{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import datetime\n", "import glob\n", "import gsw\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/linkHC201812/'\n", "start_date = datetime.datetime(2017,1,1)\n", "end_date = datetime.datetime(2017,10,27)\n", "flen=1\n", "namfmt='nowcast'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "df1=et.loadDFO()\n", "df1.head()\n", "df2=df1.loc[(df1.Lat>48.9)&(df1.Lat<49.5)&(df1.Lon>-124)]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data=et.matchData(df2,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "raw", "metadata": { "collapsed": true }, "source": [ "import pickle\n", "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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x4yzn53WkUb169WxfPpcvX85q1arRycmJZmZm/Pnnn7McU5CikRGDWwazZ88G\nABw6dEiU/fTTTyhdujROnjyJrl27Yvbs2WjWrBkAwMrKKtt61NTUUKVKFezatQuVKlXCggUL0L17\nd9StWxfNmzfH7Nmz4ezsjO3bt+P8+fMwMTGBqakpZs2aBQcHB+zfvx+WlpYYPXo0tm3bBgAYMGAA\nUlJSsHfvXtFOYmIiHj9+jJcvX6J58+bw9/fP8zXfvXsXkydPRokSJXDs2DG0a9cOQ4cOFfv37NmD\ntLQ0XLp0CRYWFmjevDn09fVx9OhREazR700Quszn9evXD+fPn8eoUaMQHByMKlWq4P79+3nun0zR\nJKcI6J8qMrqGhgYkSRJ/JyUliZ99+/bFzp07ER4ejl69eol9AKCtrQ0AUFdXzzHdQHaQhIODA8LC\nwhAWFobw8HAcPXr0g/qbuT/ZER0djblz5yI4OBiXLl1Cs2bN3ntOfiOLxhtu374NACJfR1paGsaP\nH4979+5h8ODBqFixIuzt7dG3b1+ULl0aa9aseWd9VlZWuHjxoogI2717d8yYMQMHDhzA/fv30aFD\nB9SsWRMvX76Ei4sLhg0bhpiYGEiShMOHD8PCwgJly5ZF//79cebMGURGRgLIEIu2bdvCwMAAO3fu\nRN++ffHbb7/ht99+y/M1h4SEgCRev34NABg8eLDYd+XKFUyYMAGurq6ws7MT/7y//vorSpcuLY7z\n9vbG8OHDsXz5cpU+xMfHi3tkbm4Oc3PzPPdPpmgyfTqgp6dapqeXUf4psLGxwZUrV5CcnIznz58j\nODgYwP8fyGZmZkhISMDOnTvzVG+DBg2wfft2pKenIzY2FsePHwcA2NnZIS4uDn/99RcAIDU1FZcv\nX851vba2tiI/0K5du0R548aNsWzZMvH3s2fP8PLlS+jr68PY2BiPHj1SeYktLMii8YYqVaqgVKlS\n+OWXXwAAL1++xLNnz9C8eXOcO3cOixcvxtKlS7F69WpERETA0NAwV/Wam5vjl19+QUJCApydnTF4\n8GA0atQINWvWxIABAxAZGYmFCxdi4cKF0NPTQ3BwMJydncX59vb2AIAbN24AAI4dO4adO3dCkiSM\nHz8ep0+fhpOTE7p164aYmJg8XbOxsTEAoFWrVjAzM0OLFi2wYMECkMSGDRsgSRJWr16NsLAwXL9+\nHTNmzECjRo2y1FOxYkUAUPkiDR06FI8fP0adOnUQFRUFLS2tPPVNpuji5wcEBgI2NoBCkfEzMPDj\nI6OnpaU0agYKAAAgAElEQVRBW1sbpUuXRrt27eDo6Ih27dqhWrVqAAATExP06tULjo6O8PLyQs2a\nNfNUf+vWrVGxYkVUqVIFXbt2hZubGwBAS0sLO3fuxKhRo+Di4oKqVavizz//zHW9EydOxKBBg+Dq\n6qqSuC0gIADPnj2Do6MjXFxccPz4cbi4uKBatWqwt7dHp06d4O7unqdryBfyYw4sr1tBrGmQZIcO\nHQhAOK4pAx2+L+BfboiOjubChQvp5eWl4sW9b98+mpiYUF1dnZcuXSKZEbXWysqKvXr14pkzZwiA\nc+fOJUnGxsayePHitLOz4/Tp06murk4fHx8aGBjQzc0tT8mh7ty5Iyy9QkNDWa1aNeGfgTdrEs+f\nPxflDx8+zLaeOnXqEIAws5UkiVpaWmzUqFEW7/r/Ejt27ODWrVu/CE/5wuCnERYWxpo1axZ0NwoF\n8kJ4IRGN27dv08TEhLVq1SKZEbcJAL/55ptP2o6joyOtra1JUjgLHjt2jOHh4WzTpo2Kue/27dup\npqam0gel2Wvfvn35448/EoDwKNfV1eWpU6dy1Y/k5GRaWlqyXLlyvH79OtPS0hgYGMhixYoRAG1s\nbHjs2DEhLDmh9JDPbHVVrlw5Ojk5feAdKvo8efJEfIbq6urcvn17QXfpoyho0Vi+fDkrV67MI0eO\nFGg/CguyaBQS0SApHr7KKLBeXl7U1dX9pOExRo4cSQA8ffo07ezsWKlSJZIUKW0HDRrEWrVqibd7\nT09PWlhYqNQxbNgwAqC/vz9dXV2po6PDlStXsmzZsixVqpSKt3ZmkpOT+ffff/Ply5ckyePHj1ND\nQ4MKhYJDhgxhXFwck5KSmJKSwsTERI4cOZIaGho5OuspRyv6+voqIUo8PT2pp6f3KW5XkeSPP/4g\nkBFG3tXVlbq6upw/f76IqlzUKGjRkFFFFo1CJBpKE1RliPD79+/TzMyMzs7OQkg+FmWe8OXLl9PL\ny4va2tokyfr161NfX59PnjxhyZIlCYB+fn7U0dFhu3btGBsbKx72ycnJIrfH9OnTxfGdOnWilpYW\nq1WrxpUrV3LVqlXcunUrd+zYwdGjR4ughxoaGmzRogVv377NqKgoYUpsYWHBJUuWiLzkypAiGzZs\nyHIdL1++FA6Bx48fV9nXtWtXqqmpFdmH5MeSmJhIc3NzVqtWjffu3WPVqlWFA+WoUaM+OMd8QSGL\nRuFCFo1CJBpKR7/MqUwPHDhAICN3xT///PPRbXTt2lV4TSuDHD59+pTz5s0jAJ44cYK3b98Wox4A\nKnk0lDx69IjGxsasWbMmb968yU6dOhEA+/fvL0Qk86ac5lq3bp3IRKiuri5sxYOCgsT6ReXKlfn0\n6VOGhITQ1dWV2traKvGzwsLChBPiypUrVa4vKSmJZcuWpZub20ffq6JM+/btCWTEEouMjOS6devE\nPTM1NWXXrl25efPmHNeKChOyaBQuZNEoRKJx+fJlqqmpsV27diQzFp5LlSolHrzKWFAfSmRkJAGw\nRYsWlCSJfn5+NDMzY1paGi9evEgAKot9d+/e5a1bt0iSGzZsUMmd/uDBAw4ZMoQAuHjxYqakpLBO\nnTo0MjJiVFQUw8PDGRoaypMnT/L48eM8deoUx4wZQ2tra1pbWwvRyBx3Kzk5mStWrKCGhoa4B3Fx\ncSxVqhQrVKjAV69esX///gQyAjqOHTtW5fokSWLbtm2F1/h/mQcPHggRVigUHDBgAB8/fsxjx46x\nffv2LF68uBj1jR07lpcuXcoxAVhBI4tG4UIWjUIkGmRG/BoA3LdvHxMSElTe1pXTQ3nhxYsX3LFj\nB9u0aUNTU1MCGdFr09LSWLx4cXbu3JlPnz4VwQh9fHxE6JCcQnFcvnxZxcpp/fr1JDOstExMTOjq\n6qoyNTRnzhwqFAqqqamxSZMmbNGiBadOnZpjTK2GDRuKxXoyY40is2VVkyZNsp1i2bt3L4GMEO+F\n9QGY30RHR7Nly5bihUA5Wk1PT+fZs2dVQs8YGRnRxcWFTZo0yZJ2tyCRRaNwIYtGIRON+/fvEwCH\nDRtGMmMqBm9CYuSV1NRUli9fXjwUtLS0uG3bNqakpAiT3m3btgmR2LZtG0myRYsWKmasmTl8+DDV\n1dWpqanJGTNmcO/evSoP6N27d4tQJEpq165NAGLU8i5iY2MJgFWqVBFlTZs2JZCRJXD+/PlZgi/G\nx8dz5cqVLFmyJA0MDLLNff5fZ8uWLSJ6sp+fH3ft2iU+t5iYGK5du5Y2NjYqkYxz83nlBwUtGtHR\n0XRwcMh23/jx47MN/5OZ3EagXbNmjQgg6ODgIKapc9NGfiKLRiETjfT0dOJNHCiSHDBgAAFw9erV\nea7r8ePHVCgUNDAw4G+//UYyYwpHGQjR3d2d8fHxbNGihZimUh6TXRY/ZRRZAwODd1p0KfusTBWr\nNM0NCgp6Z3+vX78urLiUAd6UJCcnZxk9xMTEcMSIEWIE4uTkpBIuXUaVR48esVu3bsKs2cPDgwsX\nLhQim5yczLS0NE6cOJF6enq0tbUVybgKkg8RjaSkBzx/vgGTkmI/uv13iUZuyI1oxMTEsFy5cmK6\nNj4+vtCI9tvIolGIRCMtLY1Hjhxh2bJlqampyYsXL9Lc3FwsRudlymXLli2cNm0a9fT0WKxYMVF+\n8uRJAmC9evUoSZKYnng7IVRmzpw5wyVLlnDw4MHCyunmzZs5Hp+UlERra2uam5uLaRAA7NWrV7bH\nS5LEdu3aiTn2xYsX51j3q1ev+Ntvv/HAgQPizdnV1ZWnT5+Wp6RySWpqKgMCAkRmxRIlStDZ2ZlH\njx4V9zA4OFj4wLi6uvL+/fsF1t8PEY3IyB94/LgaIyN/eP/B7yE6Opr29vbs2bMnq1SpwsaNGwtr\nxsx5Lw4cOEA7OztWr16dAwYMEIENJ06cyB49etDDw4Nly5blokWLsrQRGhpKFxcX8eKWmbzm1vjc\nyKJRiERDuZ6h3CZPnizMTpVTVKtWrXqvp7PSKU65YKyMtklmhBtXKBQ0MjISzn39+vXL1qQ3ODhY\nLDy/vSlHEW9z/vx5ES23XLly4iGkFJygoCCVh3tISAjr168vpk1yWue4cuUKBw0aRBMTE5V+dOnS\n5Yvwei4o1q1bx3r16on72bx5c0ZHR5PMGHnMmTOHurq6rFevXoFN++VFNE6c0OHx48iynTih88Ht\nR0dHU11dXeR6adu2rRiBKR/oiYmJtLa2FqODDh06qIiGm5sbk5KSGBcXR1NT0yz3Mi0tjU2aNGHp\n0qXZvXt3lRGzLBqyaOSI0szV3d2dADhhwgTGx8fz3r17wvJI+aDMiT///JO2trbU1NRkdHS0inWS\nkuXLl7NWrVr09PTkihUrhF9EZiIjI6mjoyNMNI8ePcrp06eL6amcHO6Ub6c9e/ZUScp048YN8WAy\nMDDgL7/8wvT0dJYsWZL6+vqcNm0aU1NTs62zS5cuKkIxZMgQ7tq1K0cnQpm8k5CQICzPJk+erLJv\ny5YtBMDhw4cXSN/yIhpJSQ94+XInnjih90Ys9Hj5st9HTVNFR0er5JOZOXMmp06dSvL/D/QLFy6w\nQYMG4ph9+/apiMa0adPEPnt7e8bExGRpR5IknjlzhjNmzGD58uU5ceJElTYKC3Jo9EKEMtT31atX\nsW3bNri7u+PBgwewtLTE1KlTcffuXYwdOxabNm2Ch4cHbt26laWOgQMH4vbt29i4cSNsbW1FYMDM\n9OnTB2fOnMGxY8fw/fffQ01N9aN4+fIlGjdujKSkJAQFBeH+/fto3Lgxxo4di/j4eFy/fl1E5H2b\nunXrit8zR6QtW7Ysli5dii5duiAhIQEBAQEYPXo0Hj58iOXLl2PcuHHQ0NAAANy8eRMLFy7E06dP\nkZiYiE2bNgGA2B8VFYU2bdqgePHiebm9Mu9AX18fGzduRLly5RAYGIi4uDixr1OnTvjhhx8wd+5c\njB49Gs+ePSvAnr4bbW1LqKsbQZKSoKamA0lKgrq6EbS1S35kvdri97yGN8/t+QqFArVq1cKYMWOw\nbds2lai0MhnIovEWNWrUwLfffovk5GR06NABXl5esLOzg5aWFmrXro3k5GRMmTIFkyZNwrlz5/DV\nV1/h559/VqnDyckJALBv3z68ePHig/px+vRpEbW2evXq0NHREfsMDAxgaWmZ47mbNm2CjY0Njh8/\nrvLFUFdXR79+/bBx40aMGDECd+7cwZw5c2BkZARvb29xXGBgICpUqIAhQ4Zg2rRp0NXVRb9+/QBk\nhE9XU1MTkUVlPi06OjrYuXMnHj9+jE6dOql8fgsWLICPj4/IvbJ27doC7Om7SU19BCurPqhe/W9Y\nWfVBaurDz96mnZ0dbt26JdIcbN++PU/nP3jwAOfPnxd/h4WFwcbG5lN28YtAFo23MDExwY4dO/Ds\n2TOcPHkSu3btwk8//QQ3NzeEhoYiICAA6urqmDhxIvbt2wcg4y1wyJAhmDBhAs6fP4+FCxeid+/e\n2L59Ozw9PVGuXDn06NEjT/3w9PTEjz/+CA0NDbRr1w5RUVGIiYnB1q1bMWvWLAwbNgwXLlzI8fxO\nnTrh5s2bIo7/28yePRtPnz7FtWvXcPnyZZHvIj09Hd9//z2AjJDnPXv2BAAsXboU6enp8PX1hSRJ\nMDU1zdP1yOSeatWqYfHixQgKCkLJkiXh5+eHXbt2QVtbGwcPHhT5Vnr27Ik+ffogKCiooLucBUfH\n3ahUaRkMDFxQqdIyODru/uxt6urq4qeffoK3tzdq1KgBQ0PDbEf5OZGamorhw4fD3t4eVatWxfbt\n27Fo0aLP2OMiSn7MgeV1K2iT25woX748ixUrppKi8fXr12zYsKGY69fW1mZYWBhJcvXq1bSyshL7\ncloveBeLFy8W/h14ayHc0NAwxwV5ZcA8TU3NPEcGnTx5Ms+cOSP+Tk9PZ3JyMrdt2yaMAt4OHSLz\naZEkiTt27KCfn5/4vIODg8X++Ph4+vr6in3KcP6fi4L208gtyjTEkiTxhx9+4Pz58wu4R58HeSG8\niIjGzJkzhdfu2+aucXFxvHPnDi0tLWlkZCSspSRJEmaVyhwauWXKlCl0cHCgv78/v/76awIZoc8z\nC0d2i3lKzpw5Q3Nzc9rb2+f5WlNSUrhr1y42btyYampqol1bW1vOnDnzgwRQJu+sXLlS/M/Fxv5/\nIVmSJG7fvl38Hxw6dOiz9qOoiMb8+fPp4uLCypUrs1OnTiqRl78kZNEoIqJBkhERETQxMWHVqlW5\nZcsWDhs2jE+fPhX7z58/zwYNGhAADx48SDLjC96gQQOqq6vnqo2UlBThnKd0mps8eTKPHDnC+/fv\ni6CKAFinTp0s52d2wmvdujUBZGt7nhlJkpiUlMQnT55w7ty5IhqutbU1v//+e/bo0YOHDh3K1spL\n5tMjSRKnTZtGICN4pDJBF5nhgzN+/HgxsjU2Nubt27c/a3+Kimj8V5BFowiJBpkRpkNdXV08uFu2\nbKni93DhwoUsHuRKX4vMAQdz4tGjR6LuZ8+eid+V014kee/ePVpbW9PR0VGUpaWl8YcffqC2tjYt\nLS25atUqMULIznv86tWrjI6O5r1798QoSrnp6elx37598oiigJg6dap4Kcjs1Pfrr78KZ1MXF5ds\nvfQ/B7JoFC5k0ShiokFmhBw4fvw4Z82aReD/AQNJcvbs2Vmmjrp06UKFQpHrN/UFCxYIfwq88QBX\nOi1JksRu3boRgEpohODgYOHQV6FCBRURmD59ukr9Sg/xnLbs8mfIfH5iYmI4ceJEAsg2h4tymvLw\n4cP5OuqTRaNwIYtGERQNJUlJSQRUo7pu2LCBAFQW4RYtWkQAXLFiRa7qlSSJffr0oZ2dHWvVqqUy\nN6sMqAhkpFj9559/6O/vL8psbW35+vVrHj58mBEREfz333+zeL8eOnRIhAyZOXMmy5UrR2NjYy5a\ntIglS5aklZUV165d+wnukMz7SE9P56FDh/jNN99QTU2NCoWC3t7e2a5XeXt708jIKN/DtciiUbiQ\nRaMIiwZJ4cXr6urKly9fUpIkVqlShebm5uLLnZ6ezmLFirF27dp5qju7h4MyoGK9evVYs2ZNAhnp\nVv38/NiwYUMuX778vfVGRUVRTU1NLKLevHlTBNFr2LChGKnUqFHjg8LBy7yfpKQkBgYG0tbWlngT\nf2r06NFZguSlpqZy9+7dbNKkCQHQ19c33/sqi0bhQhaNIi4ar1+/FqaRyng1ysx41apVE9Fqa9as\nSUtLy49uT5Ik6uvri5HFnDlz+OLFCwYEBIiyt0OXZ0d0dDQNDQ1Zt25dkhlrKd9++y0BiDSuynUV\nmU9HZGSkeNEAQDs7O27btk3kP0lLS+P+/fvZqVMndu3aVZhtW1tbc9KkSQWSKrYwiEZsbCzbt2/P\ncuXKsXr16vTx8eG1a9c+qK5169Z9UADInKLlRkZG0sPDgy4uLrS3t1cJDHrq1CnWrFmTdnZ2tLOz\ny2KuvmnTJjo5ObFKlSp0dnbmd999997vnCwaRVw0SPLatWvU1NRk8+bNKUkSExMTOW/ePKqrq9PX\n15eSJHHQoEEEwJMnT35UW8oMfwBU4vHEx8eL8ty+jTZv3pxaWloqAfKWLl0q/ELc3d0/qq//dSRJ\n4qlTpzhu3DhOnz6ds2fPFiLQu3dv9unTR5jSLl26lK6uriK+mZGREfX09Ojj41PgRgl5EQ2LkBDi\n+PEsm0VIyAe3L0kS69SpozKKDgsL++DvkoeHB8+ePZvtvndZGuYkGk2aNFFJEa20douNjWXp0qUZ\nGhpKMsM0v3r16iJNwqFDh1i9enXeu3dPtL1mzRpGRka+s/+FXjQA3AYQDiBM2TEApgB+B3Djzc9i\nOZzrDeAagCgAo3PTXlEUDfL/i9cLFiwQZcpES8ePH+eLFy9YoUIFlipVKldWVDlx69YtIQ42NjYq\n+5QL3G8vfOfEzZs3xcgi88Lq0aNH2alTJ/HPLZN3rl27RgcHhyxGBiYmJty5cyfJjIfh77//ruKo\n5+XlxR07dhSqRFZ5EY3sBEO5fSjBwcGsX79+jvtnz55NV1dXOjk5ccKECSRzDqe+Y8cO6uvrs1Kl\nSnRxceHr169pY2PDkSNHslq1avz5558ZGBhIV1dXOjs7s02bNmJNMSfRcHJy4rlz57KUBwQEcPz4\n8SplQUFBrFevHkmyXr16PHbsWJ7vR1ERDbO3ymYrRQDAaACzsjlPHcBNAOUAaAG4CKDK+9orqqIh\nSRK/+uorampqClE4ceIEgYwsgOvXrxc5vbt16/ZRbYWGhnLhwoXiDSYz7/PJeBtlZkEPD49s//Fl\n8kZCQgL3799PCwsLAuCqVav4/PlzPnjwgHfv3hUWUZIkceTIkQTA4sWLc9iwYSoOfIWJghaNRYsW\nqWSizMyRI0fYq1cvSpLE9PR0NmvWjCdOnHhnOPW3Rxo2NjacNWuW+Dtz9OZx48aJ/DI5icbatWtp\nZGREb29vzp8/X0wvtW7dWmUEQpLPnz8X+XWKFSuWbRTs91GQopERsvTDaAmg4ZvfNwD4A8Cot46p\nBSCK5C0AUCgU296cd+Uj2i20KBQKtGrVCsHBwQgNDYWXlxdsbW0BAPPmzVM51sPD46Paql69OqpX\nr65StmfPHpw6dQq+vr5wd3fPdV2XL1/GzJkzMX/+fHh5eWHx4sXo2LEjFArFR/Xxv8icOXMwefJk\nvHr1CsbGxti/fz+aN2+OFy9eYOfOnfj3339x584dPHnyBFFRUbh+/Tpq1aqFEydOqASllMk9R48e\nxdGjR0UQzYSEBNy4cQNlypRB2bJlUbVqVQAZwUiVwQyzo3379uL3iIgIBAQE4Pnz50hISICXl9c7\n+9CjRw94eXnh8OHD2LdvH1auXImLFy/m6TrCw8PRpUsXxMfHY8aMGSr9KUzkNmAhAQQpFIpQhULR\n+02ZBcnYN78/BGCRzXmlAMRk+vvem7IsKBSK3gqF4pxCoTiXOSR0UaNr164AgA0bNgAAypQpg2PH\njmHu3LkICQnByZMn8fDhwzwHMHwf9+/fh6+vLxYsWIB69erByckJ7u7umDx5Mp48efLOc7W1tTFx\n4kT89ddfePLkCfz8/HDt2rVP2r//AiQxZcoUSJKEcePG4dChQ2jevDmeP3+O+vXrY+DAgZg2bRr2\n7t2LK1euwNzcHBs3bpQFIxc4ODjkGHyTJMaMGYOwsDCEhYUhKioK3333HYC8hVPX19cXv3fv3h1L\nly5FeHg4Jk6ciKSkpPf20crKCv7+/ti3bx80NDQQERGBKlWqZOl3aGgoHBwcxHUpI+s6OTkhLCwM\nPj4+SExMfG97BUVuRaMeyaoAfAD0UygUDTLvfDM04sd0hGQgSVeSrsqIq0URIyMjuLi44MiRI+KD\n9/T0xLBhw+Du7o769evDwiI7ff049PT0YGRkBBsbG/j7+8PY2BjJycmYNGkSBg4cmKs6qlSpIiL3\n1qxZE3/99dcn7+eXjEKhgIeHB5KSkjBs2DC4ubkhISEBVapUQXh4OKZPn47nz5/j0aNHiI6ORkhI\nCLp06SILRi5o1KgRkpOTERgYKMouXbqEU6dOwcvLC2vXrkVCQgKAjBeof//99531GRoaIj4+Psf9\n8fHxsLS0RGpqKrZs2fLe/h0+fBipqakAgIcPH+LJkycoVaoU+vXrh/Xr1yMsLAwA8OTJE4waNQoj\nR44EAIwZMwbDhw/HvXv3RF2FWTCAXIoGyftvfv4LYA8ypp0eKRQKSwB48zO7T+k+gNKZ/rZ+U/ZF\n4+vri6dPn2LVqlWQJClf2ixWrBjWrFmDO3fu4NKlS/jxxx/FP6aenl6u6/nmm28QFBQEU1NTtGnT\nBnv27FGuT8nkglKlSoEkDAwMAADHjx9HbGwsVq9ejbFjx8LY2Bi6uroF3MvPi4WmZp7Kc4NCocCe\nPXsQFBSE8uXLw8HBAWPGjEHJkiXRpEkTdOrUCW5ubnBycsK33377TkEAMkYSffr0QdWqVbN9SE+d\nOhW1a9eGu7s77O3t39u/o0ePwtHRES4uLvDy8sKcOXNQsmRJWFpaYvPmzejVqxfs7e1Rt25d+Pv7\no0WLFgCApk2bYuDAgfDx8UGVKlVQt25dqKurv3c6rEB536IHAH0Ahpl+/xMZFlFzoLoQPjubczUA\n3AJQFv9fCHd4X5tFdSFcybVr14TZZOYUk/nBokWLRGwi5Xbnzp0813Pu3DmamZkRABs1aqSSNlYm\nZ3r16kUAwiFSudBdEL4Vn5LC4Kch838Ke7pXCwAhCoXiIoB/ABwgeRjATACNFQrFDQBfv/kbCoXC\nSqFQHHwjSGkA+gM4AuAqgF9IXv5AfSsyVKpUCXfu3EGzZs0QEBCAGzdu5FvbAwcOxKVLlzBq1Ci4\nurqia9euKFGiRJ7rqVGjBmJjY+Hp6Yljx47B1dUVjx49+gw9/rJwc3MDADGl0bRpUwDAqlWrCqxP\nMjKflPxQprxuRX2koUQZwlxPT++j/DIKkhcvXrB3794EMhI67d69u6C7VKhJT0+nt7c3tbS0GBoa\nyqSkJGpoaNDd3T3f40V9SuSRRuGisI80ZD6QLl26YNOmTUhPT0fXrl3zbX0jJ27dugUNDQ0oFAoM\nGzYMW7duReXKlaFQKMTWu3dvKBQKMSdsZGSElStX4vz586hcuTLatGmDunXrYvPmzQV6LYUVNTU1\nbNq0CSVKlEDbtm2RmJiIuXPn4vTp01nMrmVkiiT5oUx53b6UkYaSZcuWEQCXLl1aoP34888/3xkO\nHQCnTJlCAHz48GGW8x89esRx48axYsWKBMDq1avz9OnTeXYm/NLYtGkTTUxM2LNnT3EvlPe6f//+\nlCSJvr6+VFdX55QpU7KNCyZJUqHOXXLlypUiPVL6kpAkqfB7hOf39qWJhiRJBMDmzZsXdFeYmprK\ns2fP8urVqxwxYgRXrVrFkJAQPnv2jImJibmq4/Xr15w9e7ZI8GRpaclt27b9Z6Phent7C9GdNGmS\nKLe2tmalSpWYlpbG58+f093dnQDYpEkThoWF8caNG4yNjeWSJUvo6OhITU1NdunSpVCK8K1btxgX\nFycLRwEjSRLj4uKyREIm8080FBltFS5cXV157ty5gu7GJ6Vs2bIwMDBAeHh4QXflk/H48WMcOXIE\nw4cPx8OHD6Gjo4OpU6eib9++eTLzLcocOnRImE0+f/4cmzZtQlBQEBo1aoRVq1ahd+/emDx5MiZM\nmAAAWLhwIYYMGZKlnho1aiA1NRWXLl3CjRs3UKFChfy+lHeSmpqKe/fu5crJTebzoqOjA2tra2i+\nZcKsUChCSbp+9g7khzLldfvSRhok6enpSQA8f/58QXflk5OUlMSgoCBWq1aNAOjt7f2fySXeoEED