{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": 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 as dt\n", "import glob\n", "import gsw\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Year</th>\n", " <th>Month</th>\n", " <th>Day</th>\n", " <th>Hour</th>\n", " <th>Lat</th>\n", " <th>Lon</th>\n", " <th>Pressure</th>\n", " <th>Depth</th>\n", " <th>Ammonium</th>\n", " <th>Ammonium_units</th>\n", " <th>Chlorophyll_Extracted</th>\n", " <th>Chlorophyll_Extracted_units</th>\n", " <th>N</th>\n", " <th>Si</th>\n", " <th>Silicate_units</th>\n", " <th>AbsSal</th>\n", " <th>ConsT</th>\n", " <th>Z</th>\n", " <th>dtUTC</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>11.0</td>\n", " <td>20.848333</td>\n", " <td>49.402167</td>\n", " <td>-124.1555</td>\n", " <td>2.6</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>11.82</td>\n", " <td>mg/m^3</td>\n", " <td>3.0</td>\n", " <td>7.2</td>\n", " <td>umol/L</td>\n", " <td>27.743770</td>\n", " <td>9.789540</td>\n", " <td>2.57784</td>\n", " <td>2013-04-11 20:50:54</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>11.0</td>\n", " <td>20.848333</td>\n", " <td>49.402167</td>\n", " <td>-124.1555</td>\n", " <td>4.8</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>11.67</td>\n", " <td>mg/m^3</td>\n", " <td>2.9</td>\n", " <td>7.3</td>\n", " <td>umol/L</td>\n", " <td>27.744457</td>\n", " <td>9.787385</td>\n", " <td>4.75906</td>\n", " <td>2013-04-11 20:50:54</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>11.0</td>\n", " <td>20.848333</td>\n", " <td>49.402167</td>\n", " <td>-124.1555</td>\n", " <td>10.2</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>NaN</td>\n", " <td>mg/m^3</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>umol/L</td>\n", " <td>27.749606</td>\n", " <td>9.667316</td>\n", " <td>10.1129</td>\n", " <td>2013-04-11 20:50:54</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>11.0</td>\n", " <td>20.848333</td>\n", " <td>49.402167</td>\n", " <td>-124.1555</td>\n", " <td>19.7</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>11.88</td>\n", " <td>mg/m^3</td>\n", " <td>10.6</td>\n", " <td>18.5</td>\n", " <td>umol/L</td>\n", " <td>28.459715</td>\n", " <td>9.127710</td>\n", " <td>19.5313</td>\n", " <td>2013-04-11 20:50:54</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>11.0</td>\n", " <td>20.848333</td>\n", " <td>49.402167</td>\n", " <td>-124.1555</td>\n", " <td>29.9</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>NaN</td>\n", " <td>mg/m^3</td>\n", " <td>24.1</td>\n", " <td>47.6</td>\n", " <td>umol/L</td>\n", " <td>29.363611</td>\n", " <td>8.447678</td>\n", " <td>29.6432</td>\n", " <td>2013-04-11 20:50:54</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth \\\n", "0 2013.0 4.0 11.0 20.848333 49.402167 -124.1555 2.6 None \n", "1 2013.0 4.0 11.0 20.848333 49.402167 -124.1555 4.8 None \n", "2 2013.0 4.0 11.0 20.848333 49.402167 -124.1555 10.2 None \n", "3 2013.0 4.0 11.0 20.848333 49.402167 -124.1555 19.7 None \n", "4 2013.0 4.0 11.0 20.848333 49.402167 -124.1555 29.9 None \n", "\n", " Ammonium Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units \\\n", "0 None None 11.82 mg/m^3 \n", "1 None None 11.67 mg/m^3 \n", "2 None None NaN mg/m^3 \n", "3 None None 11.88 mg/m^3 \n", "4 None None NaN mg/m^3 \n", "\n", " N Si Silicate_units AbsSal ConsT Z dtUTC \n", "0 3.0 7.2 umol/L 27.743770 9.789540 2.57784 2013-04-11 20:50:54 \n", "1 2.9 7.3 umol/L 27.744457 9.787385 4.75906 2013-04-11 20:50:54 \n", "2 NaN NaN umol/L 27.749606 9.667316 10.1129 2013-04-11 20:50:54 \n", "3 10.6 18.5 umol/L 28.459715 9.127710 19.5313 2013-04-11 20:50:54 \n", "4 24.1 47.6 umol/L 29.363611 8.447678 29.6432 2013-04-11 20:50:54 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/results/SalishSea/spinup.201905.yr1/'\n", "start_date = dt.datetime(2013,1,1)\n", "end_date = dt.datetime(2013,9,25)\n", "flen=1\n", "namfmt='nowcast'\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", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "df1=et.loadDFO(datelims=(start_date,end_date))#,excludeSaanich=False)\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(array([563., 0., 0., 0., 0., 217., 0., 338., 0., 13.]),\n", " array([4. , 4.4, 4.8, 5.2, 5.6, 6. , 6.4, 6.8, 7.2, 7.6, 8. ]),\n", " <a list of 10 Patch objects>)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x7f877544c748>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(df1.Month)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Year</th>\n", " <th>Month</th>\n", " <th>Day</th>\n", " 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</tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 30 columns</p>\n", "</div>" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth \\\n", "0 2013.0 4.0 3.0 14.939444 49.970833 -124.6825 4.7 None \n", "1 2013.0 4.0 3.0 14.939444 49.970833 -124.6825 9.9 None \n", "2 2013.0 4.0 3.0 14.939444 49.970833 -124.6825 21.3 None \n", "3 2013.0 4.0 3.0 14.939444 49.970833 -124.6825 22.8 None \n", "4 2013.0 4.0 3.0 14.939444 49.970833 -124.6825 25.2 None \n", "\n", " Ammonium Ammonium_units ... i mod_nitrate mod_silicon mod_ammonium \\\n", "0 None None ... 190 0.548628 6.399379 0.440082 \n", "1 None None ... 190 11.481730 26.726488 1.101039 \n", "2 None None ... 190 26.325640 54.592690 1.316902 \n", "3 None None ... 190 26.325640 54.592690 1.316902 \n", "4 None None ... 190 26.856123 55.250294 1.246484 \n", "\n", " mod_diatoms mod_ciliates mod_flagellates mod_vosaline mod_votemper k \n", "0 5.688290 0.268555 0.524411 27.609800 10.152428 4 \n", "1 5.689577 0.193569 0.341572 28.311152 8.812274 9 \n", "2 0.470348 0.081232 0.077165 29.395172 8.410794 19 \n", "3 0.470348 0.081232 0.077165 29.395172 8.410794 19 \n", "4 0.337995 0.069814 0.068710 29.566582 8.472906 20 \n", "\n", "[5 rows x 30 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Year</th>\n", " <th>Month</th>\n", " <th>Day</th>\n", " <th>Hour</th>\n", " <th>Lat</th>\n", " <th>Lon</th>\n", " 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<td>8.897673</td>\n", " <td>18</td>\n", " </tr>\n", " <tr>\n", " <th>386</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>8.661389</td>\n", " <td>49.726833</td>\n", " <td>-124.680167</td>\n", " <td>2.4</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>168</td>\n", " <td>5.878627</td>\n", " <td>14.055737</td>\n", " <td>2.861417</td>\n", " <td>0.562675</td>\n", " <td>0.242982</td>\n", " <td>0.068882</td>\n", " <td>26.807375</td>\n", " <td>9.736365</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>388</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>8.661389</td>\n", " <td>49.726833</td>\n", " <td>-124.680167</td>\n", " <td>10.1</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>168</td>\n", " <td>10.484881</td>\n", " <td>21.830469</td>\n", " <td>3.036012</td>\n", " <td>0.395860</td>\n", " <td>0.193837</td>\n", " <td>0.064722</td>\n", " <td>28.372532</td>\n", " <td>9.302079</td>\n", " <td>10</td>\n", " </tr>\n", " <tr>\n", " <th>389</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>8.661389</td>\n", " <td>49.726833</td>\n", " <td>-124.680167</td>\n", " <td>19.9</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>168</td>\n", " <td>20.420708</td>\n", " <td>42.272526</td>\n", " <td>2.266712</td>\n", " <td>0.289438</td>\n", " <td>0.115022</td>\n", " <td>0.056619</td>\n", " <td>29.119356</td>\n", " <td>8.680081</td>\n", " <td>18</td>\n", " </tr>\n", " <tr>\n", " <th>403</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>11.568333</td>\n", " <td>49.883333</td>\n", " <td>-124.993500</td>\n", " <td>2.0</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>141</td>\n", " <td>9.686026</td>\n", " <td>20.600424</td>\n", " <td>2.674127</td>\n", " <td>1.007968</td>\n", " <td>0.219518</td>\n", " <td>0.061663</td>\n", " <td>28.077101</td>\n", " <td>9.495545</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>405</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>11.568333</td>\n", " <td>49.883333</td>\n", " <td>-124.993500</td>\n", " <td>10.0</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>141</td>\n", " <td>22.331600</td>\n", " <td>45.854149</td>\n", " <td>2.028494</td>\n", " <td>0.194754</td>\n", " <td>0.104956</td>\n", " <td>0.056663</td>\n", " <td>29.604847</td>\n", " <td>8.819620</td>\n", " <td>9</td>\n", " </tr>\n", " <tr>\n", " <th>406</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>11.568333</td>\n", " <td>49.883333</td>\n", " <td>-124.993500</td>\n", " <td>20.1</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>141</td>\n", " <td>22.868708</td>\n", " <td>46.786217</td>\n", " <td>1.860957</td>\n", " <td>0.187133</td>\n", " <td>0.092785</td>\n", " <td>0.053171</td>\n", " <td>29.732216</td>\n", " <td>8.851438</td>\n", " <td>18</td>\n", " </tr>\n", " <tr>\n", " <th>419</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>15.183333</td>\n", " <td>49.961333</td>\n", " <td>-125.147000</td>\n", " <td>2.6</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>129</td>\n", " <td>19.138435</td>\n", " <td>39.620335</td>\n", " <td>2.080917</td>\n", " <td>0.417651</td>\n", " <td>0.131608</td>\n", " <td>0.058667</td>\n", " <td>29.357100</td>\n", " <td>9.065556</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>422</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>15.183333</td>\n", " <td>49.961333</td>\n", " <td>-125.147000</td>\n", " <td>9.8</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>129</td>\n", " <td>23.218901</td>\n", " <td>47.357906</td>\n", " <td>1.600570</td>\n", " <td>0.264124</td>\n", " <td>0.081919</td>\n", " <td>0.046615</td>\n", " <td>29.837925</td>\n", " <td>8.960051</td>\n", " <td>9</td>\n", " </tr>\n", " <tr>\n", " <th>423</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>12.0</td>\n", " <td>15.183333</td>\n", " <td>49.961333</td>\n", " <td>-125.147000</td>\n", " <td>20.3</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>129</td>\n", " <td>24.789686</td>\n", " <td>50.226654</td>\n", " <td>1.406916</td>\n", " <td>0.196404</td>\n", " <td>0.060952</td>\n", " <td>0.039555</td>\n", " <td>30.035778</td>\n", " <td>8.916419</td>\n", " <td>18</td>\n", " </tr>\n", " <tr>\n", " <th>431</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>13.0</td>\n", " <td>1.303611</td>\n", " <td>49.318667</td>\n", " <td>-123.800167</td>\n", " <td>2.3</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>246</td>\n", " <td>9.507198</td>\n", " <td>23.660114</td>\n", " <td>2.258392</td>\n", " <td>1.403370</td>\n", " <td>0.214779</td>\n", " <td>0.067242</td>\n", " <td>25.948977</td>\n", " <td>9.184166</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>433</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>13.0</td>\n", " <td>1.303611</td>\n", " <td>49.318667</td>\n", " <td>-123.800167</td>\n", " <td>9.7</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>246</td>\n", " <td>10.198633</td>\n", " <td>24.471125</td>\n", " <td>2.326324</td>\n", " <td>1.251530</td>\n", " <td>0.207394</td>\n", " <td>0.065604</td>\n", " <td>26.300194</td>\n", " <td>9.198015</td>\n", " <td>9</td>\n", " </tr>\n", " <tr>\n", " <th>447</th>\n", " <td>2013.0</td>\n", " <td>4.0</td>\n", " <td>13.0</td>\n", " <td>5.085000</td>\n", " <td>49.163667</td>\n", " <td>-123.554667</td>\n", " <td>2.7</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>...</td>\n", " <td>263</td>\n", " <td>12.720423</td>\n", " <td>26.064701</td>\n", " <td>2.638867</td>\n", " <td>0.634065</td>\n", " <td>0.202250</td>\n", " <td>0.068873</td>\n", " <td>28.161551</td>\n", " <td>9.131008</td>\n", " <td>2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>25 rows × 30 columns</p>\n", "</div>" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth \\\n", "312 2013.0 4.0 11.0 11.143889 49.029833 -123.436167 2.7 None \n", "328 2013.0 4.0 11.0 20.848333 49.402167 -124.155500 2.6 None \n", "329 2013.0 4.0 11.0 20.848333 49.402167 -124.155500 4.8 None \n", "331 2013.0 4.0 11.0 20.848333 49.402167 -124.155500 19.7 None \n", "343 2013.0 4.0 12.0 0.524722 49.443333 -124.338500 2.1 None \n", "345 2013.0 4.0 12.0 0.524722 49.443333 -124.338500 9.8 None \n", "346 2013.0 4.0 12.0 0.524722 49.443333 -124.338500 20.3 None \n", "361 2013.0 4.0 12.0 3.034444 49.509667 -124.463833 2.5 None \n", "363 2013.0 4.0 12.0 3.034444 49.509667 -124.463833 9.9 None \n", "364 2013.0 4.0 12.0 3.034444 49.509667 -124.463833 19.7 None \n", "374 2013.0 4.0 12.0 5.771389 49.592667 -124.638167 2.5 None \n", "376 2013.0 4.0 12.0 5.771389 49.592667 -124.638167 9.8 None \n", "377 2013.0 4.0 12.0 5.771389 49.592667 -124.638167 20.0 None \n", "386 2013.0 4.0 12.0 8.661389 49.726833 -124.680167 2.4 None \n", "388 2013.0 4.0 12.0 8.661389 49.726833 -124.680167 10.1 None \n", "389 2013.0 4.0 12.0 8.661389 49.726833 -124.680167 19.9 None \n", "403 2013.0 4.0 12.0 11.568333 49.883333 -124.993500 2.0 None \n", "405 2013.0 4.0 12.0 11.568333 49.883333 -124.993500 10.0 None \n", "406 2013.0 4.0 12.0 11.568333 49.883333 -124.993500 20.1 None \n", "419 2013.0 4.0 12.0 15.183333 49.961333 -125.147000 2.6 None \n", "422 2013.0 4.0 12.0 15.183333 49.961333 -125.147000 9.8 None \n", "423 2013.0 4.0 12.0 15.183333 49.961333 -125.147000 20.3 None \n", "431 2013.0 4.0 13.0 1.303611 49.318667 -123.800167 2.3 None \n", "433 2013.0 4.0 13.0 1.303611 49.318667 -123.800167 9.7 None \n", "447 2013.0 4.0 13.0 5.085000 49.163667 -123.554667 2.7 None \n", "\n", " Ammonium Ammonium_units ... i mod_nitrate mod_silicon mod_ammonium \\\n", "312 None None ... 