAe4LMuyAh0CANA1OCMXAAxC6QOAQSh9ADBIuw7k5uTk\n6NSpU2psbNSiRYt07733Kj09Xc3NzfJ6vcrJyVFoaKiqq6u1cuVKeTwebdu2TZJ0/fp1ZWZm6ptv\nvpHb7VZ2drYGDRrUavtDhw7VyJEjW34vKChQjx7t/1zqTE5JOnHihJ555hllZ2dr3Lhxt2z/3Xff\n1a9//Wv16NFDP/3pTzVjxox2Z+yKnHaMZ2cyNjY26rnnntP58+fV1NSk9PR0/eAHP2i1/WAYS39y\nBsN7s7KyUhkZGWpoaND169eVlZWlYcOGtdp+MIynPzmDYTz/o6KiQhMnTtQrr7yiUaNGtVoXDOPp\nT852jaflp5KSEmvhwoWWZVlWVVWVlZSUZGVmZlr79++3LMuyfv7zn1tvvvmmZVmW9cwzz1h5eXnW\nsmXLWv793r17rY0bN1qWZVl/+tOfrKeffvqW53jggQf8jeNYzn/84x/WkiVLrGXLlllHjhy5ZftX\nr161HnroIaumpsaqq6uzJk+ebFVXVwddTsvq/Hh2NmNxcbG1bt06y7Is6+9//7s1Y8aMVtsPlrH0\nldOyguO9uXPnTuu3v/2tZVmWVVpaaj355JOtth8s4+krp2UFx3j+x7PPPms98sgjVmlpaavlwTKe\nvnJaVvvG0++P1lGjRmnr1q2SpMjISNXW1urkyZNKTk6WJI0fP14lJSWSpOeff17Dhw9v9e9vvl5P\nYmKiTp065e9Tt0tnc8bGxurll1+Wx+P5zu3/5S9/0X333aeIiAiFhYVpxIgRHXotTue0Q2czTpky\nRZmZmZKkqKgoVVdXt1ofLGPpK6ddOpvziSee0MMPPyxJunDhggYMGNBqfbCMp6+cdulsTkkqKSlR\nZGSk4uPjZX3ri4zBMp6+craX36XvdrtbTsB6++23lZSUpGvXrikkJETSjevvlJffOG04PDz8lmAV\nFRWKjo6+8aQ9esjlcqmxsbHVY+rr67Vy5UqlpqZq165dHXpBnc0ZFhbW5iUlKisrW16HJPXr169D\n1x1yOqfU+fHsbMaQkBDdcccdkm78uTllypRW64NlLH3llILjvSlJly5d0qOPPqq8vDwtX7681bpg\nGU9fOaXgGM+GhgZt375dzzzzjCTd8v8pWMbTV06pfePZ7km0w4cPa+/evbeckOXPp8/Nj/mux2dm\nZur5559Xfn6+3n33XX322WftjWdLzvbo7PaczGnXeHY24549e/S3v/1NS5YsafNxgR7LtnIGy3vT\n6/WquLhYGRkZysrKavOxgRxPXzmDYTx37Nih1NRURURE+PX4QI2nPznbM57tKv2jR48qLy9Pr776\nqiIiIhQeHq6GhgZJUllZmWJiYloe++1Po5uv13P9+nVZlqWePVsfR05JSVGvXr3Uq1cvJSYm6vPP\nP29PPFty3uy71n37ukNlZWWKjY0NupySPePZ2Yy/+c1v9MEHH+iXv/yl3G53q3XBNJZt5ZSC471Z\nWlqqK1euSJKSkpJ0+vTpVuuDZTx95ZSCYzyPHTumXbt2KSUlRR988IE2bNigc+fOtawPlvH0lVNq\n33j6Xfo1NTXKyclRXl6eevfuLUkaPXq09u/fL0k6ePCgxo4d2/L4b38aPfjggy2PPXLkiH70ox+1\nWv/ll19q8eLFam5uVlNTkz7++GPdfffd/sazLefNy79r3bBhw/Tpp5+qpqZGV69e1alTp275pkcw\n5LRjPDub8fz58yoqKtLLL7+s0NDQW7YfLGPpK2ewvDcPHTqkffv2SZLOnj2rgQMHtlofLOPpK2ew\njOdbb72loqIiFRUVady4cVq/fr3uuuuulvXBMp6+crZ3PP3+yub777+v6urqlvk5l8ulTZs2afXq\n1SoqKlJcXJymT5+upqYmTZs2TdeuXdOVK1c0ZcoUZWRkaNKkSTp27Jgee+wxhYWFadOmTZJu/Ony\nwx/+UMOHD9f3vvc9zZgxQyEhIUpOTu7QLRg7kzM9PV11dXXatm2bysrKVFpaqpdfflnFxcWtcq5c\nuVLz58+Xy+XSsmXLWv7sCracnR3Pzmb86KOPVF1drYULF7b8+9dff107d+4MqrH0J2eg35sZGRla\nvHixMjMzdfjwYdXX12v9+vWSFFTvTX9zBsN4jhkz5ju3G2zj6U/O9own194BAINwRi4AGITSBwCD\nUPoAYBBKHwAMQukDgEEofQAwCKUPAAah9AHAIP8HaB20ttTWNvoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_region.hist('Year', bins= np.arange(data_region['Year'].min()-0.5, data_region['Year'].max() +1.5 ))\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Data model comparisons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Compare model salinity profiles with observed in this region. Apply to both spinup and nowcasts.\n", "* Focus on all depths" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "paths = {'nowcast': '/data/dlatorne/MEOPAR/SalishSea/nowcast/',\n", " 'spinup': '/ocean/dlatorne/MEOPAR/SalishSea/results/spin-up/'}\n", "zmax= 250" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "November" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVMohKeKEEEIIIcohKeKEEEIIIcqh/wc38irrmFRfXwAAAABJRU5ErkJggg==\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": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEMCAYAAAAoB2Y1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month=11\n", "fig=comparisons.compare_model_obs(month,2003,'Salinity',data_region,paths['spinup'],zmax=zmax,vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "fig=comparisons.compare_model_obs(month,2014,'Salinity',data_region,paths['nowcast'],zmax=zmax, vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "data_month=data_region[data_region['Month']==month]\n", "data_month.hist('Year',bins = np.arange(data_month['Year'].min()-0.5,data_month['Year'].max()+1.5 ))\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "December - no data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "January - no data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "February" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEMCAYAAAAlGRZyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nPckpzgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month=2\n", "fig=comparisons.compare_model_obs(month,2003,'Salinity',data_region,paths['spinup'],zmax=zmax,vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "fig=comparisons.compare_model_obs(month,2015,'Salinity',data_region,paths['nowcast'],zmax=zmax, vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "data_month=data_region[data_region['Month']==month]\n", "data_month.hist('Year',bins = np.arange(data_month['Year'].min()-0.5,data_month['Year'].max()+1.5 ))\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "March " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "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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\nCCFEKSRFnBBCCCFEKSRFnBBCCCFEKfR/eEWDIyiu12MAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEMCAYAAADNtWEcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month=3\n", "fig=comparisons.compare_model_obs(month,2003,'Salinity',data_region,paths['spinup'],zmax=zmax,vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "fig=comparisons.compare_model_obs(month,2015,'Salinity',data_region,paths['nowcast'],zmax=zmax, vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "data_month=data_region[data_region['Month']==month]\n", "data_month.hist('Year',bins = np.arange(data_month['Year'].min()-0.5,data_month['Year'].max()+1.5 ))\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "April" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntrZ0RBwAAAAASUVORK5CYII=\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": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEMCAYAAAAlGRZyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month=4\n", "fig=comparisons.compare_model_obs(month,2003,'Salinity',data_region,paths['spinup'],zmax=zmax,vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "fig=comparisons.compare_model_obs(month,2015,'Salinity',data_region,paths['nowcast'],zmax=zmax, vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "data_month=data_region[data_region['Month']==month]\n", "data_month.hist('Year',bins = np.arange(data_month['Year'].min()-0.5,data_month['Year'].max()+1.5 ))\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "May - no data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "June" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEKIa+n/3FuwZqO/+lAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBA1kBRxQgghhBA10P8DFYdrMIyD0ZoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEMCAYAAAAoB2Y1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIJQ+ABiE0gcAg/w/Ei/qVjIpIBwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month=6\n", "fig=comparisons.compare_model_obs(month,2003,'Salinity',data_region,paths['spinup'],zmax=zmax,vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "fig=comparisons.compare_model_obs(month,2015,'Salinity',data_region,paths['nowcast'],zmax=zmax, vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "data_month=data_region[data_region['Month']==month]\n", "data_month.hist('Year',bins = np.arange(data_month['Year'].min()-0.5,data_month['Year'].max()+1.5 ))\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "July" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nH6dkBOVDWSu+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAADjCAYAAADqvEJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxImIiIjkoX8AqetSyp7COyMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEMCAYAAAAlGRZyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month=7\n", "fig=comparisons.compare_model_obs(month,2003,'Salinity',data_region,paths['spinup'],zmax=zmax,vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "fig=comparisons.compare_model_obs(month,2015,'Salinity',data_region,paths['nowcast'],zmax=zmax, vmin=25,vmax=34,\n", " xmin=lon_min,xmax=lon_max,ymin=lat_min,ymax=lat_max)\n", "data_month=data_region[data_region['Month']==month]\n", "data_month.hist('Year',bins = np.arange(data_month['Year'].min()-0.5,data_month['Year'].max()+1.5 ))\n", "ax=plt.gca()\n", "ax.get_xaxis().get_major_formatter().set_useOffset(False)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Consider comparing locations individually." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# 2014" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[]], dtype=object)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAEMCAYAAAALXDfgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_2014 = data_region[data_region['Year']==2014]\n", "data_2014.hist('Month')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, no overlapping data with nowcasts " ] }, { "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 }