\nmpqa8sGDB3z58iUBsF+/fiQz3gq7dOlCAGzVqpXI433v3j2uW7eOCxYs4PTp03n27Fn+/vvvNDAw\noImJSaGeppIpvECenvqy+Omnn6iurk51dXX26NFDJSDal4IkSZw3bx7xJuXsnDlzsqQr/ZI4c+YM\nAXD06NEkyX/++YcAuHnzZnFMQkICBw4cSHV1dSoUCg4fPjzb9YF+/foRAGfMmJGv1yDz5SCLxhfI\nnTt32KlTJwKgQqFgzZo1uWjRoi9qnliSJPr5+VFdXV2knj1w4EBBd+uzULNmTWpra/P69eskySlT\nplChUPDff//NcmxERASbNm0q1j5Kly7Nw4cPi/2hoaHCEEFG5kOQReML5p9//uHEiRPp7OxMAKxY\nsSJv3rxZ0N36ZEiSxLS0NG7bto3ly5enjo4Ohw0bxr/++qugu/bJUCbCyvyQd3d35/v+d2/dusUV\nK1awYsWKNDExEQuaSUlJrFy5MkuUKFFkfXpkChZZNP4DpKWlcdasWQUSbuRTkZ6eztWrV9PV1ZUt\nWrTIMh9/9+5dNm7cmBoaGiKPSFEPqRESEkI1NTVqaWkxIiJClJcpU4bW1tYqZTkRFhZGAGzRooUo\nW6VkvPwAACAASURBVL58OQHw1KlTn6XfMl82+SUasnNfAaKuro7+/fsDyHC8K4pMmDABPXv2xLlz\n57B//35MmjRJZX/p0qVx9OhRPHz4EN26dcPGjRvRpUuXAnd0/Bi2bNkCSZKwePFilWB2CxYsQGxs\nLJycnHDkyJF31qG0ovPx8RFlly9fhq6uLlxdP78BjIzMB5MfypTX7b8y0lBiY2NDc3PzIhei48aN\nGwRAZ2dn4YsC4J2L/EuXLiUAtmzZkteuXcvH3n46ZsyYIa61ffv2KmtSMTExtLOzo5mZ2Tv9Xjp3\n7kwzMzMVK7OKFSvSx8fns/Zd5ssF8kjjv8OmTZtAEm3atEHDhg2xePHidyaLKSyEhIQAABo3bgwX\nFxcAQLdu3WBqaprjOX379sXw4cOxb98++Pv750s/PzUDBgzA06dP4efnh+3bt+Pq1atin7W1NTp2\n7IjHjx/j+vXr2Z4vSRKOHDmCJk2aQE0t4yv46tUr3LhxA0ZGRvlyDTIyH0x+KFNet//aSIMkk5OT\nOXbsWFauXJkAWKlSpUK/cBwdHU1DQ0Px1j1y5EgmJyfn6lwfHx9qaWkVqUVfSZLYp08fampq0tDQ\nUKzT4K3w89HR0TQyMqKbm5soS0hIYPPmzenk5MQGDRoQADdu3Cj2JyYmsmTJktTQ0CiUHuEyhR/I\nC+H/XVatWkVLS0uamJjwxx9/LNQmuRcuXOCOHTt47969PJ2nNDHt06fPZ+rZp+fChQsiDEjv3r1p\na2tLADQ1Nc0yJeft7U0rKyvxd6tWrQiA9vb2Qmgyx/dSOgE2bdo0365H5stCFo3/OBEREaxVq5aw\nODp+/PgX5WWdmJhITU1Nfv/99wXdlVwzePBgAuDOnTtJZow84uPjsxyXlpZGU1NTduvWjSSFp3i1\natUoSRKvXr2qMspISUmhgYEBfX19C/ULgkzhJr9EQ17TKKQ4ODjg77//xnfffYfNmzfD09MTP/zw\nQ0F365NBEqmpqXj16lVBdyXXnDlzBgBQrVo1ABkpSJVpXTNz/fp1PH36FE+ePMGNGzewc+dOAEDL\nli2hUChgb2+PLl26iOP79OmDhIQEdO7cGQqFIh+uREbmI8gPZcrrJo80VHnx4gX79u1LANyyZUtB\nd+eTYWNjQ0tLSwYFBeU6wm5Boly/WbFixTuPS0pKYr169VRCzpcqVSrLKCIiIoKNGzcmADZr1uyL\nGknK5D+Qp6dkMpOamkp3d3fq6+vz6NGjhXIa4/Tp03R2duaECRM4YsQIjhkz5p39PHjwIHV0dAiA\nurq69PLy4rx583jp0qVCdX3h4eHs2bOnEABtbW2mpKS88xxJknjjxg0uW7aMvXr14unTp1X2h4SE\nsGTJklRTU+PkyZOzneaSkckLsmjIZCEmJoYlSpQgAA4bNqygu5OFEydOZEnqtGTJkneeEx8fz/37\n93PAgAEqi8RWVlYqsZnyg8TERMbGxvLRo0dMSEhgfHw8//77b2pqalJdXZ3dunXj0KFDuXXr1lzV\nFxoayqlTp2Y7iqpatSoBFDnfHJnCiywaMtny5MkTdu3alQDYu3fvbIPjFRS7du0iANrY2DA2NlZM\nvcTExOS6jv+xd95hUVxdGH+XKh0RBWzYsYOCqLFhiWLvNVY0ijVq7FhirMSu2LtRscYuRkXFigoI\n9oogYEMBC2WB3ff7A3c+VhYFXRYw83ueebI7e+fecyc4Z+65p4SHh3PDhg1Cbqbjx49n6sYbHR1N\nLy8vbtiwQWU1PDLNlXnXrl3cuXMnx4wZwzFjxrBhw4bCqq1JkyasX78+ra2taWpqqrKaoaGhIf39\n/TOVOTY2lsuXL2eXLl34yy+/cOzYsfz333/p6OhIAFy7di3JtNXHiRMn2LVrVwKgg4NDlu+LiMjX\n0JTSEIsw5UOkUin69++PXbt2oWHDhvD19YWOjk5ui4Xr16/D2dkZQFpalLNnz2LgwIGwsLDAkydP\nYG5unuW+njx5AmdnZ8TExMDQ0BAuLi74+eefIZfLsWvXLpDErVu3IJVKhWvs7OxQpkwZGBsbY+rU\nqahevTq2bNmCAQMGCG0kEgkqV66M1NRU1K5dG0FBQZBKpahWrRoMDAyE3xISEiCRSGBtbY0+ffoI\nAYtv3rzB9OnT4ePjAwsLCxgYGCAoKAiJiYkoXLgwEhIShM19Dw8P1KpVCw0bNkTBggVx9OhRtG3b\nFgBQrlw5jBkzBsOGDfvu+y4iAohFmL5b6/4X2LZtGwGwS5cuQnru3EYRbyCVSimVSrl06VJqa2uz\ncOHCXLNmTZaD/8g0B4BDhw5x+PDhQl1yAKxWrRpr1arFYcOGMSQkhH///TcHDx5MV1dXWltbC+3W\nr1/PzZs3C9+vXbvGuLi4bM3n7du3ShvU48aNE/qrUaMG7e3tOWjQIAYGBnL79u2sWrWq8PvIkSO5\nevVqurq60tPTk76+vjQ0NCQAdurUKd+mURHJm0A0T4lkhd9//50SiYSGhoZf3XjWBI0aNSIAvnr1\nSjh3/PhxIQ28kZERW7duzWXLlmW7pnhYWNhXM8jK5XIhvgUACxQoIJjJhg4d+tUxnjx5wmXLlnHV\nqlV0cXER9le8vb358eNHIXfWnDlzhGs+fPjABQsWEABLlizJiRMn8u+//+aoUaNUmrsUezd6enoc\nMWIEz507l637ICKiClFpiGSZu3fvskWLFkJ9h6959uQUGzduJAA2adIkg/JKTEzkgQMHOGzYMJYr\nV44AWLp0ae7YsUPtii45OZlSqZSBgYEsXry4UnLB9PI4OTnRysqKq1at4s6dO4UULoqjVKlSnDBh\nAkuUKCE85BWfN2zYwLdv33LYsGGCK669vT0LFy4stAVAFxcXRkZGMioqilu3bmW5cuWor69PJycn\npbGOHz+u1nsg8t9DVBoi2UIul7Ndu3ZC3qo9e/ZovG6FoirhxYsXv9p27969gsnJ0dGR586dY1hY\nmNrL4EZGRnLYsGG0srJS8sZKn5VX1dG0aVPBLJWQkMATJ07w999/Z9OmTblo0SKmpqZy7NixBMA+\nffooma3Gjh3LYcOGcfjw4RlcaZ8+fcpffvlFUC6K//bo0UOt8xb57yEqDZFsI5VKuX79ehYsWJBA\nWknZLl26ZCiMlFM8f/6cVlZWrFSpUqbeTOmJj4+np6enEKuhkLl06dIsXbo0+/fvz507d+aYh1ih\nQoWUFMXEiRO5Y8eODKuSzFiyZAkB8ODBg8JqI6uu0HK5nBcvXhTGXrx48fdOR+Q/jqg0RL6ZlJQU\nXrp0iSNGjBA2jm/duqWRsU+fPk2JREInJyd6eXkxNjb2q9fExsZy//79XLBgAWfMmEFXV1e2bt1a\nUH5AWk3tkiVLsk+fPrx69apaZP3tt99YrVo17t69m8nJyYyKimLt2rUJIEt1zU+dOiVsuBcrVowN\nGzbMtgz37t3junXrsqRkRUS+hKg0RNTCb7/9RgCcOXOmxsZcvXq1kAG2ZMmSnD59Oi9cuJDtvZbU\n1FRevXqVs2fPZps2bdiuXTsaGxtTIpEI0ePPnz//bnkvXbrEzp07C6nOs3KvPnz4wOLFi7NAgQJs\n0qSJxu+xiMjniEpDRC0kJSUJbqA9e/ZkVFSURsaVy+U8dOgQa9euTS0tLQKgiYkJ27dvz/v3739z\nv1FRURw1apTggWRra8uYmJhv7u/58+fCaub333/no0ePvnrNrFmzhGtmz54tfM4P+bN+BKRSKVet\nWsV+/fqJEfXpEJWGiNqIiIigm5ubEN2cnVgJdRATE8N9+/ZxyJAhNDAwIADWqVOHM2bMyJL5KjPO\nnj1LHR0ddujQ4Zs9sCIiImhhYUEAPHTo0Ffby2QyFi5cmOXKlWP//v2F+WQ1tYjItxEcHMymTZuy\nV69egls3AFpbW+e2aHkGUWmIqI3o6GjWqFGDwP/reecW9+/f57Rp01inTh0CoJWVFbdv3/7N/S1e\nvPi7N5LPnz9PANy1a9dX2wYHBxMAlyxZIsxBjLPIORISErh161ZBSShyr7Vt25bm5ubs1KlTbouY\nZxCVhkiWiIiI4LJly3jmzBkmJSWpbDNjxgwCoKenZ57acD1x4gSrV69OXV1d7ty5kytWrOCqVav4\n7t27LPchl8vZoUMH6ujofDE/VGakpKQID/+suPuGh4cTAD08PIhP+b9E1M/Dhw85duxYYRUIpGUX\nTkxMZFRUlJB1ePfu3bktap5BVBoiWSJ9kJiBgQELFizI6tWrs0ePHuzRo4cQHe3g4JDr0eKqePPm\njbBprjgaNmyYLTfhmJgYlipViiVLlsx2bMqFCxeEcRs0aMBZs2bx+vXrJNMUUnR0tNJ98/HxIQAe\nPXqUADhw4MBsjSeSOe/evWPVqlWF+B0dHR126dKFvr6+lMvlwv+HmzdvUktLi23bts1lifMWotIQ\n+SrR0dEEwN69e/Pw4cMcMWIEu3btysaNG9Pc3JyFChVi5cqVuXTp0mznXNIkcXFx/OeffxgSEsJ1\n69YRAFetWpWtPq5du0ZdXV22bNkyW7Up3r59y2nTpnHcuHGsWbMmJRKJEC9ia2srKNzo6GiS/y/5\nqli9KUq6inwfDx8+FAIdzc3NOWvWLJWecW/evGGxYsWopaXFoKCgXJA07yIqDZGvkpyczIoVK1Jf\nX58jRoz4IQr5JCQkCCk8AgICsnXtsmXLCICmpqbf/EB5/fo1Bw8ezNatW/Pnn3/mhAkTqKenR4lE\nQnd3dyE9yJo1awiA7u7u3zSOiDJTpkwhkLG+iK+vLydMmEAPDw/Onj1b8Jr7kSpYqgtRaYhkiUeP\nHgnpQ0xMTPjnn39+18ZyXmD+/Pk0NTWlRCLhgAEDslwGVS6X89SpU7SxsWG5cuWytTfyJdavX09z\nc3MaGRkRACtXrswzZ84QAPft26eWMf7rKLIjp99z+/DhA/X19ZVMl6VKlfpqud3/KqLSEMkyiodl\nhQoVhH9c+X2D8NmzZ+zXrx8B5YyyWeHChQvU1tZm3bp1eeHCBbXJJJVKGRkZyfj4eP77779C7ihv\nb2+ePHnyu+JF/uv8+uuv1NHRUXIHT0pKYpEiRWhra8vIyEg+f/5crKP+BUSlIZJtZDIZ79+/z1q1\natHExCRLgWp5GUUSRi0tLYaFhWXr2jVr1tDExISGhoa8c+dOjsi2efNmmpmZCYpaS0uLzs7O3Lt3\nr9rH+9FRJH/09fVVOn/69GkC4JgxY3JJsvyDqDREvpnw8HBaWFjQwcEh30cpK3z0XV1defDgwWx5\ngD1//pxFihRhmTJlspRL6lto2bJlhgy5HTp0yJGxfmQ+fPhAY2Njlfm7ihYtSicnp1yQKn8hKg2R\n7+LIkSMEwGHDhuW2KN9FfHw8+/TpI9Tvbty4MW/evJnl68+cOSOsBtRtspPL5cI+R/rjxo0bah3n\nv4BUKhWCPdMTGhoqeLCJfBlRaYh8N23btiWQVuZUFc+ePdNY9tvvJSUlhVOmTKGxsTEB0M3NjZGR\nkVm6NjExkXXq1KGJiQl37dqlVrv4Tz/9pKQwmjdvrra+/0v4+voSAOfPny+ck0qlQsEuPz+/XJQu\nfyAqDZHvRlFDXNX