264 13.290957 27.664791 2.491055 \n", "328 None None ... 204 5.680586 16.840712 2.244794 \n", "329 None None ... 204 6.367824 17.839087 2.291835 \n", "331 None None ... 204 16.340393 33.991100 2.620600 \n", "343 None None ... 183 6.909050 18.532736 2.255384 \n", "345 None None ... 183 10.057865 22.448006 2.731139 \n", "346 None None ... 183 17.692408 37.115620 2.621187 \n", "361 None None ... 173 10.293472 22.706141 2.644080 \n", "363 None None ... 173 12.369872 26.672171 2.649645 \n", "364 None None ... 173 21.331158 44.175171 2.291576 \n", "374 None None ... 157 13.485579 28.211292 2.642432 \n", "376 None None ... 157 13.928384 29.107447 2.742717 \n", "377 None None ... 157 17.760056 36.804306 2.521186 \n", "386 None None ... 168 5.878627 14.055737 2.861417 \n", "388 None None ... 168 10.484881 21.830469 3.036012 \n", "389 None None ... 168 20.420708 42.272526 2.266712 \n", "403 None None ... 141 9.686026 20.600424 2.674127 \n", "405 None None ... 141 22.331600 45.854149 2.028494 \n", "406 None None ... 141 22.868708 46.786217 1.860957 \n", "419 None None ... 129 19.138435 39.620335 2.080917 \n", "422 None None ... 129 23.218901 47.357906 1.600570 \n", "423 None None ... 129 24.789686 50.226654 1.406916 \n", "431 None None ... 246 9.507198 23.660114 2.258392 \n", "433 None None ... 246 10.198633 24.471125 2.326324 \n", "447 None None ... 263 12.720423 26.064701 2.638867 \n", "\n", " mod_diatoms mod_ciliates mod_flagellates mod_vosaline mod_votemper k \n", "312 0.618804 0.186262 0.059024 28.307165 8.962428 2 \n", "328 0.891690 0.224059 0.062258 24.934200 9.683742 2 \n", "329 0.886654 0.219737 0.062351 25.252041 9.556385 4 \n", "331 0.353107 0.138303 0.056986 28.383747 8.729556 18 \n", "343 1.271513 0.237962 0.063746 25.652113 9.804106 2 \n", "345 0.721713 0.208464 0.066235 27.310566 9.210092 9 \n", "346 0.252002 0.141715 0.064859 28.466013 8.765588 18 \n", "361 0.747765 0.236320 0.069472 27.512262 9.833039 2 \n", "363 0.642508 0.218012 0.071385 27.819229 9.370308 9 \n", "364 0.251590 0.114793 0.062665 29.115417 8.594073 18 \n", "374 0.921874 0.221238 0.070615 28.573500 9.244478 2 \n", "376 0.673595 0.205021 0.070713 28.660341 9.093882 9 \n", "377 0.458264 0.144252 0.064987 29.006037 8.897673 18 \n", "386 0.562675 0.242982 0.068882 26.807375 9.736365 2 \n", "388 0.395860 0.193837 0.064722 28.372532 9.302079 10 \n", "389 0.289438 0.115022 0.056619 29.119356 8.680081 18 \n", "403 1.007968 0.219518 0.061663 28.077101 9.495545 1 \n", "405 0.194754 0.104956 0.056663 29.604847 8.819620 9 \n", "406 0.187133 0.092785 0.053171 29.732216 8.851438 18 \n", "419 0.417651 0.131608 0.058667 29.357100 9.065556 2 \n", "422 0.264124 0.081919 0.046615 29.837925 8.960051 9 \n", "423 0.196404 0.060952 0.039555 30.035778 8.916419 18 \n", "431 1.403370 0.214779 0.067242 25.948977 9.184166 2 \n", "433 1.251530 0.207394 0.065604 26.300194 9.198015 9 \n", "447 0.634065 0.202250 0.068873 28.161551 9.131008 2 \n", "\n", "[25 rows x 30 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Chlorophyll_Extracted>10]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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jCzvSqF27dp4vn0uXLmWtWrXo5uZGCwsL/v7777nqFKdoKHJwy2DOnDkAgH37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8+fZ7lfcp70gQMH8ocffiCg9YYPDg7O1vhICqEhyDuePXum/JNkJYKp4L9H27Zt6ebmZrBfTt7k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\nLKRLly4AgBkzZoAktmzZopQLD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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8775507668>" ] }, "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", "ax.plot(data.loc[data.Chlorophyll_Extracted>10,['Lon']],data.loc[data.Chlorophyll_Extracted>10,['Lat']],'m>',label='High Chl')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\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": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 274\n", " bias: -0.025224428377827124\n", " RMSE: 7.512139238211282\n", " WSS: 0.770628907071865\n", "15 m<=z<22 m:\n", " N: 85\n", " bias: 1.5222854277666862\n", " RMSE: 7.229160593627256\n", " WSS: 0.5512098048993181\n", "z>=22 m:\n", " N: 502\n", " bias: -1.264475923515409\n", " RMSE: 3.915863594613176\n", " WSS: 0.6653192694426678\n", "all:\n", " N: 861\n", " bias: -0.5949873932869814\n", " RMSE: 5.66201140810254\n", " WSS: 0.89491834878871\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))\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(0, 40)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GDAm7k9i//uu/Ypom8+bNY/z48cyfP5/XX3+d5ubmTs9TX1/Pli1bOPfcc6N6bPfu3dx9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\nd4N99iYtebRmWljxJcjPyZzrlwHy5JKoOQx0g8TZYFfepGU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"text/plain": [ "<matplotlib.figure.Figure at 0x7f87755cbfd0>" ] }, "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)')\n", "ax.set_xlim(0,40)\n", "ax.set_ylim(0,40)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n", "April:\n", " N: 127\n", " bias: -1.0808247719664053\n", " RMSE: 7.968982391966732\n", " WSS: 0.7237955278988251\n", "May-Jun:\n", " N: 147\n", " bias: 0.8867568208449548\n", " RMSE: 7.093802142883446\n", " WSS: 0.7951388826088835\n", "Sep-Oct:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:917: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:918: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] }, { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8763d643c8>]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FixbcdtttTJkyhdjYWNeRooLqrkh0OnDgAPHx8ezZs4fU1FSqVavmOlJUUM0V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"text/plain": [ "<matplotlib.figure.Figure at 0x7f876809e2e8>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8763dcf780>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "yy=data.dtUTC[0].year\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(yy,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(yy,5,1))&(data.dtUTC>dt.datetime(yy,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(yy,9,1))&(data.dtUTC>dt.datetime(yy,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(yy,12,1))&(data.dtUTC>dt.datetime(yy,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", "#ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,4,1))&(data.dtUTC>dt.datetime(2016,2,1))\n", "#ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "#ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,5,1))&(data.dtUTC>dt.datetime(2016,4,1))\n", "#ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(yy,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": 11, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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GAPzf//5HMsNNTp2i9bPPPiNJTpgwQczyu3fvznr16tHHx0dY5A8ZMkSjP5Ik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\nrkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f8763d16198>" ] }, "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',ms=12)\n", "dSJGI_N=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)&(data.Lat>48.5)]\n", "ax.plot(dSJGI_N['Lon'],dSJGI_N['Lat'],'.',color='lawngreen',label='SJGI_N',ms=8)\n", "dSJGI_S=data.loc[(data.Lon>=-123.6)&(data.Lat<48.5)]\n", "ax.plot(dSJGI_S['Lon'],dSJGI_S['Lat'],'.',color='seagreen',label='SJGI_S',ms=8)\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": 12, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8763c034e0>]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8Ph8ul4t9+7qprl5He/s8/mKF1R1w/gSWI1oX+0h7L4LLv8LM3JAlnAR0IYSY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K+dmQU9VotY2/wAl9DA80qpl5Y649mRHVovN88fB3YU05g88QGlVN9SSN6SIc3VKKWagLuBH2Oz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\nS5LUAANdkqQGfAXw53R7euH7jAAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f8769c7cd30>" ] }, "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,'N','mod_nitrate',cols=('lawngreen','darkturquoise','navy'),lname='SJGI_N')\n", "ps3=et.varvarPlot(ax,dSJGI_S,'N','mod_nitrate',cols=('seagreen','darkturquoise','navy'),lname='SJGI_S')\n", "ps4=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps5=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],ps5[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')\n", "ax.set_xlim(0,40)\n", "ax.set_ylim(0,40)\n", "ax.plot((0,40),(0,40),'-',color='grey',alpha=.5)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8763ac7898>]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WMmrmXzH3yATgwEo3Z997LgPyY29VjAdNtmW6DS6YEmV449HT0Gcij6OFbjuM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\ndF1XmZmZqri4uEdVdKWcjtIUFxerjIwMtXN7gfKXr1E7txeojIyMqOU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0dzjONCeeBZ7Y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\nWdhuGzBZKfVe87+/CqxRSp3aD+3rkCxgI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0mSJElSTljES5IkSZKUExbxkiRJkiTlhEW8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\n7tFHH2X16tXU63XGxsZ405vexOtf//qWtS9JkjLUwlzQ7kxgE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"text/plain": [ "<matplotlib.figure.Figure at 0x7f877553d7f0>" ] }, "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(-15,10)\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)\n", "ax[0].plot(dSJGI['mod_nitrate']-dSJGI['N'],dSJGI['Z'],'ko',markeredgecolor='k',markerfacecolor='None')\n", "ax[1].plot(dSJGI['mod_silicon']-dSJGI['Si'],dSJGI['Z'],'ko',markeredgecolor='k',markerfacecolor='None')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Si\n", "z<15 m:\n", " N: 274\n", " bias: -4.462413137846617\n", " RMSE: 14.255203200939816\n", " WSS: 0.6095533382630076\n", "15 m<=z<22 m:\n", " N: 85\n", " bias: 0.512954752304978\n", " RMSE: 10.717745368195413\n", " WSS: 0.6953964909079566\n", "z>=22 m:\n", " N: 502\n", " bias: -1.7402726237992283\n", " RMSE: 6.141986145150249\n", " WSS: 0.8695515850185689\n", "all:\n", " N: 861\n", " bias: -2.3841079012442066\n", " RMSE: 9.899680580994922\n", " WSS: 0.8595328626774601\n", "obs Si < 50:\n", " N: 501\n", " bias: -2.0964356832637563\n", " RMSE: 11.451531382730845\n", " WSS: 0.70493515287917\n" ] } ], "source": [ "print('Si')\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": 15, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FB23/BLmysiKysy1YLIrsbHdly3DHdjfSQ09RVquVX/7yl4wfP57Tp08zYcIErr32WkaN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\n7tzKRHaStKW4fMkF0wJ/1G638nJuVQu4MwXtWgJxLUE/CY0ikSAooMe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"text/plain": [ "<matplotlib.figure.Figure at 0x7f87681eff60>" ] }, "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": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n", "April:\n", " N: 127\n", " bias: -4.0894834402039315\n", " RMSE: 16.158707656296002\n", " WSS: 0.6230939151086754\n", "May-Jun:\n", " N: 147\n", " bias: -4.784604101116162\n", " RMSE: 12.377172703591246\n", " WSS: 0.5583965552477621\n", "Sep-Oct:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:917: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:918: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] }, { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8769c526d8>]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MKQZ8DbQmp3k7yxjTFvgWSAxNRBFxxVpLly5dmDdvHsOHD6dx48auI4UL1VyR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\nT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"text/plain": [ "<matplotlib.figure.Figure at 0x7f87681efdd8>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<matplotlib.figure.Figure at 0x7f876833aa20>" ] }, "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(yy,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,5,1))&(data.dtUTC>dt.datetime(yy,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(yy,9,1))&(data.dtUTC>dt.datetime(yy,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(yy,12,1))&(data.dtUTC>dt.datetime(yy,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", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(yy,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": 17, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8768079a20>]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hyswiH2tp2IBnIHxuXDMimKPMpW4+ty+4IYr2aVp3tNK5vpMzzjNk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\nmZlZAtzQzczMEuCGbmZmloD/AVfsw3To6ZIzAAAAAElFTkSuQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f876820f1d0>" ] }, "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_N,obsvar,modvar,cols=('lawngreen','darkturquoise','navy'),lname='SJGI_N')\n", "ps3=et.varvarPlot(ax,dSJGI_S,obsvar,modvar,cols=('seagreen','darkturquoise','navy'),lname='SJGI_S')\n", "ps4=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps5=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],ps5[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)\n", "ax.plot((0,80),(0,80),'-',color='grey',alpha=.