+xqtXr4QHXV4M+suMJ0+eCJ42RkZGnD59Oi9evPjVDLrh4eEsWrSoEMSnCOD7\nXiIiIjh58mSGhoayVKlStLKyUnshqf8C48ePp66urlIJ4LNnzxIA582bl4uS5R9EpSGiFp4+fSok\n9UtP+nw+1atXz3eeP9evX2e9evWEDLplypThvn37vhjEKJVK+eeff9Lc3JyFCxfO9ub61wgICKCe\nnh5btWolevmoICEhgdu2beOSJUs4YsQI9u7dmz179mTPnj0JpJUJTs+GDRvUHpMRHx+fr16SsoOo\nNETURvXq1VmqVCmlc0OGDCEALly4kLq6uixSpAh//fVXPn36NHeE/EZiYmK4ceNGIUeRmZnZV/c8\n7ty5Q0NDQ2pra3PZsmVqlcfLy4sAuHnzZrX2m99JTExkzZo1hRcVPT09mpmZ0dzcnIaGhhw4cGCG\nv7169eoRAAMDA9Uiw9OnT6mnp0cbGxsGBwerpc+8hKg0RNRGp06dCEAIdpPJZKxWrRoBMDo6mseP\nH2fHjh2pq6tLfX19/vnnn7kscfZJTk7mqVOnWLhwYUokEtarV4///vtvpu1DQkLYtGlTAmCrVq3U\nttL68OEDAbHmd2pqqmAy3L9/v1Bad+rUqQwNDVW636re/F++fEkAHDdunNpkunTpkqC0ypUrl6dT\n63wLotIQURuK1N+KlBdyuVyItE1PSEgIXV1d83Wk84MHDzh58mRh/6Jdu3ZMTU1V2fbDhw8cN24c\ntbW1WaVKFR45ckQtMvTv358SieSLSutH5dmzZ5w2bRqtra1pYGAg/D1ZW1vz9OnTWTYN/f333wSQ\n7VQyX0Iul/OXX34RFEfnzp1/KFOVqDRE1ErFihVpa2tLuVzOpKQk6unpsX///hnaSaVSVqtWjWZm\nZl/cXA4PD+c///zDFy9e5KTY30x0dDTHjRtHACxbtiyPHDmS6T7Djh07WLx4cQJg06ZNGR8f/11j\nx8fHs0qVKixcuLBaI9LzKjKZjCdOnBACMSUSCVu2bEl3d3chV9TSpUuF9k2bNuWSJUu+2Gfv3r1p\naWmp9r2hDx8+sFKlSoLiSC9XfkdUGiJqZenSpVQUD5LL5axUqRKLFCmi8qGvqBVx+/btDL+dOXOG\nbdu2FTagFYF3N2/e5MuXL7/7gatO5HI5N27cKKw6ChUqxO7du/Px48cZ2sbFxQnzVke687t37wqx\nJT+q9090dDT/+usvlilTRkipMmnSJIaGhiq1e/v2rdLDX/F3M3nyZJUp8BXut7169coRuRV7Wgo5\nLl++nCPjaBpRaYioFblcLtTeeP78OW/dukUDAwPa2Nhw9erVSiacyMhIWlpasmrVqkpK4Pbt25RI\nJDQ0NOSUKVN4+vRpjhs3TkmBFChQgHPmzFFbskB1EBsby+3bt7Nv377U19entrY2J0yYwH379mXY\nZFVkW3VycuKTJ0++a9zo6Gh26NCBWlpaP0x1P7lczkuXLvGXX34RMv42aNCA3t7eWS4jrFDiALh2\n7Vql30JDQ2lgYEBjY2M+e/YsJ6ZAMm11qZChePHiQur7/IyoNETUzp9//kkAtLW1ZXBwME+cOEF7\ne3sCoJ2dHU+dOiW0PXHiBAFw0KBBwjlFqdNffvlFqd+IiAhu2rSJzZo1E/4hOjg4MCoqSmNzyyp3\n7txhmzZtlALyevXqJbwdp6Sk0NPTk0ZGRnR0dMy0GmJWef/+PStUqEBTU1N6enqqYwq5RlBQEKtX\nr05F+vnhw4crrUalUinlcjlTU1M5cuRI2tnZ8cCBA0r7BgpHAcWLxrp164TfZDIZ7ezsCICnT5/O\n8fm4u7srrZbzu5t0nlMaALQB3ABw9NN3ewBXANwCcASAaSbXhX1qE5zVSYlKI+c4c+aMsAlerlw5\nRkVFcdWqVTQxMREichX5qhRv3X///bdwfePGjQmAERERSv1GR0dTV1c3Q0qNcuXKffeDVxVXr17l\nvHnzuHDhQnp7e2f5TVEqlTImJoZ//fUXfXx86ObmRi0tLRoZGXHmzJlCu7lz56otEvnu3bsEQEtL\nS5JphYQSEhK+u19N8u+//9LS0pI6Ojpcu3atUu2W0NBQ9u7dm/r6+ir/BiZPnqzUV/p05+ldnm/c\nuEEAGvPeS0xMpKOjoyDLrFmzNDJuTpEXlcZYADvTKY3rABp9+uwGYFYm14UBsMyOUKLSyFkiIiIE\nE4GiPGp8fLygEGrWrMm4uDimpKSwQYMGNDIy4r179yiXy4V4iM/3Qg4cOEAAXLx4Mbt37y78Q6xb\nt26WzRbZoWTJkkoPJolEQjMzM9rY2LBv375cunQplyxZouT7r6h0CEDprTI4OJg///yz4FHz7Nkz\nBgQEUCKRsE+fPtmSSy6X8927d/zw4YPwhq2IbAaglODw559/ppeXV754w7WxsSEA+vj4KJ1/9+4d\ny5YtSwAcMGAAf/31V7q7u3P8+PGMjY0VovfTJ4xcs2YNR48ezSlTpiiZMZcvX57pXlpO8eTJE6VM\nxZ9n2c1P5CmlAaA4AF8ATdIpjXcAJJ8+lwBwN5NrRaWRB1Gkom7VqhVDQ0N57do1JiQkCBXpDAwM\neOzYMaX9jbdv39LT01N4SDs5OXH9+vV8+/Ytx4wZQwDs2rUryTQzT2xsbI7Jrwj8evDgAa9evcpZ\ns2axR48e7NKlCy0tLYWHgJGREX///XfOmTOHBQsWJAA6OjoKynL37t1s3bo1b9y4weHDh1NPT4+O\njo58//49p06dSgDcsmVLluXas2ePMHa/fv04evRorly5kk2aNGGhQoWEeAWF/KoUcF6kRIkSrFev\nntI5mUwmKMGNGzeqvC4hIYH29va0sLBgeHj4F8e4ceMGdXV12aZNG40q0oMHDwr/L4oUKZInzapZ\nIa8pjX0AHAG4pFMalwF04P9XIR8yufbpJ9NUIIDBXxhjMIAAAAElS5bMgVsqkp64uDj+/vvvQk1s\nfHI3JUk/Pz9WqlSJBQsWZFhYGH18fAiA+vr6nD9/Ps+cOcM//viDVatWVXrbd3Z21lhiuf379xMA\nGzVqlCGPlEwm44MHDxgQEMBmzZoJG7bpD4Ui6N27t7ACIP+/YtLX12flypUJgPXr18+yXK9fv84w\nFgCOHj06QwCh4i08r6evl8vlNDAwIAClSOqUlBSam5sT+HL+socPHwr3Ydu2bV8ca8WKFUQuuMIq\n3LMBsGHDhiq9uvI6eUZpAGgDYNWnz+mVRkUAJz8pgxkA3mZyfbFP/y0CIARAw6+NKa40NMfWrVsF\nu66enp7gRfXo0SOamJhQX1+ftWrVYosWLZT2Kfbs2cPExETu3r2b7u7uuZKWwdPTkyYmJrS0tPyi\np83Hjx/p4+PDq1ev8vnz5zQ1NaW1tTVXrlzJHj16CPNSmLLOnj3LESNGsHDhwgTA9evXZ0uuZ8+e\nCXsi6Q/FKkyBYlUydOjQbM9d06xcuZJmZma0s7NTUhCdO3emnp5eBhNkYGAgt2zZIry1d+nShQC4\natWqL44jl8tpbGzMRo0aqX0OXyI5OZn169cX/l9NnDhRo+Org7ykNOYBiPxkZnoJIAHA9s/aVABw\nLQt9/QFg3NfaiUpD8yjeqtO73gYEBAi2flVHXkhyeO/ePRoZGVFXV5dTpkzJkky+vr6C15iZmZmw\nefvy5csMbb9njuHh4Ur3SxGRryAyMlJ4g1+5cqXwdpucnMybN2/y3r173LRpU4YMxXfv3uWxY8d4\n7NgxjeYK69y5MwsVKiSYjs6dO0cAbNOmDck0U9TJkyeV3to/PwYMGPDVcRwcHFi8ePEcnYsqIiMj\nhRcFAGrLEKAp8ozSUGqsvNIo8um/WgC2AXBT0d4IgEm6z5cBuH5tHFFpaB5FnYrPCxXJZDK+f/+e\nr1+/5tOnT9m9e3f27duXXl5eeSYFQ2BgoKDcrK2tuXjxYv799988efJkBi8luVzON2/eUCqVcsuW\nLezVq5fwoKhWrZragxP9/f2Fh5CNjU2GexYdHc26desSAM3Nzenq6qoUx6A4LC0tWbJkSaU68Iqj\nevXqWa4t8j0ULVqUrq6uwvfhw4cTAF+/fs07d+4I+zVAmkvuyZMnVSqOr5mounbtSnzmrKAp0stc\nsGDBfJXAMz8ojd8APPx0zMf/N8WLAjj+6XOZTyapEAB3AHhkZRxRaWiee/fuEUgLauvYsSPr1Kkj\nuNreu3ePLVq04IULF/Ksp49MJuOxY8cETx7Foa+vz1KlSrFq1aocOHCgEAdQtmxZuru7859//mFM\nTAy9vb1zzCyxZs0a1qxZkx4eHioVbXx8PHft2sWBAweyXLlydHV15cqVK7l06VJeuHCBXbt2Zdu2\nbdmyZUu6uLhw3rx5PHbsGI8cOcKFCxfSwMCADRo0yHE7fL169WhiYiLEtCjifgYNGiREWG/evJnN\nmzcXXj5evHgh7Ik1b96cdnZ21NfX/2L9+smTJxPAdwdXfit//PGH8Pfj5OSUIy7jOUGeVBqaOkSl\nkTssW7aMxsbGtLCwYOnSpamlpcW+ffsqlTS1sbHhjh078mycgUwm47p167hw4UICaeVhW7RowSZN\nmtDAwIC1a9fmtGnT2KZNG2F1paWlxblz57JIkSJ0cHDIMyuorKJI7vd5PIS6UbinOjk5MTk5mVKp\nlLVr1xb+Ni5duqTyuhEjRhCAkIcKAPfv35/pOBs3biQAHj16NKem8kVSU1OVzLLDhw/PFTmyi6g0\nRHKFlJQUpqSk8P3792zRogV1dHTYpEkT7tixg1u2bGGpUqUIpKUL2b59e26LmymKzL7dunUTzn2u\nDKRSKc+fP8/WrVsrrU7u37+vaXG/G4VJZ8WKFTx58iRPnTrFjx8/qn0chRvyvXv3SJLz588X7puq\nBJefOwT89ttvnD59+hdfOq5evUoAXLBggdrlzyqvXr1SMhPu2rUr12TJKqLSEMkTfP6gjY+P5/Hj\nx1mrVi3hoZyXVx1ZWTUkJCRwxowZrFy5MqdOnZqnki5mFcVqI/2hq6vL4cOHq3W/o3379jQ3Nxcc\nJnR0dAiAY8aMydA2NjZWSZ7P80xlRlxcHAFwyJAhapP7W7h48aIgu7GxcZ5/mRCVhkieJjo6Wqj+\nV6tWLY3FZ4ioRi6XMyAggD4+Pjxw4AAPHTokuLkCYIsWLXj37t3vGmPv3r0EoDKlvipSU1PZqVMn\nLl++/Kt7YU5OTkqxGQYGBkLcUG6yYMEC4R5+nsAzryEqDZF8wcqVKwXvoy5duuTLoKj8Bs6ezfRI\nj1wuZ3BwMCdMmCAkCDQ3N2f37t25cePGr0Zop+fKlStC4sWcCEYE0iLoFVStWpW2trZqHye7yOVy\ntmvXTlAcWVWYuYGmlIbC4ylP4eTkxICAgNwWQySLvH79GrNmzYKXlxc8PDwwe/bs3Bbph0ZyMaa1\nxwAAIABJREFU7lymv9HFReX58PBweHh4IDExEVeuXMGLFy8AABUrVsTMmTNRvHhxVKtWDSYmJhmu\nXb9+PQYPHgxjY2MsXrwYv/76K0ji3bt3MDc3/6KsycnJ+P3335GamorLly+jfPnysLW1RfPmzdGi\nRYv/y01CIpEAAFJTU1GqVCnExcXhw4cPwvncIjY2Fo6Ojnj69CkAYNOmTRgwYECuyqQKiUQSSNIp\nxwfShGbK7iGuNPInAwYMoEQioYeHB9euXZvvvJDyC1ldaWSGXC7nrVu3uHjxYqXEjzo6OmzXrp3S\nHlVYWBh1dXVZuHBhvn//nmRacKHCxdbY2JiLFi1SOcbp06fp4uIi9J/e08rNzS1T+RR5zEaMGJG9\nG5ODBAQEUFtbW3DjDgkJyW2RMgDRPCWS34iPj1d6MJQvX543b97MbbF+OL5XaaQnLi6Ou3bt4vbt\n2zlq1CgCYPfu3fny5UveuXNHyHw8depU4Zr0dSgAsEaNGkp9JicnCwW/ChUqxGnTpjE5OZkhISFC\noGJmQXP79u0jkJbQMa+ZOletWiXMuUKFCoISzSuISkMkXyKXy/n48WMuX75cyOo6b968PBsUmB9R\np9L4nGnTpikpBD09PXbv3l3JAysoKIhLly7l3LlzuWHDBqXrDx48KARYTpo0Sdj/SElJEcrCLl68\nWOXYN2/epLa2Nm1sbPj69evvnou6kcvlSrnKunXrlqdW06LSEMn3XL9+XVh5KOpzu7m5cdasWfT3\n91fKcyWSdXJSaZDkpUuX6Orqyvnz52fr4