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f87637cd4a8>]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aaacRiUTYsGEDBw8exO/PnF8mRERkZGLFn2Irs35/AAJ+PPkenE4H4zEs+NGC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\n+/ZOhyUiIuJa4dXDiWwTyYZ7NmCPWwAy/5lJ8xXNqfVILbJXZBPZJrLSW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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8763c95978>" ] }, "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['N'],dSJGI_N['Si'],'.',color='lawngreen',label='SJGI_N')\n", "p2=ax[0].plot(dSJGI_S['N'],dSJGI_S['Si'],'.',color='seagreen',label='SJGI_S')\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_N['mod_nitrate'],dSJGI_N['mod_silicon'],'.',color='lawngreen',label='SJGI_N')\n", "p6=ax[1].plot(dSJGI_S['mod_nitrate'],dSJGI_S['mod_silicon'],'.',color='seagreen',label='SJGI_S')\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": 19, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x7f876367aba8>" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NtD3e2trabHz/IxERkbEyxmy11rYVux3lTH2ziEjutm3bxtlnn13sZqTo6+ujubmZV199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\nVC7tHen84kHi7q+lfkaZnrf39r1DHk/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+f+y9e3xcdZ3///ycyUxbQjJp09DJQNOWpkVa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\nYSrPcZ0KTDU35WL9vhxRPGw5bTnpyVp/o5+Glga6bu+ib0OfW1waUH1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rrRXEieB5v48r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\nIZJSe3sjWpuAmZTFmLq7Au1yu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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8763797d68>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI_N['AbsSal'],dSJGI_N['Si']-1.3*dSJGI_N['N'],'.',color='lawngreen',label='SJGI_N')\n", "p2=ax[0].plot(dSJGI_S['AbsSal'],dSJGI_S['Si']-1.3*dSJGI_S['N'],'.',color='seagreen',label='SJGI_S')\n", "p3=ax[0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('S')\n", "ax[0].set_ylabel('Si-1.3N')\n", "ax[0].set_xlim(10,35)\n", "ax[0].set_ylim(0,45)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_vosaline'],dJDF['mod_silicon']-1.3*dJDF['mod_nitrate'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI_N['mod_vosaline'],dSJGI_N['mod_silicon']-1.3*dSJGI_N['mod_nitrate'],'.',color='lawngreen',label='SJGI_N')\n", "p6=ax[1].plot(dSJGI_S['mod_vosaline'],dSJGI_S['mod_silicon']-1.3*dSJGI_S['mod_nitrate'],'.',color='seagreen',label='SJGI_S')\n", "p7=ax[1].plot(dSOG['mod_vosaline'],dSOG['mod_silicon']-1.3*dSOG['mod_nitrate'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_vosaline'],dNSOG['mod_silicon']-1.3*dNSOG['mod_nitrate'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('S')\n", "ax[1].set_ylabel('Si-1.3N')\n", "ax[1].set_xlim(10,35)\n", "ax[1].set_ylim(0,45)\n", "ax[1].legend()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Month</th>\n", " <th>Lat</th>\n", " <th>Lon</th>\n", " <th>Z</th>\n", " <th>Si</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>146</th>\n", " <td>4.0</td>\n", " <td>50.066000</td>\n", " <td>-124.713333</td>\n", " <td>29.6414</td>\n", " <td>65.3</td>\n", " </tr>\n", " <tr>\n", " <th>153</th>\n", " <td>4.0</td>\n", " <td>50.079833</td>\n", " <td>-124.714167</td>\n", " <td>19.9266</td>\n", " <td>65.3</td>\n", " </tr>\n", " <tr>\n", " <th>154</th>\n", " <td>4.0</td>\n", " <td>50.079833</td>\n", " <td>-124.714167</td>\n", " <td>29.7405</td>\n", " <td>68.0</td>\n", " </tr>\n", " <tr>\n", " <th>173</th>\n", " <td>4.0</td>\n", " <td>50.072333</td>\n", " <td>-124.812333</td>\n", " <td>125.079</td>\n", " <td>65.5</td>\n", " </tr>\n", " <tr>\n", " <th>174</th>\n", " <td>4.0</td>\n", " 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<td>73.1539</td>\n", " <td>68.1</td>\n", " </tr>\n", " <tr>\n", " <th>206</th>\n", " <td>4.0</td>\n", " <td>50.073167</td>\n", " <td>-125.014167</td>\n", " <td>74.5413</td>\n", " <td>69.4</td>\n", " </tr>\n", " <tr>\n", " <th>207</th>\n", " <td>4.0</td>\n", " <td>50.073167</td>\n", " <td>-125.014167</td>\n", " <td>77.6136</td>\n", " <td>67.1</td>\n", " </tr>\n", " <tr>\n", " <th>214</th>\n", " <td>4.0</td>\n", " <td>50.053833</td>\n", " <td>-125.011667</td>\n", " <td>87.9204</td>\n", " <td>65.5</td>\n", " </tr>\n", " <tr>\n", " <th>215</th>\n", " <td>4.0</td>\n", " <td>50.053833</td>\n", " <td>-125.011667</td>\n", " <td>89.9024</td>\n", " <td>65.6</td>\n", " </tr>\n", " <tr>\n", " <th>216</th>\n", " <td>4.0</td>\n", " <td>50.053833</td>\n", " <td>-125.011667</td>\n", " <td>91.8843</td>\n", " <td>66.2</td>\n", " </tr>\n", " <tr>\n", " <th>326</th>\n", " <td>4.0</td>\n", " <td>49.029833</td>\n", " <td>-123.436167</td>\n", " <td>296.546</td>\n", " <td>69.1</td>\n", " </tr>\n", " <tr>\n", " <th>327</th>\n", " <td>4.0</td>\n", " <td>49.029833</td>\n", " <td>-123.436167</td>\n", " <td>311.199</td>\n", " <td>69.8</td>\n", " </tr>\n", " <tr>\n", " <th>341</th>\n", " <td>4.0</td>\n", " <td>49.402167</td>\n", " <td>-124.155500</td>\n", " <td>248.216</td>\n", " <td>67.8</td>\n", " </tr>\n", " <tr>\n", " <th>342</th>\n", " <td>4.0</td>\n", " <td>49.402167</td>\n", " <td>-124.155500</td>\n", " <td>268.119</td>\n", " <td>69.8</td>\n", " </tr>\n", " <tr>\n", " <th>357</th>\n", " <td>4.0</td>\n", " <td>49.443333</td>\n", " <td>-124.338500</td>\n", " <td>247.918</td>\n", " <td>65.6</td>\n", " </tr>\n", " <tr>\n", " <th>358</th>\n", " <td>4.0</td>\n", " <td>49.443333</td>\n", " <td>-124.338500</td>\n", " <td>297.327</td>\n", " <td>69.5</td>\n", " </tr>\n", " <tr>\n", " <th>359</th>\n", " <td>4.0</td>\n", " <td>49.443333</td>\n", " <td>-124.338500</td>\n", " <td>314.751</td>\n", " <td>73.7</td>\n", " </tr>\n", " <tr>\n", " <th>385</th>\n", " <td>4.0</td>\n", " <td>49.592667</td>\n", " <td>-124.638167</td>\n", " <td>164.121</td>\n", " <td>70.2</td>\n", " </tr>\n", " <tr>\n", " <th>402</th>\n", " <td>4.0</td>\n", " <td>49.726833</td>\n", " <td>-124.680167</td>\n", " <td>347.012</td>\n", " <td>71.1</td>\n", " </tr>\n", " <tr>\n", " <th>418</th>\n", " <td>4.0</td>\n", " <td>49.883333</td>\n", " <td>-124.993500</td>\n", " <td>308.204</td>\n", " <td>66.5</td>\n", " </tr>\n", " <tr>\n", " <th>446</th>\n", " <td>4.0</td>\n", " <td>49.318667</td>\n", " <td>-123.800167</td>\n", " <td>339.601</td>\n", " <td>68.0</td>\n", " </tr>\n", " <tr>\n", " <th>462</th>\n", " <td>4.0</td>\n", " <td>49.163667</td>\n", " <td>-123.554667</td>\n", " <td>297.235</td>\n", " <td>66.4</td>\n", " </tr>\n", " <tr>\n", " <th>463</th>\n", " <td>4.0</td>\n", " <td>49.163667</td>\n", " <td>-123.554667</td>\n", " <td>351.484</td>\n", " <td>74.8</td>\n", " </tr>\n", " <tr>\n", " <th>464</th>\n", " <td>4.0</td>\n", " <td>49.163667</td>\n", " <td>-123.554667</td>\n", " <td>367.518</td>\n", " <td>65.9</td>\n", " </tr>\n", " <tr>\n", " <th>734</th>\n", " <td>6.0</td>\n", " <td>49.318500</td>\n", " <td>-123.799500</td>\n", " <td>297.528</td>\n", " <td>65.6</td>\n", " </tr>\n", " <tr>\n", " <th>749</th>\n", " <td>6.0</td>\n", " <td>49.401500</td>\n", " <td>-124.154833</td>\n", " <td>247.82</td>\n", " <td>67.5</td>\n", " </tr>\n", " <tr>\n", " <th>750</th>\n", " <td>6.0</td>\n", " <td>49.401500</td>\n", " <td>-124.154833</td>\n", " <td>270.1</td>\n", " <td>69.4</td>\n", " </tr>\n", " <tr>\n", " <th>764</th>\n", " <td>6.0</td>\n", " <td>49.442833</td>\n", " <td>-124.336833</td>\n", " <td>247.225</td>\n", " <td>72.0</td>\n", " </tr>\n", " <tr>\n", " <th>765</th>\n", " <td>6.0</td>\n", " <td>49.442833</td>\n", " <td>-124.336833</td>\n", " <td>296.139</td>\n", " <td>72.1</td>\n", " </tr>\n", " <tr>\n", " <th>766</th>\n", " <td>6.0</td>\n", " <td>49.442833</td>\n", " <td>-124.336833</td>\n", " <td>316.137</td>\n", " <td>70.0</td>\n", " </tr>\n", " <tr>\n", " <th>779</th>\n", " <td>6.0</td>\n", " <td>49.510333</td>\n", " <td>-124.462333</td>\n", " <td>188.788</td>\n", " <td>65.5</td>\n", " </tr>\n", " <tr>\n", " <th>790</th>\n", " <td>7.0</td>\n", " <td>49.591000</td>\n", " <td>-124.638333</td>\n", " <td>148.765</td>\n", " <td>69.6</td>\n", " </tr>\n", " <tr>\n", " <th>791</th>\n", " <td>7.0</td>\n", " <td>49.591000</td>\n", " <td>-124.638333</td>\n", " <td>162.932</td>\n", " <td>74.2</td>\n", " </tr>\n", " <tr>\n", " <th>822</th>\n", " <td>7.0</td>\n", " <td>49.883500</td>\n", " <td>-124.993500</td>\n", " <td>309.788</td>\n", " <td>65.9</td>\n", " </tr>\n", " <tr>\n", " <th>867</th>\n", " <td>7.0</td>\n", " <td>49.988667</td>\n", " <td>-124.699167</td>\n", " <td>46.7901</td>\n", " <td>78.6</td>\n", " </tr>\n", " <tr>\n", " <th>868</th>\n", " <td>7.0</td>\n", " <td>49.988667</td>\n", " <td>-124.699167</td>\n", " <td>48.6734</td>\n", " <td>76.8</td>\n", " </tr>\n", " <tr>\n", " <th>869</th>\n", " <td>7.0</td>\n", " <td>49.988667</td>\n", " <td>-124.699167</td>\n", " <td>50.2593</td>\n", " <td>74.5</td>\n", " </tr>\n", " <tr>\n", " <th>887</th>\n", " <td>7.0</td>\n", " <td>50.004667</td>\n", " <td>-124.713333</td>\n", " <td>66.514</td>\n", " <td>82.3</td>\n", " </tr>\n", " <tr>\n", " <th>888</th>\n", " <td>7.0</td>\n", " <td>50.004667</td>\n", " <td>-124.713333</td>\n", " <td>68.4962</td>\n", " <td>76.8</td>\n", " </tr>\n", " <tr>\n", " <th>889</th>\n", " <td>7.0</td>\n", " <td>50.004667</td>\n", " <td>-124.713333</td>\n", " <td>70.3793</td>\n", " <td>77.4</td>\n", " </tr>\n", " <tr>\n", " <th>897</th>\n", " <td>7.0</td>\n", " <td>50.017667</td>\n", " <td>-124.721167</td>\n", " <td>74.6408</td>\n", " <td>84.8</td>\n", " </tr>\n", " <tr>\n", " <th>898</th>\n", " <td>7.0</td>\n", " <td>50.017667</td>\n", " <td>-124.721167</td>\n", " <td>84.353</td>\n", " <td>94.7</td>\n", " </tr>\n", " <tr>\n", " <th>899</th>\n", " <td>7.0</td>\n", " <td>50.017667</td>\n", " <td>-124.721167</td>\n", " <td>86.236</td>\n", " <td>96.2</td>\n", " </tr>\n", " <tr>\n", " <th>900</th>\n", " <td>7.0</td>\n", " <td>50.017667</td>\n", " <td>-124.721167</td>\n", " <td>88.0198</td>\n", " <td>99.1</td>\n", " </tr>\n", " <tr>\n", " <th>908</th>\n", " <td>7.0</td>\n", " <td>50.032833</td>\n", " <td>-124.729667</td>\n", " <td>73.1541</td>\n", " <td>85.7</td>\n", " </tr>\n", " <tr>\n", " <th>909</th>\n", " <td>7.0</td>\n", " <td>50.032833</td>\n", " <td>-124.729667</td>\n", " <td>75.0371</td>\n", " <td>87.3</td>\n", " </tr>\n", " <tr>\n", " <th>910</th>\n", " <td>7.0</td>\n", " <td>50.032833</td>\n", " <td>-124.729667</td>\n", " <td>77.2175</td>\n", " <td>88.1</td>\n", " </tr>\n", " <tr>\n", " <th>1036</th>\n", " <td>7.0</td>\n", " <td>50.057000</td>\n", " <td>-124.718167</td>\n", " <td>60.4679</td>\n", " <td>66.4</td>\n", " </tr>\n", " <tr>\n", " <th>1037</th>\n", " <td>7.0</td>\n", " <td>50.057000</td>\n", " <td>-124.718167</td>\n", " <td>62.7475</td>\n", " <td>65.8</td>\n", " </tr>\n", " <tr>\n", " <th>1038</th>\n", " <td>7.0</td>\n", " <td>50.057000</td>\n", " <td>-124.718167</td>\n", " <td>64.5315</td>\n", " <td>69.6</td>\n", " </tr>\n", " <tr>\n", " <th>1066</th>\n", " <td>7.0</td>\n", " <td>50.073167</td>\n", " <td>-125.014167</td>\n", " <td>72.1628</td>\n", " <td>70.8</td>\n", " </tr>\n", " <tr>\n", " <th>1067</th>\n", " <td>7.0</td>\n", " <td>50.073167</td>\n", " <td>-125.014167</td>\n", " <td>74.4422</td>\n", " <td>67.5</td>\n", " </tr>\n", " <tr>\n", " <th>1068</th>\n", " <td>7.0</td>\n", " <td>50.073167</td>\n", " <td>-125.014167</td>\n", " <td>76.3252</td>\n", " <td>69.9</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Month Lat Lon Z Si\n", "146 4.0 50.066000 -124.713333 29.6414 65.3\n", "153 4.0 50.079833 -124.714167 19.9266 65.3\n", "154 4.0 50.079833 -124.714167 29.7405 68.0\n", "173 4.0 50.072333 -124.812333 125.079 65.5\n", "174 4.0 50.072333 -124.812333 149.65 66.1\n", "175 4.0 50.072333 -124.812333 200.07 71.4\n", "176 4.0 50.072333 -124.812333 220.77 69.4\n", "177 4.0 50.072333 -124.812333 223.84 69.4\n", "178 4.0 50.072333 -124.812333 227.801 69.6\n", "204 4.0 50.073167 -125.014167 59.9722 66.4\n", "205 4.0 50.073167 -125.014167 73.1539 68.1\n", "206 4.0 50.073167 -125.014167 74.5413 69.4\n", "207 4.0 50.073167 -125.014167 77.6136 67.1\n", "214 4.0 50.053833 -125.011667 87.9204 65.5\n", "215 4.0 50.053833 -125.011667 89.9024 65.6\n", "216 4.0 50.053833 -125.011667 91.8843 66.2\n", "326 4.0 49.029833 -123.436167 296.546 69.1\n", "327 4.0 49.029833 -123.436167 311.199 69.8\n", "341 4.0 49.402167 -124.155500 248.216 67.8\n", "342 4.0 49.402167 -124.155500 268.119 69.8\n", "357 4.0 49.443333 -124.338500 247.918 65.6\n", "358 4.0 49.443333 -124.338500 297.327 69.5\n", "359 4.0 49.443333 -124.338500 314.751 73.7\n", "385 4.0 49.592667 -124.638167 164.121 70.2\n", "402 4.0 49.726833 -124.680167 347.012 71.1\n", "418 4.0 49.883333 -124.993500 308.204 66.5\n", "446 4.0 49.318667 -123.800167 339.601 68.0\n", "462 4.0 49.163667 -123.554667 297.235 66.4\n", "463 4.0 49.163667 -123.554667 351.484 74.8\n", "464 4.0 49.163667 -123.554667 367.518 65.9\n", "734 6.0 49.318500 -123.799500 297.528 65.6\n", "749 6.0 49.401500 -124.154833 247.82 67.5\n", "750 6.0 49.401500 -124.154833 270.1 69.4\n", "764 6.0 49.442833 -124.336833 247.225 72.0\n", "765 6.0 49.442833 -124.336833 296.139 72.1\n", "766 6.0 49.442833 -124.336833 316.137 70.0\n", "779 6.0 49.510333 -124.462333 188.788 65.5\n", "790 7.0 49.591000 -124.638333 148.765 69.6\n", "791 7.0 49.591000 -124.638333 162.932 74.2\n", "822 7.0 49.883500 -124.993500 309.788 65.9\n", "867 7.0 49.988667 -124.699167 46.7901 78.6\n", "868 7.0 49.988667 -124.699167 48.6734 76.8\n", "869 7.0 49.988667 -124.699167 50.2593 74.5\n", "887 7.0 50.004667 -124.713333 66.514 82.3\n", "888 7.0 50.004667 -124.713333 68.4962 76.8\n", "889 7.0 50.004667 -124.713333 70.3793 77.4\n", "897 7.0 50.017667 -124.721167 74.6408 84.8\n", "898 7.0 50.017667 -124.721167 84.353 94.7\n", "899 7.0 50.017667 -124.721167 86.236 96.2\n", "900 7.0 50.017667 -124.721167 88.0198 99.1\n", "908 7.0 50.032833 -124.729667 73.1541 85.7\n", "909 7.0 50.032833 -124.729667 75.0371 87.3\n", "910 7.0 50.032833 -124.729667 77.2175 88.1\n", "1036 7.0 50.057000 -124.718167 60.4679 66.4\n", "1037 7.0 50.057000 -124.718167 62.7475 65.8\n", "1038 7.0 50.057000 -124.718167 64.5315 69.6\n", "1066 7.0 50.073167 -125.014167 72.1628 70.8\n", "1067 7.0 50.073167 -125.014167 74.4422 67.5\n", "1068 7.0 50.073167 -125.014167 76.3252 69.9" ] }, "execution_count": 20, "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, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": 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": 22, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 79\n", " bias: -0.23284336872740594\n", " RMSE: 0.6253349982353618\n", " WSS: 0.42095683676810636\n", "z>=15 m:\n", " N: 40\n", " bias: -0.2838533573128714\n", " RMSE: 0.6217196229751139\n", " WSS: 0.4015041772473762\n", "all:\n", " N: 119\n", " bias: -0.2499895833779826\n", " RMSE: 0.6241220827375371\n", " WSS: 0.47819830043915124\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 79\n", " bias: -3.176542105966422\n", " RMSE: 7.062831816243247\n", " WSS: 0.40052935532029643\n", "z>=15 m:\n", " N: 40\n", " bias: -2.61487728526257\n", " RMSE: 5.422735961643445\n", " WSS: 0.396611492547564\n", "all:\n", " N: 119\n", " bias: -2.987747208250842\n", " RMSE: 6.557468306491702\n", " WSS: 0.4068955844426332\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": 23, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f8763e25a20>" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mzF2vT5kyhTZt2hS4TXR0NBcvXswv9uDl5UVMTEyhx3FyciI8PJzw8HCSkpKK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IiIiETx/6TAIv6wg0CHAAAAAElFTkSuQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f876374ff98>" ] }, "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": 24, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(0, 30)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qP4AfQ63Pw4u71nL7stfjHZpKYnk9OvHXu69gcJ9u2O02HHYbZ0wayl9+eFm8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\n2FFZxpryg/xo7CxuGtFkgjW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pGNKkq5RSMaRJVymlYuj/A98deXV7Lq3kAAAAAElFTkSu\nQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f876349dba8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ii=(data.Lat>49.8)&(data.Lat<50.2)&(data.Lon>-124.8)&(data.Lon<-124.5)&(data.Z<10)\n", "#,['Month','Z','mod_Chl','Chlorophyll_Extracted','mod_nitrate','N','mod_silicon','Si']]\n", "plt.scatter(data.loc[ii,['N']],data.loc[ii,['mod_nitrate']],c=data.loc[ii,['Month']],vmin=1,vmax=11)\n", "plt.colorbar()\n", "plt.xlim(0,30)\n", "plt.ylim(0,30)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(0, 30)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5pcMk1b0lppCcMXYA0ycNb3a/iur6cKsgV4Ea1QVCSuwuDwgsr9WuaiyHCpa3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L+D+GmFwifns0+3vKqWyOo6dLdEGiSnxtUjTXzTllyATHBirRB8fvxYu+fy1V1hzuAh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\nRwlcQM7WmwAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f87634f3160>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data.loc[~ii,['N']],data.loc[~ii,['mod_nitrate']],c=data.loc[~ii,['Month']],vmin=1,vmax=11)\n", "plt.colorbar()\n", "plt.xlim(0,30)\n", "plt.ylim(0,30)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(0, 60)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kuHPmdeqkDAnu4zyOvknmX98YGulcM8HtduQO9B3YG39wTdsrEPKz2ciN2Wr3YS5GViDq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\n5V4QlgFcEAi1XMPNGFMALpc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/FJHFjfspi0gvEXlVRL5N/6x0M8bmRGSgiLwhIjNE5EsR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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f87634f3080>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data.loc[ii,['Si']],data.loc[ii,['mod_silicon']],c=data.loc[ii,['Month']])\n", "plt.colorbar()\n", "plt.xlim(0,60)\n", "plt.ylim(0,60)" ] }, { "cell_type": "raw", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "fspin=nc.Dataset('/results/SalishSea/spinup.201905/02mar13/SalishSea_1h_20130302_20130302_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "ftest=nc.Dataset('/data/eolson/results/MEOPAR/SS36runs/CedarRuns/t15r15LinbfSi/SalishSea_1h_20150220_20150410_ptrc_T_20150302-20150311.nc')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.colorbar.Colorbar at 0x7f876329c7b8>" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bbwoNfbsOvEebWYqyJbYV2TVXkz/9DDLVWtJLcb3kl12Im8lQgeyPH6GIk/f/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\n1UhE3gLcDgTAN1R1on4MN03wXCvw4/vxZ+v47Z77tOM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"text/plain": [ "<matplotlib.figure.Figure at 0x7f87631bd438>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(10,8))\n", "ax[0].pcolormesh(fspin.variables['diatoms'][0,0,:,:])\n", "m=ax[1].pcolormesh(ftest.variables['diatoms'][0,0,:,:])\n", "plt.colorbar(m)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.colorbar.Colorbar at 0x7f87633b17f0>" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jSfOI1IWWrt4bzrj9/QB1GOUg8uGVm/nLsWPpaczNHcNb2p1DPaWDxBESNlHV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"text/plain": [ "<matplotlib.figure.Figure at 0x7f87635c6470>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fspin.variables['diatoms'][0,0,:,:]-ftest.variables['diatoms'][0,0,:,:])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.colorbar.Colorbar at 0x7f8763388898>" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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K3Pnz/Bddwlul0zd9JQ1lXo1FOhWWKwy01hlsCNGEi7xtCEkfRc+SvEWryYcw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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8763500a20>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fspin.variables['microzooplankton'][0,0,:,:]-ftest.variables['microzooplankton'][0,0,:,:])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.colorbar.Colorbar at 0x7f87633d5550>" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9IegtDtPAfcNhao7mUJeBWo+h2oSrwojSzSK6LiJz4VLS5j24rckLZnKftVeh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"text/plain": [ "<matplotlib.figure.Figure at 0x7f876363bbe0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fspin.variables['microzooplankton'][0,0,:,:])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8762e659b0>]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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M6v9c2grUwqTSn/HEzvuwjrBCrVGd37kW6OcvRD/gO8bfAoOQuDQpQrdsig2LpCRoH7Ap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/xF7Xajcb5KZ69YRYxlf1vGH174AwAP734Yg2F41nDKZpS1yGjtfkZlnyFNRbxIH0pPly83UXKr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\n1PV6KZIjT5AjR55eig1pd8GCBQDsv//+nHrqqdx5p5cylySp3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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8762f81fd0>" ] }, "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(-15,10)\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)\n", "ax[0].plot(dJDF['mod_nitrate']-dJDF['N'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')\n", "ax[1].plot(dJDF['mod_silicon']-dJDF['Si'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8762e7a0b8>]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KaG0r7ui6/i7w7umsc/TFo8O3yg8BlgAVwK2+Y4swZNVQ3+dlwM1Q6f0E+yfwiztlVqCh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HOuO5L3PlS8clMddtK55ZZbKCgoIBwNM7sqr2n44nOF67tNqpJJa3llCRNz69hTPY4lRRX4/X4K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\nabO6IMsj7ocAV9XOaesBrksp3RgRI8B1EXE28GPgTQAppfsj4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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8762e7a240>" ] }, "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,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(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('obs N')\n", "#ax[0].set_xlim(-15,10)\n", "ax[1].set_xlabel('obs Si')\n", "#ax[1].set_xlim(-40,20)\n", "ax[0].plot(dJDF['N'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')\n", "ax[1].plot(dJDF['Si'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8768354588>]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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unG06Q4e+OBaOi/V+rtsYk3oB/9j2ISaCBN2OyyFwaiYlrQ3cGX8kKaEt41b8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\n8GAWTPTA8B0GD3a9nuS0ZEp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Nm27D2c3Jh+XLEcIiAUisc7vObd2ZadkLGLzxddwfTQ+V\n607ogstXJVcVNA3QQPhjnx0DSloauDv0k2fiDeRKu2XJLXctkuB/+c3rGIlCofjR0mh9Fegzcy+r\nYcIzkN9vDMlXtz/2NkIdmmSTRF43+gYmTJ9LPpB8GVTuvJYJD8S/LrINvKd6mTt5Dpd1s9NtgI8d\ny+zMvWsl0/IeBSANFwaO0Ip7WtscBjycA2c+zi0PLcA71UfHZLhjkMaDFySypEJOFqTh4vQ0O0su\n8WK9CVof2F8InAN4wOgDy16ERwcFhNLlwJuqtQQHqWnlAkPYMTVLlo2L1AjZ451xd5kEzobXRg3o\nnamwZP3zuL1eXDYN5wV/qf+oVq8cXKufw+H1S517hAWJqPPoug2XQwRmT+Qz4Exx4v7NLAoX3Q7C\nIscOTrsNzvgNjs9eDOv1s4fGZh56pmpBWIx06GDozEzoxsZvtwNg1+Txu7oDdzlBoYGRAANnyjPq\ne9dDafgonLNtV0qq9+A2A3aFpuH2C1wGOG0GtD8L2veA0wfVf8Y9xYkz203JR9Nxb3oLl2HhtNnk\ncTil109OhBAn7atfv35C8eNm/vz5olevXkLXddGrVy8xf/78+hPvXCHER1Pl38ZyNNccb3auEGLx\nKPk6gXKt2L5CTF06VazYHi1DvHsSSvvBeCFevVyI1bND6beLFeKB+deLHr3SY+5jwfxJIr1Xcvy8\ntsev+/z580V6err44JUC4V0+RXzwSoFITU8RD8y/XmyvnC3E4lFi/j3niV6ntY99bj6aKrbP18XS\npYjtLyLE4lHitTXjxci3zhCvrRkftw2uf+B6kd4jIPtZ6WL+368P35fA87Pig/Fi6ouXixVv3hRT\n/xANPWvBfD6bHVX3FdtXiKmvDBYrns0Qo55IE0wi9Br11qjw9atnR5cbWdbOFUI831OIRwm/ns+I\n/3wFr1s9W4h/OGTax4z49VF8L4BPRTPQoz+2l7ILfiIE+qr5T006vjZCHZpkk0Re9/AI0Su1ldB1\nrWnXzZ8f0J2a6NErPea67WKFWCqmiu0iVk/X1ZPp6eHrt4sVYtb2UeLqB7JEao8UoWkIm8MmNE0T\n6T3SxfyHRwjxf+cL8frgcHt9NFWIR/WAHtHF9nWj4pbdECu2rxBT3xklViyqo3+acm92rhArFo2S\n+dRjJ8SUGdSr9ZUTx+5a8cF4MXXWGdKuaUCWkM6MyDeyzMEvXBylu89/uK20FeLJEanLF4+K1tuv\nDZafvTZYiBk2IR7VpJ6uU/YRZW1O9q4iRGNtAuWcTqFQnHQUFRWRl5dHaWlpjFf5BmmOfg0aiafc\nw8CAoxqH4WDJ8CVHjhIQJODQJ1TvSL8J8Rw2vXc7rAk7C0Iz4IZlJ01bnQwo53THB2UXKBSSo9aT\n9XES688TyVHr7nh6G6Qzu10fh9Npge126p6c1DTWJlADd4VC8dOiOUYSaCRNCu1Xl3j1rs8Qqztw\nR4P+eXDBhGNUE4UauB8flF2gUBxHTmL9eSI5at0d2d4QcIZXQ/SpeU2+1wwZg17p6ZMS5VVeoVAo\n4hEZd/0kw5nqbPqAPUi8esdz2JTilGEI182VTolAOs5pkfR9RFcoFArFyc5JrD9PJEetuyPb+3/5\nAf9HEYN23S71s+VvPr6aFMcV5VVeoVAofqpERBKIUvopThn+52eD5XdCyO15FZ4TKa1CoVAoFD9N\nUl2gR7iT1wzpZO66JXKlXW2T/0mgBu4KRTOjqKiI3r17YxgGvXv3pqio6ESLdFxoSj2PZ5s0FzlO\nCMFIAvGUfooTupwfeGMddQglhUKh+CnwfXXJidAvdcscM2bMj0vH/ZhIcUKvPyK3xgeo3is/v2CC\nGrT/RFBb5RWKZkRRURG5ubnkz70nItyMjGP+vZzKNDOeLJrM1NzHeWDuLZzV/wZem/wlw4cP56ab\nbqJnz55RTnSKiooYO3YsJFhYwqLy213yPbFtUo6HMtyk4WJ5URl5eXls2LAB3aZj+a1Q3v0vO0BZ\nTTGrF6YyY9oH3PePGXjPPB3H5i3k3n1P3LyD9+aW/CF8nNCC6g0J3HvfvXHTAsxZOYfijx/nXPMQ\n7Tr1xXXheIDwOTcDWF8oE/fKCSndes/CVXjwrCnEfWAXrjadQyF2ADyr5uAuLcaVMQxn35HhPFon\n4fTuxeNIonDzInZVbaRzh7PIOXNQ6HP3l4tI+mYje7d/jOvC8aEyPavmUPjJHHYdloHpO2smOV++\nC44k3Af3Ht05e4VCofgR0hTdHS/tmOulTit4+YEm6f6ioiIm5eXyZWkZZ2SkMSk3L255QV3ocDjw\ner307NmTgQMH8vLLL2NPTMQSgrJdZcyaNYvRE/5AwaobGiVDpM5NpY4+qOc8/JHOezflPHhk2rWV\nayneUMywnsMY2W9kvenq5ukp98iQqtUVOM8dUX8ouobqtWYObCpmjr0jxd/t4dwu5/Ldvk2wbyM5\nbd4wuIEAACAASURBVDriTO4Z0vORsgAUrpZ2QM45OVK2oK63wJWZI22FYHm9cmDdc3JrvKbhcSQx\n/aUhVByowNXhTDaVf0iF9xAj+t7CyKxpR5a7ie39vVE+Er43yjmdQtGM6N27NxMLRrF54PhQbNYz\nl0xnyphnWLdu3YkW75hQjofzel/EoAJIGyhYW6SxJBfuvHkYxf9cypPTJjLiPhnjNjs7m9TUVL6r\n/YaDvzmE1Q30HXDKW21pldCW8vLyqHznkYWfWtYXwYoJbfjVeZ0oLNkE54P4GIYPG8QH733ChQ9V\n0esmmJUJd999M/M6X4VXWDg0nXGmjYLcv0W1dzkeLuk9mN9NHMiMzS9jyrEstm0GqUs7seXpa+QH\nAcU8Z+Ucbnv7ttD1GuDQbQhNx7RMHLqNkkQTpxaIr24kwHVL8JiQVZgl49xqBiVXP4mz70ipyItc\nZB30huLKlrR24Mx249m9lqw3bwt9PrP/eMZ9VCDzEBYzEzTuqhXURtyDBOCJBI1xgc8t5ParBN1G\nyc1LoWotrkCekdgAA/Cj4bAlUpJTogbvR4lyTnd8UHaB4kTQFN0dL+3s9Hbw/+zdf3wU1b3/8dfM\n7G7En2ggYszChgvWNcFfcNuuIi5i9WqttdJqsfcbalHEHxFFC3JXBMQVoYjUqEVs7IW2SatFrfXH\n9UdgCzFbWywKyKooBAIRA7Roq5DdnTnfP2Z3s5tsQgKBBPJ5Ph55bDI7c+bMwmPf58zMOYPipk2f\ntzv7KysrmRK4m4uf2pF6zvubN/ZlTnAew8d4qCXEe5VR5gcWc913RlDx7Ivcdt0oyire5EfXfJeH\nHvs1rmNc5N5zN47Tv8bWCXdixP5BzjEWd9bp6OjkLb+dx25+nnWLb2waSpU44Vx39jks7ntHqr5j\nqWrqvLcy8Wm4LsyotBnWq5rNsB6uCycyMPF+GxmTvq6macSteOq9J694MtV5b1Hm5QvwRe3nnoc/\nW8uoP91s5z9Q1Qt8//Vk9s57fdg+9vd/ZXecdcO+Ap5zPPxtLouicFPz0MTO5VAv8LlyCF/4KKNe\nvp2oGcWhOzCVRVzZDYoc3cnyKx6DZaVNWW84qeql4Us+e/6cUvjbXPu4TBixB+Itd2l/BsMnN3Xe\n2/r3aOfnfcDkqQRtam+bQG6VF6IbiUQi5A3fjUkUhYlJlLzhu4lEIl1dtU5TS4gdEYV7uH3ScGVQ\nceUvYeSFz/NBbQMj6ydTPmcSwWAQgK1btzLwni9RAwAd1ADw3XUKW7dubVFuPNEN/XPQ4pJffs7L\nNR+hfRfUeaB/F1596VXueqAPoTmgdNjxAew49Z9ErTgWGjErTrSfM+PzTp4QqI00sCrvmVSnHSBe\nYFK7sd6egX3NQvvRLfVhlq5fmlE3BUStODEzhqlMomaUUCwtbhO3oYdqQ0TNRkxlEbVihF6/NXWG\nOhSNEQVMIAqEojF7+bvlGcuXrq0gakbtMoClcdWiA56+3EossxJ1DK1dQiiylFiWf7t4YlsTRdRs\nJFQbauufWggheoSOZHe2deu3bGfb5u0dyv5gMMhdjw5lwMgYugsGjIxx16NDmREMsJhRLGMas4Iz\nmf3w93jhmSWUf3c3k075A09/93OeXboE07TgWA1ncRE4cojv3MW5c77OF1sBLCzifHr+AiIfbYK3\npsEzfvj9ham8q/3oFkzVmKpvLaGmymWb+BQIrV1iZ1wyQ9YuyTgmOwOjTTnZRsakr5veaQcyMjiz\nzEY7VxPHE3rtFqLKaspVE/goM7+Bpk7nmifBbGw6rjVPwqp59j7NlpsBxJLlmlE7r5PHb8VSnXbA\nzvx3yzOz3ozZWZ/c34bnmo7LbL3TDnZbIKW1f48OfN4HrJU6iI6RjrsQ3YjX66WhujcGLjQMDFw0\nVPfG6/V2ddU6jQc/fb0addX2OK2dESg8z6DhDQtvHmBGGZ6f2WDplweGAZpmv/6no+UM5x786Imv\ntJ0RcF8Auz4DV3/7KrGrP+xsgO/8x2nsjIBmQt/ToW/NKlwqjqFMnCqO6+2XMz7vWkKYROnjhaMa\nFEba3DCOOg1PXlolEmE0+ozRGXXTAZem4zScGJqBy3Dhd6aNVEpMDOf3+HFphl1fwK9bqdvK/C4n\nLmh6z+W0l5+Qn7F8dO5AXIYLQ9Ptvx0armaflQsYbdivyRDQU/sEv3c0ziz/do7EOgbg0ozUrX5C\nCNGTdSS7s62b378fpw7o16Hsj0QifKegH4Zp55lhwncK+vFxpDZ1AmBHRJF31hoinymGF9ony4cX\nKj6ut3/f8+kedD2OhomzIB9t2ycZ+9hcbTHAQ6KzFWt60gjg2WxiWEaqvh78TRu2MvGpXyczx5r1\nQvwefyK/EjnZRsakr+vQM0f+pmdwRpmaYedq4nj8uplZHwM4LTO/gaZOJ83vUlb25K3YmZqNM1mu\n4WqR1+m1dgH+E/Izs95w2lmf/BwHX910XEbb451H5w5s+qO1f48OfN4HrLXJcEWHyBh3IbqRQCDA\n1HEBZpfPTRvnNj919flI4MbHtMB0Hhxnj3EfcPqvMedeyNSFSwn+lwaGi+r6pgZLv4K+VP90B996\nBPbmwbCVOovmfkhBQUGLci/ncV7hNvp4Y2xdAYPzofQz+JcHjquFhSdrbN72LQb/Rw0Xhf9B7kUW\n85/YxpT/dy/RonNwrX+XOc9FCT40L1WuBz8GLkYE9rJsKkyafQ2RnE/Ysz6HyBsfErzkn9jnxkmF\n0fh8H+z+hKXhn3G2puht6Pgv/QX0GdLmGHcfUHXFY4RevxW/buFz5aTGgvnGhKjKMsbd983JVG18\niVAsjt/pwDfqIYaYZIxxH5JtjPvO1Qx5r5xQLEYusAvwu1ypckO7P2FJzVy2J9op/TQoSfTmQ5aB\n/9LH5DZ5IYSgY9mdbd3GL+8HYPDy9me/1+tl84YzGfuhi9r8GJ56Jx/rZzLI68HAvnrf12vR8N6Z\neE+uonoTjBykqK7VGJQPW/cq9u6GIY338DXHMN4fsZdXHvgHvfsci4rtZXO1yYs3KO6/wrDHe+mJ\nJ4wkOu/uBhdj/1FGbd9dLce4Jyc+bTae2XdmCVXvP00oGsPvctp5k8bn9lFVUtWuMdfN121tjHvG\nesfm4ltxh90J1w18hkaVFiNkgr/P1/B9/Y7st8knO52J7fBcDrWvNj2G7ZxSxje8C/sY4+4Dqja9\nYh+/0/48l0Tt9kNJjgPfNyfDNyfbWZ9tjHu+D3r/B6wtx9ewmhWaydxGRb0Cv674SEG9gnEug/Gj\nHtr3v0cHPu8D1kodRAcppQ7bn6FDhyohjjQVFRWqqKhI6bquioqKVEVFRVdX6aBIHqemacrpdKrA\n7WNVtHqWWvZMmSosLEwdd0VFhTqpb2/Vr/9xStc15XGfovr27dvq57JF1aj7Kq5V7v59VGDMuaow\n72j18PVFynPysSowcWxT2dtqlPrLg6ri8Rmq6GuFStc1VfS1wqzlblE1aoV6UJVVzGj5b7OtRqnX\nJ9g/22oyN0zso8Xyfenodge6n/eezL59erltHafoMGCV6gY5eqT9SLtAdJWOZHe2dTua/RUVFaqw\nsFAte6asRXamZ1ZhYaEK3D5WFZ5yonr4ru8rzym9VWDiWJXbt7c6+rgcVeDOTWXrcccdpwoKCpSu\n66qwKE+VVczo/BzY37zqLM2Pp711ab5uZ+T7gXye2Y6jtSwX3V572wRdHrIH8iMBLcSRYV8Nlv05\nmZF+YiAnJ0dpmnZEnwjpDDVbatSDKx5UNVsO8gkDIR13aRcIccDak41tZWFPuVBwJGmR05LDR4T2\ntglkVnkhhBAdn122PmxPVmTGwHDCNSG59a0DZFb5g0PaBUKII1XWGfL/XCo5fASQWeWFEEK0W6g2\nRGO8EVOZNMbbMWP8+0uaJusxo03j9YUQQgjR6Vrk9LvlksM9jHTchRBHrMrKSoqLizEMg+LiYior\nK7u6St1DfRjenm2/JuQenYuVeDichUXu0S1n7hdCCNG9Se4duVrktOOoLq5RF8nShukppOMuhOgW\nOqOxkV6G2+1m4sSJTCubwJt7Z3LRVcMYO3Ysuq63q/zW6tN8H263+/BqICWfR/vWNPs1EXy7vtqF\nhv2IPg2NXV/tstdfswj+cKn9mq6oBPTENPO60/5bCCHEfumsDAwEAvvMveb7Ki0txe12o2la6sft\ndh8emdYTJDqquz5bnZnTuWccnjl8IB3vVtowPYU8Dk4I0eWSjY3Z5ZPSHoUToKamhuXLlxOJRBjg\n7cOkwC3cNmZ6m2WUz5nEgMFr8F31W2KGyR+234F61mJZheKeu/0s/d16yqZPYNyUALv4iLO+vR1P\nHbhPTAReXYjKd6IE5i3OWp+XX36Z2eWTWLt1BYsmL8Nhwb2TLmTbScdy95S7ARgzZkyHP4NwXZjQ\n2iX4dVKPZEupDxNes4QX2I6nqB9XuEsyH72T3D79UXN1IcKuXEL/3oX/2Fz4bLX9eJm92/HF99gb\nxRvtR7MAuzf+HyrxjFqFIvfoXMLLpxD6y1z8Bvg2vw67PyG88yOWNHwIvfpy/F6Td00YbcQY/7e5\nhPtfRujT1eR+ud1+vFzaY+sy1IdbPAov63HI4+aEED1AaxmYFAwGiUQieL1eAoFAqxkTDAaZXT6J\nDSMn82zlXpZVwK0PjeaF8j8zrWwCU8cFeK1mKa+/vIz7FlxCv3N7UfnoFzz+8OP0ynHR78Re/ORH\nhfzimY188a9/MnHiRKBZptWHMx7pVUeYWkItHwlXH6bun0uodYPn+LTMarb9obQ/+RJevYhQZCl+\n72h854xP1T+Zr7lH57Lrq12tlpncPvfks9nV+EVTxu9cCx8thdNGEz5xSNb8XrJtNexaT0nDW/h0\nRa6pZ+Z0zvGgJa7BWnH4+AXCJnZu76nHd/Y4pjR8wnPrn+PqM65mzsVzWtRtyd/LwXEUJSef0fR4\nvsS/T/iztZnH3hmSHW8zaj9K7wdVHft/UBeyt1Wm/VoX6lHj+mVyOiFElysuLmZa2QQ2jJyMSRQD\nFw33XsPCuRX8+velfHDZo2yqMXnxBrg/OD1r5724uJiy6RMYZN3F/46OMj0HfvQqvDbJfv/yBXDV\nCTD6m1Bb4aDGdTu3T3uEW9YoDBPGPufE/akGlknxzyymPXEnG773C0zViGEZDH6xlLFjHmfxq/PY\nMHIyjxbv4YqfOyl83WT6ryz0W8HY7OTUtwrY+OHGDh1/uC7MqMUjiZqNuICqY134xoTsMKoPE670\nc9GXURoBw4DrS1xMc4dSDaGMCWt0B1W9FFhxRn1lEUXDkYh6E+zye2E3DgD+czLhvy3ggn9Hk0+j\nB+Cq06/itQ9fJKqs1DYA/j0QzXIMkx1QFodGwMK+nSun+bFAYlK7kWA22n8brtSEOh2eIO8wJpPT\nHRzSLhCHo2wZOHj5XO4umYPT6aR8ziSG5++mur4346bYz3fP1nk3DIM3985khXMGjxebXFam4Rlu\nMOuoOPebveiz/GZuu2w+P3oFCkfa2zwxBPbshL074TdTYMMM+HgF/PEG6EUuJx3Tj3Xr1jWdcH3/\nV3YnUXdQd95lLB72KqYex8DFWKrsXKoPU7fSz+Kro5gGGOQwVl+Ou54D67QdgP3Jl/DqRYx68Sai\nJLJzxGR8a8oIRxsZ9ZVFIxoWCh2dHEdOizKT27fIxaMNfLqduGETRjU6iFomLsNBVS8NrDgjv7JI\npCQuINQLQqbGvVHsfWo6Dwy6mKmfvgGJznzYhFF7DaLKxAVcbcBv04J98vmTU5338OpF+BPHRqJe\ny49x4HMYYMUJWxqjvow3HfuVT3ZO5/3t2fbVcmWCZsD5s+AbU9u//YF2/LspmZxOCHHYiEQi5A3f\njUkUhYlJlD89/wpmPE5+3qPgiuO5SHHlL2F+8IlWyxiev5va/BimDn28gAY7I/aP53z44+eQ64XF\nV8fJOetVdkQUSgdTh9r8mD0zqzKJfKbIO2sNpmpEaRamFiPvpJ/T2NiYqufOCBRcEGPL6RZqp90p\njhfEqP24tsPHH6oNETXtjnMUCEVjqSvh1IUIRWNEFSgFpgkba2PUEmq5vTKJmlFC0RihuEUUMFFE\ngRg0lZ8Kcg0a3iUUjWV02gHqv6gnqqyMbUKmXU42z5n2elbibyvbsSSOx55MJ8Fser/Fcexrgjwh\nhDgCZMvAvOG72bp1K+VzJjGyfjLOt2cwsn4y5XMmEQwGs5bj9XppqO6NgcvOveE6m6tN+njBJErO\n8DWYjdD/gsQGiYz8cgfETci7GEwD3CNg92b4dPMuIpFIU2dpzZP2SVdlgtlIbeMLmDSm6pzKpbqQ\nncUGdsZqifeyXS09RPYnX0KRpYkcTeTZB8+BGU3lq5XoMFtYWctMbt8iF+NNiRsyIWrF7aw2Yxn5\nnRRLrOd36OQYLgzNIMfIwe8dDZqWWZYyU/V9tVmwP7f+uYy6ped5FAjF4ql/n1AsnnnskaX7/Lza\nxe23O9yaYb+6/R3bPt9nd9bPn3XwO+3dcCy9dNyFEF0uvbGhYWDgYnNkJ6d7+uLZYmGYoFlQeJ7B\n5sjOVsuoru+Np96JYcEF/wMvjIUT+kOBB7beCy+MhwsCdkd9/d++pK9XQ7PAsMBT77Qfp6IZeE/W\naHjvTAzLsN83oeENixynkapnHy9sXemk/wc6Wh8wAMdWJ55Bng4fv9/jx2W4MLDPbPtdzqYwc/vx\nu5y4NDufDQMGepx48LfcXjNwGS78Lid+h44LUmU60373J6+2Gy44bbRdflp9nLqTceeOw2XkZGzj\nN+xysrnasNdLhoqe7VgSx4ORtjej6f0Wx+FJ204IIY5Q2TKwobo3AMPzd2d0dofn77Y701kEAgGm\njpvP4OVzGXB6Hl+UfY8Xx8GIgIaBi8bqMzFyYMvKxAbKPsl9TF9wGNDwJmjKfv+EAfbPAG+ftBOu\nmXfpeursfNSUXX4ql9x+O4sT2W2oxHsH2mk7APuTL37v6Iwc9Z9+NRiuVL7qicTT0bOWmdy+RS46\njKZ1EtmZ2odDT5Wf5Exs47v0CarGLmfWyFn21f1zxsOwuzPL0oxUWZcZZLj6jKsz6pae5y7A73Sk\n/n38Tkdmvbyj9/l5tUtndLzzffZV+oPdae+GY+nlVnkhRJfLNr7v/106ick3X8cDA5+hLq+R2v46\n9Q23M2vaa/Zte62UkRzj/rv69cz58Tsck3Mc27ftxDDg/J8qRtwHW1fCmzf0YfJDt7U9xv3h75F3\n0s9peMNi6kL49pVX83Lo7y3GuN9YcibbTjqWV3/xDvPmzOs+Y9y/2k3o7Yfx6yZoOiHPlfgHXYZv\n52p7o+T48kT5S77YDkf3o+SsEnxuX1Oddv4d345VgEXYhCWOvlBwPsefdBrv1oYYnXMU4/udQbjP\nOR0b4/7ldjimX8Y4954yxl1ulT84pF0gDkfZx7jPJxaLsWT+FEbWT07dGrw8fy6lMxdmzcFkWcFg\nkPXr1+NwOJgw+Tq+N31QqswR3z43bYz7J1Q++gXPPryBXjkujj9K55rr+1H+203E94LDBQ/9fAa3\nXXhJ0+3JugGFl8OmV8AyqTvVoPayn2SOYwcZ495s+1bHuOedTfiv8wnF4vidDnyXPA57djWNcf9q\nOyXHt5KlSWsWZY6X7+gYd6uRkpwcfGePgz5DDu4Y98PFgd7S30HtbhMopQ7bn6FDhyohxJGhoqJC\nFRUVKV3XVVFRkbrttttUYWGhWvZMmYpWz1LLnilThYWFqqKiot1lpK9bUVGhTjs9X+k66rTT89ss\np0VZA/NUxeMzWiwvKChQBQUFWffXLWyrUeqRHKXmafbrtpoDKMeVKMe1/+U0L3NBL6UeNuzXzijz\nMAKsUt0gR4+0H2kXiMNVtvyqqKjocA7uq8xsy2+77TZVUFCgsC+pK0D1LThelVXMaCpsW41Sf3mw\n6bu6+d9i/3RWTh/I/ntwFrfqYLR72tDeNoFccRdCdFvJKwftmU1XZPH2bKi+l9S0OMMfaPuMcWtX\nQlITyiUmg7lm+YFfKelo3Y4wcsX94JB2gTjSSA4e4Q40Cw/0DoYensWtOhjtnja0t00gj4MTQnRb\nY8aMkQZKuo4GdK9cMqbF6ZXbdtmtzdRaF7JnEcaerb5THr/SkboJIUQPJTl4hDuQLEzPbd0BRde3\neMTqQd3/kexgtHs6gUxOJ4QQh4P9mShlzy5SX/Oanvi7FXUh+7nuysx4vjtwcCYU6kjdhBBCiCPR\ngWRhem6bjfas/x2dSE2yOLsunEixLdJxF0J0W5WVlRQXF2MYBsXFxVRWVu73+h0tq9tpq2PdGrcf\nHDmJ4MlpO3jaOuve1iyw+/u4FLcfDAeg2VcKukkoCiFEd3Iwsqt5maWlpYd3Ph7OOpLTzWXkNoCy\n2wfvL2l/LksWZ3coHzvXAV3Scdc0rVbTtLWapr2radqqxLKTNE17Q9O0DYnXE7uibkKIrpGtIREI\nBCibPoG9K2ZSNn0CgUCg1QZFclbesukT2PDOOG58aCC3TbwFt9uNruuMHTuWq0YNa1dZ2eqTXDd9\nudvtxu12H5rGzv7cztaR4NmzC0g+D1ZredY92+NXst0F0KGOvNbsVfRU0i4QPV22zEnPtf3JrmwZ\n9VjlTO4K3Mq0WZeyd8VMrrp4GAsXLmRwwUmcknss77//Ptdddx25ubnSgT8UDqSDmJHbSRasfQqq\nA/CMX7L4QByKx851UFeOcR+plEp/IPM9QJVS6iFN0+5J/D2la6omhDiU2noc3Mj6ydTFG3H015n9\n8O3MmhbMOt4vGAxSPmcSg6y7WFwUZfX7EDXA6bAY8LUT+H+Xnsr/Vi7G6A03nOGgfM4jTJgZoODb\nK5oeB5f4cs7+aJ4ANTU1vPzyyy0eB3fvpAvZdtKx3D3Ffp7qgT4OrnZjP4JPPJsxGZHnxNW8kAMe\nD1zxLw13s451tsfcpJYdm8vat+ay9PN6Rp8zjvFDmz3WpT5M+JP/Y8lee7LSEqfC1ys38xF1+efA\nZ6sJ/2s7S+LA0f04ftd63v3XHkYbMN61l/Bf5hLa8BK5ymSXZuC/5PGMx+dkjM1vZfxYT3kcnMhK\n2gWiR2otczIeB1cXZaThonzOXEpnZs/B9HLWbl3BU1OWoRRM/d/RDCkYwU/H3c3nsXq+t1jjoxHz\nWboJfv0SfOdyLy/+aSV5x8JvpmpUuTwsfqCW0om3AIlMS36P98q1O4yJ7/M6wtQSwoMfN76MyfQG\nDTyBH049lxt+MqvFI0y7wv7ky6J3FrF0/VJGnzHazs6OPg4usc8W6zV/hFsU/CapTylcF2bJe0vs\nx8E5wHdcv5bj13vlYj8EIG1/JoRME78BPqJMefkWntvz7+yPg6sLs+T1O+DLRkqc4COWMZZb8rj7\n6ZJZ5TVNqwWGpQe0pmkfAn6l1Keapp0ChJRSX2urHJk9VogjQ3FxMdPKJrBh5GRMohi4uE/fi9fT\nl/8L7mTx9y1MA4g6uP8YC9M0W5RhGAZ7V8zkL9Z9VJ2veOJMuHQ+/PYy+/37/g2b34KX74DbV8PF\n64dz3rnVTI+BYcLY51y4vWWwZxfFY59i2i8mZdRn8PK5jL3sbha/Oo8NIyfzaPEerligU/gGTP+V\nhX4rGJudnPpWARs/3Nih4w/XhRm1eCRRsxF9LfRdDvc9Mp/osFG4Nmzk/ltvZIdvF/EhCsOA66+D\nacc+ibvv+Kbtl4wiakZxGS6qSqoAEssa0ZVFLG1/Tw4cwfh+Z9iNACBcMQL/l3GiifdzgEfPuIo7\nPnyVqNmIC6jqZb/n30NqvXSTHVBmajQqlZyblhzdSdUVj+FbcUfLSe+yTIYXNmlxHEdqY0Fmlc8k\n7QLRk2XLwMHL5/LDi0qJVs/C+faM1POkY9+YwVEjpmfNwfRyHi3ew7fL7FugXy6Ncfu6XujLLyZw\n0Z+4N5q4Oxq43wF9vgY7IvC7/4GPZkLUggeOgt4DIO+YQj58/bf293W8kdTs44aTuvMuY/GwVzH1\nOAYueldOYX5gMVNmlLIjZyXvOP9K6O5tfGuWg4d/tMLuvHfRc9yz5eS+8mXRO4u46aWbUn8/OXwy\n49eVEY42Muori0Y0LBQ6OjmOnBZlJrO90Wy0PzVNJ8fIoeq8Unx/n2uvY8KoRgdRpTLye2RiOwAX\nEOoFPpcLrgk1fW5vz4bq/2nanwmjEhntAq424Ldp/00mnz851XkP14XxL/YTNe1EzwGW9wLffz0J\nZ47fr89L7L/2tgm6aoy7At7UNO0dTdOSl35OVkp9mvh9O3Bytg01TRuvadoqTdNW7dix41DUVQhx\nkEUiEfKG78YkisLEJMoAbx8+qN1BbX8d0wClw6YakwHePlnL8Hq9VNf3xlPvRFewMwJo0Mdr/2yq\ngYIL7OWmDn/c9AF9vHa5pg61+TGouhXemkbko03knbkmoz55w3fT2Nho11M1sjMCBcMttpxuoXaC\nCcQLYtR+XNvh4w/VhoiaUUwgtgK++cMCFpyYz4JPPmSBEeeb3zua2J8VSoFpwsY6qM1Z3XJ7ZRI1\no4RqQ2nLMjvtAEs3r4A1C+1Hnfx1LqFYPGOdKLD08/pUnaJAyLR/mpeV9JwJ0USnHeymXVSZhCJL\n7c65Mu3X5Nj8LLcHZjsO0WNIu0D0WNkyMG/4bgCq63tnTJJVXd8br9e7z3LsjIpTMDxm5x5Rzhje\nD4AtKxMbJDJyxwf2n3kXg2nAlrfs5bs3w8eRWvt724ySMVzLbKS28QVMGlN1nh98gimPzGfBifn8\n6uhrWJvzECMeOZXQ7Di1hPZvktVOsj/5snR1eebfayvAjBKKW9ifhn3x08LKWmZo7RKiiU47gKUS\n662raFrHhKgVz5rfSbHEepixlhPHanpmWZDK7Vebndt5bv1zGZ9HzGxKdDvnm4bJSR53T13VcR+u\nlDobuAy4VdO0EelvJh5En/VWAKXUIqXUMKXUsL59+x6CqgohDjav10tDdW8MXGgYGLj4zvcu+2nE\nBgAAIABJREFUx3A4qG+4HaIOapdpvHgDTArckrWMQCDAuCnz+Vh/mEs+vpIT+sPzJXDB/8AFU+FP\nN8LfyqDP6bB5GSy5I4Z/qgPNAsMCzzYdLAuUifdkaHhxe0Z9Gqp7k5OTY9fTMujjha0rof960PqA\nATi2OvEM8nT4+P0ePy7DhQGwEwae9Z9E0bGAmLIYWHwO7ARNA8OAgW7w1GXZXjNwGS78Hn/aMh1n\ns/2NNhK/mFH4sh6/QcY6Lt3J6HPGperkAvwGLdZLd7Vhr5cMFR0dl5GD3zu69ZlZm40fy3YcoseQ\ndoHosbJlYEN1bwoKChg3ZT7L8+cS+8YMlufPZdyU+QQCgX2W08cLW6sdbK120scLBi4aq8/klIK+\nvHbDcWxermNG4fTvAgqOOy6H+jc0NlfBi+PAe5V9xX2Q19M0w3bqG94eC+2ps+9Y05SGgYvNkZ1E\nBw9M5JeBZTnQBw1lZwQ8+JtOADQ/kXsI7E++jD4hP/Pv3IFguPA79ETe2Z+HnXcty/TrzXNRs9fL\nHdi0TiI7jeR7afmd5Eysh+FsmaHD7s5Slv16mUGGq8+4OuPzcBpNie4C/K6m8iWPu6cuGeOulNqW\neG3QNO154OvAZ5qmnZJ2S1xDV9RNCHHoBQIBpo4LMLt8bmp839MV87npppuYNe01It+3GODty/3B\nW7htzPSsZSTH+5XOtMfW5eX3BfMrvnXKTXztzH9x6opVLJz6HnHT4q3b85k3ex7Dx3io/WKJPcb9\njHPgM/uW7sC3dKbOeIfZnrlp4w3nc+ONNzJ13HxmP1zK+O89wqIfKBwKpv34XLa5TuXVN98hOCfY\n4eP3uX1UjV1OaO0Snur/ewYddQEu3SBmmTg1nUEfvEdhHvzgpMQY97+6cF9Qkrl9SVWLsWipZcfm\nsvbjV1m68yNGf/Eh4x2J0/CGC4aMw7fjPUI0siSuw6ArKfFNxuf2MSRvSIsx7qH0Me6xf/Hu+79N\njHGHq0z7jH2uYbCr+Ab8Q0rsupw8pF23RrZ2HOLIJ+0C0ZNly8Cp4+Yzd659O3Uy17xeL8Fg9vHt\nzcsZP2UFT/3IHuM+fu5FDF4+gqnj5vPw3J8DMOP2AB9Hainw9uaCSwZTU/UO/z1bceriY7j4h/lU\nPb0Vw8xhxoPBpjukkmPcP1sN7z+Ne7vJ2OcMai/7CZ7jS/id90ZcGzbictj55dBg8LpeDPYW2rfJ\nu7FzJzlE6hDOYL4/+TL+/Mmw6SWWRuOMdjkYP+ohu6y6EFXtGOPuO7OEqvefJhSNZeaiAfxuBKg4\nPgOqjnEQOiMtM4HlY5fve4w7wIjEuPVV8/AZFlW97CvvfgN8Bpy6F56zNK4uvi5jjLvP7SM0NtS0\nj+P74TuzqXzJ425KKXVIf4BjgOPSfq8B/gv4GXBPYvk9wNx9lTV06FAlhDgyVFRUqKKiIqXruioq\nKlIVFRWHvsxtNUr95UGlttW0um368oK841XBKX07vc6FhYVq4QvPq0fff08tfOF5Vdg/X1Xcf61S\n7z2Zqt9+21aj1OsT7J9kOWnHvd/l/ebrSs3TlZqHUg8bdnmiVcAqdYjzt7v+SLtAiM7LwIyMKihQ\nBQUF7SqzoqJCFRQUJO9sUQUFBW3XIUtuZM2vwsLMcg4kb7rCgda3te2zZXFn1PO9JyWTD0PtbRMc\n8snpNE0bCDyf+NMBVCilgpqm5QLPAP2BzcA1Sql/tFWWTEIjhDgSpc/Km5xVfn9mqj+kskw2150e\nodLdyOR0TaRdIMSR47DMryORZPJhpb1tgi6ZVb6zSEALIUQ30hmzBXfRjMOHmnTcDw5pFwghREJH\n8rSHZG931d42QVc+x10IIcSRJN93YIEvVwiEEEKIztHeTJbsPWx01azyQgghRKa6kP2cYGXar4dw\nxmEhhBCiR5LsPWxIx10IIUS7VVZWUlxcjGEYFBcXU1lZ2XmF98ol4znBvXI7r2whhBCHlYOaN6KJ\nZO9hQ26VF0II0VJyvFuvXNizC9x+Kv9cSyAQYMoj84kOHohrw0YCt98KH/+RMeMmHvitdXt2YZ9P\ntkDTE38LIYToaSorK1vmzZ2TAGSyu84aj54s54stHBbZK+PwpeMuhBCimeR4t3gj9ll4HRw5BH/R\njymPzGeBwyL6yYe4DI0pV7sIPvF7xhz/4oGPi3P7wXCAGQPdcUif8SuEEKL7CAaDmXnjMJjyyHyC\ngXt7dse9s8ajp5ejO0DXwVLdN3tlHD4gt8oLIYRori5kh2P6rXNmlMiGWqKDBxK1TCwgpiyiZ5xN\n5DPs9TtlXJzW7FUIIURPE4lEMvPGMokOHkgkEunqqnWtZD4r88ByN70cKwapp4x10+ztrOM+zEnH\nXQghRCa33z6jrSUjQgfDhXewB9eGjbh0AwNwajqu9e/iPRl7/QM9S18XAisOKPu1hwazEEL0dF6v\nNzNvdAPXho14vd6urlrXSuWzcWC5m16OZiQ67t04ezvruA9zcqu8EEKITPk++za0ZmPcA3m1BO6c\nlBhzOAjXho3MeS5K8JZr4QedMMY9GczJW+F6aDALIURPFwgEWubNnZMIBoNdXbWulZ7PBzLWu3nO\nL7+je2dvZx33YU467kIIIVrK8vzXMWPsv4OBe4lEIni9XoIPzeu88YYSzEIIIWiagC4jb4LBnj2+\nPam9z2fvSDl9hnT/7O2s4z6MaSo1puHwM2zYMLVq1aquroYQQgjRIZqmvaOUGtbV9TjSSLtACCHE\n4aa9bQIZ4y6EEEIIIYQQQnRj0nEXQgghhBBCCCG6Mem4CyGEEEIIIYQQ3Zh03IUQQgghhBBCiG5M\nOu5CCCG6pcrKSoqLizEMg+LiYiorK7u6SkIIIXoAyR/RHcnj4IQQQnQ7lZWVBAKBxDN8B+LasJHA\nnZMA5HFAQgghDhrJH9FdyePghBBCdDvFxcWUBh9ggcMiapm4dIM74jplgXtZt25dV1fvgMnj4A4O\naRcIIQ7UkZ4/ovuRx8EJIcRhJNtteT35Vr1IJEJ08ECilokFxCyT6OCBRCKRrq6aEEIcFjo7Q3pK\nJkn+iO5KOu5CCNEOLRosT8yEt2dDffiAyyotLSUQCFA2fQJ7V8ykbPoEJk6cyMSJEzOWBQKBDjWU\nsjay6sOZ9U77O1wXZvbK2YTr2nFMye3WLKJy1g8pPn1gm425jjb4vF4vrg0bcekGBuDUDVwbNuL1\nett9/EII0RNVVlbidru57rrr+PKLf/C/00a3yJCOficnbx/PyKR77qZy1g87nIP7s+/2rN9ZJxYO\nJH/CdWFmv3Iz4f+7OfNzaZ69HdHebQ9kH+KwIGPchRA9Th1h3vtyLvy7nrP0cXzWFyIsxfvPsxn2\nUW9w+yHfl1o/2WCZXT6JvOG7aXjpn0y9YQZcBmOGueCaUMb6bUmWVT5nEsPzd1Nd35tLfzSJyTdf\nx8j6yVAXZfu7Orv/qYjF45TefjuBUTD8O04mPnopM+4JtGuMXYs6V/dm6o/vhgt3MOZsCwwXjFwA\ny+8AM8oLJ8EPtypipsLQHTx23p2MP9b+LMImhGpD+D1+fG4f1IdZ9JsRlDfG+WINbKmC867TuGTh\n+ays+oLrb7+eqnUV/PLK88Dtp/LPtS3rMi4AtD5eMBAIELhzElNmlBLt58K1PcqcGWUEg8F2fc5C\nCNETJb/7ccR5+Plvc+rfX2Nq2bMEv/0C5XPmUzrT/g5tnkNjp9zNB/yRG8ZMxE1TntURppYQM4JP\nUT5nEtv/NIlzXo8RaYD+vWHSgt9z3Hf/ACd8h7OOmdy0bX0Y6kLUDcyltu8uPPhx48ueTWl5kNxf\ne9dvftwdyZnWpPLnkflEBw/CtWEjc+6c1Gb+hOvCLHlvCb9aXU7ciuECqt5/Gi4qI/TpavyRp/Fp\npp29P6iy2wyJz6h5myO5POzKZcmGV+GTP1HiUPhcOU3bAoveWcTS9UsZfcZohugQev1W/LqFz+mA\nop8Q7nMOoX/vwu/xA3aO5x6dy66vdjXleWtaq5voUjLGXQjRo9QR5n+tCzG1GAC6BVbavUdXvKEx\nbL0Liq6HohLI91FcXMy0sglsGDkZkyiGCYPvM5lVDut+Cpw5Ab71i3btv7i4mLLpE+xOuhkFw4V+\n5168nr68f9suKv9uEngVNv8TLAXLJmiMXar45sNw+rXwQC/YbNZkNKxa209GnXEx+FcXM+t//sS6\nuwF06D0Qdm+k7hSLn5wKVX+GZCQ4gBVH66A7GLVHI2rFcRkuqkqqWPuXudy0/gV7xceBy4HCtJ1v\nAl6BJ++E8Uc5KX68L9OemppZl+VzmVW6sM3xgpVPzCQ4ayaRzxTekzUC06Yz5pbp7fqcuzsZ435w\nSLtA9HTJ7/4xF5dy7x5waTB4Bsx6Glb/YRZHjZiO1+vNyKG6Uw2m91G8NDHG7et6MZYq3PioI8xi\nRmESZaZhMv+BkTw6bznl18DwQnjmn/DfD8HVv4UhY8DQXPyYEO564NlR1OU1svj7FqZDx9ByGLtj\nAZd9cxrT5v03G773ixZ58Oq6p1L7M3AxliouK76xZZZlyY+smdeOnMmQ1lmt/HMtwWCQSCSC1+sl\nEGj9pHm4LsyoJaPYG9+Lwg5RA7jRqbHY1O1x8kBVL/A5DDh/lt0hfnZUqh2Q0Zl/dhThaCMjv7Jo\nTOzDBYSO1vGNeAC+MZVF7yzippduStXBgY7CSu0HYNQeiKLhMFwoFHEzjoWFrunkGDlUlVRl77wn\n6tCibuKgkTHuQgiRRS0hu9OuAVpap12zXyKDFZiNsOZJO7jqw0QiEfKG78YkisLE1CzyLoZIQ8f3\nH4lEGJ6/2w5EZYIZxevpwwe1O0B3EHwTyq+xr2R4ToSRgxR3BSA0Bza/BX289jG0Zz8ZdSZK3pX9\niHwG9le/Bbs/ASxq3TCgEDStaXsLCMUtQtEYUTOKqUyiZpRQbYiln9c3rbgT6N9s5/3t5UtNwIoR\n2VhP3plrMusyfPc+xwuOGepi3U91zJ/Bup/qjBnq2vcHLIQQPVjyu7+P184M08DOq8+gur43Xq+3\nRQ7V5scouCDGzgiYRFMZU0so9b3dxwtzFq6i/FqdkYPAacDOfnCCB1Y+CGhgErO3rQuBGaW2wMI0\nQGkWpmqk9qNbiWxqIO+kn2OqxhZ5kL6/ZD2yZlmW/Gjveq1KdlbfmgbPjmLMhR7WrVuHaZqsW7eu\nzav2odoQUTOa6rRr2B1t0IhaJiYQBUKmZneE3f7UZ5RsB1Bnf+bJ5aG4RTRtHzEgZOn2tsDS9Usz\n6hDHStuP/RMFTBRRM0rMjGFhAWApK5XnWbVWN9HlpOMuhOhRPPgxlBMUoOwr7mD/DuDdQNOCRGB5\nvV4aqntj4ELDwMBFw3IDbx5g5NhX5tvJ6/VSXd/bDm/NAMPF9668HMPhYHnsEiINEDfhyyh8GYPl\nH2v81+Bz2bEeXhwH/oATD/527adFndecife0QhhwMfbXvwJNx/OVF88pcPlloOv2OzmA36Hjdzlx\nGS4MzcBluPB7/Iw+Z1zTjvoAW5rtfIu9fLSRqEseNLy4PbMu1b33PV7Q7c/4nJINFiGEENklv/v9\nAScvjoPNy53Uf/xt+hecwrgp8wkEAi1yyFPvZOtKJ328YOBKZYwHf+p72x9wsn3Lv4jnfYOYCcs/\nhoeDMGo67Ez0jQ0S+ZT47vZs1TFM0JSOYRl4tlh2HrxhYVhGizxI31+yHlmzLEt+tHe9Vh1AZ9Xv\n8Wfk5E3eq6j6xgRKTr8SF/bVdxfgP/U/m65et5ZvieV+h076qWqnZuC/5PHUle/RZ4zOqINDd2Bo\nOi7dsLPboGnfuo7TcKInun26pqfyPCvJ3m5LxrgLIXoUNz5+rP+59THu2hdgPA2WmQqsQMDD1HEB\nZpfPbRo7t3g2wVsvgGsmdugWskAgwLgpAcrnzE2NLaz4+XxuuukmSstfxlIw/g/w86sANEpfgMiT\nq3G5nNwevLrF+MO29tOizuPm22P0zvPAtpWp2+DcQ8oZu3stF568lHEX9yWyaQf+U87Gd7Q9xr2q\n2Rh3n9sHuz+hvGYuX1wIW16E824/kyGXeVj5Ui1rX/6Q/y4Zxvij3gbLInCJwdQZ7zDbk6Uubcn3\n2Y0cGWcnhBDt0vTdP5/TZq5g8Q0r+VXtyxQUFDA3GExdOU7PoY/re/PmjbO5OXgBY2nKGDc+xlJF\nLSF+MsZPePI1jH96E1u22idk51yioTuuYZX3dYZxLWdRYm+bD/ygCnddiLG7E2Pc/5GLu+EOAhfv\nZepCmD20lLwrTszIg/T9Jce4t5llWY+7gzmTlOysJm8P70Bn1ef2UVVSlTkXDEB9mKpNrxCKxvC7\nnPguXtCUY63lW2K5ry7E8q92s2RjCI7Lp8Q3OeO29vFDxwM0jXHPG9K0/00vwN/mUtXLvvLu/+Zd\nMOiq9o9xl+ztvpRSh+3P0KFDlRBCdLptNUr95UH7NaGiokIVFRUpXddVUVGRqqio2O/i2yqr4vEZ\nqjD/RLXsqUkqWj1LLXumTBUWFu7X/tqsc5ZjVNtqlFrQS6mHDfs1/b3mXp+g1DyUmoeq+BGqaMCJ\nGfup2VKjHnx5gqp5dYJS22o69fM7EgCrVDfI0SPtR9oFQrQvr/bnO7miokIVFhaqZc+U7V8+JXKn\n4vEZHdp3e+t6wDmTLRcP1P6W2ZE8bi4tn9U8VM3Sq9SDKx5UNVs68bhEp2pvm0AmpxNCiG6msrKy\n3ZPidKq3Z9vj+5Rp3yJ3/iz4xtTs675xM6xZ2PR32gR9yYl6omY0NaFdm7PX9kAyOd3BIe0CIQ6u\nLsunnqYjedxcWj6HTRjVaBBVSB53YzI5nRBCHKbGjBnT7klxOlVHxrUVlYDutH/XnRnj/EO1IRrj\njZjKpDHe2PoEOEIIIQ4rXZZPPc2BjDNPy+eQpdNoWZLHRwgZ4y6EEMLW0XFtmg5oidcmuUfnNs1e\ni0Xu0bkHpbpCCCHEEelAx5kn8jlX0ySPjyDScRdCCNEk39e+BkJdCKw4oOzXulBqu11f7ULXdCxl\nPy9211e7DmaNhRBCiCNPe/O4ubR83mVZ6GhYKMnjI4DcKi+EEKLj2riNz+/x49AdaGg4dEfrj5wR\nQgghROdKy2e/yyl5fASRK+5CCCE6bh+38WloGa9CCCGEOATS89mVi/by7YDk8ZFArrgLIYTYP/k+\ne5bbZp32UG2IuBVHoYhbcZkMRwghhDiUEvkc+vcuyeMjiHTchRBCdCq/x4/LcGFoBi7DJbfmCSGE\nEF1A8vjIIrfKCyGE6FQ+t4+qkipCtSH8Hr88M1YIIYToApLHRxbpuAshhOh0PrdPGghCCCFEF5M8\nPnLIrfJCCCGEEEIIIUQ3Jh13IYQQQgghhBCiG5OOuxBCCCGEEEII0Y1Jx10IIYQQQgghhOjGpOMu\nhBBCCCGEEEJ0Y9JxF0IIIYQQQgghujHpuAshhBBCCCGEEN2YdNyFEEIIIYQQQohuTDruQgghhBBC\nCCFENyYddyGEOAxVVlZSXFyMYRgUFxdTWVnZaWV0RtlCCCGOTM0zorS0lOLiYnRd56ijjkLXdckO\nIQ6Cg9Zx1zTtaU3TGjRNW5e27CRN097QNG1D4vXEtPemapr2saZpH2qadunBqpcQQuxTfRjenm2/\nZlFHmJXMpo5w+7Zrq7x97CubyspKAoEA08om8ObemUwrm0AgEOhQI6myspLAPXdTNnYge18aR9l0\nu4zS0lICgQBl0yewd8VMe/k9dzPznouZ/crNhOvaV8/w6kXMrriU8OpF7a5Tet2SjUK3243b7ZYG\n4RFA2gVCHP6S2THtroG8uekKLvrPGAt/8TiD85x4+vXmwdu+w4B+J3DVxcP2mUutZmkb++6Uk8r1\nYSpn/ZDi0wdmlNXpJ633I98BwnVhZq+c3TJv91VeB/bX6j5Et6YppQ5OwZo2Avg3sEQpVZxYNhf4\nh1LqIU3T7gFOVEpN0TTtDKAS+DqQD7wJnKaUMtvax7Bhw9SqVasOSv2FED1T3Y5F1H50K54tFu6G\nHPhBFeT7mt4nzGJGYRLFwMVYqnDja327+jA8OwrMKBiuzPLaeq8NXyseyNiyYsyRr2FhYuCi4d5r\nWDTvd8RiMfoM6MMtk25h+m3TWy2jeNCplH3rU7b/SxF8EyINcEIfJ//cFeOGeaN4Sq+BeCNhC2Z/\naPHSi6DfCobu5CfnjKPkrBLWNqxl6epyRuccxfh+ZxDucw6hf+9i9873eWTNbzGBHKDqyifxnTO+\nXZ9/8qTE7PJJrN26gqemLGPPV3vRnYrrp17O7x+r4vvXXclLv36D4A0XMGbcxHZ9Zt2NpmnvKKWG\ndXU9DiVpFwhxaFVWVhIMBolEIni9XgKBAGPGjOlwOXWEqSWEBz8Xe7/P2Lu2Y/7YwtLhiSFw09kw\n9/fw6o0wchAs/1ij9AW46toS5i20c2mAtw+TArdw25jpqTKzZmnavtw0fbenZ0Pe8N00VPdm6rj5\nBIPBjh1TfZjKey4k8HKM2bc6yJt4PQ1rzqT02vsBKC37f2zJW0P/hjP51dTnO15+0ppFhF+7mVDc\nwu90wKjHCX26Gr8OvjNLMnIrvHoRochS/N7R0GcIo5aMImpGMXSDn5z9E0rOKsFn0NRe0B1QdD2L\n9ONZuinE6BPyGf+1y2DZ7U3tiWuWt5qNi95ZxG2v3EbciuPQHTx2+WOMH9q+jG6hPgx1IXD7D8ss\n7i7a2yZwHKwKKKVWaJrmabb4u4A/8ftiIARMSSz/nVKqEdikadrH2GEtp4GEEIdEHWHe+/dcVp/4\nRyyfwvg6jP3DXtx1oYwwqiWESRSFiUmUWkIALD7pNkxfPLFdY9N2dSE7SJVpv6aX19Z7bdRzQ2QT\ne4Zvwkgse7dyL2/99o9Eo1Fy7jPYuXkHM++bCZC9814fJrKxnq2fw/TXoPwaqDkD7v1bDH4Nv1xZ\nxX9cDBc2wqg9sCcf2AkmYFoxnnznSX65+pfErTgArwOfbFlBWRwaASttV41A6N3ydnfcg8Egs8sn\nsWHkZBYV7+Hbv3Xwwk/iKOCESX/gW+do/L50CY+ONZj1xO8Zc/yLLU54dFZjVXQuaRcIcegkO7rl\ncyYxPH831fW9GTclANCh78P0DraOwYaPouwpAcMANNjxAVywAGZVANdA3acw3FSs3w5f/m4p0ViU\n6V8abKrZwX03zICtK7ntR7OozW8lS7N05iEzGz4gijHSxezyucwq7WDHui5E8I0YsyfAhmlxPnD8\nEmPkUeQccwLReIz7P56P+SEYxpvcN3sSwVnZy28zZ+rDhF+7mVFfWUQBIxpH+9PNxJWFC6h6/2l8\nY0KQ7yO8ehGjXryJKODa8DpjvVcRNaOYysQ0TZ5850kWv7eYqqFj8aXaCyaLVi3kpqi9u9e3AZ/8\nkfHOxMVYsxHeX5K1PRGuC3PrK7em8jtmxbj1lVsZkjcEn7uDHe/9vPgg9t+hHuN+slLq08Tv24GT\nE7+fCtSlrbc1sUwIIQ66OsIstkay6pgXMA2F0sHUobZAQa/cjHU9+DFwoWFg4MKD3+7M66a9nQG1\n/XX77DPYr4YLNMN+TS7f13utqCVEHy9sqU4u0VgZhBuvv5i+eYqYFsfyKLTvwhPzn2jlgEN48+C+\n/7M77SMHwR8VdiLowDJ4zoSQCVGALUCfps0VKhX6Sc8l1rXIZAD+E/L3eVxJkUiEvOG7MYmyMwIF\nw+N8vgU+32y/33+4YkdEkTcyTuQzmk54JCQbq6XBB1iwdjWlwQc6PIxAHFLSLhDiIAgGg5TPmcTI\n+sk4357ByPrJlM+ZRDAY7FA5mSerY3b+vJV404K+p8MrfwAjBxZbsPgH8Nzn4DKg9Btf4hmgwBXH\nc5Hiyqdg/i+q4NlReHbkZs/SLJ15yMyG5Pt5w3cTiUQ69sG4/UQ+g7yL7bxWmsIkyrbN29lRvwvT\nBKXANGFL3pqs5e8zZ+pChOJ2p90EYkBUWZjYORmKxlK5FYosTa0XBfhXPS7DhYYG2HkbNaOELOwr\n7QlLm917tDTevjuoQ7UhLCszqS3LIlQbatf2GbJdfBAHVZdNTqfse/Q7fJ++pmnjNU1bpWnaqh07\ndhyEmgkheppaQphalEROggWGBZ46DfbsyljXjY+xVHERs1JXAzz4MbQcNKVjKCee0x5vOuuc77PP\nQp8/q+XZ6Lbea4UHP/6AkxfHweblTs6O3cCO9fCbhVXccpGGC7uz7BpgsHPzzuyFuP0ELjGo/SfE\nTYiZcNZG4I/AucDncNaXwxiu6Rib7OWOCzWuGjCCHCMHQzNw6Jk3bF1tgIumUNGwb+l67CgD3zcn\n7/O4krxeLw3VvTFw0ccLW6sdnNAfThhgv7+lWqOvV6NhuQPvybQ44REMBpnyyHwWOCwWfPIhCxwW\nUx6Z3+HGqjj0pF0gROeJRCIMz9+d0bEant/xjm7myWonFwYcdv4s0zn7s+Fc+/XTKCuHQZfBH2+E\nlY/CHU9DowmPVSsmXQ6GCZoJhT7YXAuYUdwbd2XP0mad+aT0bEi+31DdG6/X27EPJt+H97RCGmq/\ng0FOqqxTB/Sjb34uhgGaZt9R0L/hzKzl7zNn3H78Tkcqj52AS3fY2Qz4Xc5Ubvm9o5tyGyg5dxxV\nJVXcNPSmVN66DBf+ISVQdD3JhspoI7NOo51GomOv2blYVJL18P0ePzmOnNSJAQ2NHEcOfo8/6/pt\n2o+LD+LAHLRb5VvxmaZppyilPtU07RSgIbF8G+BOW68gsawFpdQiYBHYY9kOZmWFED2DBz+GcmGq\nRnQLzlkHZ63XcO84Cvz+Fuu78WWMvUt25mu1EB7Dj7tvsw54vq/1Tnlb72XhxsfDY/7ML/k5vyv9\nK0si5bhcLq77wZVMH/gMl0QbCVk6x514Owu9r7W6zzEPrWTyq99i/AsWW3buwXsyXHs1vHtibz7d\nYhL+zR6ejsAA94l8/cZzmVg6C5/bR7guTKg2hN/jZ+1HL7A0/DNGG4rxOQZXDf4hofXSs6+3AAAg\nAElEQVS/J1eZ7ELHf9p37E57B44vEAgwdVyA2eVzGT9lBU/9aBlmYoz75/Mv543Hqrj2uiuZuvgN\ngrdcAD/IHOMeiUSIDh5I9JMPsYCYZRIdPKjjV2XEoSLtAiEOAq/XS3V9b0YartStzNX1He/opvIt\nMe6cMdj5M/GvLInU4PV6+e+bR/Pq8ufYXauoCoAVhRwHXDdU57ZBTur+EKO2v0b9awrvyVaqk9dq\nlmYZ456eDc3HuHdUYHqQqYEAsz3zUmU1fnk/oHPfoEktxrg3t8+cyffhu24FVX+ZS+jzevxnj4M+\nQwitXdJijLvvnPFUQWqMe3JYmc/to+SsklTe+tw+u3e/fjHE9zLeZX/VLTU1Rg+4gPGjHrL3vY/x\n5j63j6qSKkK1IXKPzmXXV7uayu+o5MUHGeN+6CilDtoP4AHWpf39M+CexO/3AHMTvxcB72HPY1QI\nbASMfZU/dOhQJYQQnWGLqlErPp+gtqyboNR7Tyr1lweV2lbT1dVql4qKClVYWKiWPVOmotWz1LJn\nylRhYaGqqKg4KNtl2FaT+Vk1/3s/j6eoqEjpuq4KCgpUQUGB0jRN5eTkKE3TVFFRUat1LCoqUgtf\neF6d/tJS9R8vPqNOf2mpWvjC86qoqGi/63MwAKvUQczf7voj7QIhDo1O+X7vgC2qRq1QD6otqkap\nbTWq4v5rVWH//Mz9989XFfdfu9/5kJ4NbeXA/pbV3vK7NGeSGXuYtVPE/2fv7uPjquu8/7++c5IJ\ndd21a6FgJJiiuJ0mqFz0cp3LqBPj/S7eIYvV3fbHVqFooxC9WuvID0odYqu0hSKWYnDb3e0gbAW5\nvVZNO7axo17FAqUMWMHISIBCtd5BM8mZ7/XHySSZdCaZpHOTm/fz8YiTzJzzPd+Z4rw/33O+55zR\nFVoTlDKco8AzeKd2/BZYCswBOoFDeFeIfeWw5cPAE8DjwPsL2YYCWkTEM9GCppiF0GSQKVY333mH\nvf7gQ3bznXeUtFidqJk4cFddIFJelf5+r/T2S2Wq5IxMHYXWBCW7HVw56LYvIiIy0lS4qvxMvB1c\nOaguEJFymAo5I1NHoTWBBu4iIiJlpoF7aaguEBGRqabQmqBiV5UXERERERERkbFp4C4iIiIiIiIy\niWngLiIiIiIiIjKJaeAuIiIiIiIiMolp4C4iIiIiIiIyiWngLiIiIiIiIjKJaeAuIiIiIiIiMolp\n4C4iUg49cfhZu/coIiIyVSnPRCqiqtIdEBGZ9nricHsLuClw/HBBJ9QGK90rERGR8VGeiVSMjriL\niJRaMuYVOdb1HpOxSvdIRERk/JRnIhWjgbuISKnVhbwjE8bxHutCle6RiIjI+CnPRCpGU+VFREqt\nNuhNJ0zGvCJH0wpFRGQqUp6JVIwG7iIi5VAbnPQFTpI43cSoJ0Qdk7uvIiJSISXMM+WQSH4auIuI\nCEnibKUFlxQOfpbQqaJJRETKRjkkMjqd4y4iInQTwyWFxcUlRTexSndJRERmEOWQyOg0cBcRKaYK\n3N82SZw9tJNk4tusJ4SDH4ODg596QsXroIiITD/jzLuxsko5JDI6DdxFRIolc3/bn1zhPZZh8J6Z\nWriTK9hKy4QH73UEWUIn72TNuKcnRqNRGhsbcRyHxsZGotHohPpQ6W2IiEiBxpl3hWTVyBzqinaX\n7HtfmSJTkQbuIiK55DmSMOoRgwrc37YoUwsH3utv9x+gaw/8NlnY8tEbVzNnzhw+8YlPcPDgQf76\n5Gr+ev7v+eLlFxO97A2s/sp5nHrmqSdcGEWjUcLhMFdsWsaPjq3mik3LCIfDRKPRvMWXijIRkdJI\nEmePexU3/OoYjetcnMtfovF//cOo37PdxLi79SXWnORyhXmJ1570NlpbW49bro4gb2MVXdHuvN/7\noynku3+0TJlom3kVMCshnozTvqedeHLEMoXMaBi+TE8cfnip9zPOAwcj+5C3T1JRujidiAgjrmT7\n8AHoXA5pF6pqvFvf1AbHvnBO5v62bmrw/rYTvUJukjjdf9xGfRJ+mzqH2J+PEKoPEazLbiMztTDT\np1xTC+PJOLHuWM716YkT/dI7CP+gj18fBk4G5x0On77gPM4xcOSvTiN09mIAr42XzyG4+zJW/+wY\nX7/LcuyY4cvLG9j/5oPc/5lefnp/D76FcMl3DvAn3wHMh6Cmvoplte8lHA4DsGjRooI/B4BIJEJ7\nRxuHmlfwGCmcZj/tHev44uIVVFdX097Rxtymoxzums2qpWH27t3Lvffee9zzE9m2iIgMyeTgg3uO\nsfNey7eWwkdfAd/70x9Y9rl/pW3F5zncc4TXBV7Dx8Nv5lOLPk8dQTpaH2DfZnjX1+DvPw187W20\nf30zAJs2bTpuO7m+91d0XEq49TKaFtXnzNPMgDzfd38mC2++6uacmbKmNZKdET1xoh3XEf72Htr/\nbVVBeZKVtw7ebAQ3BT4HGv4VGhYPfJAxqAsRf+4Aobs/Q8q6OMbhxn+4kYvPvXhoRkOmnhioQ7IM\nLBNP9RJzDXOwHLFpQg4EH+mAC3885tX/48k42x7axnce/A796X78jp+N79vIZf/nMlJuCr/jp3Nx\n52DtMGo9ISWngbuIzHiDA3Lbi5M2LDloqUunvRfdXi9ga4M5j25nFQ8j7m+brGVCV8hNEmdruhn3\n5b08/TL49x3Qhw+/U5MVoDA0tTDfzoF4Mk7LtpbsAHYY7GO04zrC9/bxzo/Ad2oh/RS433fZbO+E\ns71pWVUPdGCMzwt142NjdT+rf2Sx1cCLlle1HOQHVcD5wJ2QfhT+9EdgCdh5kKKfP/3+ejrWbqB1\ndWTcg+dEIsHcpqM8Nuyzn9t0lN/+9rfcunNTdvF17aUsufA6tn7386MWZdFolEgkQiKRIBAIEA6H\nNagXERlDJgd3X2P54M1Q64dnk7DDTdNXdQyqjvGTn8xny18Ocf2nf02C73Htoh9z65a7CH/c8O43\nW+rvgbo5MWZ//mN8+Yabcw7cR37v99PLM03X053oZystOfM0307eNa0R6pvqB7PQPeTy/Gsezsrz\nuU1HSSQSQ40NDIojN75E+6erOPSOL/KYrz//IJ+hvD324DHYbTEvQGAuhFtg0TkuPHwTHPwOYL0D\nAz6HbS/2k7JeveFal8/c+xnOnns2wZ7Y8TP4Rg7CkzHiqV5aXkzTC6TxMrsG6KSP4MFtow7cB/vb\nfwyLBSDlptjx6A7vc7IuKTdFrDtGsC6Yu56YyOC9Jz5Yg0z22+RONpoqLyIzXjcxXNuLNWlcXLpP\nTw+9aBwvXCjwwjm1Qfj7VXkH+gX3x6SwPngyCSkLrk0PBuhImamFuXYKxLpj2QF8YFvWeYmRrXvo\nuNDH0tdDjQNmHvAhYLe3fhroS/cNtWFddrgG+wLwB+Bk6No5sOAZA8+9MLDxM7wHBwj50jTVjiiM\nChQIBDjcNTvrsz/cNRuAuU1Hhz5j28vcV15Hb5/L3Fde5/2b5ijKMkdlWiNfZeOB/bRGvlrQFEwR\nkZkuk4MvJGDeW33UJ6G7DmJr4SPb4A9PwaFTH+M1zS4f7IBYpI9uYvSm+vjSAsvbfg51z3htLXvT\n7+jt7c25nZHf+z58/KbL5eQAefM0M9jPNSAfnoWcAl13P3tcpgQCgaHGBk59SzwHc5v7vUzON8gf\nEOuOcezBY9gfWao/8mo+8s0P03phPeH7IbofwHqDcLdvYEDeBzad1Ubapr2cz8zgM87gDL7j1IWI\npX2k8CKYgccUEHNH+Ucc1t+UmxoctBsMfsfP+QvOx+/4cYyD3/ETqg9lLT98QD9uFbgW0HSigbuI\nzHj1hHDSDiYNThrqM+d4+6qg5YbBPcLjvYDbRK+QW08Ix/oxaTizDvwGHOPLCtBChepD2QHsI2sv\nfuLXz9DU8o8EHeicBZdUgf8MBgffPqDaVz2sjRrOf8sXMacArwBnPuz5T/jgHvD9BvirgZX+BsxT\n3rSuG2oMQX8NXT0jCqMChcNhVi1dz1m71vH2vqs4a9c6Vi1dz+mnn549oE87HP5hmhoHDv8w7f2b\n5ijKIpEIKzesZ2NVmo1PPM7GqjQrN6wnEomMu28iIjNJJgfrA3OZf/9l1B32U5+EFxJg0nDKfAgc\nAseF1/wv7/l6QtT4q9n8U5PV1uYHX0lNTU3O7Yz83p+763PctRTeHjZ58zTfTt5AIJCVhdXvqGbP\ntQ8clymZ07m8NxoCx0/gVDi8q8rL5HyD/AGh+hDstvgvfDWvev/X2F97IRtb2lm58kIinWZoEO5U\nD/xezeKaaqqHtTGY85kZfG9dk3uaPEBtkNB7vonfV40P77P1AX4gVF09NC0/j5H1wSXnXkLn4k4u\nPvdiOhd3sqZ5TdZR9ePqiXHWI0BFrgU0nWiqvIjMeHUEWfK7G+j+5WepfypN3eFqeMNFXuiNCMs6\nggWfqz7WNPZR1/Pt8s5xfxEuOi//Oe5jCdYF6VzcmX3O3eNbB8+bC5x1Gl3pd9Ps/DdBUgSrfDTM\n+hhrzvgBaxa84/hz3Af68MwVL+PrV3ydkxJVLHn3PDr+/Vekn/szxgcfvSDE2U0hrrvmOq6+6iIu\navhbdvXMZunKiQ2OM9MR17QOTW3PtLNqaZj2jnXeuYf3/J5Vmzfw6bfAqs3Qfm4rc//xbwfOSRza\ndiKRIHXWmaSeeHxgRoFL6qzXTWg2gIjITFNHkEh4I6u+EGbu2mtpqj3Kq1+9kfsW/5mrLuhl4QE4\n9QX4nv+tnBXooY4gn774ElZ+61vwyvksa6phc+JMVl53J8uWLcu5jVzf+1dHruSNi/x589Qb7A/L\nhGHf/VlZeFGI7q7u4zIla+r7wMA5/MfrWPXtPbQ3rzquzZGCdUHMC4bz3vQ/2W+qSBuHPiD1j18m\nsep2bxCeOXI+MFU8CPz44W1s++Oz8LLTWPzGxUM5Xxsccyp58JyL6Tz5bGLdMea8bA5HnttPyAfB\nNxxfv+Tqb1Z9MKy+CNYFj6s3Rlu+YDmuBSTjYK2dsj/nnnuuFREpmqf3WvvTa7zH6WzY+9y+fbud\nN2+e3XnbJpvqWmN33rbJzps3z27fvn3MZrZv325PP/10C1jAnn766Vnrbd++3TY0NFifz2cbGhoK\nanO8jtvGN6+y9qfX2O3fvCrvthsaGuzmO++w8+/ZYV971212/j077OY777ANDQ1F718+wD47CXJ0\nuv2oLhApn+Hfv6effro95ZRT7M6b22wq+i678+a247Jk+fLltqamxgK2pqbGLl++vKR9KlbujKfN\nhoYGu3nrejv/rlsrli+T3kyptcah0JrAeMtOTQsXLrT79u2rdDdERKa0mXahtsw57is3rCd11pn4\nDz3J2svbjj/iUkLGmAestQvLsrEZRHWBSOXMtCzJZTLki0w9hdYEGriLiMiMU+kCUwP30lBdICKV\nVul8kalHA3cREZFJSgP30lBdICIiU02hNYGuKi8iIiIiIiIyiWngLiIiIiIiIjKJaeAuIiIiIiIi\nMolp4C4iIiIiIiIyiWngLiIiIiIiIjKJaeAuIiIiIiIiMolp4C4iIiIiIiIyiWngLiIiIiIiIjKJ\naeAuIiIiIiIiMolp4C4iIiIiIiIyiWngLiIiIiIiIjKJaeAuIiIiIiIiMolp4C4iMkUkibOHdpLE\nK90VERGRMSm3RIqnqtIdEBGZcnrikIxBXQhqg2XZZJI4W2nBJYWDnyV0Ukd5ti0iIpLTKHmo3BIp\nLg3cRUTGoycOt7eAmwLHDxd0lmXw3k0MlxQWF5cU3cRUAImISOWMkYfKLZHi0lR5EZHxSMa8IsW6\n3mMyVpbN1hPCwY/BwcFPPaGybFdERCSnMfJQuSVSXBq4i4iMR13IO7JgHO+xLlSezRJkCZ28kzXT\ndrpha2srJ510EsYYTjrpJFpbWyvdJRERyWeMPBxvbkWjURobG/H5fJx00kn4fD4aGxuJRqOlew8i\nU0jJBu7GmFuMMYeNMY8Me+4qY8zTxpgHB34+MOy1VcaYXxljHjfGvLdU/RIRGU2SOHv+eCnJg5d6\n0wBHqg160wHfuqZs0+Qz6gjyNlaNa9AeT8Zp39NOPJnjvfTE4Wft0BMfLJgcx+HUM0/lU5FP0b6n\nnS0PbPHW379lcNl8bQ//e8sDW3jvv7+XT0U+Ndju8AJs+PYaGxt573vfy+bNm7lm+Xn85d/fyTXL\nz2Pz5s05B+8j1y2kqNNOgcpTXSAyzQzkYfK9n2bPRUu44cc/oHH+mTiOj8b5ZxKNRvPm1sjv8dbW\nVsLhMB9+10Jec9oruGb5edSfNpsPtywkHA4X9D0/3mwYTy5MJHcyGRvfvyV/Dhe4TjwZ59J7LuXS\ney4trJ0xjFobkDvPtzyw5YS3KyemlOe4/xtwA7BtxPMbrLXfGP6EMWYB8HGgAagFfmSMeb211i1h\n/0REsiSJszXdjPvyXpzXw5Lv3ULd22LHD85rgzkvwtNNjHpCRTkaniTOPcltdHfDh+sXE6wbpc08\nFweKJ+O0bGsh5abwO346F3cOtTPs3MTogz7CPz6Fts+/jf/9h0d5/jeH6fhGB+wHzgYfhhosnbMM\nGB+x+vOYc+b7uez/XDbY9sb3beSy+z9Hyk0BBpc0HAA6oe0LLexv/jhdPbNZujLM3r17uffee2nv\naGNu01EOd83m4+9s5ZMfeDNtr/oveA7aXgV8/mN8+Yab2bRp0+B7ikajhMPhrHVXLQ0DsGjRopwf\nT2trK5s3b2b52g+zYNnveHTzK7lh5WaA49qORCIkEgkCgQDhcDhvmzIh/4bqApFpI0mch2q3sb/2\nOzwUTbEzbPnWP/v46MstXb9JsvRLXwSO/27OfI93rG2jqfYoXT2zee8n21jxmU9w53e3ccuHoflV\n/8U5HzK03raNjuuvp3V1ZNTv40KzIZOtN1+2h4e//xit6z4yai4U2nY0GiWyOkziUDeBs+oJf24J\ni/rWEk/10vJimpTx4fdV07nwIoK158BLR4ZmKGTyG+D2FuK9x2h5yZLC4K86iY3v28jn7v8cvW4v\nALc8eAuxJTEvz3Pl/yg1Qaw7xpyXzcnK78HaYGC9uH8OLfd5rxtj6E/3A/CDJ38AwMXnXjzafxYF\nyfQlVB8avb6RLCUbuFtrdxtj6gtc/EPArdbaXuDXxphfAW8G3TtCRMqnmxiuSWENuBa6a/uoS8bG\nPKpe7CvnJomzJhniO9tSuC5c73yHnYt35Q63US4OFOuOkXJTuNYl5aaIdceG2hh2bmLkhy4dn5nH\nT3u/S58P7Dy8b+X7gLMhjSUFbOuzbO13ST16JyZxN2ksaZsm5abYsb+DlNuLN6qy3jZ2e+08QifV\nP91Fc1UNHWvX8f5/+SJb7/8Gh5pX8BgpnGY/AL946CC8c+itLXvT7/hCb2/W241EIrR3tGWt296x\njjWt+Yu6m7fcxPIVf8crLv8vnjbwijZYzsf41peHdgpkCrOVG9aTOutM/IeeJHx5G5B/h4CMj+oC\nkekjk3v9HAMsuyPwwZuh1p+m+ufQfGY/HcvPpTVy/HdzJBKhY20bzT0rIJmi2fHj9vdzx1338dhz\nlqZ53nJN8yyJ56Cp9iiJRGLU/hSSDcOztf/74LzH8McL/ounX5Y7FwptOxqNEv7SF1n5UT+pL3wI\n/6MPEl5zLbQco7vBy0/Xpkm5vcT230TwoAV84FQDFtKul98LlkB/LzF3YB0sKbeXHY/uGNgp7ulz\n+7w8//0B6FzurV9V4+U/5KwJhu/IN8aQtunB/I51xwg6Q+vF+gwpN41r04NxnrHj0R0nPHAf9aBC\nKVTgTkClUolz3FuNMQ8PTJn724HnXg0khy3z24HnRETKpp4QjvVj0uCkof5pH8yaM+Z6ua6ceyK6\nifFkdx+uC9YyGKw5jXJxoFB9CL/jxzEOfsdPqD40tN6wcxMTz0HTGb2EHPAzEAxnAC94i/rwngcG\niglIWxfHOINtn/+KWvyAGd63F7x2zncA0uCmaKo9Sm9vL3ObjmZ9ZlV+H4/1/CXrrW1+8JXU1NRk\nPZdIJI5bd27TKEVdT5zeVB8LPnEw6+kFy35H77CdApFIhJUb1rOxKs3GJx5nY1WalRvWE4lEcrcr\nxaS6QGSKyeReZmT3QgLmvdVH/bD/1zY1njb03Tzs1KxEIkFT7dGs7JpffwqJ7hcInGro6vaSpOvX\nxvu7ZzaBQGDU/hSSDcOzFRfc/2Hp7h5qY2QuFNp2JBJh5Rc+xMbQGjaeeiEbQ2tYefkHiHRCqMqH\nH3Aw+IGQkxkJe5mI2zeU3wA+32AWO4DfOJy/4Hz8jn+wP9VONaGXz4HOz0K6b6CtXi//h9cE/cfg\noDfBafiO/HQ6nZXfofpQ1nohXxr/wOtVvuxjvOcvOH/Uf4dC5DqoUDKZgxs/ucJ7zHUK5BRS7tvB\nfQtYg/f/8jXAtcC/jqcBY8zFwMUAZ5xxRrH7JyIzWB1Blvh20f3MOup/fDd1T1t47jI4+exR99Jm\nrpybOeJ+olfOrSfEmfXV/NjxjrgfN+jO6nTIG4Bn9q4PuzhQsC5I5+LO3NPRMufqJ2MEXn8zXX1v\np9nZR+csiLnwwhPwH6fAmllVHGn8FKFZfwP7rvWOuAN+p4aN77+eIy8e8dp24Ozuu9mWcrmlH/oA\nezJc+DRcvAAwPnD8dPXMpqamhsNds3Gahz6zd35gIT+4cw/rn/kYy970OzY/+EpWXncny5Yty3q7\ngUDguHUPd41S1CVj1FTBo9fDKzbjpY+BRzdn7xRIJBKkzjqT1BOPkwb60i6ps1435lEeOWGqC0Sm\noOG558OhLvBXzL//IuoOfxPw8qjrz2/wvptHzAwLnPUaunpm0zwsuz5y3vs59K3tfPjCT/Cvt32f\n1k+8ixu+38kn/umDLF059k7UQrJheLb2O+D8wlB/ydAh5ZG5UGjbiUSC1N+vJfXcn0gbhz4g9Y5/\nIbHqdoJv/yqd/jnEntlPKHELQfqBtJeJvhFH3BsWw6nnEOxcTqfpJ5Z2CL3nBoLnXMzZc89m20Pe\nIHzxGxcT7IlBOj3USeMM5b/Pwds7YeHgd6Bh8eCO/OGntw3md13Q20sw8O8R9PvpfNdGYn/2Xj9w\n+AA7Ht3B+QvOL8o0+ZF9yVvfFEOugxtT+ai7tbZkP0A98MhYrwGrgFXDXvtvIDhW++eee64VESm6\nn15j7bWOtd/Ae/zpNWOu8pTda3fba+xTdm9RuvCU3WtvfGqZXbF7md371BhtPr3X6+PTE9v29u3b\n7bx58+zOm9ts6t8W2p1Xv9XOe/XJdvvVF2a3+fReu/f+Zfaae/P06aGbrL3WZ/euxV5zDXbphdi/\nnVNlN117oU11rbE7b9tk582bZ5cvX27nzZtnb925ye5MrbG37vSef8973mNramosYGtqauzy5cvz\n9nXkutu3b8/72SxvcmyVD3vZJcZuOfI/7GXXfsxWVVVltd/Q0GA333mHnX/PDvvau26z8+/ZYTff\neYdtaGiY0Gc6FmCfLWH+TtYf1QUi08fw3BvMkds2ZX3fb9++/bhM3X71hTmXXb58uW1oaLDGGFtT\nU2ONMbahoSH/9/swhWZDJlvP+WiDdRzHXnbtx+yWv7wzZy4U2vZgftx9u33tXd+18+++PXd+ZLL6\noZuGMjtXfheS6U/vtXbjLGu/4bN2fZXXZsYPlln7DXNcDbP3qb32mt3X5K8pCqwlxmynAMVooyCZ\nz+lax3ucYJ1UaoXWBGUNaOBVw36/HO/8NfAuPvMQUAPMA54EnLHaV0CLSElMkS/6Ytq+fbttaGiw\nPp+v4EIpp4dusnZ9td27zthZV2HNx4w1c81x7Z7I9sa97tN77fKPvcXW+Kvz7hTIFGab77zDXn/w\nIbv5zjtG3yFwgjRwV10gMt3k/W7OkalFy5xCtp/H8uXLx9xZXEjb5c6PQfkG2iWsYfY+tdfO+uos\n66x27Kyvzir9wLsYTvDgRjkUWhMYb9niM8ZEgRBwMvAccOXA32/CmxLXDVxirX1mYPkw3vS4fuAy\na+39Y21j4cKFdt++fSXovYjMeNPoYiZl1xOnPXYVV/zqR7jWO5duTfMaVr1tVaV7NqpyXlXeGPOA\ntXZhSRqfpFQXiMxg0zxTJ91dSUr0ebfvaeeKXVfgDlznZipk+1RQaE1QsoF7OSigRUQmp7JfNXaK\nmYkD93JQXSAiUjrK9tIotCYo98XpRERkBhj1wngiIiIy5SjbK0sDdxERKYlgXVChLiIiMo0o2yun\nEvdxFxEREREREZECaeAuIiIiIiIiMolp4C4iIiIiIiIyiWngLiIiIiIiIjKJaeAuIiIiIiIiMolp\n4C4iIkUVT8Zp39NOPBmvdFdERERkClItcTzdDk5ERIomnozTsq2FlJvC7/jpXNxJ0AGSMagLQa1u\nISMiIiL55awl8t2Cric+Y2oMDdxFRKRoYt0xUm4K17qk3BSxA9sIHtoKbgocP1zQOe2DVURERCbu\nuFqiO5Z74N4Th9tbZkyNoanyIiJSNKH6EH7Hj2Mc/I6fkA8vUK3rPSZjle6iiIiITGLH1RL1odwL\nJmMzqsbQEXcRESmaYF2QzsWdxLpjhOpD3jT5x4cdca8LVbqLIiIiMokdV0vkmyZfF/JqixlSY2jg\nLiIiRRWsC2aH7AWdM+b8MxERETlxx9USudQGZ1SNoYG7iIiUVm1w2oepiIiIVMAMqjF0jruIiIiI\niIjIJKaBu4iIFFdPHH7W7j2KiIhI5SmbpzxNlRcRkeKZYbdmERERmfSUzdOCjriLiExlk20P+ohb\ns0Q7rqOxsRHHcWhsbCQajQ4uGo1G87422jKFrJfLRNcTEZHiGe93cb7li5kPJ9znyZbFI82w26ZN\nVzriLiKSQ/L5LXQf20H9SedTd8rFha1DnG5i1BOijjLsyR7nHvR4Mj72rVVyrLPtoW0AnOP+iSM9\nPyM0/6MEm9dmtTkndZQjzz1I6FVvAusQS6VJHUizdXcnHRuupKn2KF09s1m6MjMP794AACAASURB\nVDzYdjgcpr2jjblNRzncNZtVS73XFi1aBHiFUjgcpmNt2+D6F3728wBcvOgD2BefJ/HooyxZsoS9\ne/eyadOmvO8j01Zme3es/hVLlizhk5/8JAsWLCAcDg9uV0RERpfJu1nM4SWODOVeT3zUK3zn+l7P\n5EKu7+B8y+/du5d77703Zz5s+u7/nzdXcolGo0QiERKJBIFAgHDYWyfzXG1tLb29vfnbLfLR7MGs\n7j9K8MiD8Prz4Q156pBRPu/4/i1s+0UH/HUt58x5PUf6DCGfj6B/9NumDa8VgMEaYPEbFxdcO0hp\nGGttpfswYQsXLrT79u2rdDdEZJpJPr+FrbMvwXXAcWHJb1ZQ97q1o69DnK204JLCwc8SOos6eM85\n6P5ZO/zkCm8PunHgrWvg71flXb9lWwspN4Xf8dO5uPO4AI5Go0RWh0kc6iZwVj0XLF/CNUevIeWm\nBpfxATVA5+veDgs+SfO9n6PX7R18rQowxqHfuqS/Cdd/1Mfy+dWQ7gfHz67adbSu3gzAFZuWcah5\nxeBndtaudaxp3cwjjzwCQGNjI5uuXEZzz4rBgmjetbP5819e5K/NH2lfBnPf7WPXjz/C1776fbZu\n3Zq3OGtsbBzc3oPRY+wMw5Ll53Nnx26+dsMVrFq6nkgkUrbBuzHmAWvtwrJsbAZRXSBSekN514sl\nDfioooYlz2+k6wvLifywj8RzEHj9PMJXRoYGt8kYjUtuZtOatqzv9UwuZL77h8uVA7tq1/H+f/ki\n9//7N47Lh37Hcsmv/5A3V0YauVP3cNdsWi+8GoDWTf/CU3Mf5q7F+7H9EFr/RxoWpY9vdxxZnCXH\noDuejNOytZmU24sf6JwFQQd4901w8tnZyz+8BTqXQ9qFqpqsHQbx/VtovusSeodtzoehxldF5z/e\nQPCc3DsChtcKjs/BWktfug+Aal81S89ZqgF8CRRaE2iqvIjICN3HduA6YH3g+qD72W+MOf2tmxgu\nKSwuLim6iRWtP5kgvWLXFbRsayGeHOhLXcjbu28c73GUPeix7hgpN4VrXVJuilh3dv+i0SjhL32R\nTS1JjrVbNrUkue6r15J6MJW1XBpIAbGndrPt/3xmcNCeea0PSFkXF7AvwNHT01nT85pqj5JIJEgk\nEsxtOpr1mc1t8l7LSCQSNNUezVr/qaef5YXf/YH2ZXDoSsvut7k4K+6kv7+fSCSS9/0P397uiOWD\nHfA3rXfwm8cOc6h5Be0dbTnX1/R6EZFsQ3mXHngmjUuKb3/3BsL39rHpw3Dsa7BpaSPhcJjojau9\nI9I/uYLEL39N08sfzpkLueTKgabao/T29ubMh6d/8+youTJSJBKhvaONQ80r2F19FYeaV1DzVw6m\nJs3Vv1pPx54fcfjpI3zoG68nFunL3e4oWZw3QzJH6X9yhfc4UGPEDmwj5fbiMpC17kBDBzqyl394\nC3R+FtJ9QBrc3qzp77HEDrLTG9JYUjZN7M9H8n4ew2uFPrdvcNAO0Jfu46YHbsquQ6SsNHAXERmh\n/qTzcVwwLjhpqH/Kjnk+WD0hHPwYHBz81BMqWn/yDrprg94e9reuGXNqXqg+hN/x4xgHv+MfnAKX\nEYlE6Fh+Ls1n9lPtQPOZ/Vx96Rswe0zWcj7AD4QcvL38wxigGvAbHw5gTobZv/VlFTRdPbMJBAIE\nAgEOd83O+swOd3mvZQQCAbp6Zmetf8arTwO8I+2ZnSu/3uvymsDJoxZnw7f3QgJe0+TQ3ZXm5AB5\ni7vMkZjWyFfZeGA/rZGvekWoBu8iMoMN5V1mGOHDwc+t3zxCx8eraH4dXo5U/4COtW1Err1xcIAd\nOBW6Hnk2Zy7kkisHunpmU1NTkzMfXv2a00bNlZFy7UR++jfP8nzPEVwXrAVOge7njvBCgtzt5sni\nUTMkzznnIZ+XsQ7Dshbgr2qzl//lDkinh96IcbJ2GIQC5+Mf8V59+HLm/3DDa4Vqp5pqX3XW6xab\nc+e/lIfOcRcRGaHulItZ8qsn6H72G9Q/Zal7/iQIhUZfhyBL6CzJOe6ZIM1Mc88K3dpgQefSBeuC\ndC7uzHuOeyKRoKnxf8GjQ89d8uYFfP7qOJecewm8+CznPHkXR2yakAPBKh84VdzyoqUv3Y+D5VNV\nsLimClq+SeyZ/aT+9RDrowkaWlYNOzdx/eCR7VVLw7R3rBt2zuD6rKPe4XCYpSvDdKxdN7j+X45d\njeM47PrxR3D+/k6697rc9Sn45098gJ135p8iHQ6HB7f3mvlX88dN7+DuG3bwzojJW9xFIhFWbljP\nxqo0qScex1/lsHLDeiLhr+h8eBGZsYbn3fBz3K/8ZRNN65fCo98GLKT7vaPp3S+AUwNuivC7fSy9\n4QE6vrEuZy6MlCsHlq5cz6c//WmWrlx/XD4AnLUrf66MNLhTt9k/OL3+1a95Ban+Pn7neIN38w54\nYO1zvPqM03h732dzt5sji0fNkB/c7O10yJwXPzDoDr5hMZ0HbyGW6iNU5SNYey6cvdSbJv+b/x5a\n/vXnw9N7oL8XfD5ouSFr+8FzLmYXDJ3j/tr3c+TFI2Ne42ZkrQDeOe7P/uVZ7jt0H27aHXPwLyVk\nrZ2yP+eee64VESmZp/da+9NrvMcK2/vUXnvN7mvs3qdK05eGhga787ZN1m6osfYbxtoNNXbnbZts\nQ0PD0EKZz+OhmwY/l8F+/eKmnJ/V9u3bbUNDg/X5fLahocFu3769oNdGW2b58uW2urraGmNs/YJT\nbGt4iZ03b17O9XO1ZYyx1dXVtjW8xO5MrbG37tyUc32fz2evP/iQPfOu22z9XbfZ1951m73+4EPW\n5/NN4BPOBuyzkyBHp9uP6gKRyhnMkY2zrL3WsXbjrKEcGZanhXz3D5dv+VzPT6TtefPm2Vt3bhrM\ng1NOOcWecsop9upb2+yndr7LXn1rmz3llFPs6aefXnC71haQIflqjEKfL3ONUuo6ZCYrtCaoeMie\nyI8CWkSkODLFy87bNtlU1xq787bcg9nJYrzF2UTWb2hosJvvvMPOv2eHfe1dt9n59+ywm++8I3tn\nxgRp4K66QGS6mWo5klGMHQC5lDJDZHoptCbQVeVFRCa5ct1mLtctcWbylPDM+YkrN6wnddaZ+A89\nydrL24py9XldVb40VBeIVNZUzZFS5GwpM0Sml0JrglEH7saYk4B/BN4G1AIvAY8A91prDxaprxOm\ngBaR6a7Ut5mT0ZWqCJ2qA3fVBSIy3ZQyZ6fqjgwprxO+HZwxZjXwEyAI/Ay4CbgN6Ae+Zoz5oTHm\nDUXqr4iI5FDK28xNZeW6TduiRYt45JFHcF2XRx55ZEYXXKoLRGQ6+nb0Oq5vfInVjsv1jS/x7eh1\nRWtbGSLFNNpV5X9urb0yz2vrjTFzgTNK0CcRERmQue1O5khAMW8zN1Vlph+2d7QNu3JwGEBFUWmp\nLhCRaSUajfKd8B7+oaOa05v6+G1XNd9Zuof5RJUnMunkPeJurb13tBWttYettZqPJiJSQpnb7ryT\nNVNymnwpjoxHIhHaO9o41LyC3dVXcah5Be0dbaPe8kdOnOoCESmGcs2YKkQkEuHrHas4s9ngVBvO\nbDZ8vWOV8kQmpTHv426MWQiEgdcMLG8Aa63VdDgRkTKoIzjlBuwwdGS8Y23bsPvvnviR8UQiwdym\nozw27BSCuU1HSSQSxeq6jEJ1gYhMVKlyYaKG8sQFLGlc5YlMWmMO3IH/BP43cABIl7Y7IiIyXUQi\nETrWttHcswKSKZodPx1r19G6+sSuqBsIBDjcNRuneegUgsNdswkEAkXsvYxCdYGITEipcmGilCcy\nlRQycH/eWntXyXsiIiLTSiKRoKn2KCRTYF1wUzTVnviRjHA4zKqlYdo71g07x329pjaWj+oCEZmQ\nUuXCRClPZCopZOB+pTHm20An0Jt50lr7vZL1SkREprxAIEBXz2yaHT+4KXD8dPWc+JGMzFGZNa1D\nt9jRfXHLSnWBiExIqXJhopQnMpUUMnC/CJgPVDM0Jc4CCmgRkZmsJw7JGNSFoPb4c/DD4TBLV4bp\nWLtu2LmMxTmSsWjRIhVWlaO6QEQmpJS5MFFTOk/GyGGZXgoZuP9Pa+3flbwnIiIydfTE4fYW4qle\nYmkfofd8k+A5F2ctkimEWlfrSMY0o7pARCZEuVBEAzmcmbnABZ0lH7zHk3Fi3TFC9SGCddpRUG6F\nDNz3GmMWWGsfLXlvRERkakjGiKd6aXkxTYo0/nuW03ny2ccF+ZQ+kiH5qC4QkQlTLhRJMuYN2geu\nFUAyVtKBezwZp2VbCyk3hd/x07m4U4P3Mst7H/dh3gI8aIx53BjzsDHmgDHm4VJ3TEREJrG6ELG0\njxTgAinrEuuOVbhTUiaqC0REKq0u5B1pN473WBcq6eZi3TFSbgrXuqTclDK/Ago54v6+kvdCRESm\nltogofd8E/89y0lZF79TQ6g+VOleSXmoLhARqbTaoDc9vkznuIfqQ/gd/+ARd2V++eUduBtjXm6t\n/bO19jdjLVOaromIyGQWPOdiOk8+W+e7zRCqC0REJpnaYNkuShesC9K5uFOZX0GjHXH/vjHmQeD7\nwAPW2r8AGGPOBJqBfwJuBv6r5L0UEZFJKVgXVHjPHKoLRERmMGV+ZeUduFtrW4wxHwAuAd5qjPlb\noB94HLgXWGKtfbY83RQREZFKUl0gIiJSOaOe426tvQ+4r0x9ERERkUlMdYGIiEhlFHJVeRERERER\nERGpEA3cRUSk+Hri8LN271FEREQqQ3k8bWjgLiKSR5I4e2gnyeQJu3gyTvueduLJ4vZpXO0OKwIy\n6215YAvt913Klts/wqVb38Gl/9ZE/Mdfhtuai1osRKNRGhsbcRyHxsZGotHopGpPRGQmqGQ+lvN7\nO9+2SpXFY8o3CM/1fE8cfnipl8M/uYJ4NET7fZcWpc/xZJxL77mUS+/x2hv5t5RGIfdxxxjjAKcO\nX95a+9QY69QB2wbWs8AWa+11xphXAt8F6oFu4J+stb8fWGcVsBRwgc9Za/97nO9HRKQoksTZmm7G\nNSkc62eJbxd1jH4l1SRxuolRT2jMZScinozTsq1l8B6qnYs7i3J113G12xOH21vATRG3Di0vGY65\nKSz2uEW/0we76CX4f9fBh+444X5Go1HC4TAda9toqj1KV89sLvzs51mxYgU9PT0EAgHC4TCLFi0a\nV3vtHW3MbTrK4a7ZrFoaBii4jZlqvHWBagKR6SNJnK204JLCRxXncBFvZLGXez3xkt5XPFcOLF0Z\nZu/evezatYtEIjHuLBhrWyMz4pdHfsnaP6wtehaPaVj+4vi9e7jXBnM//8IB+NFnwLoAxF1oeckl\n9X9vwr9/67j7HE/GB28DBxDaGiLlpgDY8ostGAzuwLZuefAWYktiuvp8CYx5xN0Y0wo8B/wQ76qx\n9wL3FNB2P/AFa+0C4C3AZ40xC4AvAZ3W2rOAzoG/GXjt40AD8D7gxoHCQESk7Lr/uA2XXqyxuPTS\n/cdtoy6fKWR2cgVbaSnJUYhYd4yUm8K1Lik3Raw7Vv52kzGvOLAusVQfvW5vzkE7QAqIucCvvl+U\no+6RSISOtW0096yg+mdX8ezdbVSZNFWmn2O7V7PpymWEw+H8R19GHJGIRCK0d7RxqHkFu6uv4lDz\nCto72ohEIoCOxuczwbpANYHINNFNDJcUFheXXvZxk5d7z2/xBpA/ucJ7HHn0twjTtUfmQHPPCj5x\n3tu56aab2HTlssKyYBzbypURN66/seDMLGqODMtf3JT3d+b5/t6B53vh4Db40aWDg3bwsjgFuNhx\n1w+ZnftX7LqClm0tbHtoG31u3+DraZseHLQD9Ll9RatPJoVJdKpBIUfcPw/8nbX2yHgattY+Azwz\n8PufjDEJ4NXAh4DQwGJbgRiwcuD5W621vcCvjTG/At4Mk2iOqojMGPWPPYtzDrgWnLT3N2/Ov3x2\nIZOim1jRj7qH6kP4Hf/gXv7Mnu+ytlsX8vbouylCfgdfn0t6WGAP5wNCDoCFIhx1TyQSNNUehaRX\nuER+6LL18rfwvi/f6xVwjp+OtetoXR05/khLjiMSiUSCuU1HeWzYv9vcpqMkEonBIy0rN6wnddaZ\n+A89SfjyNkBH45lAXaCaQGT6qCeEg59+juFNoLFe7h3bQd3IgWW+I8ITPBo/MgdwU9xx9/309/fT\n3LMCkqnRs2Cc28qVES/85gVqnJoxM7PoOTIsf3H83t8As+YAae93m4Yjj3qPw4ROCeB/9klS6f5x\n1w8jd+4DVDvVg7+PVO1UF60+qbgi/rdbDIUM3JPAH05kI8aYeuAc4GfAqQMBDvAs3rQ58AL8p8NW\n++3AcyPbuhi4GOCMM844kW6JiORV94fTWHI7dNdBfRLqTjlt1OUzhYxLCgc/9YNjkeIJ1gXpXNw5\nOF2tWNPQxtVubdALrmSMYF2Ibz5zgOX3LcdNuxjAYOnH4gA3+iGYOUb6554T7mcgEKCrZzbNA4VL\n4jlvh0HgVAYLuKZab+B9nBxHKgKBAIe7ZuM0D/27He6aTSAQIBKJsHLDejZWpUk98Tj+KoeVG9YT\nCX9FA/cTrAuKWRMMtKe6QKSM6giyhE4eYhv7uYU0rpd7J50Pzp7jB5a5jhRPcPAzMgdw/DzW/TyB\n+pPB/d3YWTDObeXLiJsX3zxmZhY9R4blb9apCC8dwdtVnvYe3WMjVvQR/EAHnS4Tqh9G7txf/MbF\nLH7jYtb9ZB13//JurLVUO9W8/3Xv57SXn8biNy6ePtPki/jfbjHkHbgbY9oGfn0SiBlj7gV6M69b\na9cXsgFjzMuBHcBl1to/GmMGX7PWWmNM7jmWeVhrtwBbABYuXDiudUVECtawmLrbbqHumT5wqiG0\neNTFM4VMKc9xB2+QXYpAHFe7tcHB4Lq4NsjZc8/OOvctdmAboaOPEnxm99A6Zy894T6Gw2GWrgzT\nsXYdTbVHOeP0G1m84aesf281mDQ4frp6vKLqODmOVITD9axaGqa9Y92w8xfXE4lE+Od//mdSZ51J\n6onHSQN9aZfUWa874UJwKitGXVDsmmBgPdUFImVWR5A6gryRxUO5d0oQLjj7+IFlviPFEzAyB7p6\nZuNUtfGRD34AnNsGt5E3C8a5rXwZUUhmJhKJ4ufIsPwdVBeCqpqhz/fspfD8g97fxoF33Qi1QYIw\nofoh3879Oz5+R9a579NmsD5cEf/bLYbRjrj/9cDjUwM//oEfIM8JjSMYY6rxAvo/rbXfG3j6OWPM\nq6y1zxhjXgUcHnj+aaBu2OqnDzwnIlJ+tUGSn9xE97Ed1J90vleQjCFTyMw0IwuYwd8f3gK/3AGv\nPx/ecPEJbydzhKJ1dYREIkFtbS2u9XHaeevpG7xI0frBc9Sz5DhSsWiR1881rZHBCxpFIt7Uykgk\ngv/Qk/irHPrSLtU+B/+hJ0+4EJziTqguUE0gMn0Mvxjr21g19EKugWW+I8UTMDIHAoEAl1xyCdvv\nupeWYYP5vFkwgW3lyohCBAKB8uRIrs/35Bw7UE5Avh0VpTqYMGkU8b/dorDWjvoDXFDIczmWMXhX\nkN044vmvA18a+P1LwLqB3xuAh4AaYB7eHn1ntG2ce+65VkSkFJ6ye+0aO8teZR27xs6yT9m9le6S\n5LB9+3bb0NBgfT6fbWhosNu3by9au/PmzbOb77zDXn/wIbv5zjvsvHnzitY+sM+OkaOT9WcidUE5\nagKrukCkLCZjPpYqC060T6XMEZk+Cq0JCjnHfRVwewHPjfRW4F+AA8aYBwee+zLwNeA2Y8xS4DfA\nPwFYaw8aY24DHsW7+uxnrc1zxSMRkRIrx8Xm5MQtWrSoJOecZ9qMhL8yoSMt09xE6gLVBCLTxGTM\nx1JlwYlQjkixGW+Qn+MFY94PfAAvRL877KW/ARZYa0e5vnJ5LFy40O7bt6/S3RCRaWj4fWod/Cyh\ns+KFiUwfxpgHrLULK92P8VBdICKgfBQptkJrgtGOuPcA+4APAg8Me/5PwOUn1j0RkcmtXBebE5lC\nVBeIiPJRpELyDtyttQ8BDxljtuOdmzYf7+Izj1trc9+4T0RkGpmpF5sTyUV1gYhkKB9Fyq+Qc9zf\nDdwEPIEX1POMMZdYa+8vac9ERCqtJz55riQqMnmoLhCR8VGeipywQgbu64Fma+2vAIwxrwXuBRTQ\nIjJ99cTh9pahe3de0KliQ8SjukBECqc8FSkKXwHL/CkTzgOexDufTURk+krGvCLDut5jMlbpHolM\nFqoLRKRwylORoijkiPs+Y8x9wG1457JdAPxfY8xHAay13yth/0REKqMu5B0ZyBwhqAtVukcik4Xq\nAhEpnPJUpCgKGbifBDwHvGPg7+eBWcB5eIGtgBaR6ac26E3n0zl5IiOpLhCRwilPRYpizIG7tfai\ncnRERGTSqQ2qwBAZQXWBiIyb8lTkhI15jrsx5vXGmE5jzCMDf7/BGPOV0ndNREREJhvVBSIiIuVX\nyMXpbgZWAX0A1tqHgY+XslMiIiIyaakuEBERKbNCBu4vs9b+fMRz/aXojIiIyGii0SiNjY04jkNj\nYyPRaLTSXZqJVBeISMUoB2SmKmTg/sLAPVotgDHmY8AzJe2ViIjICNFolHA4zKYrl3Fs92o2XbmM\ncDg87qJNRd8JU10gIhVRrBwY7zaVGTIZFHJV+c8CW4D5xpingV8D/1zSXomIiIwQiUToWNtGc88K\nSKZodvx0rF1H6+oIixYtKqiNTNHX3tHG3KajHO6azaqlYYCC2xDVBSJSGcXIgfFQZshkUshV5Z8E\n3mWM+SvAZ639U+m7JSIiki2RSNBUexSSKbAuuCmaao+SSCQKbiMSidDe0cah5hU8Rgqn2U97xzrW\ntJam6JuOVBeISKUUIwfGQ5khk0negbsxpi3P8wBYa9eXqE8iIiLHCQQCdPXMptnxg5sCx09Xz2wC\ngUDBbSQSCeY2HeUxUlhcXFLMbSpd0TedqC4QkUorRg6MhzJDJpPRjrj/9cDj3wH/E7hr4O/zgJEX\npRERESmpcDjM0pVhOtauo6n2KF09s1m6cj2RSKSwBnriBOpP5vA9v8f5iB+XFA5+DneVruibZlQX\niEhFnXAOjFMgEOBw12ycZmWGDOiJQzIGdSGoDZZ103kH7tba1QDGmN3A/8hMhTPGXAXcW5beiYjI\nlBNPxol1xwjVhwg6FC3gMtMSW1dHSCQSBAIBIpECpyv2xOH2FsLBY6z69AbauZy5//i3A+crlq7o\nm05UF4hIpZ1QDkxAOBxm1dIw7R3rhp3jPkUyo8wDzKzsryvvgLZsBmqJzGwPLugs6+C9kIvTnQqk\nhv2dGnhOREQkSzwZp2VbCyk3hd9XRecsS9C4RQu4RYsWTaxAS8bATbHoHAsY1nzxP0h87IWSF33T\nlOoCEamYCefABLcFsKa1PDsKiqbMA8ys7Hf8dC7unJ6D94FaInN9BZKxSTdw3wb83Bhzx8DfHwb+\nrWQ9EhGRKSvWHaO3v5c0aXpdl1jKEPRb6O8te8BlqQuBzwE3zaKF1Sxad2fl+jL1qS4QkRmjnDsK\niiYZ83KXdFnyNyv7+3uJdcem58B9WC2Bz/H+LqNCriofMcbcD7xt4KmLrLX7S9stERGZiua8bA5p\n0gCkgTnerb69v2bNqVi/PGbEo0yE6gIRkUlu1hwYyOJy5G929qeZ87JK530pVa6WKOSIO9baXwC/\nKHFfRERkijvy4hF8xkfapvFhOAKABeODl45UrmPJGKT7vb6k+yt79H8aUF0gIjKJvXQE8AHpsuRv\nVvYbH0derGDel1KFawlf2bYkIiLTXqg+RJWvCoOhyldFqNoBDPiqyj6lLEtdyDvPzzjeYyX7IiIi\nUkp1IXCqKFf+Hpf99aXdXsVUuJbQwF1EJJ+eOPys3XuUgpmB6WPD/7fi09Nrg97Fed66puCL9ESj\nURobG3Ech8bGRqLRaBk6KiIyhSk3s1Q2R8qbv0PZP41PR5tALVFMBU2VFxGZcSp8y4+pKtYdoz/d\nj8XSn+4n1od3cbopNj09Go0SDodZuWE9qbPOxH/oScKXtwFMvYsUiYiUg3IzS0VzpMxTuo/L/ul6\ncboK08BdRCSXCt/yY6oK1YfwO/7B28GF/BYyt4Or5PT0cRaUkUiElRvWs7EqTeqJx/FXOazcsJ5I\n+CsauIuI5KLczFLRHMlM6c5kXhmmyg9mv+OfvlPlp8B93EVEZp4yh950EawL0rm4k1h3jFB9iKCD\nV7zVhSpbwI2zoEwkEqTOOpPUE4+TBvrSLqmzXkcikShXj0VEphblZpaK5khmSneZ8ve47J+uR9un\nwH3cRURmnjKH3nQSrAtmh/Zk+OzGWVAGAgH8h57EX+XQl3ap9jn4Dz1JIBAoS3dFRKYc5WaWiudI\nbbCs/wbHZf90VOGdUxq4i4jkU+bQkxIaZ0EZDocJX942cG7i6/AfepK1l7cRiUTK0l0RkSlJuTlI\nOTINVXjnlAbuIiIyM4yjoMycfxgJf4VEIkEgECASiej8dhERKYhyZJqq4M4pY62tyIaLYeHChXbf\nvn2V7oaIiMi4GGMesNYurHQ/phvVBSIiMtUUWhPoPu4iIiIiIiIik5gG7iIiIiIiIiKTmAbuIiIi\nIiIiIpOYBu4iIiIiIiIik5gG7iIiIiIiIiKTmAbuIiIiIiIiIpOYBu4iIiIiIiIik5gG7iIiIiIi\nIiKTmAbuIiIiIiIiIpOYBu4iIiIiIiIik5gG7iIiIiIiIiKTmAbuIiIiIiIiIpOYBu4iIiJ5RKNR\nGhsbcRyHxsZGotFopbskIiJTiHJEikUDdxERmRaKXRxFo1HC4TCtka+y8cB+WiNfJRwOq+gSEZnk\nJstgWTkixVRV6Q6IiEhxxJNxYt0xQvUhgnXBirS15YEt7NjfwfmvqOXit66A2iD0xOHn64g/+yDb\n+oBT38Ti4IoT7uNwmeKoY20bTbVH6eqZzdKVYQAWLVo0oTYjkQgrN6xnq1K+gQAAIABJREFUY1Wa\n1BOP469yWLlhPZHwVybcpoiIlFYp8mCiCsmRYmY34GVuMgZ1IS+DJ7jcYL9ePofgC/u9JxsW525z\nWFtxlwm9nxP9HPKtX/TPt4KMtbY0DRtTB2wDTgUssMVae50x5irg08DzA4t+2Vp738A6q4ClgAt8\nzlr736NtY+HChXbfvn0l6b+IyFQST8Zp2dZCyk3hd/x0Lu6ccEBNtK0tD2zhknsuGfz7phofZzcs\nInYwyhybpjUFqYHXanzV7Pr/fly0EG1sbGTTlcto7lkBbgocP7tq19G6ejOPPPLIhNp0HIeNB/az\n8YnHSQMO8PnX/h2XnX0OruueUH+NMQ9YaxeeUCNTSDlqAlBdICKlyYOJGitHipndgDeAvr1l8H1z\nQWf+gfbI5SBr8O31qxe/TdM5C4IO3rL/FMtu8+Et0Lkc0i5xqmh5yZBK9xf8fuLJONse2sYtD96C\nm3Yn9Dnk+xyL/vmWSKE1QSmnyvcDX7DWLgDeAnzWGLNg4LUN1to3DfxkAnoB8HGgAXgfcKMxxilh\n/0REpo1Yd4yUm8K1Lik3Raw7Vva2djy6I+vvjr40Lb/4T67oTbN82KAdIJXuO6E+jpRIJGiqPeoV\nIdYFN0VT7VESiURB6+eaVhkIBPAfehK/z8EBqn0O/kNPEggEitbvGUQ1gYiUxYnmwWjGOwV/rBwp\nZnYD3sB72Psmmae9kcsd3OYN5H9yBdzeQuzAtoF+pUkBscy+arcvu82eOHR+FtJ9QJpYqm9c7ycz\nsL7pgZtO6HPI9zkW/fOtsJJNlbfWPgM8M/D7n4wxCeDVo6zyIeBWa20v8GtjzK+ANwPxUvVRRGS6\nCNWH8Dv+wb3KofpQ2ds6f8H5/ODJHwz+XWvgAbzDpRbvSEMm+/3Gd0J9HCkQCNDVM5tmxz94BKGr\nZ3ZBg+zMtMr2jjbmNh3lcNdsVi0N8w//8A+svbyNlRvWkzrrdfgPPcnay9uIRCJF6/dMoZpARMrl\nRPJgNPmyAvJPwQ+Hw4RHyZFiZjfgTXsf9r6py9PeyOUgayAf8jHQL++Ieyiz29Spzm4zGYN0evDP\nUJUPv1s1eMR9rPeTGVhbvBngBjOhzyHf51j0z7fCSjZVPmsjxtQDu4FGoA24CPgDsA9vD/zvjTE3\nAD+11v7HwDodwP3W2v/K166mxImIDJk057j//DrO/8NjnO2ztLxkSeHDb2BjdZr9aeD/tXf3UZKV\n9YHHv7+umZohzLCGEci8NA6EtxlQhheBOrJsYesGWE4MKi4Ed4jgwc1hs7rZnGwmrEddDhnXXQ2c\naBJJfAE1sGjMyiGR1bTUqmzBiAwoDKLs0qQHkDGjhBllpmaqn/2jqqGBeenpurdebn0/58ypqttV\nT/8eLl3P73fv89wbI6w9/8+onHJVRzHOtOc1jR/juuuu2++axpNOOon3/8m/5Ufn/j5NGpQoc+xd\nH+Ha3/lzrrnmGq677joeeeQRVq1axTXXXJPJGslhmyo/U145AZgXSOpsPNiXfY0V+5qCf8stt+xz\nHOmLNe7wiqnzL6xV39ca9+kp97t3wsgIjH2C+i+/dtb9mTmVfd7IPN615l2sPXnt0K1xn21OkHvh\nHhGLgP8NXJdS+nJEHAH8I60TMNcCS1NKV8x2kI6Iq4CrAI488sjTnnjiiVzjlyTNQTshqJeXUNu+\ntTVglphdMjFH+0uO9qZUKvH3Oz7EN+d/kESToMQ5uz7ImxZ+oOO17HszrIV71jlB+2fmBZJeYq7j\nwb70YqzoqtkW/Fl9rm0QCuu8zTYnyPWq8hExH/hr4AsppS8DpJSemfHzvwDuaL98Ehid8fEV7W0v\nkVK6EbgRWkfW84lcktSRZRVYVqECVF6+PSeXXnrpnBKzVatWseXbr6J0bvmFsyhbvt35tEq9VB45\nQbsN8wJJLzHX8WBfCj9WtMftrn2urTJaGdqC/UDldnG6iAjgU8AjKaWPzdi+dMbbLgKm55bcDlwS\nEQsi4ijgWGBDXvFJkgStNYjrrvwYx971Ec7Z9UGOvesjrLvyY1xzzTW9Dq0wzAkkDTrHCvVanmfc\n3wD8G+D7EfFAe9sfApdGxBpa0+ImgPcApJQejojbgE20rj57dUqpAPNOJEn9bPqszLW/8+K0yk7X\nQuoVzAkkDTTHCvVaVy5OlxcvQiNJGkTDusY9b+YFkqRB0w/3cZckSZIkSR2ycJckSZIkqY9ZuEuS\nJEmS1Mcs3CVJkiRJ6mMW7pIkSZIk9TELd0mSJEmS+piFuyRJkiRJfczCXZIkSZKkPmbhLkmSJElS\nH7NwlyRJkiSpj1m4S5IkSZLUxyzcJUmSJEnqYxbukqTueKoO965vPUqSpMHn2N4183odgCRpCDxV\nhy+OQbMBpTJcPA7LKr2OSpIkzZVje1d5xl2SlL/JWmtgT83W42St1xFJkqROOLZ3lYW7JCl/o1Xq\nqcT6RlBPJRit9joiSZLUidFq60x7lFqPfTa21yfrrP/WeuqTxZjG71R5SVLu6k0Yez5oNKHcDMab\n4GQ6SZIG2LJKa3r8ZK1VtPfRNPn6ZJ2xm8doNBuUS2XG145TGe2f+ObCM+6SpNzVJmo0pnbTJNGY\n2k1totbrkCRJUqeWVeDMdX1VtEM772g2aKYmjWajEHmHhbskKXfVlVXKpTKlKFEulamurPY6JEmS\nVFBFzDucKi9Jyl1ltML42nFqEzWqK6sDP11NkiT1ryLmHRbukqSuqIxWCjFwSpKk/le0vMOp8pIk\nSZIk9TELd0mSJEmS+piFuyRJkiRJfczCXZIkSZKkPmbhLkmSJElSH7NwlyRJkiSpj1m4S5IkSZLU\nxyzcJUmSJEnqYxbukiRJkiT1sXm9DkCSpAO1a9cuNm/ezI4dO3odyj4tXLiQFStWMH/+/F6HIklS\nYQ1CXtBpTmDhLkkaOJs3b2bx4sWsXLmSiOh1OHuUUmLr1q1s3ryZo446qtfhSJJUWP2eF2SREzhV\nXpI0cHbs2MGSJUv6cnCeFhEsWbKkr4/+S5JUBP2eF2SRE1i4S5IGUr8OzjMNQoySJBVBv4+5ncZn\n4S5J0hzdeeedHH/88RxzzDF8+MMf7nU4kiSpR/LOCSzcJUmag2azydVXX81Xv/pVNm3axC233MKm\nTZt6HZYkSeqybuQEFu6SpKGw4zsP8bPrP8eO7zyUSXsbNmzgmGOO4eijj6ZcLnPJJZfwla98JZO2\nJUlSvrLMC7qRE3hVeUlS4e34zkM89db3kXbtIubPZ9mXr2fh60/qqM0nn3yS0dHRF16vWLGCe++9\nt9NQJUlSzrLOC7qRE3jGXZJUeM/fvZG0axc0p0i7dvH83Rt7HZIkSeqRQcwLLNwlSYV30BtOIebP\nh9IIMX8+B73hlI7bXL58OZOTky+83rx5M8uXL++4XUmSlK+s84Ju5AROlZckFd7C15/Esi9fz/N3\nb+SgN5zS8TR5gNe//vX86Ec/4vHHH2f58uXceuut/NVf/VUG0UqSpDxlnRd0IyewcJckDYWFrz8p\nk4J92rx58/j4xz/Or/3ar9FsNrniiis48cQTM2tfkiTlJ8u8oBs5gYW7JElzdMEFF3DBBRf0OgxJ\nktRjeecErnGXJOXnqTrcu7712FafrLP+W+upT9b38UFJktSX9jC2F9H2xnae3vY02xvbex0K4Bl3\nSVJbfbJObaJGdWWVymil43aWNJ5l630fozoyRWXeCBx+KvVDjmXsgdtopCbl0gLG14539LskSVJG\nnqrDZA1Gq7Bsz2NzfeON1L52dWtsLy+Ai8db753FZ/fnhTxk0RIqja0dtQWtwnvbzm0sXrCYReVF\nB/zZH279IVNpipHtIxy35LgDbiNruRXuEbEQ+CawoP17vpRS+kBEHAr8D2AlMAG8I6X0s/Zn1gFX\nAk3g36eU/lde8UlSEWRZbI/dPEaj2aBcKs+5oJ5uZ+funUwxxQitQWD8oCkqP95A7R820Jhqfck3\nmjupTdQs3IeAOYEkvVRW43dmnqrDF8eg2YBS+cWCfIb6ZJ2xO/4djandlIHxtIPKZK31w/18dn9e\nzEN2Uk5TjP/SyEsPDBygTgvvbTu3MZWmAJhKU2zbua3nhXueU+V3Am9MKZ0MrAHOi4izgD8AxlNK\nxwLj7ddExGrgEuBE4DzgTyOilGN8kjTQpge599/1fsZuHuto6nltokaj2aCZmjSaDWoTtY7amaI9\n2AENoNZs/bxagjJQAspRorqyOueYNVDMCSSpLcvxOzOTtVbhnZqtx+mCfIbaRI3G1O7WwXeg1kxw\n0JJZfXZ/XsxDplpt756ac1uw58L7QCxesJiRaJXKIzHC4gWL5xRHlnIr3FPL9IKA+e1/CXgLcFN7\n+03Ab7SfvwW4NaW0M6X0OPAYcEZe8UnSoMuq2AaorqxSLpUpRYlyqTzngnq6nZH28DJCq1Cvtkuu\nSgnGD4JrF85j/MKP98dZBuXOnECSXpTl+J2Z0WrrbHmUWo+j1Ve8pbqySnlkXuvgO1CdF/D81ll9\ndn9ezENG2m2PzLkt6LzwXlRexHFLjmP54uV9MU0ecl7j3j46/l3gGOATKaV7I+KIlNLT7bf8GDii\n/Xw5cM+Mj29ub5Mk7cH0IDc9vb2Ts9eV0Qrja8c7nrY3s50lv7SErc9spPrIp6mwCyLghEupLDmR\nSofr1jR4zAkkqSXL8Tszyyqtaen7WKdeGa0wfuHHX7rGffq9+/ns/rwkD8lgjft04T3XNe7TbfRD\nwT4t18I9pdQE1kTEq4C/iYiTXvbzFBHpQNqMiKuAqwCOPPLIzGKVpEGTVbE9s70szoC/op01azu+\nYE0/uuKKK7jjjjs4/PDDeeihh3odTt/LIycA8wJJgyfr8Tszyyr7Hacrp1xF5YjXvnJcn8Vn9yer\nPGRatwvvvPOCrtwOLqX0LHAXrXVqz0TEUoD245b2254ERmd8bEV728vbujGldHpK6fTDDjss38Al\nqc9VRius++fr+mfQ35NlFThzXaGKdoDf+q3f4s477+x1GAMny5yg3Z55gaSBMxDj994UdFzvVN55\nQW6Fe0Qc1j6qTkQcBLwZ+AFwO3B5+22XA19pP78duCQiFkTEUcCxwIa84pMkDZl6Hdavbz1m4Jxz\nzuHQQw/NpK2iMyeQJPWdAcsL8pwqvxS4qb2mbQS4LaV0R0TUgdsi4krgCeAdACmlhyPiNmATsBu4\nuj2tTpKkztTrMDYGjQaUyzA+DhXPFHSROYEkqX8MYF6QW+GeUvoecMoetm8FxvbymeuA6/KKSZI0\npGq11uDcbLYea7W+H6CLxJxAktRXBjAv6Moad0mSeqpabR1RL5Vaj9VqryOSJEm9MoB5Qa5XlZck\nqS9UKq1pcLVaa3Du86PqkiQpRwOYF3jGXZLUHU/V4d71rcdeqFRg3brMBudLL72USqXCo48+yooV\nK/jUpz6VSbuSJPVEr8fpbhuwvMAz7pKk/D1Vhy+OQbMBpTJcPD7wt5G55ZZbeh2CJEnZKOA43W15\n5wWecZck5aY+WWf9t9ZT/97NrWQgNVuPk7VehyZJkqZN1no2Tr+QK0wOyZn+OfKMuyQpF/XJOmM3\nnUuj2aBcmsf4QSUqQetI/mi11+FJkqRpo9XW+Dx9xn1f4/RT9VZhP1rt+Kx8fbLO2M1j7VyhzPja\ncSqjnunfEwt3SVIuat+/mUZzJ02g0dxF7cjfoHLkGZkM9JIkKUPLKq3p8fsryDOeUl+bqNFoNmim\nJo1mg9pEzcJ9LyzcJUm5qI5AGWjQeqwu/hU4c12Po5IkSXu0rLL/InxPU+o7KNyrK6uUS+UXzrhX\nV1bn3FbRWbhL0gCrT9apTdSorqz23RHqyuvWMv7wp6k1dlEtz6fyurW9DkmSpL7Qz+P3Ph3IlPpZ\nqIxWGF87Ppj/LbrMwl2SBlTfrwtbVqFyaY3KzGl3Ga6LkyRpEPX9+L0vs51SfwAqo5WX9t9cYY+8\nqrwkDag9rQvrO8sqrenx00X7F8fg7ve3Hgf8PrGTk5Oce+65rF69mhNPPJEbbrih1yFJkgbAQIzf\n+zJzbM/agOYK3cgJLNwlaUBNrwsrRWkw1oW118XVdzdZ/4sdrVvEDbB58+bx0Y9+lE2bNnHPPffw\niU98gk2bNvU6LElSnxu48bubenhbupfb3tjO09ueZntj+37f242cwKnykjSgBm5d2GiVeiox9nyT\nBonyfZ9h/MS13Yt7Ux0erMHJVVjd+e9cunQpS5cuBWDx4sWsWrWKJ598ktWrV3fctiSpuAZu/O6m\njNfQ79M+8oLtje38cOsPmUpTjGwf4bglx7GovGivTXUjJ7Bwl6QB9op1Yf1sWYXaqitofOeTNEk0\npnZ377Yvm+rwn8ZgVwPml+G/jmdSvE+bmJhg48aNnHnmmZm1KUkqroEav7sphzX0e7SfvGDbzm1M\npSkAptIU23Zu22fhPlNeOYFT5SVJXVN97VrK8xZ2f3rgg7XW4DzVbD0+WMus6e3bt/O2t72N66+/\nnkMOOSSzdiVJGkp5rqGftp+8YPGCxYxEq1QeiREWL1g8q2bzzAk84y5J6pqeTQ88udo6oj59ZP3k\naibN7tq1i7e97W1cdtllvPWtb82kTUmSlLP95AWLyos4bslxbNu5jcULFs/qbHveOYGFuySpq3oy\nPXB1pTUNLsM17iklrrzySlatWsXv/u7vdtyeJEnqklnkBYvKi2Y9Pb4bOYGFuyRpOKyuZLqu/e67\n7+Zzn/scr33ta1mzZg0Af/RHf8QFF1yQ2e+QJEk5yTAv6EZOYOEuSdIcnH322aSUeh2GJEnqsW7k\nBF6cTpIkSZKkPmbhLkmSJElSH7NwlyRJkiSpj1m4S5IkSZLUxyzcJUmSJEnqYxbukiRJkiT1MQt3\nSZLmYMeOHZxxxhmcfPLJnHjiiXzgAx/odUiSJKkHupETeB93SZLmYMGCBXzjG99g0aJF7Nq1i7PP\nPpvzzz+fs846q9ehSZKkLupGTuAZd0nScHiqDveubz1mICJYtGgRALt27WLXrl1ERCZtS5KknGWY\nF3QjJ/CMuySp+J6qwxfHoNmAUhkuHodllY6bbTabnHbaaTz22GNcffXVnHnmmRkEK0mScpVDXpB3\nTuAZd0lS8U3WWoNzarYeJ2uZNFsqlXjggQfYvHkzGzZs4KGHHsqkXUmSlKMc8oK8cwILd0lS8Y1W\nW0fUo9R6HK1m2vyrXvUqzj33XO68885M25UkSTnIMS/IKyewcJckFd+ySmsa3BuuzWya/E9+8hOe\nffZZAJ5//nm+/vWvc8IJJ3TcriRJylnGeUE3cgLXuEuShsOySiYF+7Snn36ayy+/nGazydTUFO94\nxzu48MILM2tfkiTlKMO8oBs5gYW7JClz9ck6tYka1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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8768354f98>" ] }, "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,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].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 N')\n", "ax[1].set_xlabel('model Si')\n", "ax[0].plot(dJDF['mod_nitrate'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')\n", "ax[1].plot(dJDF['mod_silicon'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8762b14b38>]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8U/TB4w0aB5KxRlMGdh/Ygt9M2iol8SJtQDgc5uHpT/CL46cw6axzmdT7Cvgn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\nD44KGgAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f87638f48d0>" ] }, "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_votemper']].values-data.loc[iii,['ConsT']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_vosaline']].values-data.loc[iii,['AbsSal']].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 T')\n", "ax[0].set_xlim(-15,10)\n", "ax[1].set_xlabel('model - obs S')\n", "ax[1].set_xlim(-40,20)\n", "ax[0].plot(dJDF['mod_votemper']-dJDF['ConsT'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')\n", "ax[1].plot(dJDF['mod_vosaline']-dJDF['AbsSal'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8763854c18>]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Z8XMvaIb6M9EEDWqdeInkF+Wn4LVBY6PMbPSBdGwOHSLAVWhmqwezTEjFIpqu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\niZeGINOUIdGQoK/YR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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8762ccada0>" ] }, "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,['ConsT']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['AbsSal']].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('obs T')\n", "ax[0].set_xlim(0,23)\n", "ax[1].set_xlabel('obs S')\n", "ax[1].set_xlim(0,35)\n", "ax[0].plot(dJDF['ConsT'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')\n", "ax[1].plot(dJDF['AbsSal'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x7f8762b3aeb8>]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fsY/8r/IByOllNw0+Vb9v9c/pUM7xaO4fJ/Lec6rc5w7UVP1E3Z+P93/X8PZH1CS/1Ifv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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f8762b3add8>" ] }, "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_votemper']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_vosaline']].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 T')\n", "ax[0].set_xlim(0,23)\n", "ax[1].set_xlabel('model S')\n", "ax[1].set_xlim(0,35)\n", "ax[0].plot(dJDF['mod_votemper'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')\n", "ax[1].plot(dJDF['mod_vosaline'],dJDF['Z'],'ko',markeredgecolor='k',markerfacecolor='None')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (py39)", "language": "python", "name": "py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 4 }