a1w+7WxseGWLVuUHqihoaGCp93n8Rzv3r3jvXv3aGVl\nRQB5enX6/v17IasAPsXF5BU0pTTEjXCRHEUmk2HPnj3w8fHBqVOnEBMTg+TkZACAubk5mjRpgqZN\nm0JXVxeGhoaoUKECatWqlctS522+ZSM8p9m2bRv69esHW1tb+Pj4oFKlSkq/f/jwAaampihZsiTC\nw8OVfnNxcYGfnx8AYOvWrejbt6/G5P4Wbt++jVq1aiEpKQlaWlrw9/fPE3+z4ka4yA+HXC6nXC7n\n69ev6e3tTTc3NxYvXlzJHGJgYMDt27czNjaWqampvHXrFh89esRNmzZx586dPH78eI5EOot8H4r6\n8JnFghw6dIgAuGPHjgy/ValShQBYunTpPGXu+RJbtmwR/mZLlSqVJzI+QzRPifwXkMvlfPDgAYOC\ngrhr1y4WKVJEyAeVvgwnPrOzu7i4cPDgwVy3bl1uT0GEaZmGAXDYsGFK5+VyObdu3cqiRYvSyMhI\nZfK/hw8fsmPHjgTAAwcOaErk78bNzU34m2zbtm2u79tpSmmI5imRPEVKSgquXr2KkydP4tGjR6hX\nrx5SUlJQr149JCYmIikpCadPn8apU6cQEhICAHB3d0fbtm3RqFEjGBkZ5fIM/nvIZDJUqFABoaGh\nGDVqFNzd3UESAQEBuHTpEtatW4fSpUtj8eLF6NChg8o+wsPDUapUKZQrVw61atVCcnIybt68CV1d\nXRQrVgwtW7bE0KFDUaBAAQ3PLnMSEhJQp04d3Lp1CwDg6emJCRMm5Jo8mjJPiUpDJN8SHx+Pfv36\n4dixY0hKSoKZmRn8/Pxgb28vtCGZ68Fh30Ne3L9QRevWrXH8+HGVv9WsWROXL1+Gvr5+pteTxNix\nY7Flyxbhu7OzMxITExETE4O7d+/C2toaBQoUQKtWreDp6QljY+OcmEq2ePjwIRwdHfHx40cAwPnz\n59GgQYNckUVUGqLSEMkiiYmJOHfuHAYMGIACBQqgffv2uHbtGkgiMDAQzs7O6N+/P3799dfcFjXb\n5BelQRK3b98WNrTlcjmcnZ1RrFgxFC9ePNuK+3Nlv3PnTvz9999ISEjA+fPnoaenh/r166Nr164Y\nMmRIrr4Y7N69Gz169AAAFC1aFMHBwShcuLDG5RCVhqg0RLLJxYsX0aVLF0RHR6NatWqQyWSoW7cu\nLl68iHv37mH37t3o1q1bbouZLfKL0tAk586dw5EjR3D06FE8fPgQGzduhJubW67KNGLECKxcuRIA\n0KxZM5w4cQLa2toalUFUGqLSEPkG5HI54uPjlXIopaSkoGHDhrhz5w58fX0RFRWFSpUqwc7OTmiT\nkJCAs2fPonHjxjA0NMwN0VUiKg3VJCYmYuPGjRg5ciT69OmDbdu25ao8UqkU9evXh+K5NXPmTEyf\nPl2jMmhKaWjl9AAiIppES0srQ9I9XV1d7N69Gzo6OnB2dkbHjh1hb2+P7t274+zZs3j69ClKly6N\nNm3awM3NDXnxRUpEmfHjx2PkyJFwdHTEuHHjclsc6OvrY8+ePUICxxkzZsDX1zeXpcoZdHJbABER\nTVCyZEkEBgbi8OHDAICAgAAcO3YMe/bsgY6ODlJTU1G7dm3s3r0bVlZWKFu2LGrWrInatWtDV1c3\nl6UX+Zy4uDgAQIkSJZRWjLlJ6dKlsXXrVrRv3x4A0KtXL9y4cQNFixbNZcnUi2ieEvnPEhMTA09P\nT7x48QKDBg1C/fr10aVLFxw4cEBoY2triytXrsDGxiZXZBTNU6p58+YNZs2aheXLl2P27Nnw8PDI\nbZEExo8fj4ULFwIAGjZsCF9fX+jo5Pz7uabMU+JKQ+Q/i4WFBTw9PYXvz549Q/v27dGvXz9UrlwZ\n/v7+GDJkCIoWLYq9e/eiS5cuGpdRlWJQKBJVCiU/K5LXr19j9erVOHDgAAwMDCCRSKCrq4vp06fD\nxcVF2FiWyWQwNzdH8eLFAaTtWeUl5s6diytXruDSpUs4f/48pk2bhnnz5uW2WGpDVBoiIkjzflm9\nejXkcjkAwMrKCgYGBkhMTAQARERE5KZ4WUZy7ly+VRxt2rTB9evX4ezsjKSkJMjlcty8eRPNmjWD\nubk5ypUrB4lEgvDwcMTGxiIlJQXVqlXDpEmTclt0JXR1dbFr1y7UqFEDb968wfz581G/fn20bt06\nt0VTC6J5SuQ/T3x8vBAotnz5chQoUABnzpxBbGwskpKS0KxZM/Tq1QuJiYmoXLkyIiIiYGZmBjMz\ns1yR90smKyD/rjbKly+P6OhoRERECM4MMTExOHnyJE6dOoWbN29CIpHAxsYGxYsXR/HixTFkyBBY\nWFjksuSq+ffff+Hq6gogbVUbFBQEW1vbHBtPdLkVlYaIBunbty/+/vtvAEDBggVRsWJFIdeOrq4u\nLl++DLlcDlNTU7x//x4lSpSAg4MDfvnlF9ja2qJKlSoqS6XmBD+q0jh37hyaNm2K+vXrY8GCBXB2\nds5tkb6bqVOnYs6cOQCA2rVrC4GJOYHocisiokG2bduG169fw9vbGx07dkRCQgKSk5ORnJyMt2/f\nYtKkSVi7di06duyI1q1bw8TEBEeOHEGPHj1Qt25dWFhYoG3btjh//rxQS1oke7i4uGDZsmW4du0a\n6tati379+uHt27e5LdY3QRKrVq3C9u3bAaS55F69ehWrVq3KZcm+H3GlISLyjbx79w7Hjx9HSkoK\nAgMD4eXlBblcDkNDQzg5OUFPTw9yuRzdunXDkCFD1Dbuj7rSUPDy5UtMnDgR27Ztg56eHvbv3482\nbdrktlhKqMppFh4ejpcvXyIqKgr79u2Dt7c3KleuDENDQ7x69QoRERFYv349Bg0alCMyieYpUWmI\n5DMePnyI3bt348yZM3j58iXkcjkSExMRERGB3377DT169EDt2rW/O0/Sj640FFy9ehUDBw7EnTt3\n0LRpU7Ru3RouLi6oUaOGRuWQyWTYsGEDDhw4gMePH+PFixfQ0tJCo0aNUKNGDVy6dAlhYWEZVpiG\nhobQ09NDXFwc6tevj6FDh6JHjx7Q0soZA4+oNESlIfIDkJKSgm7duuHgwYMAgPnz52PixInf1Wde\nUBqaih958eIFevbsifPnzwuR+qVKlUKrVq0wbdo0WFtbq22szOjQoQMOHTqEkiVLwsLCAh8/fsTj\nx4+V2ujr68PFxQUxMTG4fv26cL5hw4ZYvny5UublnEKM0xAR+QF4+fIlpFKp8F0dSex+lJVEVrCx\nsUGbNm3g5+eHGTNm4OTJk3j+/DnWrFmDAwcOYPz48ahbty78/PwgkUjw7NkzBAYGIiQkBGXKlEGF\nChVQuXJlFClSBHXq1IG9vf0XU7R/zs6dO3Ho0CEAwKtXr/Ds2TOV7aRSKf79918AaV5gnp6eqFKl\nCsqXL5+vU/OrQlxpiIjkIGPGjMHSpUsxdepUuLu7w8rKCvHx8Vly133y5AlMTU1zJc3219DUSsPH\nxwetWrUSvltYWCA2NhY6OjqwsrJCZGSkslwSCRwcHFCqVCkEBATg3bt3eP/+vfC7jo4OHBwc0L17\nd/Ts2RPFihUTfgsKCsKWLVvg7e2N1NRUWFtb4/79+8LvTk5O+O2331CkSBHY29sjJSUFJGFoaIiH\nDx/izZs3cHR0zLW0IWKNcBGRH4AdO3YQAB0cHOjl5UVDQ0MC4JAhQ1S2l0ql3LlzJ+vXry+UEvXx\n8dGw1F8HZ89meqiTfv36EQCXL1/Oa9euUS6XMzo6mj/99BMBsF27dqxatapSOWDFPdbX12eJEiVY\npUoVpdLBurq6QknhQ4cOMSUlhePHj89QVrhYsWLCZysrK6ampqp1buoGGir3KpqnRERykJ49e+LN\nmzeYPXs2pk6dioSEBABppg5VzJgxA/Pnz4elpSV69+6N7du3Y+vWrZDJZLCzs0O5cuVyRM68sE+i\nCktLSwDAqFGjoKOjgzp16qBChQq4du0agLTo69u3b6Nr167o2rUr3r9/jxs3bsDc3Bzjx48XVnQk\nER4ejp07d2Lx4sV4+/YtjIyMhOSCqmjUqBF27twJPT09hIWFabw+Rl5FNE+JiGiAwMBA1K1bF46O\njnBxccGYMWNQpEiRDO22b9+OPn36YNGiRRgzZgx69+6NnTt3Cr+PGDECU6dOhZWVlVrly67S0JR5\nKiUlBdeuXcOVK1dw//59BAcH49atW0hOTkbz5s1x48YNvHv3Dvfv30fp0qWz1Of79+8xffp0LFu2\nDECaSUvVc9DKygqvXr3C3bt3UalSJbXNKacQg/tERH4gHB0dsWjRIvj7+6N8+fIqFUZERAT69esH\nAHB2doZEIsG2bdvg5+eHI0eOoH379vDy8kLVqlWxcOFCpKamanoaGkdXVxchISEYP348Nm7ciMDA\nQGHeJ0+ehJ6eHry8vLKsMADA1NQUbm5uaNmyJQCoVBhaWlp49eoV7O3tUaFCBfVM5gdBXGmIiGiI\n169fCyuErl27YseOHUq1OqRSKSpVqoSnT5+iU6dO+Ouvv1C2bFmlPi5cuIBx48bh2rVrMDc3R6NG\njaCrq4uKFSvC1tYW2traMDIyQteuXVV67XxtRZEZuemx5eXlhZEjR2L48OGQSCTQ1taGpaUl+vbt\ni5IlS2apD5JCdcaHDx9i4sSJkMlkcHBwQEhIiJCoEgDMzc0RFxeH5s2bY+vWrRpx61UHYpyGqDRE\nfkB8fX3RrFkzAGmJEg0NDZGUlISnT5+iUqVKePHiBWbNmoXVq1cDSCvs07x5c/z8889o0qQJChYs\niNTUVBw4cAD//vsvTp8+jfj4eMTExCg9+D5+/AgjI6MM4+dHpTF9+nTMmjULz549Q4kSJbJ1LUnM\nnDkTy5YtEwo3AWmeUK6urvDx8UFISAh0dXWhq6uLhIQEyGQyjB07FvPnz9dIHQx1IZqnRER+QJo2\nbQoHBwcAQHJyMj5+/IhffvkFlStXxoABA6Cjo4PFixfj4cOHWLFiBapWrYqdO3eiS5cusLS0RO3a\ntfHHH3+gePHi2LBhA8LCwhAdHY3IyEi0aNFCGGfp0qW5NUW1U6pUKQBASEhItq6LjY3F0KFDMXPm\nTGEvSaFIAwICMHv2bGhpaWHkyJEYMGAAOnbsiN9++w1BQUFYuHBhvlIYmkS8KyIiGqZs2bIIDg5G\nhQoVkJSUhA8fPgAAtm7dii1btkAikaBGjRpo3LgxKlWqhIiICAQHB8Pd3R1BQUGYN28e5syZA1dX\nV5iYmOCnn37CyZMnheAyANixY0eeqmb3PShiKS5fvgxnZ2eV+0HpuXDhAp4+fYqhQ4ciKSkJffr0\ngb+/Px49eoRWrVrBzs4ONjY26NSpUwbzn8jXEc1TIiK5wPHjx+Hl5QVLS0u4u7ujbt268Pf3x549\neyCRSBAYGIjLly8rbXaHhYXBx8cHQ4cORcWKFREdHQ1tbW28fv0aADB06FCsWLECS5YsQffu3VWa\ncvKjeWrbtm2CgwCQZlpavHgx6tevL+zbkMSZM2cwadIkKJ4dBQoUwNmzZ+Hp6YmDBw/Cx8dHqG/x\nIyLuaYhKQ+Q/Tnx8PCQSCX7++WdcvXoV4eHh0NbWRrdu3XD27FkhbiAsLAxaWlooWbKkYP93cHDA\nsmXL0LBhQ6U+82PNcZlMhmPHjuHly5d48+YNFixYgLi4OOjq6qJnz54oU6YM9u7dizt37qBgwYIw\nNTWFh4cHunbtCn9/f7Rs2RKjR4/GkiVLcnsqOYq4pyEi8h/HyMgIhoaGGDhwIGQyGS5dugRra2uc\nP38e2traCAsLQ8uWLbFnz54Mq4rg4GA0atQIXbt2zfeuudra2mjXrh169eqFYsWK4fbt2xg5ciTs\n7Oxw9OhR/PHHH9DT08PKlSvx/Plz+Pv7Y/v27ahTpw5atmyJSpUq/TCmujyBJsLOs3uIaURERP7P\nhw8fqK2tzbZt2yqdv3fvnpDmolOnTiTJ69evs0CBAgRAIyMjAuDq1atzQ2y1IpfL2a5dOyG9x+HD\nhymTyfj+/Xs2aNCAAFimTBkmJycL8wbAgQMHMiYmJrfF1wjQUBoR0TwlIpIPsLOzw8OHDzO40qa3\n9yv+LUdHR6NLly44f/48AKBXr17YsWOH5oVWI3K5HFZWVnjz5g2KFSuGqKgoWFpaYvTo0Zg6darQ\nLjY2FgULFgQANG/eXMk54Fvx9vZGfHy84NJsb2+P2rVrf3e/6kZMWCgiIiLQu3dvAmD9+vWZkpKi\n9FtiYmKG9i9evFBKvnfw4EFNiZpjjBw5kgD44MEDbtu2jdWqVRPm1qtXL7Zt21ZI9GhgYMA9e/Z8\n0zhyuZwXLlzgxIkTOWrUqAyJDAFw9+7dap7d9wMNrTRyXUGoOkSlISKiTGpqKletWkUAnDRp0lfb\nx8fHc//+/SxXrpzwoOvVq1cGhZMT5FQG3PPnz1NLS4umpqa0sLAQ5tW4cWPhc9myZblgwQK+efMm\nS32mpqZSLpczMDCQw4YN47Bhw1i4cGElBVGnTh2ePn2at27d4uXLlwmAgwYN+q655ASaUhpinIaI\nSD5AW1sbQ4cOxY0bNzB//nw0atToi+6jChNWYmIiKlasKGR4jYmJwYIFC1C1alVNia42GjRogP37\n9wvzCAoKgq2tLfz8/NCoUSMcPnwYxsbGXyynmpqail27diEgIACJiYnYtWsXUlNTkZCQAD09PWhr\nayMxMRG9e/fGqlWrkJiYqBQXsn37dgBpnm3/VcQ9DRGRfERiYiJq166NFy9eIDg4WKmIUHpWrFgB\nmUyG0aNH4927dzA3NweQFrtgYWGBGzdufDVI7lvRhFuvo6MjgoKChO/+/v5f3WdISUnB4MGDsWXL\nFgCAnp4e2rdvDxMTE9jb26Nv374wNDTE7du3UaVKFaUKfx8/fsTevXvh5uYGIM07TRMlXLODGKch\nKg0REZXcv38fTk5OqFmzJnx9fZWSHqqCJEqUKAFdXV1s2rQJLVu2RKNGjeDj4/PFt/IvkdtBgjEx\nMTh27Bjmzp2L+/fvQ1dXF+PGjcO4ceNgYWGh1DYqKgrr1q3D+vXr8eLFC7Ru3RoHDhxAcnKyyvxc\nqmjZsiVOnDgBAHBzc8PGjRvVMg91IsZpiIiIqKRixYpYu3YtLly4AD09PTx48OCL7RUp1sPDw9Gy\nZUsUK1YMJ0+exPz58zUksfqxsLBAnz59EBwcjFOnTqFx48aYN28enJ2d8e7dO6GdVCqFo6Mj/vzz\nT9SoUQNHjhzBoUOHoKurm2WFAQCtW7cGkFbPZMWKFWqfT35CVBoiIvmIgIAADB06FKdPnxbOmZqa\nfvW6Jk2a4OLFi3BwcEBoaCgAwMPDQ3DLza/o6+ujWbNmOHHiBDZt2oQnT57gn3/+EX6/cuUKXr16\nheXLl+PYsWNo06bNN1XgGz58ODp37ozVq1fjxIkTCAgIQHBwMNasWYOAgADIZDJ1TitPI26Ei4jk\nEzZu3IhBgwYBAAwNDeHk5ITVq1fDxsYmS9f/9NNPuHz5MjZv3iz006ZNG8TGxub7UqYSiQQmJiYA\ngMKFCwvnixYtCj09PZw4cQIjRoxQWWMkq/1v3LgRwcHB6Ny5c4bfFSuf2bNnw9jY+NsmkU/I8kpD\nIpFoSySSGxKJ5Oin7/YSieSKRCK5JZFIjkgkEpWvOxKJxFUikTyQSCSPJRLJJHUJLiLyXyP9Pt+c\nOXNw/fp1ODllNGEfOnQInTp1wtmzZ3H//n2l37S0tDBw4ECMHDkSAGBgYJDv04wosLe3h4GBARYv\nXiy8+VeoUAELFy7E8ePHsXjx4u/q38zMDFevXsWWLVuwceNGrF69Gjdv3sT27dvx008/YdmyZbCw\nsICLiwvmzp0rrOh+NLK8ES6RSMYCcAJgSrKNRCK5DmAcST+JROIGoDTJaZ9dow3gIYCfAUQCuA6g\nJ8m7XxpL3AgXEUlDJpPB3d0dxsbGaNq0KeRyOZYuXQo/Pz+cPn0ajRs3znBNoUKFEBMTAyDtDXnw\n4MHw9PSEmZmZ0IYkrly5gtq1a4MkRo8eDSsrK4wdOzZLtv68mvhw8+bNcHNzw6xZs4RIcZKoUKEC\nSOLx48c5Mi5JnDt3Dj4+Pjh58iRCQkJQqFAhREZGokCBAjky5ufkqYhwAMUB+AJoAuDop3Pv8H+l\nUwLAXRXX1QXwb7rvkwFM/tp4YnCfiEgaimAyxdGmTRsGBQXRzs6O1tbWjI6OznBNs2bNCIBDhw4V\nIqQ7dOhAuVyucoxz584J/ffs2TPTdunJqQC+70Uul9PW1paVK1dWOq+IJvf19dWIHBMnTiQA3rx5\nUyPjkZoL7suqeWopgAkA5OnO3QHQ/tPnrp8Ux+cUAxCR7nvkp3MZkEgkgyUSSYBEIgmIjo7Oolgi\nIj82z549Ez736tULp0+fRq1atfD48WO8fPkSN2/ezHDN8uXLAaTZ9i9cuAAAOHjwYKaV7548eQIA\nqFGjBry9vbFhwwZ1T0NjSCQSVKhQAWFhYUrn586dC21t7RxPjy6TyTBx4kTcuHED5ubm6Nixo9LG\n/A/B17QKgDYAVn367IL/rzQqAjgJIBDADABvVVzbBcCGdN/7APD62pjiSkNEJA25XE4PDw8C4IwZ\nM3jnzh2OHj2a9vb27NatG5OSkjJck5SURBsbG5qbm9PMzIwAWK9ePV65coUvXrzI0D4+Pp6VK1em\npaUlq1WrRn19fXp6eqrMaZUfmD17NgFw586dvHz5MoODg3nr1i0aGxtTT0+Pb9++zbGxz58/L6za\nTpw4QQC0srLKsfHSg7ySewrAPKStEMIAvASQAGD7Z20qALim4lrRPCUi8p1ERkbS2tqaADhs2DDG\nx8d/9Rp/f3/WrVuXXbt25eDBg4UHWZkyZRgXFye0k8lkJMk7d+7Q0NBQyRSWF/MrZQWpVKoyyaDi\nuH//fo6M6+vrKyRLvH37Nsn/m6nOnz+fI2OmJ88oDaXGyiuNIp/+qwVgGwA3Fe11AIQCKA1AD0AI\ngCpfG0dUGiIiyiQmJrJfv34EQBsbG27evJkvX77M0rUTJkwgAPbp04cAOHLkSJL/fyN//vw5ybSH\nnqOjI7W1tVm+fHkC4JQpU/JlPYphw4bR2dmZmzdv5po1a7h27VquW7eO27Zty5HxgoKCWKNGDUEx\nFSxYkP3796e2tjYB8OTJkzkybnryg9L4DWmeUQ8BzMf/N8WLAjie7ppWn9o8AeCRlXFEpSEikhGZ\nTMa9e/eyWLFiwhvtlStXvnrd0aNHCYBLly6ljY0NnZ2dSZLJycls2rSpUtt3794JCkNxlChRghs3\nbsyROf0InD17lgBYoEABLly4kBcuXGDXrl2FTLy9e/fOknPB95InlYamDlFpiIhkjkwmo7+/P4sW\nLUoAnD9//hfbx8fHEwAbNWpEOzs7FipUKNO2crmcvr6+HDduXAazTvXq1blnzx4ePnyYHz9+VPe0\n8i3Dhg2jjo4OX716pXQ+NTWVt2/fVrnvlBOISkNEROSLhIWFEQAdHByU9ilUMWXKFCUFoNjLePDg\nARs0aEAPDw+mpKRw3rx5Qpt169YJiunzo3Tp0ly9ejWjoqI0MdU8jYODA83MzHj+/HkmJyczNDSU\nZ86cYfny5fnzzz8zPDxcI3KISkNEROSrKB7y2trabN++faYeT3K5nP7+/pwzZ47Sm+/UqVMFRdC5\nc2feuHFD+O7v78+EhASeOHGCY8eOFc6nr8FtYmLCmTNnajQeIa+xYMECamlpEQD19PQyKFhnZ2dK\npdIcl0NUGiIiIl9FUZpUUZZ0+PDh2bre3d2dANiqVStqaWnR0NCQv//+u8qVy6NHj9itWzeVKw+J\nRMLhw4czNjZWXVPLV8TExHD//v0cPnw4//zzT27YsIFnz56lp6cnAdDPzy/HZRCVhoiISLZQrAaa\nNm3KiIiILF0TFRVFfX19urq68u7du3R1dRU22bt27arS/BQZGcnNmzfT3t4+g/IwNTVl9+7d+ejR\nI3VPL18yZcoUSiSSLJef/R5EpSEiIpItpFIpPTw8qK+vz59++onJyclfvUYul7NIkSLs0aOH8P3E\niRNCbIeOjg4PHDig8tqkpCQeO3aMbdq0yaA8tLW12bhxY86dO5fHjx/n9evX1TrXvM6bN2/YpUsX\nAmD9+vU1MqaoNERERL4Jb29vAuDEiRO/2vbBgwcEwJkzZ2b4LTg4mNWrV6eZmRkfPHiDjfRCAAAg\nAElEQVSQaR9yuZzXrl3j8OHDlRRH2bJlhc86Ojr/CcUhl8t58eJFOjk5EQDHjBmjMWcBUWmIiIh8\nM4qVwsqVK7/o8pmQkMDy5cvTysqKhw8fzhBPEBoaSjMzM0okEs6ZMyfTfiIjIwUFoQhymzFjBl+8\neMEtW7bQxMQkQzT6j8iYMWOE++Dp6anRsTWlNMTKfSIiPyBLly5FzZo1MXz4cNSqVQu9e/fG3Llz\nkZSUpNTOwMAAu3fvRkpKCtq1a5ehlGnp0qVx+fJltGzZEh4eHmjevLnK8rJ6enrCZ0NDQwCAjo4O\nrK2t0a9fP5w4cQLh4eHo2LEj5s6di6ioqByYde5TrVo14fOrV6/w8ePHXJQmh9CEZsruIa40RES+\nH6lUytWrVyvFWmSWGlwqlbJly5aUSCTs168fP3z4oPR7QkICJ02aRF1dXQLgsmXLMvTh5+dHAEI6\n9wYNGjAxMZEymYzHjx9XMl0tWbKEMpmMHz9+zFIurfxEaGgoW7duTQBs1qwZg4ODNTIuRPOUiIiI\nOpDL5QwJCaG2tjarVKnCv/76S2Udjrdv37JRo0YEwDVr1qjs69GjR0K9jkaNGvH9+/cZ2iQlJQkp\nNAoUKMAiRYpk2Cj/66+/uGDBAuF7ZuPlZxYtWkRtbW0aGRnx8OHDOR4ZrimlIZqnRER+cCQSCapX\nr45NmzYBACZMmIAmTZrg9u3baW+On7CwsBA+Ozo6KvXxzz//oESJEhgwYABq1KiBihUrws/PDwcO\nHMgwnr6+PsLDw3HkyBEMHjwYdevWhbe3N5KSkhAeHo59+/ZhzJgxShUCly1bhqdPn6p76rnK2LFj\n8fjxY5iYmKBdu3YoXLgwvLy8kJiYmNuifR+a0EzZPcSVhohIzrF//34h+6qdnZ1QY0OR2FCV15Vi\nBaLqOPtZtb6PHz9m6jGUkJDApk2b0tHRke3btycAGhsbC30NGDBAI8n9NMn79+958OBBVqtWTYij\nSU1NVfs4EM1TIiIiOcWzZ8/o5eXFAgUKCJlu7e3taWlpKaRKT8/69euF/QwAXLhwIZ2cnFilShWl\nRH0ymYy2trYEwHPnzmVQACkpKUoKx8XFhTExMbx37x579Oihsejp3CAlJUWI3M9KduLsoimlIZqn\nRET+g5QoUQLDhw9H+/bt4evriydPniAkJASjRo2CjY1NhvaDBg1CTEwM1q1bB4lEgqNHj2L16tW4\nffs2ihQpIrTT0tJC8eLFAQAuLi4oVaoUBg8ejJcvXwJI86iqXbu20L5KlSo4fPgwrly5gvbt06pH\nBwQEYMGCBWjUqFFO3gKNo6Ojg86dOwNIK7+bb9GEZsruIa40RERylg8fPnDkyJHCG7+fnx+1tbXp\n6uoqZMDNjMWLF9PAwICmpqbcs2dPhvZv3rxRWpUA4JAhQ4TfL168yHr16tHIyIgGBgaZmr2AtJKt\nADSS8E9TmJubs23btmrvF6J5SkREJKeYM2cOAbBnz56CqWT+/PkEwKJFi3Lfvn1fVB5Pnz6ljY2N\n4EUVGBio9Pvjx485adIk4eGvcDt9/vw5JRKJkmJwcHDggQMHWLduXaXzcXFxQpT5r7/+mnM3Q4Mk\nJycL913diEpDREQkx/jzzz8JgIGBgdy7dy/nzZvH+/fv09vbW9gkV5SFzQypVMoZM2bQ1NSUVlZW\njIyMzNDm8z2N1NRUlipVigDYv39/uru7U0dHhx06dBDaJicnC5vzcrmcixYtolQq5YgRI9iiRQsu\nX76c9+7dy5cb5jKZjAUKFGDv3r3V3reoNERERHIMHx+fDKYgc3NzhoWF8fbt28K5Xr16fTV30q1b\nt1igQAHq6uqyWbNmXLRoERMSEjJtr8jGW6NGDZJp5i4AdHR05O3btzO0v3v3Lt3c3DLIW6JECQ4Y\nMIDe3t4Z4k4SEhI4e/Zsbt++/avmNk0SFBREAKxZsyY3bdpEb29v7ty5U6XCzS6i0hAREckx5HI5\n9+zZw5EjR/Lw4cO8ePEiAXD27Nm8dOkSa9euLTyc3dzcvtpfQEAAx4wZwypVqhAA27Vrx7CwMJVt\nY2Njhb7lcjnlcjkXLFhAc3NzVqhQQSlgcOPGjUqKYsOGDQwNDeXatWvZuXNnmpubE0ir59GkSRPe\nvn2biYmJXLRokXDN4cOHs3xfXrx4kaXswN9KaGioykJNinv28OHDb+5bVBoiIiIa4+nTp8Lbfv36\n9YW9BoUiyQ6zZ88mkFbVT1VdjXv37gljpWfr1q3C6kZhejp//jwBsEWLFoyPj1dp7vL39+ekSZOo\no6Oj9BBWZNmtWbNmlmXHp4y8Ocnjx48ZEhLCK1eu8Pz587x48SJHjx5NALSwsFB5TVhYGF+9esVN\nmzZx5MiRHDNmDFesWKG0ohOVhoiISI4QEREhvE2/efOG69atE7yd2rVrRzs7O9rZ2ZFMC9RTZd7Z\ntWsXhw0bxn379jEmJibD7wrzV4MGDTL8pthw79Spk9JDLzQ0VHjgHz9+XDj/xx9/EEirS+7u7s5/\n/vmHcXFxTEhIoFQq5Z49e7hkyRLu2LFDSWksW7aMABgSEpLle7Ns2TLBRPbw4UNeunSJo0eP5v79\n+3N8D6VYsWKsV6+e8F0qlXLnzp2CEld1VKhQQah3IioNERERtfL27VvWq1ePAFioUCH++uuvSg+g\nmzdvsmTJkkLw3pdQmKEAUEtLi+PGjaOXlxf9/PwolUrZsWNHAuDkyZMzXPvx40c6OjoSACtVqsRD\nhw7x0aNHtLS0FPps0aIF9+7dy5iYGKampnLNmjVs06aNUn1yAMKmffpDHSsFuVyeod/Mkj2qgzt3\n7hAAZ82aRTJtw1yR46ts2bKcOXMmZ8+ezXPnzjE5OZkJCQncunWr4FTw6f+rqDRERETUx+rVqwmA\no0aNYunSpTM8FD09PamlpUUAPHr06Bf7mjx5MgFw2LBhbNy4sVI/igf74MGDM71eJpNx8+bNLFGi\nRKZv0QqF5OzszHnz5lEmk1EqldLPz4/Tpk3j2LFj6e7uzqNHj/LZs2fctm0bV69eLXhefS8KGXR1\ndenu7p6jG+oODg6USCS8c+cOU1NThcjxr40bFxfHGTNmKGQVlYaIiIj6mDBhAgHw7t27lEqlvHbt\nGmNjY4UHFADu2rWLZcuWpbGxMS9fvpxpX8nJyUJchYuLC728vISKgc2bN2evXr2yVKf83bt3nDp1\nagZlYWJiQgDs0KGDsCqxtbXl48eP1XlLvsjly5eF/Zm5c+dm+D0uLo4AuH79+iz3+eTJE3p7eyuZ\n9BT3bdasWZTL5Wzbti2BtDKxWc1RtXfvXlFpiIiIqJeoqCgWLlxY8FJq164dV6xYwadPn3Lv3r1C\nOdaIiAjBVDR+/PhM+3vz5o3gPjthwgSSZIMGDb4pejs8PFyo+AeA06ZNE7yMBg0aJJwPCgr6tsl/\nB1960wfA06dPZ7kvRZ2NokWLctOmTZTL5bS2tmahQoUYHR1NDw8PAmDfvn2z7cUlKg0RERG14+/v\nz7Zt27Jx48aCiUpPT4/Tpk1TKoYUFRXFnj17EgCrV6+eIVbj/fv3XLVqlbC3Ubdu3QxjHTx4kDVq\n1FBKaHjjxg02bNiQgwYNUrmx/O7dO/r5+TE5OZlRUVHs/r/2zjssiuP/4+/lDukIFhSxY29EwYK9\nR4mxGzFGk4gagyb6/cWoGKMxUaPGronR2EWjJhYSk9gVFXvDClHsCJaAIL3c+/fHsZs774ADqWZe\nz7MPd7szszO7x3525tMGDlSWzIzlMS9OJCYm0srKitWqVWO5cuUIgH/88YciEGXv9yZNmuRYYBw6\ndEgIDYFAkP9cuXKF7du3V95+f//9d+VYcnIyFy1aRCsrKzo7O3P58uW8evUqR48erSwfNWnShKtW\nrTKafU9+2AcEBCj7qlevrjwkmzZtyitXrmTbxxcvXpi01GUKGo2GJ0+eNBrJN7958OCBMvbu3bsT\nAKdMmcIjR44oQsTa2ppPnjxhSkoKr127ZlK7p06dks2jhdAQ5I7U1FTevn2bERERjIuLK+zuCIoB\nO3bsYK1atYz6Vuzbt4+NGjVSHnglSpTgkCFDePLkySzNUGWLKF1nvRYtWhAAO3bsSHt7e9aqVatA\nwoH4+fmxVq1aitDy8PAwWk6j0fDAgQOcMWMGp06dyt69e7N///4cN24cV61alaOlKGNtG1P2nz9/\nnsHBwaxTpw737t3L+Ph4Tp06lYA2vHxWyFZXQhEuhEauePLkCWfOnMmKFSvq/YN36NCBs2bN4rlz\n54pUSAVB0eLvv/8mAFasWNFAL5GUlMQNGzZw7969fPLkiUHdM2fOEEC2Hs23bt1iyZIl9SytUlNT\n83QcuoSFhSkzKRcXFz1LL2NKZtnBUN4qVKjAUqVK0dLSUtnXvn37XP8/Xbx4kU+fPuWqVauU9lxd\nXfn8+XPGxcUZCJSZM2dm2V5ycjLt7OzkWZ0QGgLTiY6OprW1NQFtMvvvvvuO33zzDT/77DO9t8TS\npUvz888/L5bB3gT5S1JSEps0aUIArFGjBs+cOWNQJiIigjNnzuSECRP49ttvs3379uzatSuDgoII\naH09suPRo0f88ccfOWTIEO7duzc/hqLQr18/5be/atUqkuSAAQMIwMA09/Lly4ql1pIlS9ixY0fW\nqVNHzyLs008/1ft/KlOmDBctWpSrvunG0+rUqRMDAwNZu3ZtPaHx5ZdfZtuOrHsSQkOQY1auXMnr\n168bPRYZGcmNGzcq1hvLli0r4N4JiguzZs3K1HJK1zu5XLlyejoKMzMzDh8+nHFxcfztt9/o7Oys\nPKhzSo8ePQiAderUYcOGDXNtNRUdHc1Vq1bRzc2NVlZW3Llzp9LfsLAwpdyLFy9oa2tLtVrNsWPH\n8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M65b98+xRJKN2Kv/HuUhemWLVsM2qpZs2auxrV371726dOHvr6+PHXqlOI0eO/ePZPS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\njB492uRr8soUhGTK6SZmGgKBI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n", "ax.plot(data.loc[(data.Lat>48.8)&(data.Lat<49.5)&(data.Lon>-124),['Lon']],data.loc[(data.Lat>48.8)&(data.Lat<49.5)&(data.Lon>-124),['Lat']],'s',color='c',label='Central SOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 65\n", " bias: -4.68327697985562\n", " RMSE: 7.539157346167396\n", " WSS: 0.8104171802188898\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -2.514627240498857\n", " RMSE: 3.8698009977083645\n", " WSS: 0.8761683780550746\n", "z>=22 m:\n", " N: 185\n", " bias: -0.5142221869391328\n", " RMSE: 2.150874039991214\n", " WSS: 0.832895723576462\n", "all:\n", " N: 274\n", " bias: -1.6784494965194483\n", " RMSE: 4.233079089902489\n", " WSS: 0.9333590684275997\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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r6r5/lXSGmc1Vsmm9XdLnilgGAEDA0rXlFSsWFaT2jcGKOWr995Isw0P3FeuY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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 12\n", " bias: -5.447955614725746\n", " RMSE: 5.574334035454976\n", " WSS: 0.17071541231177734\n", "April:\n", " N: 11\n", " bias: -1.845631287314676\n", " RMSE: 4.910060276034646\n", " WSS: 0.6338397343283194\n", "May-Jun:\n", " N: 19\n", " bias: -1.9558931085035987\n", " RMSE: 3.1803128618664136\n", " WSS: 0.8459058063321117\n", "Sep-Oct:\n", " N: 23\n", " bias: -7.894505351820716\n", " RMSE: 11.159477661254003\n", " WSS: 0.5147064419877116\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xz5PX1QBWRPK9Xr16MW/ePAYPHqwLEYiI5LIPPviAxo0bc++99zJv3jwKFdLbRRGR3PLb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate')\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr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\nQAh8gUAgEAjKAf8HHCxhUoJyDNkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n", "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n", "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n", "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n", "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n", "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n", "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n", "ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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c52HHtXxhlqtYeJcajZ87ltsO9cUXf6pM5hcly3KwzEPKLxoT96l6KI7NWQAc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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SpJKwiJckSZIkqSQs4iVJkiRJKgmLeEmSJEmSSsIiXpIkSZKkkrCIlyRJkiSp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\nS5IkSZLUJv4/xf1WCmtzMf0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n", " 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n", "ii0=start_date\n", "for ii in range(0,int((end_date-start_date).days/30)):\n", " iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n", " ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", "for axi in (ax[0],ax[1]):\n", " axi.legend(loc=4)\n", " axi.set_ylim(400,0)\n", " axi.set_ylabel('depth (m)')\n", "ax[0].set_xlabel('model - obs N')\n", "ax[0].set_xlim(-20,20)\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 65\n", " bias: 2.1192044184758103\n", " RMSE: 8.910322699445816\n", " WSS: 0.8562462836959122\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -0.5942577934265145\n", " RMSE: 7.26141469731623\n", " WSS: 0.8359029170976934\n", "z>=22 m:\n", " N: 185\n", " bias: -3.8227036066828504\n", " RMSE: 9.126507321920545\n", " WSS: 0.5222893380845844\n", "all:\n", " N: 274\n", " bias: -2.130343310502319\n", " RMSE: 8.926975822974534\n", " WSS: 0.7952216199623036\n", "obs Si < 50:\n", " N: 108\n", " bias: 5.9863431888156455\n", " RMSE: 8.568136697419815\n", " WSS: 0.8046074579811164\n" ] } ], "source": [ "print('Nitrate')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n", "print('15 m<=z<22 m:')\n", "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n", "print('z>=22 m:')\n", "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n", "print('all:')\n", "et.printstats(data,'Si','mod_silicon')\n", "print('obs Si < 50:')\n", "et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jpWiStGTpK/p1VUytRw9XhbWfT5A6fvPmZu2/f2Xba6558Hk9cGiFfPIIDU6+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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('dSi ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 12\n", " bias: -7.377624460856119\n", " RMSE: 7.409536745704207\n", " WSS: 0.1074813487550732\n", "April:\n", " N: 11\n", " bias: 9.238477908047766\n", " RMSE: 11.990428294772832\n", " WSS: 0.5100912539470712\n", "May-Jun:\n", " N: 19\n", " bias: 5.489399903949938\n", " RMSE: 8.913796218610065\n", " WSS: 0.8445402295668533\n", "Sep-Oct:\n", " N: 23\n", " bias: 0.8851271985924711\n", " RMSE: 7.831519084641401\n", " WSS: 0.3662826423694152\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uf4HpxpiiwLdAO7Kbt7ONMR2A74GmoYkoIq5Ya+nevTvz589n+PDhNGvWzHWk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obsvar='Si'; modvar='mod_silicon'\n", "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n", "ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7L7roIrZu3cof/MEfsH79el7xilfw3HPPjevYd999N52dnZx44ol84xvfGLz/pptuYvPm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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('Si ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EZLjIpNisacYiIjJk1q9fT3l5OVdddRXeBPUwi4iIyMClc2zWyKyIiAyZiooKtmzZ4nYz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('N')\n", "ax[0].set_ylabel('Si')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Si')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend()\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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MonthLatLonZSi
142.049.027667-123.437833297.566.85
152.049.027667-123.437833311.867.82
312.049.163167-123.551000347.166.29
322.049.163167-123.551000367.268.34
432.049.250833-123.749000390.972.03
884.049.030000-123.437000314.067.87
1074.049.164167-123.549833298.065.52
1084.049.164167-123.549833347.169.04
1094.049.164167-123.549833368.571.44
1294.049.318333-123.799000297.566.13
1304.049.318333-123.799000336.667.33
1576.049.250833-123.751500198.270.85
1586.049.250833-123.751500388.971.47
1626.049.054667-123.3731671.466.25
1976.049.029667-123.436333247.869.83
1986.049.029667-123.436333298.167.66
1996.049.029667-123.436333313.069.44
2156.049.163333-123.550333297.969.22
2166.049.163333-123.550333347.183.94
2176.049.163333-123.550333370.583.76
2426.049.318167-123.799333297.869.70
2436.049.318167-123.799333334.580.44
\n", "
" ], "text/plain": [ " Month Lat Lon Z Si\n", "14 2.0 49.027667 -123.437833 297.5 66.85\n", "15 2.0 49.027667 -123.437833 311.8 67.82\n", "31 2.0 49.163167 -123.551000 347.1 66.29\n", "32 2.0 49.163167 -123.551000 367.2 68.34\n", "43 2.0 49.250833 -123.749000 390.9 72.03\n", "88 4.0 49.030000 -123.437000 314.0 67.87\n", "107 4.0 49.164167 -123.549833 298.0 65.52\n", "108 4.0 49.164167 -123.549833 347.1 69.04\n", "109 4.0 49.164167 -123.549833 368.5 71.44\n", "129 4.0 49.318333 -123.799000 297.5 66.13\n", "130 4.0 49.318333 -123.799000 336.6 67.33\n", "157 6.0 49.250833 -123.751500 198.2 70.85\n", "158 6.0 49.250833 -123.751500 388.9 71.47\n", "162 6.0 49.054667 -123.373167 1.4 66.25\n", "197 6.0 49.029667 -123.436333 247.8 69.83\n", "198 6.0 49.029667 -123.436333 298.1 67.66\n", "199 6.0 49.029667 -123.436333 313.0 69.44\n", "215 6.0 49.163333 -123.550333 297.9 69.22\n", "216 6.0 49.163333 -123.550333 347.1 83.94\n", "217 6.0 49.163333 -123.550333 370.5 83.76\n", "242 6.0 49.318167 -123.799333 297.8 69.70\n", "243 6.0 49.318167 -123.799333 334.5 80.44" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n", "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n", "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 94\n", " bias: 0.16864379717025918\n", " RMSE: 0.48210312078615297\n", " WSS: 0.5364442460261537\n", "z>=15 m:\n", " N: 25\n", " bias: 0.5106228890237612\n", " RMSE: 0.6642478406495784\n", " WSS: 0.503118381656172\n", "all:\n", " N: 119\n", " bias: 0.2404881441983059\n", " RMSE: 0.5256323221929067\n", " WSS: 0.6347610747044823\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 94\n", " bias: -0.7018025440326392\n", " RMSE: 5.828554966206629\n", " WSS: 0.49282473165919505\n", "z>=15 m:\n", " N: 25\n", " bias: 0.975244804380834\n", " RMSE: 1.868217341990596\n", " WSS: 0.3194650458379691\n", "all:\n", " N: 119\n", " bias: -0.3494816725172032\n", " RMSE: 5.250553298068821\n", " WSS: 0.5475223975788108\n" ] } ], "source": [ "print('log10[Chl+0.01]')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n", "print('all:')\n", "et.printstats(data,'l10_obsChl','l10_modChl')\n", "print('\\n')\n", "print('Chl')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('all:')\n", "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NMbcl/lwYaAX8BKwArt3v0gdY7kyEIpKfRUZG4u/vzw8//MDixYvp3Lmz0yG5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\nhx4yOqSiISBQEiUhkITJELFXjnPg0lGalKtNwzLVjQ4nR57ezc4V/vz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at29vdEiiMLmh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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (14,6))\n", "ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n", "ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[0].legend(handles=ps)\n", "ax[0].set_xlabel('Obs')\n", "ax[0].set_ylabel('Model')\n", "ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n", "ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n", "ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[1].legend(handles=ps)\n", "ax[1].set_xlabel('Obs')\n", "ax[1].set_ylabel('Model')\n", "ax[1].set_title('Chl ($\\mu$g/L)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }