{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DFO Si Plots"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import os\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 gsw\n",
"import matplotlib.gridspec as gridspec\n",
"import matplotlib as mpl\n",
"import matplotlib.dates as mdates\n",
"import cmocean as cmo\n",
"import scipy.interpolate as sinterp\n",
"import pickle\n",
"import cmocean\n",
"\n",
"mpl.rc('xtick', labelsize=12)\n",
"mpl.rc('ytick', labelsize=12)\n",
"mpl.rc('legend', fontsize=12)\n",
"mpl.rc('axes', titlesize=12)\n",
"mpl.rc('axes', labelsize=12)\n",
"mpl.rc('figure', titlesize=12)\n",
"mpl.rc('font', size=12)\n",
"mpl.rc('text', usetex=True)\n",
"mpl.rc('text.latex', preamble = ','.join(r'''\n",
" \\usepackage{txfonts}\n",
" \\usepackage{lmodern}\n",
" '''.split()))\n",
"mpl.rc('font', family='sans-serif', weight='normal', style='normal')\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Hour | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Depth | \n",
" Ammonium | \n",
" Ammonium_units | \n",
" Chlorophyll_Extracted | \n",
" Chlorophyll_Extracted_units | \n",
" N | \n",
" Si | \n",
" Silicate_units | \n",
" AbsSal | \n",
" ConsT | \n",
" Z | \n",
" dtUTC | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 12.0 | \n",
" NaN | \n",
" None | \n",
" 5.28 | \n",
" mg/m^3 | \n",
" 6.6 | \n",
" 13.6 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 12.0 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 1 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 21.5 | \n",
" NaN | \n",
" None | \n",
" 0.61 | \n",
" mg/m^3 | \n",
" 21.2 | \n",
" 45.0 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 21.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 2 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 30.5 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 23.5 | \n",
" 47.4 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 30.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 3 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 52.3 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 28.0 | \n",
" 50.2 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 52.3 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 4 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 75.4 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 26.5 | \n",
" 49.1 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 75.4 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n",
"0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n",
"1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n",
"2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n",
"3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n",
"4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n",
"\n",
" Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n",
"0 None 5.28 mg/m^3 6.6 \n",
"1 None 0.61 mg/m^3 21.2 \n",
"2 None NaN mg/m^3 23.5 \n",
"3 None NaN mg/m^3 28.0 \n",
"4 None NaN mg/m^3 26.5 \n",
"\n",
" Si Silicate_units AbsSal ConsT Z dtUTC \n",
"0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n",
"1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n",
"2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n",
"3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n",
"4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df=et.loadDFO()\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n",
" navlon=mesh.variables['nav_lon'][:,:]\n",
" navlat=mesh.variables['nav_lat'][:,:]\n",
" tmask=mesh.variables['tmask'][:,:,:,:]\n",
" gdept=mesh.variables['gdept_1d'][0,:]\n",
" e3t0=mesh.variables['e3t_0'][0,:,:,:]\n",
"bathy=np.sum(e3t0,0)\n",
"with nc.Dataset('/results/SalishSea/hindcast.201812/01jan16/SalishSea_1h_20160101_20160101_ptrc_T.nc') as ftemp:\n",
" bounds=np.copy(ftemp.variables['deptht_bounds'][:,:])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(Lat,Lon)= 47.05 -122.31666666666666 not matched to domain\n",
"(Lat,Lon)= 47.1 -122.7 not matched to domain\n",
"(Lat,Lon)= 47.1 -122.68333333333334 not matched to domain\n",
"(Lat,Lon)= 47.166666666666664 -122.51666666666667 not matched to domain\n",
"(Lat,Lon)= 49.29933333333334 -122.983 not matched to domain\n",
"(Lat,Lon)= 49.30222166666667 -122.94861166666666 not matched to domain\n",
"(Lat,Lon)= 49.3025 -122.939445 not matched to domain\n",
"(Lat,Lon)= 49.3025 -122.93277833333333 not matched to domain\n",
"(Lat,Lon)= 49.304833333333335 -122.94116666666666 not matched to domain\n",
"(Lat,Lon)= 49.306945 -122.941945 not matched to domain\n",
"(Lat,Lon)= 49.30722166666666 -122.93527833333333 not matched to domain\n",
"(Lat,Lon)= 49.312778333333334 -122.94111166666667 not matched to domain\n",
"(Lat,Lon)= 49.312778333333334 -122.9325 not matched to domain\n",
"(Lat,Lon)= 50.47666666666667 -126.17833333333333 not matched to domain\n",
"(Lat,Lon)= 50.4882 -126.3484 not matched to domain\n",
"(Lat,Lon)= 50.49666666666667 -126.31166666666667 not matched to domain\n",
"(Lat,Lon)= 50.60466666666667 -126.35616666666667 not matched to domain\n",
"(Lat,Lon)= 50.60516666666667 -126.3565 not matched to domain\n",
"(Lat,Lon)= 50.605333333333334 -126.3565 not matched to domain\n",
"(Lat,Lon)= 50.6318 -126.4979 not matched to domain\n",
"(Lat,Lon)= 50.63466666666667 -126.422 not matched to domain\n",
"(Lat,Lon)= 50.63483333333333 -126.42216666666667 not matched to domain\n",
"(Lat,Lon)= 50.63483333333333 -126.42166666666667 not matched to domain\n",
"(Lat,Lon)= 50.63483333333333 -126.4215 not matched to domain\n",
"(Lat,Lon)= 50.63483333333333 -126.42133333333334 not matched to domain\n",
"(Lat,Lon)= 50.635 -126.425 not matched to domain\n",
"(Lat,Lon)= 50.635 -126.4225 not matched to domain\n",
"(Lat,Lon)= 50.63516666666666 -126.42233333333333 not matched to domain\n",
"(Lat,Lon)= 50.6355 -126.4245 not matched to domain\n",
"(Lat,Lon)= 50.63783333333333 -126.35433333333333 not matched to domain\n",
"(Lat,Lon)= 50.655 -126.183 not matched to domain\n",
"(Lat,Lon)= 50.655166666666666 -126.18466666666667 not matched to domain\n",
"(Lat,Lon)= 50.65533333333333 -126.183 not matched to domain\n",
"(Lat,Lon)= 50.65533333333333 -126.18283333333333 not matched to domain\n",
"(Lat,Lon)= 50.66016666666667 -126.10983333333333 not matched to domain\n",
"(Lat,Lon)= 50.66983333333334 -126.067 not matched to domain\n",
"(Lat,Lon)= 50.67066666666667 -126.48383333333334 not matched to domain\n",
"(Lat,Lon)= 50.671166666666664 -126.48416666666667 not matched to domain\n",
"(Lat,Lon)= 50.671166666666664 -126.48383333333334 not matched to domain\n",
"(Lat,Lon)= 50.671166666666664 -126.48316666666666 not matched to domain\n",
"(Lat,Lon)= 50.67133333333334 -126.48333333333333 not matched to domain\n",
"(Lat,Lon)= 50.6715 -126.4835 not matched to domain\n",
"(Lat,Lon)= 50.6715 -126.48316666666666 not matched to domain\n",
"(Lat,Lon)= 50.67283333333334 -126.48016666666666 not matched to domain\n",
"(Lat,Lon)= 50.6795 -125.93683333333334 not matched to domain\n",
"(Lat,Lon)= 50.68443333333333 -126.23803333333333 not matched to domain\n",
"(Lat,Lon)= 50.69166666666667 -125.8445 not matched to domain\n",
"(Lat,Lon)= 50.69316666666667 -125.7835 not matched to domain\n",
"(Lat,Lon)= 50.693333333333335 -125.785 not matched to domain\n",
"(Lat,Lon)= 50.693666666666665 -125.78316666666667 not matched to domain\n",
"(Lat,Lon)= 50.72 -126.5735 not matched to domain\n",
"(Lat,Lon)= 50.72 -126.57333333333334 not matched to domain\n",
"(Lat,Lon)= 50.72 -126.57316666666667 not matched to domain\n",
"(Lat,Lon)= 50.720166666666664 -126.5735 not matched to domain\n",
"(Lat,Lon)= 50.720166666666664 -126.57316666666667 not matched to domain\n",
"(Lat,Lon)= 50.720166666666664 -126.57266666666666 not matched to domain\n",
"(Lat,Lon)= 50.7265 -126.18183333333333 not matched to domain\n",
"(Lat,Lon)= 50.7265 -126.1815 not matched to domain\n",
"(Lat,Lon)= 50.7265 -126.18116666666667 not matched to domain\n",
"(Lat,Lon)= 50.72666666666667 -126.182 not matched to domain\n",
"(Lat,Lon)= 50.727 -126.18116666666667 not matched to domain\n",
"(Lat,Lon)= 50.72716666666667 -126.18066666666667 not matched to domain\n",
"(Lat,Lon)= 50.73611666666667 -126.15408333333333 not matched to domain\n",
"(Lat,Lon)= 50.783166666666666 -126.61166666666666 not matched to domain\n",
"(Lat,Lon)= 50.7835 -126.61166666666666 not matched to domain\n",
"(Lat,Lon)= 50.78366666666667 -126.61133333333333 not matched to domain\n",
"(Lat,Lon)= 50.784 -126.61366666666666 not matched to domain\n",
"(Lat,Lon)= 50.784 -126.61183333333334 not matched to domain\n",
"(Lat,Lon)= 50.7845 -126.611 not matched to domain\n",
"(Lat,Lon)= 50.784666666666666 -126.61933333333333 not matched to domain\n",
"(Lat,Lon)= 50.78516666666667 -126.618 not matched to domain\n",
"(Lat,Lon)= 50.7926 -126.48951666666666 not matched to domain\n",
"(Lat,Lon)= 50.797016666666664 -126.49456666666667 not matched to domain\n",
"(Lat,Lon)= 50.801 -125.62166666666667 not matched to domain\n",
"(Lat,Lon)= 50.801050000000004 -126.49818333333333 not matched to domain\n",
"(Lat,Lon)= 50.802533333333336 -126.49893333333333 not matched to domain\n",
"(Lat,Lon)= 50.8046 -126.5291 not matched to domain\n",
"(Lat,Lon)= 50.80765 -126.4941 not matched to domain\n",
"(Lat,Lon)= 50.81283333333333 -126.52383333333333 not matched to domain\n",
"(Lat,Lon)= 50.813 -126.52483333333333 not matched to domain\n",
"(Lat,Lon)= 50.81333333333333 -126.52533333333334 not matched to domain\n",
"(Lat,Lon)= 50.814 -126.52566666666667 not matched to domain\n",
"(Lat,Lon)= 50.815666666666665 -126.42466666666667 not matched to domain\n",
"(Lat,Lon)= 50.81763333333333 -126.2207 not matched to domain\n",
"(Lat,Lon)= 50.820166666666665 -126.39266666666667 not matched to domain\n",
"(Lat,Lon)= 50.839 -126.33066666666667 not matched to domain\n",
"(Lat,Lon)= 50.839 -126.32833333333333 not matched to domain\n",
"(Lat,Lon)= 50.839166666666664 -126.329 not matched to domain\n",
"(Lat,Lon)= 50.839333333333336 -126.328 not matched to domain\n",
"(Lat,Lon)= 50.84 -126.33 not matched to domain\n",
"(Lat,Lon)= 50.84016666666667 -126.32883333333334 not matched to domain\n",
"(Lat,Lon)= 50.840333333333334 -126.33166666666666 not matched to domain\n",
"(Lat,Lon)= 50.8405 -126.3295 not matched to domain\n",
"(Lat,Lon)= 50.8553 -126.51111666666667 not matched to domain\n",
"(Lat,Lon)= 50.861333333333334 -126.6195 not matched to domain\n",
"(Lat,Lon)= 50.8615 -126.6195 not matched to domain\n",
"(Lat,Lon)= 50.8615 -126.61866666666667 not matched to domain\n",
"(Lat,Lon)= 50.861666666666665 -126.62 not matched to domain\n",
"(Lat,Lon)= 50.86183333333334 -126.6215 not matched to domain\n",
"(Lat,Lon)= 50.862 -126.619 not matched to domain\n",
"(Lat,Lon)= 50.8735 -126.552 not matched to domain\n",
"(Lat,Lon)= 50.873916666666666 -126.62033333333333 not matched to domain\n",
"(Lat,Lon)= 50.8762 -126.6183 not matched to domain\n",
"(Lat,Lon)= 50.884966666666664 -126.42748333333333 not matched to domain\n",
"(Lat,Lon)= 50.89233333333333 -126.57666666666667 not matched to domain\n",
"(Lat,Lon)= 50.9086 -126.5451 not matched to domain\n",
"(Lat,Lon)= 50.91466666666667 -126.24516666666666 not matched to domain\n",
"(Lat,Lon)= 50.915 -126.2455 not matched to domain\n",
"(Lat,Lon)= 50.91566666666667 -126.245 not matched to domain\n",
"(Lat,Lon)= 50.91898333333334 -126.27181666666667 not matched to domain\n",
"(Lat,Lon)= 50.935833333333335 -126.482 not matched to domain\n",
"(Lat,Lon)= 50.93633333333333 -126.4815 not matched to domain\n",
"(Lat,Lon)= 50.941066666666664 -126.48468333333334 not matched to domain\n",
"(Lat,Lon)= 50.99816666666667 -126.72866666666667 not matched to domain\n",
"(Lat,Lon)= 50.998333333333335 -126.72766666666666 not matched to domain\n",
"(Lat,Lon)= 50.998333333333335 -126.7275 not matched to domain\n",
"(Lat,Lon)= 50.9985 -126.7275 not matched to domain\n",
"(Lat,Lon)= 51.008833333333335 -126.70366666666666 not matched to domain\n",
"(Lat,Lon)= 51.009 -126.7035 not matched to domain\n",
"(Lat,Lon)= 51.009 -126.70283333333333 not matched to domain\n",
"(Lat,Lon)= 51.009166666666665 -126.70416666666667 not matched to domain\n",
"(Lat,Lon)= 51.018 -126.523 not matched to domain\n",
"(Lat,Lon)= 51.037166666666664 -126.71633333333334 not matched to domain\n",
"(Lat,Lon)= 51.0375 -126.71716666666667 not matched to domain\n",
"(Lat,Lon)= 51.0375 -126.717 not matched to domain\n",
"(Lat,Lon)= 51.03783333333333 -126.71633333333334 not matched to domain\n",
"(Lat,Lon)= 51.038333333333334 -126.7165 not matched to domain\n",
"(Lat,Lon)= 51.041333333333334 -125.568 not matched to domain\n",
"(Lat,Lon)= 51.062333333333335 -126.7455 not matched to domain\n",
"(Lat,Lon)= 51.0625 -126.742 not matched to domain\n",
"(Lat,Lon)= 51.06333333333333 -126.74333333333334 not matched to domain\n",
"(Lat,Lon)= 51.0635 -126.74266666666666 not matched to domain\n",
"(Lat,Lon)= 51.099666666666664 -126.74783333333333 not matched to domain\n",
"(Lat,Lon)= 51.099833333333336 -126.74983333333333 not matched to domain\n",
"(Lat,Lon)= 51.1 -126.75 not matched to domain\n",
"(Lat,Lon)= 51.10016666666667 -126.75 not matched to domain\n",
"(Lat,Lon)= 51.10066666666667 -126.74916666666667 not matched to domain\n",
"(Lat,Lon)= 51.13633333333333 -126.6915 not matched to domain\n",
"(Lat,Lon)= 51.1665 -126.94683333333333 not matched to domain\n",
"(Lat,Lon)= 51.1665 -126.94666666666667 not matched to domain\n",
"(Lat,Lon)= 51.166666666666664 -126.9465 not matched to domain\n",
"(Lat,Lon)= 51.1805 -126.92416666666666 not matched to domain\n",
"(Lat,Lon)= 51.18066666666667 -126.92433333333334 not matched to domain\n",
"(Lat,Lon)= 51.183166666666665 -126.65833333333333 not matched to domain\n",
"(Lat,Lon)= 51.183166666666665 -126.658 not matched to domain\n",
"(Lat,Lon)= 51.1835 -126.65833333333333 not matched to domain\n",
"(Lat,Lon)= 51.18366666666667 -126.6585 not matched to domain\n",
"(Lat,Lon)= 51.3595 -127.11933333333333 not matched to domain\n",
"(Lat,Lon)= 51.67433333333334 -127.28216666666667 not matched to domain\n",
"(Lat,Lon)= 51.67466666666667 -127.284 not matched to domain\n",
"(Lat,Lon)= 51.675 -127.28416666666666 not matched to domain\n",
"(Lat,Lon)= 51.675 -127.28366666666666 not matched to domain\n",
"(Lat,Lon)= 51.67516666666667 -127.28466666666667 not matched to domain\n",
"(Lat,Lon)= 51.675333333333334 -127.285 not matched to domain\n",
"(Lat,Lon)= 51.675333333333334 -127.2835 not matched to domain\n",
"(Lat,Lon)= 51.6755 -127.2835 not matched to domain\n",
"(Lat,Lon)= 51.675666666666665 -127.293 not matched to domain\n",
"(Lat,Lon)= 51.6775 -127.3335 not matched to domain\n",
"(Lat,Lon)= 51.678 -127.33333333333333 not matched to domain\n",
"(Lat,Lon)= 51.678333333333335 -127.332 not matched to domain\n",
"(Lat,Lon)= 51.678333333333335 -127.33166666666666 not matched to domain\n",
"(Lat,Lon)= 51.6785 -127.332 not matched to domain\n",
"(Lat,Lon)= 51.678666666666665 -127.33266666666667 not matched to domain\n",
"(Lat,Lon)= 51.678666666666665 -127.332 not matched to domain\n",
"(Lat,Lon)= 51.678666666666665 -127.3315 not matched to domain\n",
"(Lat,Lon)= 51.67883333333333 -127.3325 not matched to domain\n",
"(Lat,Lon)= 51.679 -127.33233333333334 not matched to domain\n"
]
}
],
"source": [
"#d1=et._gridHoriz(df.loc[df.Z>150].copy(deep=True),tmask,navlon,navlat,wrapSearch=False,resetIndex=True);\n",
"d1=et._gridHoriz(df.copy(deep=True),tmask,navlon,navlat,wrapSearch=False,resetIndex=True);\n",
"d1['k']=np.nan\n",
"for ind, row in d1.iterrows():\n",
" ik=et._getZInd_bin(row['Z'],None,boundsFlag=True)\n",
" if (not np.isnan(ik)) and (tmask[0,ik,row['j'],row['i']]==1):\n",
" d1.loc[ind,['k']]=ik"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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LemfRS2RhOwCgAbVq8iFQzyTNK9oHkh6iXR4ljSTdF553IelCkp7p+T7HjRMry9ypuwPt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\nD7TG6PavadENAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# drop Saanich Inlet\n",
"tmask2=np.copy(tmask[0,0,:,:])\n",
"tmask2[328:371,180:217]=tmask[0,0,328:371,180:217]+2\n",
"plt.pcolormesh(tmask2)\n",
"plt.xlim(150,250)\n",
"plt.ylim(310,400)\n",
"d1.drop(d1.loc[(d1.i>=180)&(d1.i<217)&(d1.j>=328)&(d1.j<371)].index.values,inplace=True)\n",
"# also drop east side Vancouver Island points:\n",
"d1.drop(d1.loc[(d1.i<10)&(d1.j>=460)&(d1.j<480)].index.values,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"d1['YD']=[(dt.datetime(int(yy),int(mm),int(dd))-dt.datetime(int(yy),1,1)).total_seconds()/(24*3600) for yy,mm,dd in zip(d1['Year'].values,d1['Month'].values,d1['Day'].values)]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([2006.])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.unique(d1.loc[(d1.N==0)&(d1.Z>20),['Year']])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Hour | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Depth | \n",
" Ammonium | \n",
" Ammonium_units | \n",
" ... | \n",
" Si | \n",
" Silicate_units | \n",
" AbsSal | \n",
" ConsT | \n",
" Z | \n",
" dtUTC | \n",
" j | \n",
" i | \n",
" k | \n",
" YD | \n",
"
\n",
" \n",
" \n",
" \n",
" 11627 | \n",
" 2006.0 | \n",
" 6.0 | \n",
" 16.0 | \n",
" 6.132222 | \n",
" 49.443333 | \n",
" -124.337167 | \n",
" 125.2 | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 17.4 | \n",
" umol/L | \n",
" 30.487816 | \n",
" 8.774221 | \n",
" 124.095477 | \n",
" 2006-06-16 06:07:56 | \n",
" 567 | \n",
" 183 | \n",
" 27.0 | \n",
" 166.0 | \n",
"
\n",
" \n",
"
\n",
"
1 rows × 23 columns
\n",
"
"
],
"text/plain": [
" Year Month Day Hour Lat Lon Pressure Depth \\\n",
"11627 2006.0 6.0 16.0 6.132222 49.443333 -124.337167 125.2 NaN \n",
"\n",
" Ammonium Ammonium_units ... Si Silicate_units AbsSal \\\n",
"11627 NaN None ... 17.4 umol/L 30.487816 \n",
"\n",
" ConsT Z dtUTC j i k YD \n",
"11627 8.774221 124.095477 2006-06-16 06:07:56 567 183 27.0 166.0 \n",
"\n",
"[1 rows x 23 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d1.loc[(d1.N==0)&(d1.Z>20)]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" | \n",
" Year | \n",
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" Hour | \n",
" Lat | \n",
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" Pressure | \n",
" Depth | \n",
" Ammonium | \n",
" Ammonium_units | \n",
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" 100.0 | \n",
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" NaN | \n",
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" 1932-04-01 22:00:00 | \n",
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" 351 | \n",
" 327 | \n",
" NaN | \n",
" 91.0 | \n",
"
\n",
" \n",
" 21433 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 1.0 | \n",
" 18.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-04-01 18:00:00 | \n",
" 351 | \n",
" 327 | \n",
" 21.0 | \n",
" 91.0 | \n",
"
\n",
" \n",
" 21434 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 1.0 | \n",
" 18.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-04-01 18:00:00 | \n",
" 351 | \n",
" 327 | \n",
" 23.0 | \n",
" 91.0 | \n",
"
\n",
" \n",
" 21435 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 1.0 | \n",
" 18.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-04-01 18:00:00 | \n",
" 351 | \n",
" 327 | \n",
" NaN | \n",
" 91.0 | \n",
"
\n",
" \n",
" 21436 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 1.0 | \n",
" 18.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 180.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 180.0 | \n",
" 1932-04-01 18:00:00 | \n",
" 351 | \n",
" 327 | \n",
" NaN | \n",
" 91.0 | \n",
"
\n",
" \n",
" 21444 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 2.0 | \n",
" 5.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-04-02 05:00:00 | \n",
" 351 | \n",
" 327 | \n",
" 21.0 | \n",
" 92.0 | \n",
"
\n",
" \n",
" 21445 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 2.0 | \n",
" 5.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-04-02 05:00:00 | \n",
" 351 | \n",
" 327 | \n",
" 23.0 | \n",
" 92.0 | \n",
"
\n",
" \n",
" 21446 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 2.0 | \n",
" 5.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-04-02 05:00:00 | \n",
" 351 | \n",
" 327 | \n",
" NaN | \n",
" 92.0 | \n",
"
\n",
" \n",
" 21447 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 2.0 | \n",
" 5.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 180.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 180.0 | \n",
" 1932-04-02 05:00:00 | \n",
" 351 | \n",
" 327 | \n",
" NaN | \n",
" 92.0 | \n",
"
\n",
" \n",
" 21455 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 17.0 | \n",
" 22.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-04-17 22:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 21.0 | \n",
" 107.0 | \n",
"
\n",
" \n",
" 21456 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 17.0 | \n",
" 22.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-04-17 22:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 23.0 | \n",
" 107.0 | \n",
"
\n",
" \n",
" 21457 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 17.0 | \n",
" 22.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-04-17 22:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 26.0 | \n",
" 107.0 | \n",
"
\n",
" \n",
" 21465 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 18.0 | \n",
" 11.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-04-18 11:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 21.0 | \n",
" 108.0 | \n",
"
\n",
" \n",
" 21466 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 18.0 | \n",
" 11.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-04-18 11:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 23.0 | \n",
" 108.0 | \n",
"
\n",
" \n",
" 21467 | \n",
" 1932.0 | \n",
" 4.0 | \n",
" 18.0 | \n",
" 11.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-04-18 11:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 26.0 | \n",
" 108.0 | \n",
"
\n",
" \n",
" 21474 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 7.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-05-05 07:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 21.0 | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21475 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 7.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-05-05 07:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 23.0 | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21476 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 7.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-05-05 07:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21477 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 7.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 180.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 180.0 | \n",
" 1932-05-05 07:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21485 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 20.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-05-05 20:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 21.0 | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21486 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 20.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-05-05 20:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 23.0 | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21487 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 20.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-05-05 20:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21488 | \n",
" 1932.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 20.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 180.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 180.0 | \n",
" 1932-05-05 20:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 125.0 | \n",
"
\n",
" \n",
" 21496 | \n",
" 1932.0 | \n",
" 6.0 | \n",
" 24.0 | \n",
" 23.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-06-24 23:00:00 | \n",
" 351 | \n",
" 327 | \n",
" 21.0 | \n",
" 175.0 | \n",
"
\n",
" \n",
" 21497 | \n",
" 1932.0 | \n",
" 6.0 | \n",
" 24.0 | \n",
" 23.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-06-24 23:00:00 | \n",
" 351 | \n",
" 327 | \n",
" 23.0 | \n",
" 175.0 | \n",
"
\n",
" \n",
" 21498 | \n",
" 1932.0 | \n",
" 6.0 | \n",
" 24.0 | \n",
" 23.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-06-24 23:00:00 | \n",
" 351 | \n",
" 327 | \n",
" NaN | \n",
" 175.0 | \n",
"
\n",
" \n",
" 21499 | \n",
" 1932.0 | \n",
" 6.0 | \n",
" 24.0 | \n",
" 23.0 | \n",
" 48.866667 | \n",
" -122.866667 | \n",
" NaN | \n",
" 200.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 200.0 | \n",
" 1932-06-24 23:00:00 | \n",
" 351 | \n",
" 327 | \n",
" NaN | \n",
" 175.0 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 21569 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 18.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-08-14 18:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 21.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21570 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 18.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-08-14 18:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 23.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21571 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 18.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-08-14 18:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21572 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 18.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 150.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 150.0 | \n",
" 1932-08-14 18:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21580 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 10.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-08-14 10:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 21.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21581 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 10.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-08-14 10:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 23.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21582 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 10.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-08-14 10:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21583 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 10.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 150.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 150.0 | \n",
" 1932-08-14 10:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21591 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 6.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-08-14 06:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 21.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21592 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 6.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-08-14 06:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 23.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21593 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 6.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-08-14 06:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21594 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 6.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 150.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 150.0 | \n",
" 1932-08-14 06:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21602 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 1.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-08-14 01:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 21.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21603 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 1.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-08-14 01:00:00 | \n",
" 728 | \n",
" 126 | \n",
" 23.0 | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21604 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 1.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1932-08-14 01:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21605 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 14.0 | \n",
" 1.0 | \n",
" 49.966667 | \n",
" -125.166667 | \n",
" NaN | \n",
" 150.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 150.0 | \n",
" 1932-08-14 01:00:00 | \n",
" 728 | \n",
" 126 | \n",
" NaN | \n",
" 226.0 | \n",
"
\n",
" \n",
" 21613 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 18.0 | \n",
" 19.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-08-18 19:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 21.0 | \n",
" 230.0 | \n",
"
\n",
" \n",
" 21614 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 18.0 | \n",
" 19.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-08-18 19:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 23.0 | \n",
" 230.0 | \n",
"
\n",
" \n",
" 21622 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 18.0 | \n",
" 8.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-08-18 08:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 21.0 | \n",
" 230.0 | \n",
"
\n",
" \n",
" 21623 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 18.0 | \n",
" 8.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-08-18 08:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 23.0 | \n",
" 230.0 | \n",
"
\n",
" \n",
" 21631 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 19.0 | \n",
" 2.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1932-08-19 02:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 21.0 | \n",
" 231.0 | \n",
"
\n",
" \n",
" 21632 | \n",
" 1932.0 | \n",
" 8.0 | \n",
" 19.0 | \n",
" 2.0 | \n",
" 48.566667 | \n",
" -123.016667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1932-08-19 02:00:00 | \n",
" 303 | \n",
" 267 | \n",
" 23.0 | \n",
" 231.0 | \n",
"
\n",
" \n",
" 22348 | \n",
" 1953.0 | \n",
" 7.0 | \n",
" 21.0 | \n",
" 23.0 | \n",
" 47.516667 | \n",
" -122.466667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1953-07-21 23:00:00 | \n",
" 62 | \n",
" 219 | \n",
" 21.0 | \n",
" 201.0 | \n",
"
\n",
" \n",
" 22349 | \n",
" 1953.0 | \n",
" 7.0 | \n",
" 21.0 | \n",
" 23.0 | \n",
" 47.516667 | \n",
" -122.466667 | \n",
" NaN | \n",
" 50.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 50.0 | \n",
" 1953-07-21 23:00:00 | \n",
" 62 | \n",
" 219 | \n",
" NaN | \n",
" 201.0 | \n",
"
\n",
" \n",
" 22350 | \n",
" 1953.0 | \n",
" 7.0 | \n",
" 21.0 | \n",
" 23.0 | \n",
" 47.516667 | \n",
" -122.466667 | \n",
" NaN | \n",
" 75.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 75.0 | \n",
" 1953-07-21 23:00:00 | \n",
" 62 | \n",
" 219 | \n",
" NaN | \n",
" 201.0 | \n",
"
\n",
" \n",
" 22351 | \n",
" 1953.0 | \n",
" 7.0 | \n",
" 21.0 | \n",
" 23.0 | \n",
" 47.516667 | \n",
" -122.466667 | \n",
" NaN | \n",
" 100.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 100.0 | \n",
" 1953-07-21 23:00:00 | \n",
" 62 | \n",
" 219 | \n",
" NaN | \n",
" 201.0 | \n",
"
\n",
" \n",
" 22360 | \n",
" 1953.0 | \n",
" 7.0 | \n",
" 22.0 | \n",
" 15.0 | \n",
" 48.416667 | \n",
" -122.583333 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1953-07-22 15:00:00 | \n",
" 244 | \n",
" 312 | \n",
" NaN | \n",
" 202.0 | \n",
"
\n",
" \n",
" 22542 | \n",
" 1954.0 | \n",
" 7.0 | \n",
" 11.0 | \n",
" 17.5 | \n",
" 47.216667 | \n",
" -122.816667 | \n",
" NaN | \n",
" 30.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 30.0 | \n",
" 1954-07-11 17:30:00 | \n",
" 28 | \n",
" 132 | \n",
" 21.0 | \n",
" 191.0 | \n",
"
\n",
" \n",
" 22543 | \n",
" 1954.0 | \n",
" 7.0 | \n",
" 11.0 | \n",
" 17.5 | \n",
" 47.216667 | \n",
" -122.816667 | \n",
" NaN | \n",
" 35.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 35.0 | \n",
" 1954-07-11 17:30:00 | \n",
" 28 | \n",
" 132 | \n",
" 22.0 | \n",
" 191.0 | \n",
"
\n",
" \n",
" 22549 | \n",
" 1954.0 | \n",
" 7.0 | \n",
" 11.0 | \n",
" 10.6 | \n",
" 47.366667 | \n",
" -122.666667 | \n",
" NaN | \n",
" 25.0 | \n",
" NaN | \n",
" None | \n",
" ... | \n",
" 0.0 | \n",
" mmol/m**3 | \n",
" NaN | \n",
" NaN | \n",
" 25.0 | \n",
" 1954-07-11 10:36:00 | \n",
" 47 | \n",
" 172 | \n",
" NaN | \n",
" 191.0 | \n",
"
\n",
" \n",
"
\n",
"
80 rows × 23 columns
\n",
"
"
],
"text/plain": [
" Year Month Day Hour Lat Lon Pressure Depth \\\n",
"21422 1932.0 4.0 1.0 22.0 48.866667 -122.866667 NaN 30.0 \n",
"21423 1932.0 4.0 1.0 22.0 48.866667 -122.866667 NaN 50.0 \n",
"21424 1932.0 4.0 1.0 22.0 48.866667 -122.866667 NaN 100.0 \n",
"21425 1932.0 4.0 1.0 22.0 48.866667 -122.866667 NaN 180.0 \n",
"21433 1932.0 4.0 1.0 18.0 48.866667 -122.866667 NaN 30.0 \n",
"21434 1932.0 4.0 1.0 18.0 48.866667 -122.866667 NaN 50.0 \n",
"21435 1932.0 4.0 1.0 18.0 48.866667 -122.866667 NaN 100.0 \n",
"21436 1932.0 4.0 1.0 18.0 48.866667 -122.866667 NaN 180.0 \n",
"21444 1932.0 4.0 2.0 5.0 48.866667 -122.866667 NaN 30.0 \n",
"21445 1932.0 4.0 2.0 5.0 48.866667 -122.866667 NaN 50.0 \n",
"21446 1932.0 4.0 2.0 5.0 48.866667 -122.866667 NaN 100.0 \n",
"21447 1932.0 4.0 2.0 5.0 48.866667 -122.866667 NaN 180.0 \n",
"21455 1932.0 4.0 17.0 22.0 48.566667 -123.016667 NaN 30.0 \n",
"21456 1932.0 4.0 17.0 22.0 48.566667 -123.016667 NaN 50.0 \n",
"21457 1932.0 4.0 17.0 22.0 48.566667 -123.016667 NaN 100.0 \n",
"21465 1932.0 4.0 18.0 11.0 48.566667 -123.016667 NaN 30.0 \n",
"21466 1932.0 4.0 18.0 11.0 48.566667 -123.016667 NaN 50.0 \n",
"21467 1932.0 4.0 18.0 11.0 48.566667 -123.016667 NaN 100.0 \n",
"21474 1932.0 5.0 5.0 7.0 49.966667 -125.166667 NaN 30.0 \n",
"21475 1932.0 5.0 5.0 7.0 49.966667 -125.166667 NaN 50.0 \n",
"21476 1932.0 5.0 5.0 7.0 49.966667 -125.166667 NaN 100.0 \n",
"21477 1932.0 5.0 5.0 7.0 49.966667 -125.166667 NaN 180.0 \n",
"21485 1932.0 5.0 5.0 20.0 49.966667 -125.166667 NaN 30.0 \n",
"21486 1932.0 5.0 5.0 20.0 49.966667 -125.166667 NaN 50.0 \n",
"21487 1932.0 5.0 5.0 20.0 49.966667 -125.166667 NaN 100.0 \n",
"21488 1932.0 5.0 5.0 20.0 49.966667 -125.166667 NaN 180.0 \n",
"21496 1932.0 6.0 24.0 23.0 48.866667 -122.866667 NaN 30.0 \n",
"21497 1932.0 6.0 24.0 23.0 48.866667 -122.866667 NaN 50.0 \n",
"21498 1932.0 6.0 24.0 23.0 48.866667 -122.866667 NaN 100.0 \n",
"21499 1932.0 6.0 24.0 23.0 48.866667 -122.866667 NaN 200.0 \n",
"... ... ... ... ... ... ... ... ... \n",
"21569 1932.0 8.0 14.0 18.0 49.966667 -125.166667 NaN 30.0 \n",
"21570 1932.0 8.0 14.0 18.0 49.966667 -125.166667 NaN 50.0 \n",
"21571 1932.0 8.0 14.0 18.0 49.966667 -125.166667 NaN 100.0 \n",
"21572 1932.0 8.0 14.0 18.0 49.966667 -125.166667 NaN 150.0 \n",
"21580 1932.0 8.0 14.0 10.0 49.966667 -125.166667 NaN 30.0 \n",
"21581 1932.0 8.0 14.0 10.0 49.966667 -125.166667 NaN 50.0 \n",
"21582 1932.0 8.0 14.0 10.0 49.966667 -125.166667 NaN 100.0 \n",
"21583 1932.0 8.0 14.0 10.0 49.966667 -125.166667 NaN 150.0 \n",
"21591 1932.0 8.0 14.0 6.0 49.966667 -125.166667 NaN 30.0 \n",
"21592 1932.0 8.0 14.0 6.0 49.966667 -125.166667 NaN 50.0 \n",
"21593 1932.0 8.0 14.0 6.0 49.966667 -125.166667 NaN 100.0 \n",
"21594 1932.0 8.0 14.0 6.0 49.966667 -125.166667 NaN 150.0 \n",
"21602 1932.0 8.0 14.0 1.0 49.966667 -125.166667 NaN 30.0 \n",
"21603 1932.0 8.0 14.0 1.0 49.966667 -125.166667 NaN 50.0 \n",
"21604 1932.0 8.0 14.0 1.0 49.966667 -125.166667 NaN 100.0 \n",
"21605 1932.0 8.0 14.0 1.0 49.966667 -125.166667 NaN 150.0 \n",
"21613 1932.0 8.0 18.0 19.0 48.566667 -123.016667 NaN 30.0 \n",
"21614 1932.0 8.0 18.0 19.0 48.566667 -123.016667 NaN 50.0 \n",
"21622 1932.0 8.0 18.0 8.0 48.566667 -123.016667 NaN 30.0 \n",
"21623 1932.0 8.0 18.0 8.0 48.566667 -123.016667 NaN 50.0 \n",
"21631 1932.0 8.0 19.0 2.0 48.566667 -123.016667 NaN 30.0 \n",
"21632 1932.0 8.0 19.0 2.0 48.566667 -123.016667 NaN 50.0 \n",
"22348 1953.0 7.0 21.0 23.0 47.516667 -122.466667 NaN 30.0 \n",
"22349 1953.0 7.0 21.0 23.0 47.516667 -122.466667 NaN 50.0 \n",
"22350 1953.0 7.0 21.0 23.0 47.516667 -122.466667 NaN 75.0 \n",
"22351 1953.0 7.0 21.0 23.0 47.516667 -122.466667 NaN 100.0 \n",
"22360 1953.0 7.0 22.0 15.0 48.416667 -122.583333 NaN 30.0 \n",
"22542 1954.0 7.0 11.0 17.5 47.216667 -122.816667 NaN 30.0 \n",
"22543 1954.0 7.0 11.0 17.5 47.216667 -122.816667 NaN 35.0 \n",
"22549 1954.0 7.0 11.0 10.6 47.366667 -122.666667 NaN 25.0 \n",
"\n",
" Ammonium Ammonium_units ... Si Silicate_units AbsSal ConsT \\\n",
"21422 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21423 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21424 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21425 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21433 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21434 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21435 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21436 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21444 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21445 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21446 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21447 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21455 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21456 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21457 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21465 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21466 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21467 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21474 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21475 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21476 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21477 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21485 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21486 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21487 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21488 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21496 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21497 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21498 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21499 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"... ... ... ... ... ... ... ... \n",
"21569 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21570 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21571 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21572 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21580 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21581 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21582 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21583 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21591 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21592 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21593 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21594 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21602 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21603 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21604 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21605 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21613 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21614 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21622 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21623 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21631 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"21632 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22348 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22349 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22350 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22351 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22360 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22542 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22543 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"22549 NaN None ... 0.0 mmol/m**3 NaN NaN \n",
"\n",
" Z dtUTC j i k YD \n",
"21422 30.0 1932-04-01 22:00:00 351 327 21.0 91.0 \n",
"21423 50.0 1932-04-01 22:00:00 351 327 23.0 91.0 \n",
"21424 100.0 1932-04-01 22:00:00 351 327 NaN 91.0 \n",
"21425 180.0 1932-04-01 22:00:00 351 327 NaN 91.0 \n",
"21433 30.0 1932-04-01 18:00:00 351 327 21.0 91.0 \n",
"21434 50.0 1932-04-01 18:00:00 351 327 23.0 91.0 \n",
"21435 100.0 1932-04-01 18:00:00 351 327 NaN 91.0 \n",
"21436 180.0 1932-04-01 18:00:00 351 327 NaN 91.0 \n",
"21444 30.0 1932-04-02 05:00:00 351 327 21.0 92.0 \n",
"21445 50.0 1932-04-02 05:00:00 351 327 23.0 92.0 \n",
"21446 100.0 1932-04-02 05:00:00 351 327 NaN 92.0 \n",
"21447 180.0 1932-04-02 05:00:00 351 327 NaN 92.0 \n",
"21455 30.0 1932-04-17 22:00:00 303 267 21.0 107.0 \n",
"21456 50.0 1932-04-17 22:00:00 303 267 23.0 107.0 \n",
"21457 100.0 1932-04-17 22:00:00 303 267 26.0 107.0 \n",
"21465 30.0 1932-04-18 11:00:00 303 267 21.0 108.0 \n",
"21466 50.0 1932-04-18 11:00:00 303 267 23.0 108.0 \n",
"21467 100.0 1932-04-18 11:00:00 303 267 26.0 108.0 \n",
"21474 30.0 1932-05-05 07:00:00 728 126 21.0 125.0 \n",
"21475 50.0 1932-05-05 07:00:00 728 126 23.0 125.0 \n",
"21476 100.0 1932-05-05 07:00:00 728 126 NaN 125.0 \n",
"21477 180.0 1932-05-05 07:00:00 728 126 NaN 125.0 \n",
"21485 30.0 1932-05-05 20:00:00 728 126 21.0 125.0 \n",
"21486 50.0 1932-05-05 20:00:00 728 126 23.0 125.0 \n",
"21487 100.0 1932-05-05 20:00:00 728 126 NaN 125.0 \n",
"21488 180.0 1932-05-05 20:00:00 728 126 NaN 125.0 \n",
"21496 30.0 1932-06-24 23:00:00 351 327 21.0 175.0 \n",
"21497 50.0 1932-06-24 23:00:00 351 327 23.0 175.0 \n",
"21498 100.0 1932-06-24 23:00:00 351 327 NaN 175.0 \n",
"21499 200.0 1932-06-24 23:00:00 351 327 NaN 175.0 \n",
"... ... ... ... ... ... ... \n",
"21569 30.0 1932-08-14 18:00:00 728 126 21.0 226.0 \n",
"21570 50.0 1932-08-14 18:00:00 728 126 23.0 226.0 \n",
"21571 100.0 1932-08-14 18:00:00 728 126 NaN 226.0 \n",
"21572 150.0 1932-08-14 18:00:00 728 126 NaN 226.0 \n",
"21580 30.0 1932-08-14 10:00:00 728 126 21.0 226.0 \n",
"21581 50.0 1932-08-14 10:00:00 728 126 23.0 226.0 \n",
"21582 100.0 1932-08-14 10:00:00 728 126 NaN 226.0 \n",
"21583 150.0 1932-08-14 10:00:00 728 126 NaN 226.0 \n",
"21591 30.0 1932-08-14 06:00:00 728 126 21.0 226.0 \n",
"21592 50.0 1932-08-14 06:00:00 728 126 23.0 226.0 \n",
"21593 100.0 1932-08-14 06:00:00 728 126 NaN 226.0 \n",
"21594 150.0 1932-08-14 06:00:00 728 126 NaN 226.0 \n",
"21602 30.0 1932-08-14 01:00:00 728 126 21.0 226.0 \n",
"21603 50.0 1932-08-14 01:00:00 728 126 23.0 226.0 \n",
"21604 100.0 1932-08-14 01:00:00 728 126 NaN 226.0 \n",
"21605 150.0 1932-08-14 01:00:00 728 126 NaN 226.0 \n",
"21613 30.0 1932-08-18 19:00:00 303 267 21.0 230.0 \n",
"21614 50.0 1932-08-18 19:00:00 303 267 23.0 230.0 \n",
"21622 30.0 1932-08-18 08:00:00 303 267 21.0 230.0 \n",
"21623 50.0 1932-08-18 08:00:00 303 267 23.0 230.0 \n",
"21631 30.0 1932-08-19 02:00:00 303 267 21.0 231.0 \n",
"21632 50.0 1932-08-19 02:00:00 303 267 23.0 231.0 \n",
"22348 30.0 1953-07-21 23:00:00 62 219 21.0 201.0 \n",
"22349 50.0 1953-07-21 23:00:00 62 219 NaN 201.0 \n",
"22350 75.0 1953-07-21 23:00:00 62 219 NaN 201.0 \n",
"22351 100.0 1953-07-21 23:00:00 62 219 NaN 201.0 \n",
"22360 30.0 1953-07-22 15:00:00 244 312 NaN 202.0 \n",
"22542 30.0 1954-07-11 17:30:00 28 132 21.0 191.0 \n",
"22543 35.0 1954-07-11 17:30:00 28 132 22.0 191.0 \n",
"22549 25.0 1954-07-11 10:36:00 47 172 NaN 191.0 \n",
"\n",
"[80 rows x 23 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d1.loc[(d1.Si==0)&(d1.Z>20)]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def binmean(ddf,latEdges,lonEdges):\n",
" latbins=np.digitize(ddf.Lat,latEdges)\n",
" lonbins=np.digitize(ddf.Lon,lonEdges)\n",
" midLats=.5*(latEdges[:-1]+latEdges[1:])\n",
" midLons=.5*(lonEdges[:-1]+lonEdges[1:])\n",
" xxlon,xxlat=np.meshgrid(midLons,midLats)\n",
" sums=np.zeros(np.shape(xxlon))\n",
" counts=np.zeros(np.shape(xxlon))\n",
" means=np.nan*np.ones(np.shape(xxlon))\n",
" for jj in range(0,len(midLats)):\n",
" for ii in range(0,len(midLons)):\n",
" if len(ddf.loc[(latbins==jj+1)&(lonbins==ii+1),['Si']])>=1:\n",
" means[jj,ii]=np.sum(ddf.loc[(latbins==jj+1)&(lonbins==ii+1),['Si']])/len(ddf.loc[(latbins==jj+1)&(lonbins==ii+1),['Si']])\n",
" return xxlon, xxlat, means"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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j5jsKLPe0cX4a2mxibnYO62rLJ6T3cjSL7oppQUeJ6WQ9VaJp0NF0KfSVwPSC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2eC2ZGyWzNSpm0ngF0AjgIY90+QW3faer9X1SkrafOtH0JnsuDS/k+zpGv94BYzo6TVBR0tP229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0JWIedNQM6Chxg46agSmOsrKaQyixAcSQGiEiu6352HqsOdnq6wdFpD6K4II5iIn50NGMCeIn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\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ou8FqY2hEGZhRqkt9GU2RT2a0NsxoezCj+TCj1D12MpqlsTovIq+orCSG9S3EaRueYY3W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\nAAAA4fx/rdQGpYLD2jkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(12,4,figsize=(16,50))\n",
"#kk=30 #36,34,32,30\n",
"simin=40\n",
"simax=80\n",
"for mon in range(1,13):\n",
" iax=ax[mon-1,0]\n",
" kk=30\n",
" iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n",
" viz_tools.set_aspect(iax,coords='map')\n",
" idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n",
" lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n",
" #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n",
" mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n",
" plt.colorbar(mesh,ax=iax)\n",
" iax.set_title('Depth='+str(gdept[kk]))\n",
" iax.set_ylabel('Month='+str(mon))\n",
" iax.set_xlim(-126,-122)\n",
" iax.set_ylim(47.1,50.5)\n",
" \n",
" iax=ax[mon-1,1]\n",
" kk=32\n",
" iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n",
" viz_tools.set_aspect(iax,coords='map')\n",
" idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n",
" lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n",
" #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n",
" mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n",
" plt.colorbar(mesh,ax=iax)\n",
" iax.set_title('Depth='+str(gdept[kk]))\n",
" iax.set_xlim(-126,-122)\n",
" iax.set_ylim(47.1,50.5)\n",
" \n",
" iax=ax[mon-1,2]\n",
" kk=34\n",
" iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n",
" viz_tools.set_aspect(iax,coords='map')\n",
" idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n",
" lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n",
" #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n",
" mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n",
" plt.colorbar(mesh,ax=iax)\n",
" iax.set_title('Depth='+str(gdept[kk]))\n",
" iax.set_xlim(-126,-122)\n",
" iax.set_ylim(47.1,50.5)\n",
" \n",
" iax=ax[mon-1,3]\n",
" kk=36\n",
" iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n",
" viz_tools.set_aspect(iax,coords='map')\n",
" idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n",
" lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n",
" #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n",
" mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n",
" plt.colorbar(mesh,ax=iax)\n",
" iax.set_title('Depth='+str(gdept[kk]))\n",
" iax.set_xlim(-126,-122)\n",
" iax.set_ylim(47.1,50.5)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(10,4))\n",
"#kk=30 #36,34,32,30\n",
"simin=40\n",
"simax=80\n",
"for mon in range(1,2):\n",
"\n",
" iax=ax[0];#ax[mon-1,1]\n",
" kk=32\n",
" iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n",
" viz_tools.set_aspect(iax,coords='map')\n",
" d1bath=np.array([bathy[j,i] for i,j in zip(d1['i'],d1['j'])])\n",
" df0=d1.loc[(d1.Lon<-123.3)&(d1.Lon>-123.6)&(d1.Lat<49.2)&(d1.Lat>48.85)&(d1.Si>=0)&(d1bath>400)]\n",
" lo,la,mm=binmean(df0,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n",
" #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n",
" mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n",
" plt.colorbar(mesh,ax=iax)\n",
" #iax.set_title('Depth='+str(gdept[kk]))\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Kq/q/C8YyoKQ7ISw5JZBU2AFfZRK5fapI3umhem3vhvzGujl7y/caPr895d8tWHkROVas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\nYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,3,figsize=(16,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=37\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs CT, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NbLt3PUXmwnBWHU/+OWtburTl+p9F6C9B9Ef/+8b27ANlNW1j5z1qdGZi/fe/dtahSH6G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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=36\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JofcffZD3H30QgPw58wDYcySd3LTT1D60gOTf/Bi92sPYg3ajqvx/Taam5TR55PDxH6pp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QAAAg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\nA7HWJ2UQjyPNAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=34\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CGI1+vGFv7rGzzT1z7UNq+oTktm99/sITw/kesaC17v7FUkotBo56n64AGv02bVRKLdZa\n745m/0a9/SWwtQjc3oqKzZXGc4C5kX86XzOvUJJLQviRGCb8DVmMHOLYLYQQ4bIvX077xo2BU+ms\nVuzLl8euUz6rGVfJpZ4k2TSceowby0owai5VNRrT3RJsJ2icXwkKEpwmcFkxNaVi6zAKfbclOwHY\ncyYBNPxp4U4sHgszmrNwuxRNXV0UHJxLS7ILZ6Kma88s2r3vpbSZK4594dyb3zqsZyrEeLVCa/2Y\n9+9pgH9V1XogHwi4UFNKFWEsfEpe3jiatB2u0jXnLlZ83G1Gu1ywCDHUIophEr9ESBK7hRAxYiso\nAIzaTbqpCZWain358u52ETuSbBqMm3bytzcFf+n1+fNRViuf37Onu6214Szc9AoZednASVJW3sqp\nv22BE2BWJtSEBOKPn0/8JcAZWPjWbLDAJ/90Bjduyuf8mcW1F2L3WDiZ3crJ8ytIr5lCh91EQqdi\nynlZAX2YTPrwnbsY1cbiiKNo89YzOdrvhj1orYsxBtGydOlSPdT9GvWaQyzREapdCDEgA4lhEr9E\nSBK7hRAxZCsokOTSCCTJpmGSNGsWTfv20elwYEtJAeDM4b0AZCR657pNXExzzYcAqC6NivfWXKrD\nGBXl/de5+ZcTWbvtf+ja6+YzZz9Di8XNr57+DiiYVn8+9Qry0m3c/MuJUTxDIca9G4H1fs8bMUYG\n+GQwgGTUuJecZ0y/CNYuhBhKEsPE0JHYLYSIoc7ychnZNAJJgfBhMuHSSwE4+fvfd7edPXYAgIx4\n73JyOZ/G2VaLWVtRgEpMNNqbAL/FQdo7nfyu/E0md04irzWNYxNb+KP5bbLJJsGVjgJm2AJXExFC\nDLulBNY3+S0w0+95mtQ6GYBla8HSo5yYJcFoF0IMJYlhYuhI7BZCxEhneTntGzd2rz6nm5po37iR\nzvLyGPdMSLJpmOR98YsA1Gzb1t3WcOIwAJlxLaBMYE/D5WojyZMMgCnZeKSFgGUS1+54Freni1tq\nr0ej+cMNz6LRfJ/v02L1oDww326PynkJMdSuuuqq/CeffDK7pKRkwsUXX3xerPsToXrfX7TWjcDL\n3mXDVwCPxq5bo9jc1bCqGJK9S3ckTzOeS80PIYaDxDAxNCR2CyFixLljR2BxcACXy2gXMSXT6IZJ\nYm4uprg4HBUV3W2O00aZnHSrA0wJtLZUA5qkrlSgBZNveUYn4C2/1OJs4/WKMhLMdiaeyuKT5DbK\nPv08aaRxG7exxlaJ0oqLEuKjen5CDJXNmzePymka3iXDe7ZtD7atiNDc1XKBIsQwkxgmhpzEbiFE\nDPhGNPXVXl3ayOEXTuOsc2HPtDLrlknkLEsLup8YOpJsGkZJM2bgOHAAd0sLlqQkWuqqQSlsuhns\nOdSe/QiA5K5koAVTZqaxoxujUgLw8Nb1dGkP37CuxuxRvL3oHbqsHdzLQwC02TwkekwUJg7rKvZC\nCDGqbKooY13Zi9Q46shOyeTOwpuHZnlvIYQYIyROipFGKbUYWOpdjMDXdgPnaso1BkuKh7ONGLtU\namrQhJPyDuTY/0wVJ7c2dLc7a1189LMqDjx3CnerR5JPw0im0Q2jrELjA/vkxo0AtDvqsVjjwOOG\nxMk0NRwBINFlJIpMmZlwxrvzRGhoc7D947+SZEsgb18uLuVh0w1PEt+VyH3cB0CrTWPqgmyp2SSE\nGAr7S6B4OvzYZDzuL4l1jyL2g23/w/def5pqRy0aTbWjlke2FrOpoizWXRNCiKE1wJi9qaKMh7b8\nPCBOPrTl5xInRcx4p+9+F7+FCpRS+cBKrfV2rfUr4L0ACtyv323E2GZfvhys1sBGqxX78uVUlzYG\nJJp8tFvjbvGANpJPFeurqC5t7LWdGBxJNg2jvBtvBKBm61YAOtpaiE/w1lZKneGdRqcwt3cBYMrK\ngkPenXPgwS0/Q2vNHfNuoqPezd7zDuLIruTr6muYvP907XEaszuaZyWEGLP2l8DWIu+KQtp43Fo0\nqhJOmyrKeHnvtl7tTncn68pejEGPhBBimAwiZj/25q9weQK/QLo8bh5781fD1Fkh+uYdjdTzA3wF\ngQsZNHpHP0W6jRjDbAUFxF93XfdIJpWaSvx112ErKODwC6fDOoanU4e9rQifTKMbRsmzZmGy2Wj0\nVsLv6uwgaYK3CHjmXDqaG7BY49GtrQCYbDb42HjZkdNC6dE9pNmTmbdnDmdo5jc3PkV8wyT+I/1H\n3e/htGnMXSqq5yWEGKNK14C7LbDN3Wa0x7AOh2+qR7WjFpMy4dEeclKyAqZ8+G8TSo2jLlpdFkKI\n4RdhzPafNqfRQQ/Z6GwOur1MsxMxkgb4f3jXA/nA7gi3EWOcraAAW0FBr3ZnnSvI1sFFsq0IjySb\nhlnCtGm0fPwxjtNVgCYt0Wh3Zy7A0/QmiUk5aKcTzGbjhU+Mh190vopG86+Xrqb20RZaUh1UXFjG\ngrf+GdtnjSlz9W43nXEakyf65yWEGIOaj0fWHgWbKsp4ZGsxTncnAB5tBDzf1Dgf/21CyU7JHL6O\nCiFEtEUQs3vG0v703N4/5krCSYxWSqkioAggLy8vxr0R/XmzvIrn3jrI2aZ2JqTGc+tnz+eKgikR\nHcOeacVZG14SyZ5p7X8jERGZRjfMsi6+GICPf/McABkJxpS5Rrux3FxySi66o+PcPFNjwTp2WN8l\nKzGNi+ovwOPS/N81/0tccwafPnJT97HLWlrxmJBkkxBiaCSH+OIVqj0K1pW9GPLiyDc1rq9t/N1Z\nePNQd08IIWIngpgdbpzsa3uZjixioGcRnQyg5yrG4WwDgNa6WGu9VGu9dMKECUPURTEc3iyv4olN\n5ZxpakcDZ5raeWJTOW+WV0V0nFm3TIJgOaQeE4NMNmVsK4bUsCeblFKLvVlk/7YblFIrfI/9tY9m\neTfcAMCZt3cCkB7fDijqW4w5oemZs8HtRsXFGTtUGw91iU18d/mtVG6ow6M8/H5VCdP//HdMST5X\nJf+9tna0AiXJJjHK/cu//MuU+fPnz50/f/7csrIyWVoxVpatBUuPH78lwWiPkf6mvlU7asOaHnfj\nhSvlbrwQYmyJIGZHOo041PajYTrypooyriy+g4WP38KVxXdI0fPR7bfATL/naVrrntPjwtlGxNib\n5VV85ak3ufL7m/jKU2/2mzR67q2DdLi6Ato6XF0899bBiN53f1orWybX0WR1o9E0Wd1smVaH+kIC\n9iwrKLBnWZn3tSmyGt0wGNZpdN6E0deA9/zafCsGfM37fBuwPVT7cPYvGlLnzUNZLHRUnoRJkBHX\nCpZ4HA5jiHPmhHm0el5DxccD0HK6DWVTpGWlcGn2Et4+eYDdi/5Mu72dKbs/R95FSd3H3ud04jGB\nCj7tXohRoaKiwgbw0Ucf7S8rK0u4+uqrZzscjj2x7te45KvxUbrGmIaRnGdctMSwXlN2SmafdZiA\nkLVHgF61nYQQYsyIIGaHE0sBTMrEwsdvQSmF1r1j60ifjizT/0Yv73XjSiBNKbXbu7pco1LqZb9B\nCI/6bb8LWN7XNmJk8I1S8iWPfKOUgJDT4s42tQdtP9PUzpvlVWFPp3vurYOcSWlnX0pL4HFqj/Hr\nn14R7imIARrWZJPW2pdE8k8ThloxYGmw9lhkpne/+0SvtrPf/12f+7RU14R8zeLpQrVq0JCiGmhz\nmGk8eQAVZ2FT4UVcftWNnNm7m61LZjO98f+YmDSRz5buZ9vm9dhsl/Hi559hxt55WFzxHK/bybM7\n/wDA+0mFXMBEAJ7d+R9B3/t/pxgr4u08b2bQ14WItUOHDsXdeeedZwEKCwvbcnNzO8rKyhIKCwvb\n+ttXDIO5q2OaXOrpzsKbI6oz4mNRZpLiEqhx1HVP+5ALDSHEmBNmzA43lvrq4gVLNNktthE/Hbmv\n6X/yGTCyeVej6zXQwNsebPsl/W0jRoa+RimFShpNSI3nTIiEU3+JKn+hklah2nvqLC/HuWMHuqkJ\nlZqKffnyoIXIRXCxKBAeasWAEb+SQHxL6OF+bV1dQVq9H9RmEyaXiXinmbMtFiYmpmE1JdNldpGX\n+xRQis2ylNysu+hodqOVhyvOPoUjWdMS30z53F1c+Z/r6AISn/kUrhajQHjLDzTKo1BA/VOfMd7K\nkxjYhf8c9GkLMayuv/76Zv/nDofDnJGR4Q61vRhffBcH/a0050+hUEp1r6oU7M62rLIkhBhL+otp\n/rG0xlFHqj0Jh7MFTx8jQ8EY6aS1HjVxcjRP/xNirBpIwufWz54fMBrKny9RVUh9v4mgUEmrCanx\n/fa7s7yc9o0bwWUUGNdNTcZziFrCqbq0kcMvnMZZ58KeaWXWLZNG1XS/Ubka3XCvJLD409/s3fja\nN+GlyyM6zoEzxwBwt2mOFkOqw8ah0zayzktnyrbFHP/CX3Bc8S66RpGQUgsKalOaWHp0Hof1SZSO\nJ96ZiPKYeO/Gn7K45DFa7W6Sm41kU2oDaGWktOpSOgBYyNyAPuw8b2Kkpy/Gga9Wnsjd53QOa22k\nBXZ727PTck9Ess+rr76avGDBgrZ58+ZFNoxFjDnBLpzCTThpNC5PYL7S/862TLMQQowl4cS0njG1\nrdPZb6IJjBFOe+55Yfg6P8RCTRcc6dP/hBjLBpLw8Y1aevTV4JU1ZjecpH3jX/pNBAVLWsVZzdz6\n2fP77bdzx47u43dzuXDu2BGVZFN1aSMV66vwdBqx2lnrYt+6kzQebGXubZGtyhcrsUg2NRI4rc63\nYkBGiPZetNbFQDHA0qVLo1ex6KadEW0+x+/vZ7atgGNH+fhUHJd97XZmXfRlat7aT+eMKrR5Dpbq\nOhb/ZhK7nwTbLisnJ53hossXcfKNev6+4hZevuA31E/7kDmX38Aty84D4MPjJ6n5YzvaDP/xy1VD\nd55CxEBFRYXtsccey37nnXc+jnVfRGyFunC6bv5lbPzo7Yin1Pn47mzLNAshxFjSX0wLFlPDNdqS\nNMGmC46G6X9CjGUDTfhcUTDFqLkUJFG12nQqrETQFQVTqCvzcPgZN+YOMwCWJEX2gjToJ1+km5oi\nag9LCbAGOA7kAWuBEDOhD79wujvR5O/k1gbSzk8cFSOcYpFs+i2BhdvStNa7lVJHg7VHt2vDJ/+r\nX6X8gQcw1cex92ATSy6CgoX/zK53/4tPJpxiZnUcnX/8I59a83e0PeYkoyIFy7c0vAH/tv1+fj//\nt1Rc898c/tOlgJFsujQpkQ3tTty22J6bGH0iHXE03Gpra8233XbbtA0bNgRNMIvxJdSFU9knH/Dg\nqqKAaSAtHW249bkvL3aLjTiLjSZnS8/Ddl80yTQLIcRY0l9MCxZTwzEakzQ9pwuOlul/QoxlvlFK\nz711kLNN7UxIjefWz54fVs2lUImqjI6OoNv3TARVvNbKiWKwuM6lPbpa4PX76wGYd21ir+1Ln2zC\nUdNFUsJNXDT/PeY1JWDfsRzVlIpObcJ57Z/DO/GeSjDmZvmq0lZ6n0PQhJOzztW70evwC6cl2RTJ\nqgJjfSWBvJtv5tCPvkdas40P397Gki8/RGp6PumZc2ioPUCXeQJ8/DHYoX2yk4sPXsB9H63ji6br\n6fwYHuB+Hsp8kP897/s8wBYAVqYk80Z7Pc54WY5OjG5f+cpXpm3YsOFoVlZWsOJnYoQZ7npHfV04\nXTOvMOC9gvUF6PPOtkyzEEKEazTUd+svpoWbSPctrNDkbBmx5xqOnp8TQoihMZh4eEXBlLBXkOu5\nH/ROVJl2HAg6wkilpgY8L/1hE11BcjbaDaVPNgUkmypea+WNhxtwO41r65bWRErfW0b8qXTmNxnH\nrUmBw40zcH6xnLhUOO8fcsNP+qwB2qA6t5HDBadxJriwt1mZ9eNJ5KzufQx7phVnbfCEU1+JqJFk\n2FejI7JVBcbsSgImk4nceW10vJ9Mzccf4+50YrHZKVj0z5Tu+A5nJ7YzqRrcp0+Tee0keBpc77gw\npUNHvYv71Rr+e/8Wjszezuu8ztVcTZbFQmKzoi1Rkk1i9Hr88ceztmzZkp6fn5/ia3v99dcPyWp0\nI1M06h1Fkgzq66Ii1BcimWYhhAjHaKnv1l9MCxVT0+zJxNviRnQiTQgxMsQyHgZLVHWyPKB4NwBW\nK/bly8/Eqv63AAAgAElEQVQ9LwFHUxeo4Md11ATe4y59sqk70eTj1mbKMluZX59KdW4jFUur8Fg0\noOhogoqfG5NFwko4HafHMcCZ6KJiehWU9j7GrFsmsW/dyaCHsmda+3+/EcAU6w6MJ9PnNQCalGYL\nu//wDAAWSzwzZl1NXVY7Cuj44x/h34wCt4UHFrErpRw0NB1q58K3vo7JbeNLfAkPxtK0iS0mWpI9\nsTspIQbpnnvuqdVa73I4HHt8fyTRNHL1VRtkqNxZeDN2S+D84EiTQdfMK2RL0dPsuecFthQ93WtV\npgdXFZGTkoVCkZOSxYOriuQiSwgRIBrxbij0F9NCxdR7r/jHkHFSCCH8jbR4aCsoIP6667pHMqnU\nVOKvuy6wcPcaSHGZQx4jJTvwtZ7Jp+52q9F+uOB0d5LIx+NSHH7hdHidzgtxDIsOeoycZWlMXZXe\nq91kU8y6ZVJ47xljo3I1ulGp7iDxSW6SJijc9TbKX/81n7rxDgCmz/wcJ4+X0h7vJu7IIRJvBJWm\nuGrPxdx26VoWUUBNWRPZ7imct/MrHPhcMUUU8QzPEN+mqJqmcXo82E2SOxRCDK9o1Du6Zl4hk6u2\nMrn8J0zwtHDWlMSp+f/KoiG8EJJpFkKI/oym+m59xbQhq2O0vwRK10DzcUjOg2VrYW6IyrZCiDFl\nJMZDW0FB36vCHYdlyalsmVJPV4/LZGWBZXcHTrlLyTbjqO6dcPIlrJwJg5zSthacr0Z2jLm3TSHt\n/EQOv3AaZ50Le6aVWbdMGhX1mkCSTdFzfAcAU5fNo+V3FbgOHafT2YbNbqw+X7DoNk4d+SmTqyy4\nq6qwFE5hymsTwenBpdw0VLSSURBH7l+voWrVizyrnuXbfJs4ZzzOBM1bzS1clZrSVw+EEGLQolLv\naH8Jiyp+DLoNFEzSLUyq+DFMPV8ubIQQUTOW6rsNOsG+vwS2FoHbO/C4udJ4DhKXhRgHRmU8zIN5\nlUZNpjdzGmk3G7OB7Fqx/AfpvYqDL7s7NaBmE4BFdVFYZ1xj29usOBN7J4XCntK2GuxbrTjbIztG\nzrK0UZNc6kmGwkRL9V8AmPH/7kArSGm2sut3P+9+OTVtOp68bADObvstGIOeuGnPKo4mH6fldDuT\nUhNQmHm0bj0azdVcjdkFHXbNzpbWqJ+SEGL8GYopbv0qXXPugsbH3Wa0CyFElEQl3o0WEpeFGNdG\nZTxcCyTAPEcidxycwrcrcvn2sVzuXDO1V6IJjJXpPvdwOik5ZlCQnNXFpZe9z4zLt+NJa2Jm+URM\nXYEFoExWHTClrbq0kdLbD7Ltpn2U3n6Q6tLGgO1n3TYJk63HMUbRtLhIycimaKmrAMAyaznJc86H\n/Qeo2PAbPvOlf+ve5Pwrbqd2z1r02TpcX2rDak3ghl3LeWjOs8x2zCDXFg/AtOMXc3HWxfzF/S4m\nreiI1+xukxI3QojhN1TTMfpc0aT5ePCdQrULIcQwGLLpZ6NAv6tMSVwWIqZivTLmqIyHvkGXa4Dj\nQB5GAqqPwZjzrk3skYia3v23rPJyZry4jxPH8ul0JfRaja66tJGK9VV4Or3Fv2tdVKyvAs4V//Y9\njtZpcZGSZFO0NB8Hsx1MFubceTfv3347HK2hs60FW0ISABaLHSZkkni8iQNv/5SCC+4haVcCOt6D\nQmE/aiSUjp1tZiMbmd4yG4Aui4ujnbJivBAiOgY7HaPfFU2S84wpGj0l5w34PYUQYiDGQ323sFaZ\nkrgsRMyMlJUxR2U8XE2fyaVI2AoKyC8oID/E64dfON2daPLxdBrFv/2TSaN5WlykZBpdtDgbIGEi\nADmf+xyeODOpzTb++srTAZtlLf87AEzHT9PyxWoAvl73BbrwcPzwUQBO1beSQQb3nvp3ADqzd3DG\n5Y7WmQghxKD0u6LJsrVgSQjcyZJgtAshhBhSYa0yJXFZiJgZaSvBieBCFfkOu4D4GCTJpmhorwft\nhrSZ3U2Tl68krtPMx7/9dcCmlrw8PDYLGfVx7L3wv0HB7Den0WBvJKE1ni5aOdvkBOCmmlsBaM7d\nQbvtMJ0eT/TOSQghBqjfFU3mroZVxZA8DWPS/DTjuRShFUKIIRfWKlMSl4WImZG4EpzoLVSR77AL\niI9BMo0uGiq3GY8TLuxumv+d71H9+mYsVU04WxqxJ50bSmebMRPTwYPQVs/ZmWfIPDIBx3IbuY2T\nabP8H4cbk8kt/YD5f4ljOcl0xLdD7lqWHDyfTEtc2N3aed7M/jcSIgruv//+Sb///e8zHA6Hed26\ndZXXX399c6z7JHobqnoBoVY00WiuLL7De9zVchEjhBBDoL/YHfYqU3NHVlyOdQ0bIaJlVK4EN0RK\n6htYc6qG4y4XeVYraydnszojPax9O8vLce7YgW5qQqWmYl++HFtBAQAVr7VS+mQTjpouUrLNLLs7\nNWjR8EjMumVSQM0mGNvFv8MhyaaBeOnyyLZvOAzAH1/5H0488zwAn5n6BTzxZpJbbLxx25VkN/5P\n9+ZxiVOZfsEBMs/YOXvdG0z4yVdY+tFE6nPayHQ6cXvaeeCbaTjdig5g4uFLOHj5wzQ5Hudr37qX\ndbffB8Dp62tYWPX8UJyxEMOmoqLCVldXZ/noo4/219bWmvPz8wscDseeWPdLBBrKegF3Ft4ccCx/\nsapDIIQQY1E4sTtYTB7pq0yNlBo2QkTDaPwdDVdfyaSS+gaKjp+kTRvJm0qXi6LjJwH6TTh1lpfT\nvnEjuIwpbLqpyXgOHK7M542HG3A7jeM6qrt44+EGgEElnMZb8e9wyDS6aDAbo43S4wOLeE+aOQ2z\nR9FQeSqgvaM1HU+XlQk1idT+zYd4zG6mfGL8J83qSMPcaQz68P7esXTzjdA2h5OL/g+3pZMkk5kk\nk5mFCfHsPG9myD9CjATz5s3r/NnPflble56amioFyIZRSX0D0/ftx/TBh0zft5+S+oaw9hvKegHX\nzCvkwVVF5KRkBX1d6hAIIcTQCCd2+8dkhSInJYsVl6zmG57MiD8rokVq2IjxJNjv6IOrikZ9YtWX\nTKp0udCcSyb54s2aUzXdiSafNq1Zc6qm32M7d+zoTjR1c7lw7thB6ZNN3YkmH7dTU/pk06DOB4yE\n07Kfns/Klxaw7Kfnj+tEE8jIpoG5aWdk2zsd8N+pFCyYTsHjH3U3T3e72TBvNnYHXLg9F3tiSvdr\nLb96n65jx8id+SnOXrKXlL1zAIjvsjNriZmiR2fw1mMNvP+/Ldzy9Vx+cvqr6Bn3UrXz1+zid0Nx\nlmIM+ypfzd3HvoT+txy4BSxoe5ZnT4S7/auvvpr82GOPZd999939f4KIARnMHaKhqhfQc9pDpO8n\nhBAiPJsqyoJOvYHeMdZ/lanuzwrvhVoknxXRIjVsxHgzGleC62saG/SdTFqdkc7xnskir1Dt/nRT\n8MSRbjKmzgUTql0MnIxsigZ7CiRkQ/1B8CvibbJYsEzLIcFp4c9PPBiwi23hQgAmVcfjvLQBu8PI\nC9jddjLTjGN0uYxfzky7BRqXgyuDn/EzPEihcDH6vPHGGykAs2bN6oh1X8aqwdwhCpUYiqRegG/a\nQ7Wjlis5xrOO5/iAl9jMRq4icEnt8VCHQAgRgf0lUDwdfmwyHveXxLpHI5ov3obSV4wdzGdFtAzF\nZ5IQYvj4prH5kj6+aWyd5eXd2/SXTMqzBi+sHardn0pNDdmekm0O+lqodjFwMrIpWvI+CwdegE9e\nh5nXdjcvffA/eO+f/onqDa/Bmie62y0FBfDqq7gPHyb3gbtwP9WKyQP5lkTqVDsAHu9kI7NNYVUW\nrHWrac1ex0/4Cd/iW1E9PTG6RDLiKFp8U+lSUlIWHj16tDwrK2vE3l5QSqUBXwSOAvla62Jv+6PA\neqAeWKG1fiV2vextMHeIhqJegG/aw1VU8hDvEa+Mf+LJtPGQfg+AzUwbM3UIhBipRl0M218CW4vA\n3WY8b640nsOIKlg9kgSbZubTX4wdzGdFtIzlGjZCjAV9TWPzjW7Ks1qpDBJXfMmktZOzA0bkAyQo\nxdrJ2f2+v3358u6aTR9X5vPevqW0tCWSnOVh5nI7+/7QFjCVzmJXLLs7eIJKDJyMbIqWhd8wHsuf\nCWjOXraMDrvG3tiF09HY3W4ymVDp6UY22OTBvDgeq9PCvK5MbO1GnqDLbfyCmG2QoEyYz3wFEyZ+\nyA+jc05CDIPc3NyOsrKyYZ3iNwRe1loXa623Ayv92hcD24BHR8xFmp/B3CEainoBvukNd/Fhd6LJ\nJ151cRcfRr0OwaaKMq4svoOFj9/ClcV3sKmiLCrvK0SMja4YVrrmXKLJx91mtAugdywLNX0O6DfG\nDuazIlrGag0bIYZVFEeI9jWNzWft5GwSlAp43T+ZtDojneK8qUyzWlHANKuV4rypYU3ntRUUEH/d\ndRw+O5/SXZfQ0pYEKJprzez7QxsLvpBASo4ZFKTkmPncw+mDW42uBJiOkV2Z7n0uZGRT1Ey5BEw2\nqCrt9VLiBXNx//UApd+7nZVPn1s9zjJ7Nq5338W1dy/V3z4Py5NmODmJxbYGas/sw+POAcBsVaRg\npsYdxypWsYUt/Ibf8GW+HLXTE2KgHn/88azMzMyuW2+9taG2ttZ84sSJuMLCwrb+94wNpdQKoDsz\nrLW+0e/l9SPqAq2HwdwhgsHXC/At3ZtN8H/eyaqdLUVPD/j4kZLVjMR4NCpjWPPxyNrHmWCxLJSc\nlKx+49tgPyuiZTTWsBEiZqI8QlSlpgZNOPlPb/MljUKtRufbZqC14mwFBbx/MBN3V+ANTrdTc/SP\nTr62bfKAjttLCVAE3V9vK73PAcb54FsZ2RRNWQXgrIe2MwHNhY//jC6TpqHs3YB2+6c/DYBr717e\njDuF0+zBWp9Ol1tR/kExrs4WACw2RZbFjEvDetYD8D2+F4UTEmLw7rnnntpt27alzJ8/f+5ll102\n+8knn6wcyVPogHwwLtiUUjcopW7wey1DKbU4SHs3pVSRUup9pdT7Z8+ejUqHfQZzh2go3Fl4M3aL\njRpCDFxLzotKP3xkNSMxTg04hsUsfoWKDVGOGSNVX1Pm/IU7zSzWnxVCiGEQ5RGi9uXLoedoSKvV\naPezOiOdYwvm4ll0AccWzB3yOBOVYuBroNd91DZv+zgnI5ui6fwvwpld8MHTcMkj3c3JU/JwJivi\nHZqmT46QOmMmAKb0dIiLo6umhg9VHUlJSeQ1JHLq9UXkX/8BraZ3gELMcYpJLuOf0taZzadtn+Zd\n3mUb21gZMDpeiJHp+eefr+x/qxEjDcA7/QSl1Dal1G6t9VFf3RNgt1Jql1Jqu9a60X9n7zbFAEuX\nLg2swBoFg7lDNFi+O9D/+2YNdzvfDJhK16WsHEiZTePOB5g5+/NkT75o2PsjqxmJcWrAMSxm8WvZ\n2sA78gCWBKN9FKs59R5HDm2gw9lAnD19wLGvr5iVk5LVvfrnnYU3hz0SKJafFUKIYRByhOjwfAX3\n1WXqazW6aEjJNuOo7p1YGtJi4KEG2crgWxnZFFUXfN14/Pj3vV7KuLwQk1a88+1vBLSbp0wBl4uW\nM3XUJXfQEedi8faLmTrtckxWY9Euk0WTa7UBUO7s4Of8HIC7uGsYT0aIceuo949PI+AbCXCvX3s9\n3hEE4pxr5hXynTu2En/NryB5GhqF05rMgcmXczptNh3OBg7se56aU+8Ne19kNSMxTo2+GDZ3Nawq\nhuRpgDIeVxWP6uLgNafe48C+5+lwNgAMKvaFilk5KVlsKXqaPfe8wJaip2XKmRDjWciRoGrYajfZ\nCgpI+eY3SX3oIVK++c2oJ5oAlt2disUeWBdqUMXAg9VmCvWjlcG3kmyKKnsKJEyE+gPg8QS8VPjw\nT+iwdtH20aGAdtuiRQDM6qjHbFV02F1ceHQ2sz034GnMBeDgoWLy44xk08GODhaykLnM5QAH2MOe\nKJyYEOPKdgIvwNKA3RgXb9v92jO01ruj2bFRZe5qKDrGO0vW8M7sf+B02uzulzweF0cObQi+3xAW\nt/RN6/MnqxmJcWB0xjBvzOBbHuNxFCeaAI4c2oDHE7gKU5+xL5T9JfzO9QofqJfYzEauwhilILFM\nCBFg2VpABXlBj+nFFuZdm8jnHk4fmmLgvtpMlYDmXG2mq6FXhYgEYHQPvh0SMo0u2nI/Cwdfgso3\nYMZV3c0JKRl0ZFhIOa05ufl1pl51NQCWefNw/9/vuFA7qLNbwaQwaRN8B6w5C4BOmls/5vzq7cAC\njnQYo53WsY4VrODrfJ2/8JcYnKgQY5PWulEp9ZJSylf6b73W+iiAd2RAPsaF3H0x6+QQ2lRRxrqy\nF/uehrG/xPii0nzcuHO2bG3YF4K+u/phtQ9RcUv/c0q1JxFnseFwtkY8zUSI0Wi8xbCRKqLYF4o3\nJiZ4Y+Jk1cYj+l3uYzepXZ0439oK6sejPjEnhBgCc1fD6yEWjxrjiy3MuzZxcCvN+YSqzfQ6xgTz\nNRhT5/IwEk0SeiXZFHULbzeSTR/+IiDZBJDz+eto+cUf2PPoI93JJpPJRFVcKhd0ONiXGoc61cVH\neZ+wYGs++stGdtpitZFy+h0WpGdR2ZkCwHKWk0su7/IuxzlOnozjE2LIhFqtaUSu4jQIYa3WNsgE\nUJw9PejFVZw9SK2QEMUt2978FglhXkz1PKdGZzN2i421V39Dkkxi3BgvMWwkiyj2hRIkJtqUxoYR\n3xKcp3Fv+Wfjy/4ISziFdSNDCDG0kqcFr9E0whdbGDHxoq/aTKuR5FIQwz6NzruqSVGPtkeVUvlK\nqTT/1U68d9R8q6OsGO6+xcTUS8Fkg5N/7PXSZ25/gJYEN+6qM7jbzn15+Is5kyS6mGxtBmDLkneg\nE6zHjGTT0ovvwaTMPNL4Bu7mk937/YgfAVBEwI9fCCHCEtZqbYNc3WTm7M9jMgWuVmIyWZk5+/O9\nNw5x5y3eeZoPtj0Y1vvJCnRCiJEgotgXShijESyeDtj8j8NWk2UgfEn/akctGt19I2NTRVmsuybE\n2LZsrbG4gr8RvtjCiIoXUpspYsOabPImjL6Ld+UTP4uBbcCjvrto3mHbK7XW271tY3f4dtZ8cNZB\nW21Ac3xKBp0T7Zg9igPrnuxuf9OVQhdgbz8FwJ/nfGhsf8yoop+UPIkLlnwdE5ovn95Am/e4q1lN\nJplsYxuNBCyIJYQQ/QprtbaQq5uENyQ7e/JFzFnwpe67+XH2dOYs+FLwFZlC3HlTwNwPfxTWxdRA\nV6ArqW9g+r79mD74kOn79lNSH8FUFyGE6CGi2BdKuKMRdJcx4nSEJJwGmvSXOCzEIA3BYgubKsq4\nsvgOFj5+C1cW3zFsSR/f7/s9b/5v0HjxH28/Pyzv26e1SG2mCA3rNDqt9XZvEqlnsml9kKHaKyAg\nI9KolFo8oopThvLS5WFt9s4vztDW6WTarAbOmw9H7joPW9K54o2VtddjSbgIt/kdPn7uVzSWL6bN\n5KFhlpnT2k688zQwC21RtKY0E99qArum7Mtb8cRZePSrn+Xh5q38ZftaphyK563zz3DZjJn8bsFf\nWXVyKV/9wOjnL2onAJBceFv3e+88b+ZQ/TSEEGPApooylFJo3Xt184CVj5LzBj0kO3vyReFdYC1b\nS/umfyRe9V7C1o7bGE3Vzxem7JRMqh21QdtDKalvoOj4Sdq8P4tKl4ui48YoUlkaXAgxUGHHvlCW\nrcX5+j8Z8a8/vhGnYVxUDveUlYEk/SUOCzFE5q4e8LTasMorDAH/3/cCpyPoNk2t9ZTUNwT9/e8s\nL8e5Ywe6qQmVmop9+fKhWQnP92OT2kxhi9VqdBne6XU3+E2jSwP8P2VGzpK7Q6zqWApaQ+5MB13u\nLrrcmi63Bg2Tk66nMaUTi8tF1a7n+XPdRFBwzJlGnM2YqpLkSuCJSzegAYVi377zOLBnBoebp/OT\n5GVgc3HQnE5b8T/yme8+htllZV/qmdietBBhuP/++yeVlZX1vGcgosz3ZcKjPb1e67XCUZhDsnve\nCfvBtv+J/M7Y3NU8ab+CIPkvQxijqQayAt3D728jr2wdBTt+yJw/PU1a9T7atGbNqZr++yyEGJBo\n3T0f1eauZv8F36WaRDwaGrSVTh36q72nubLfn+NAp6xE8u8VKrnfV9J/zama7kSTj8RhIaIrWqUI\n/H/fXfaUoNu47ClBf/87y8tp37gR3dQEgG5qon3jRjrLy4emc6uBY4DH+yiJpj7FpEC41rrY+9fd\nSqldSqntfe7Qg7cGVBFAXt4ImCR5086wNrv4Jr8nr92C7eCLqOxN/LlxidGW898A1J2eSlxHNUlt\npUyrSuIdfTVb3dl8OmEfAPmOafz20o1c+c61aAVWj51EzHzzZ1bWPHg+17dVMGvOcaYc+Ht0RxIK\nsLsS+fp1zwDw9SE6bSGG0quvvpr8q1/9asLMmTM7CwsLe671IKIo2JcJAJMy8eCqosC7V767Y36r\n0X0w4x/4bumfqdn0GtkpmRTOWMTGj94OuBP28t5t3YeI5M5YwRUPUrP5HXJo7f1iGKOpfMcP9679\npooy7Ps2YPIYIwdsTgdTD7wOwPGcBf2+nxAictG6ez4WLFr5CJumrGJd2YtUO2q5ikp+oN/Fonpn\n5Wt0Qr8/x74uJvuKk5H8e91ZeHPA9tB/0v+4yxVRuxBi6IU7KrGkvoE1p2o47nKRZ7WydnJ2RCMQ\n/X+va/IvZ+qB17u/hwF4TBZq8i+nKcjvv3PHDujZ7nLh3LFjaEY3iYhEPdnkHcmUr7V+zNvkG8HU\nSOB0uwzgaLBjeJNVxQBLly4NdY97ZLu6BCq3MY1TTPvyL2H6yu6Xmk6f4JnVi5lWlURm8xbyz87m\n6JTzMWsTFrOTK0x/w9uJ72CLawKtiL/QxM2/ngjAJ5Wap9yXsK7hD5x32yYWXvQNbsHFtIzsGJ2o\nEOF57LHHsq+99lopwDAChPoyobUOfrHhNyQ72EWHf2IplP4uZnyumVfIB1X/RvqHPwqcOhJBgctr\n5hWGfcG6ruzFgC84ACaPm+yjO0nNWxTWMYQQkRlIwmM88/1MHtlazGb3NAAe0u8FTDlu12ae4oJ+\nf44DmeIW6b9XpEl/gDyrlcogF5Z5VmuQrYUQwyGcUgSDnfJa8Vorax5PJblW0ZjpYfONizg2B7KP\n7sTqdOCyp1CTfzmNOQuYFuT33zeiKdx2MbxiMbLpKIFJpAyt9W6l1FHgUb/2tFFRr2mgTCb4+y1Q\n8inY8Hdw+1mw2AFInZTLzMKr+KR0MzNPpLJy68958bp74aKZxB9spr3Jyh+++l98/OMTZLkTOVbh\nACYBsD53CjkOB++05vE3dYc42rIXkmAKU2J4smKkeXDLz3MP154Y1ulqs7Jy2x658usnwtn2ueee\nS58+fXrvoTRiSIVbhyPcukbBjhdqVJTPVVRyFx+STRs1JPAUF7AZ4+KovyLdPotWPgJTz+8eTdWS\nnMH3lsHTc79CHmtYy1pWD9G45lB9sjod3D85vCT+YO/wCTHeDLSQ/2g3mFpJj775y+7Y64upd+nI\nY2248d8/ri1w1KKCHKvaUct0pnOc4+SRFxCb+0z67y8JGC3LsrWsnXx1wAUsQIJSrA0zDgshBi+c\nUYl9TXkN9d2n4rVWSp9swlFtJMhTvJV+0uvM3PBsIq98dRF7LgkcTR7q91+lpgZNLKnU1DDPUgyl\naKxGtxJY6f073gRSvrde0714V53TWjcCLyulVni3fTTUcceM7KWw6A5wtcDvrwt46cpvP43HZuZE\nXjsm7eG67ev5iymVOFsLnk4PKfYkChJnMq8hGWuHnf9avwkAk8nE5pkzeDbpIkDz0T5j5ZGZSAFw\nMXI9/vjj2U899dTJWPdjLIukDkc4dY1CHS/YRYrPVVTyEO8xWbVhUjBZtfEQ73EVRoHxvup19DJ3\nNRQdo+Rbv2ZSUTvr5tah0VRSSRFFlDA0qy6F6lNqYkZYCSPfHb5KlwvNuTt8soqSEKENpKbPaDeY\n5b03VZTR5GwJaNvMNK7iOhZxE1dxXXeiCfr+OYYT/3vGtZA1VVLaqKQysti8v8RYOa+5EtDG49Yi\nVp9+neK8qUyzWlHANKuV4rypkrgXIoqumVfIg6uKyEnJQqHISclixSWr+YYns3uVyGAjECH0lNeK\n11p54+GG7kRTT7ZOxbWvJPAvmRlh/f7bly+HniOerFajXUTdsK9GB/SqxxRkJTr/7ceXK56Cw6/C\n8e2w/wWYewsA9sQUFl33VXa/WozzkotI+tMBGtY+wOTC7+DxWGk76yQhz878/WbentjM7tJq/mfh\nH/jnT3+BxQkJrJh0HlvbZrOi8RAT25OYEz8nxicqRpJwRxxFw3PPPZd+4YUXtmVlZQX/lBGhBbn7\nG2qFkUimOYQzxSHU8UzKFLSwOMBdfNhrJbl41cVd+kPespzHnYU3U3PqPY4c2kCHs4E4ezozZ3++\nz9Wa1rCGNgJLfLXRxhrWDMnoplB38b5z2ZfC2n8gd/iEGO8GUtMnqAhiZKz1F6P7io2RFOft7+cY\nTvzvGdeC1VTRli6qC/cGHDus2Fy6xlg5z593Jb3VRaslbgoRY/6jEm9vKeZHtlvR1hpwZVN56k5U\nwzUEq3ETaspr6ZNNuJ19V8VJqTPx/bypYfXPV5fJtxqd9eNPEf/mctT9tt6rx5VwbmW5DG9bPbLK\n3BCKSYFw0cONb8Fzs+GNW2HGVWA3SlddXvQI5Vt+Q1X1O1Re/HVWlJbQUv0hmGdTv/lDEs7/FEmb\nzNitMP2TRTxV+p8kWuO4efGV/Dx3MgvrlnBFxyH+8fCnuKDgghifpBDBbdu2LaW0tDR5/vz5c0+c\nOBH32muvuevq6sz33HNP6CEy4tzdX9+Xcu/dXyDoxdRQT0sJtZ9He7BbbL0uEq+bfxnZe18Kuk82\nbTy4qoglaXEc2Pc8Ho9x96vD2cCBfc8b24RIOB0n+Ap0odojFWltkerSRg6/cBpnnQt7ppWZF7uo\nnMvmfU8AACAASURBVB+kf1LUVoiQBlLTp5cIY2RPg5nSNhB9xeiaU+/1GRvDjeM5KVkB59EzXs26\nZRI5y9L6rWvXM341ehdLyD66kzhnM9kpmbxbuJHGeb3jcL+xOdSqomGsNiqEiJ4SSvh5wt1ok9No\nsFVD7iPGauk9Ek59TXl11PR/rzkl2xxR32wFBUbSqQR4DGiDipRWSm1NOH7YRcp/m1l2eSrznkyk\n+36lfxitxLsUGZJwGiRJNo0E6TPhM/8O7zwAr6yAL78PgMli4ZJ/+i47f/4AFssx/rzk8yw7WIb1\n/Bto2XcSLvgUALNTk+ioVWQ4svnRm7/EbrVzfcHl/HLOIp7Rv+Zvq84ne4IJZFq7GIGef/75St/f\nv/SlL01buXKl49Zbb5U5Rv3p4+5vsAupcOtwQHgrC4U6nu9ixrcykkmZcLo7KfvkA86oJLJp6bXP\nWVMS18wr5E87H+i+mPLxeFwcObQhZLIpjzwqqQzaPlTCLSheXdpIxfoqPJ3GVyxnrYt/3WxC4+Gt\nHgknKWorRN8iKeQfVBgxMlRCKRar4fUVo48c2tBnbAy1r7+clCy2FD3d/TxYvKpYX2Vsuywt6DF8\nghXrbsxZQGreIvYvmAvAdF6jMdi+/cXm5DzvFLog7WLc8i4wBd4FpILNhlFKPQqsxxibsiLUTBoR\nXAklrGFN0BprwaxhzblEk4/ZCZPXoRuuYZrVGlatypRsc8gpdAAWu2LZ3QOst7SG7kTTG1MacJuM\neOdwdPHGHxrAAvNIDLprhaWV0rVNOP6ji5RsM8vuTmXetcG3FaENa80mEYHP3A+Z8+D0Ltj1ZHfz\n0r/7FxLSssg+sZXyOZ9GTU0DNO7mTjwLjS9BS+zGf/wvV92J2WTioTd+zpYD77A4IYHXZu6l3eym\n7KM3YnFWQojhEuHd33DqcPj0NZ3D/3ifN51kMxv5gJfYzEY+bzrZfbHmez/flLpqRy3rKKCdwLtT\n7Zg5VfCvgHG3PphQ7QBrWUsCgbXuE0hgLeGtTDeUDr9wuvvCzSfOBf+8M7B0rhS1FSIK+omRfdVI\nCicGDrW+YnR/sTHYvsGO4y9YvPJ0ag6/cNp4sr8EiqfDj03G4/5ztZbWTs4mQfUd1wYcm5etNVYX\n9RfBaqNi7FFKLQZWaq1f8a5Ifl+ITRcD24BHJdEUmRJKKKIoohprIUcpWmuYZrVybMFcPIsu4NiC\nuX1Of112dyoWe7AlBiAlx8znHk4feJLH28XSSU3diSYft9KUTgq+Qp0vOeUwdYEGR3UXbzzcQMVr\nrQPrxzgmyaaR5ItvgckCb38Lms/VSl71r0+gtJsZxzdQddfDKE8zne5kjr30CAATzsZhjVc0fxjH\nM198AJMy8Z3X1vH2kd20pX7MK7nHyHXVsvnQm7E6MyHC8vzzz1fKqKbQNlWUcWXxHSx8/BZOqxAf\nvCHu/gYr6vjgqqKgd+nDmXJ3jarkIfV+YLFv9T7XKOOOdLCLtdd0Hv9pLuS0SsKj4bRK4sAF3zNW\nlwPc9uAXS3H20F9SVrOaYoqZxjQU6v+zd+bxUVXnH37OZGYy2XdIAiRsCoRFQdQqxA1BEXFp1arY\nWupPtK2KbWmrBkUt1I1WVNoqtqWtRanSVkQFEdQW1FZkMQlBZQ2ELBCyTLbJbOf3x51JZrmzJZOQ\nwH385EPmzF0T55t73vO+35d88lnBiqh1o4sEywn10rgss9BMbTU0eptAmTCu8WABpa6WHXtq9JUr\n7gnL3NtNMI0OpIHucd99U01JpJgSg2p9IL2ynLAFNOl2B5zmpKcFNet2Z0i00kqMa4EhbG0eMwdm\nrICkfEAo/85Y0We9tjR6hcuB/Z4DrgCULy9JKUdIKe/qncs6dfD0v7xlDxxcAU2/buXiFbd7BZo9\nCZSlKGzZES2oFVydwBWPppGcEwNCCTDNejKdn5UO4a73c7uVTdSWrfjImQ3qmVOBxlWDUxbJlufU\ng1MagdHK6PoS8QPgsuWw6W54/TK442sARl5wJamDz0Ae3czu4isZkTiJNouNpKNHsBta0VfHM3h2\nLAe3WhhwfBi/+9YD/OAfT3D/m8/Q/j34aNherjl8FicO/xvL8Isw6bVfu4ZGf8O3rONZ5zgWiW3E\n4fGHMsTqb7hlKWGV3G0pQu9s93pf72zvKFEJNCn7pz2HRxY0ATDQ9QXK5GTVmRu5p3QKJmdniZlT\np2PEmdcEvd45rv+6imcL71Dp3sEwZRiw1PpP4OIyDRwaN6rL16ehodEFCpd4ezaBl0YGCyhFUnbs\nJhqld4E0esSZ13h5NgHodAYvbYy07DCQXpkyDGGVIM5JT1PVSXeGhHvi6sDRkdEUtk6PmeMXXIqW\nTmv0SxrAq612Op12zp6ku4JQw0G9IZUQYh4uN568PK000407S+mWPfDyRkhwef0PbnIE9LpbwhKv\nzzqAcJq42/poxJ/NgqsTAgaVuuqf90HJUXYU1nLPv8aSbIvBbPQPLCXb1b2gAganwvCX6g9YS0o6\nDNRFSgqmadM6jNWjjZbZ1Nc46y7IuQAa9ip/1F1c8+CLSKHDtP3PxKbHYrGmkJGXR71hJ/a6NiZ/\nLxGAbX9q4oKhE/jNNT9BShi85gKSm9I4nDyGM+wneHjXWyfrzjQ0NLqB7yr8evJ5TJ5LjUgk2qu/\nYZXchShRibR1eRFFrM/dza/HfUi1yYwTSbXJzMvjPg/aja67+LbwLrfZmHe4glV1kSfYjbxlIDqj\ndyq4zigYecvAAHtoaGj0GCEyZIJpVCRlx256svQuO/dcRo+7tSOTKdaUxuhxt3ZLG4PqVQB9dzaV\no0PHUIYGLK8J1iG0q0RTpzX6Ja/jCiC5UDUVk1KukFLucAWZHhRC+G3n2maylHJyVlZWD11u/8Od\npfSrLZ2Bpg7cgWYf1DLLX9H9gd8lzvPbtqsEK3cOxcoPv+L9cRUsu6aECU0m9E5vvdObBIXfSgHX\nnwhP66Zkm3oQKlKj8r6ItaSEtnXrkI1KlpZsbKRt3TqsJSU9cj4t2NQXuWEjxJjgsyfgxB4ABp5x\nFg25U8ioK6aNgzilHifxyFQzTms76WmHiYmFw58pmQaXnXEuC2bdQozVAKuHMn3wBdTq4hldv5MN\nDdofZw2N/obaKvx68rnCeTX81AnzDkWtzCCskrsQJSqRTtbcJt8f5O5lziWvMP3K3zHnkld4PffT\n7t9QEHxbeAO0SklRZXXEx8opTKXgrkGYMg0gwJRpoOCuQSHNdjU0NHqIMXMUbVTRyGAaFUnZsZto\nd/z0JTv3XKZc8ksuu3I5Uy75ZbeD8EH1KoC+H04ipJ9LT3QIjaZOa/Q/pJQNwC+EEJe7MpcOAJ97\nbiOEuEEI8XOPoTq8A1QaQXB7rOU1BdggQAB6DnM4xCGcODnEoahbGHQniH+8sQ2AD8+q5NEffsrO\nC8tpi7cikRgz4cAFlfwk7iO+85MP+OCLo5DZuW9hTYp6cKqrRuV9CMvmzeDbEdlmU8Z7AK2eqi9i\nTISr/gbrboA3psG8CtDpyLlqPk0rd7D/4CqGGX5GmzWZjPwEjJWpfHjdDHLO/QcVOyQ1ZVYGFhhJ\nHaPjYMp/GLH6Mua+voRHpl5KZt1Ofr97A5dd8G2MOi3WqKHRX+hKWUd3CFmSEaJEJdLW5THE4MA/\nPTmGnllFWlVXz/wjRznhdKq+79vaO1xyClO14JKGRj8glEZFWpbW2xodjGAlZ17vpRlYslilHE1F\n31v08FBh5ybubCXfyWVPdAgNpMdd1WmN/oUrQ2mSlHKN6/sDrgCUJwdcX27SpZQ7eu0i+znuz3Fl\n0u1K6ZwvJ6kbZHeC+FkpcRxzBZwAavIbqMlvICnOgNXupN2m3OexxjaWvVPCpYdzESgBpgKzkua0\nZWAjZoOD5NxTpxudO6Mp3PHuogWb+ipnfguGXQUH34VNd8GMl7n0vAKWbb6OpIMfgAFaZB4ZOccB\nMDalEVuyAFjKf/9o5tpfZ1JKKa25J2g7PwPxaT2PbP2QhWOzub7lC4YWj+HMhCS/0350xgi/MQ0N\njZPPvVNv9vIDgdBlHT2KO0NgS5Gy4pWUp0xQuphdpRZoCjbeHVbV1TO3/AjBpil5BkOQdzU0NE4F\nIg0oBaO3NTqQj4m75MydCeQuOXMT6D2vgJOPvh9KkjxUCK+N8b4GtWwlNR+X7nYIzTMYKFcJLGk6\nfXogpWwQQgwXQlwODPc0ABdCbAemSSl3uLKbhqNkNAXqWKcRgDnMgUKCLiT2Nt0J4s+9dBTL3inh\nYFYs+0anYImLIc7iYPz+ZlIPeadwtdscnEi1kFkf1zFWYE5Qgk4xwB5gL9AIJ6H/TFQRKSmqgSWR\n0jNZW1qwqbf5+yVhbfa/94qw2u/mgoL/EFP8B3a/PI3mprFUfuMiRhx5FykdHCvPZHBqGQAp1ptp\nNi8mxlTP1+9JVnx4kLcf2QnXwRMrzudYq4OXzn+ft8qP8b28ZCa37OHyIx9ixMmzTcc7znvO9hjO\n5izVa/rjzYu6ffsaGhpdI5JMobLNa9i6cjHm40dJzhrE1LkLKZh2Q/QvSsXE1U2kZrn55KuuhueT\nH8ULViiqrA4aaPJt4a2hoXFq0RMaGWk2Z3cIpq9FzoygJWeB3vPLbvLQ90sYGna2kjtDoogiDnOY\nPPIiMwdXYUlutleQDDSdPt2QUj4dYPwcj+/9DME1IiTKC4ndpTtB/MvGD2KTw8K79mYcMUrGUluc\nns9HJ1NgdZBb6e0t94fLvuSB9RPxsZyjY82zHJe1PP064GSaNo22deu8S+kMBkzTpvXI+bRgU5/G\nyNe7nmfM5O8zYvwvKP7kXRLsJvbmX8f46grsznjsWceROgeDm2+lIukpEhzbMOun43TCyB2T+fi6\n11lx+194884/cvz8z/inuZEaG1zTVsYnppFc0L6XRF3/NzvT0DgdUFuF913d/q4ph2NvvIi9XUkd\nNh+rYOOyHwP0TMApAMHq7NUmXz2xGh6IUKUXni28NTQ0+g/hdC0q27yGjct+3CMaGc1MqWAE09fD\n56qb8wbTvVCaGKk+d7dDqN/xXHqsdaPT0OgFgiwk9jZdDeK7u639rLGRW+LieHzMWNYMHgKAU69j\n3+gUv2DT7ovq4XqgCDiM4mztm1zf6nq/b/x4uoS761xvdaPTgk29zbc/Cmuz87/t8eKV32I6tp2y\nb71NXOtkqgwX0Hp0P8n6c9BlxOAYXMGAqnziBqYTX1eKmRlM+81A7r7sZ7zNU2y67N+07k9mES/x\n9d+K+PBYBTcPguIB3+DOST/nzh65UQ2N8ElOTj47JSXFDjBkyJD2Tz75ZO/Jvqb+gNrq9t633ySh\n3eK1nb29ja0rF/dqsCmcOnvfieH9Ux9hVcHvo7YaHohAJRkA+QaDNoHR0OiHhJtNuXXl4o5Ak5uT\noZHdIZi+hio5i6QczVOjJyXfRPXUYvYX7OxRfQ7EnPQ0TZs1NE5DIg3iu7utYbOhA/La2nj+i50A\nHQEnS5x3okWsIYa5l46C8XQGkgJZG3e910GfwTh+fI8Fl3zRHKL7A1e/hgDm2pex8t5L0ekNVCeA\nXpdCgy0O29jdYIMMwxRMdqVtYfmnymRzCUuQSO7gDgCeu+5n7Gq00eKQDKvfdbLuSEOjg9ra2pgh\nQ4a0HzlypPTIkSOlWqApfNRWt+MtFtVtzceP9sYldZBiSlQdz07O4J2yrVy0/P946N3lXu1sN23c\nzW/L/tZjXU3cLMnNRm1qZdTKMjQ0+i3hdi0KpIU9rZHvlG3lyhX3cPbSW7hyxT1hte4ORCC/kuzk\nDJbkZhMvvLsouUvO3O+lVpUy+uPljN/8K8Z8vJw5bf6zJ9+W42ZzG+kbx7Ku7D89qs8aGhp9gD2r\nYMVQ+LVO+XePf+fJvopat7V4h4NH9uzueD1AxDAgJQ4BDEiJ4/5Z47ls/CDvAwXyRD85Xun9Fi2z\nqT+QdgbkXQ6HN6EvfokLR53H7joLBUdg7/46Us+0E7f+KgbVXE2FfAuQVO9WPmR3cRcP8iBv8zZ1\n1JGZmM7Nk2bx3yObuSSzihN1B8hI1zqDapx+CCHOBi4HMoBUoAHYD3wupewXkVi11e0Wk4lElYBT\nctYgv7Ge4p2yrTS3+xa9g0GnZ+qwiX71926CldlFC2tJCbM3b+ZYYyOVcXEscqVWZ8TE8NzgXG3l\nXEOjn6JmIgv+OpmcNQjzsQq/7XpSIz2zri63JTOvOoUBb2yiJv5j0q68KuIV5mA+JrNClJyV7f+M\ndV+uRziV50SDxcymj1dxYUKCl/ZGWgqtoaHRv1nFKoooYsqecl7eKIi3uzzSmsoV03DoM+V1wZCN\njRiKx2HaPA3RmIJMacQybTODJ5QCSvD9N3mDmDNxXPADLUHxaPJ8nI13jWuEjRZs6i/MWgUv5sCW\nB/jh7VV8Z3cNUjqoq3ci8xpxJraSVnEWYqAdva6FhiOd6YGP8Rj3cR93cif/4B/cf9EtTP/TJ1yK\nZOMXq7nl0odO4o1pnAz2lPxtSHNzVXxPniMxMad1zPjbjoSz7ZEjR2LHjh07BmDJkiUV1113XVOo\nfbqKEOJJYBrwOUqb3M9db6UDacBDQohhwN+llEt76jqigVqXjp0jR3BB2R70TmfHmD42jqlzF/ba\ndb2wdTV26d9FLt5oYuvBnaqBJjdV5lreKdvaI5MZz9RqAQxqa+MPJV+wamgexvFjo34+DQ2N0ITj\nsxTOMQLhmwU0de5CL88m6HmNdAduLrcl83NrDiZXYYGp1aJoEkQUcArlYxKs5Gz7znUdgSY3akGk\n7rQc19DQ6F+sYlWHL9tHW+gMNLmxtyqm4f0g2GTYex5x66YhbEYARGMqcetmU2swkv+tCPze3Lfq\n9nDKQwk09f0fQZ9CCzb1F+IHwKhvw5evkV78BMMHXUHd160YWofgcJZjH3UQw/YC9I4kTIYqWho7\nS1ju5V4e4RHe5E0aaCBVl8qthd+n9IuXGOGsxGZtxWDs0biDhkZAMjMzHSkpKfZ///vfXwNMnDhx\nzHXXXVfaE+cSQrwOrJZSPhDGtt8SQvxeSvmDnriWaKC2un0oNweAifv2k2CxkDJgcLc6LYU1Edyz\nyqtzyURzDlUqXeTMlhbMlhavsZmUcx/FZNNKNfE8z4SgXetC4TaFVDM9VEutxmbDsnlzWBO9YMfW\n0NDwJ5R+RNq1MhC+pXKe+HYtcmthr3TsdOEO0MyzZXUEmjqIQIM8cfuYdOjSG5sxp3yu6JK+uFOT\nY9NBAJa6oPrsG0TqTstxDQ2N3qc7gfsiijoaAOQFWu5t6h9mRXEfdAaa3AibkSH/uYJD44wB9grA\nHLTgUjfRgk39iel/gK/XwOfP8IPr72HDZwcYYy2gtnk7xvG7MG4fy8DWy6jJ+Jpm5xmcOGglY5jy\noXqYh/kpP2Ue83id17lj1DnM2D2MB2KOsubfv+GW6b2X9aBx8gk346i3OHLkiFdwaevWrfFTp071\nr8PqJlLKmyLY9h9CiE3RvoZo4n6IeOjd5V7jh3JzOJSbg0Cwa8FrXT5+WBPBPauU9Gq769fVVM4i\ncRQpYb3PhMY9SXFPYGZSziK2ESeULKhcWlkkt4GdLpVqWEtKaF77JjEOJatLNjbSvPZNElGyBmRj\no+p+gcZ9j+3ZKlY2NnYpI0FD43QhHP2IVqlWsGwbteMUTLuhV83A3YGbgVLdiDscDVJDTfNa3vwH\nxL6NMaZc2ajd42cThj676U7LcQ0Njd6lK4F7z+BUXPJ4UqdKGgoOczgJhqoEnCplHN9fcU+Xsk/d\nVKxdy5dLl9JWVUVcTg6jFyxgwPDhUV3IE9XqAaVA4xo9S1gG4UKIs4UQC4QQTwghfu/69/9cnica\nvYUxHs7+ETjaKfhqIZYEiV4kUd3Qin3IPqSQ5LZeRZxNsZvZ/1Gnb8v93E8yyfyTf2LGDMC+YTOp\nskocLRWYW5tPyi1paKiRnp5uP9nXACCl7NoMoBeZVTCVnORM1fe6uwIdluHulqLOQJMLE3bmixLv\nMdck5d6pN2PSK3/w76O4I9DkJk44uI/iLpVq1G94t2PS5SbG4aR+w7sAiJQU1f0CjXsSLCtKQ0PD\nn3D0I1qlWoG0LpA29jZu3fMvLnbhY+gdLmqap3MKLJbCgPsE02dPZhVM5ZEZ88hJzkQgyEnO5JEZ\n8zS/Jg2NbrCqrp6hpXvQ7SxmaOkeVtXVd/1gHibekzfM5FK7d38dtQYJbnwbABjNCQzeeC6pZXk8\nVAgtPukobTKG55nQEcTqSoODirVrKS4qoq2yEqSkrbKSyhdfpPVf/+oIuLsX8qwlJSGOFgTN2LtP\nETTYJIR4UgixDbgLJQn3c2ATis+J29tkmxBiQY9fqYbCxc+APh5KV3L2WQkANLalIWJADmsls/UC\nYluLATi6o71jNx06iijCgYO7uRuAi9IzeNM0hlyTnqffWdz796KhAaxcuTJt5cqVaaBkNAEUFBQE\nNvXpJkKIvUKIoa7v97leu7/2CSH6XTc8zwCOm2isQIc1EQyQVp1Nq+okxXMCk4168lo2rV0KlBlb\n24KOm6ZNA98W3waDMh6C7mRFaWicjoSjH8G6qkVCT2lgtHDrXsCHbikDvROUQJonZfAAeiB99mVW\nwVQ2zFvOrgWvsWHeci3QpKHRDVbV1TPvcAXlNhsSKLfZmHe4QjXgFLJ7pTurvKkckAyUzSxiGzMp\n99oskA6rLQbo7Hqyt07gtTFw5ww4nCRwApUynsc4tyMbMlgQKxhfLl2Ko81bs/LHjUP46l93F/KW\noBh5e+Jh7G0tKcG8bBmNjz2Gedmy7gW2NEISsIzuVPM2OWXQ6eGCR2HLz5mR8DibeJR63XjgCC2T\nviDpwIVktQ5hX5ykdp/3KvwCFvBLfsnrvM4KVjAnLZVrMi5gbs2XpDpq2XZ4N+fmaSa5Gr3L3Llz\n62fOnDl86dKl2SkpKfb33nvv6x4+5Qwp5SHX9+f08Ll6hVBmsV0lLM+OpDzXw443IimPDfOW+427\nr3dWwVRY8bbqvjUioUuTxGPCTrZKmcoxYScNvLybIk3XFikpqoGlcLKiNDROR8LRj2iVavWUBkaT\nWQVTMad8HlUdCaR5QgQPggfTZw0NjZ6hqLKaVp/ASquUFFVWexlWh1USp5JVHicc3CeLvUpkAwXu\nAwWhDOZ4BIJPxuSxZcwSnln6NhL/YHhXss/bqqr8xmITElS37dZCXhBjb80SofcJGGw61bxNTinO\n+xlsexL94X9hNy7EGTMKu+Mgx7LXMJpvMLB1GrGDW2k+5v0B1qHjAR5gIQv5IT/kz4l/xqoz8Fls\nHlNSyln87jL+Ne8ldLqwqis1NKLG+vXrD/TWuaSUBz2+79JfMyFEKnATSpbncCnlCtf4DUADkAo0\nSCl7TRc7AjhRJKyJYOESb88mULIvC8PoDauyrwU91RN+0qV7eT25jXmNMV4GvBacvJ7cxsOu18bx\n47v0QGGaNs3rAQUIOytKQ6Ov0RsaFo5+RDNI1BMaGG2irSNqmmfFTpzxw8A7havPGhoaUeWwbyl+\ngPGwvOyCZJW7CRa4D7QYkJucRTGdpbmvJH8adNEgElPyuJwcpYTOg/aWFkyJiX7bdnshL4Cxd3cb\nxWhETkRRBZd30zc9v9zv9Qdvk1OKS58HJLnJu8hsT+K4pQVhaMGW1MjA1stIiKvC3g7WVu9a/gd5\nkAQSeI3XsOgsDDIY+HPy+cQIwah4R5fSIjU0+hMuHRvq8TpZCPGiqyT4iTAP84aUcoVrIjbddZzh\nwHQp5SYp5RrgF9G+9t4mLM+OMXNgxgpIykciqBGJPGibwJVbPg1d0++xLwhIysd01Z+ZOP3xLl3v\npBnX82zccaqFFSeSamHl2bjjTJpxfZeO54lx/HjiZs/ueAASKSnEzZ7d4w8nZW+38NL0Sp4Zf4SX\npldS9nZL6J00NELT4xoWrufP6VSqFW0dUdO8X8edYO8513TqamwGmDJwaywzVkTUvjxkOY8Kmm5p\naPiT51vGH2A8LAuDJHUDouO6xLA81qYOm+g3phacClai7Ov7FMrPafSCBcTExXmNlZeW+udN6XQ9\ntpCnWSL0PmF3oxNCvIfi2+SZgSCBf0b7ojTCoGAObH2IAUlvc6L2XPY5h3BewjEqzviM4TuuIK11\nGycYyaFPLJx5eWfhqg4dC1jAYzzGPdzDlIRFrLal0a5PZGq6k19+/ja3nTOLjAStNETjlOVl4EaP\n128AO1BW+X8hhFgtpQxYwyGEuBxl5R8AKaX7WF7jQIMQYpKUckfUrjxCutMG101Y2QJj5vCOzPfO\nYgi3hfmYOV4TH2tJCZZly7rUlcR9nvle93xr1CavXc2K6iplb7fw3qP12C3Ko5i5ysF7jyreDgVX\nq6eea2iEojc1LFrZRtHQskixlpREtUOSm2jqSCDNm1gwFeha0N6TrnS40nRLQ0OdJbnZzDtc4VVK\nFy8ES3KzvbYLy8IgQFb5wBkvsguUMrv1v4Otecq2Hs9Z75RtZd3uf/sdf/bYi1UXA0A9+/TKFfd4\nZWDN3DGF+9bfTPaPMyGfjtI1N4OvvRbAqxtd3k03IY4eBYdH+4QuNkwIB80SofcJO9gEZEgpJ0d6\nAo+U7OnANtdqWcBU7ZNZhtLvuOJPpPxFscmqcQwnVm9mS+ZyhnMFeVWx7EuF8k+9g00Aj/AIz/AM\nr/AKq9KeZHVDI5+ln0/hsc2MTdIz/81n+NsczTBc45Ql1e3ZJIQYBkyWUl7heu9uIUSoQvThrn0v\nR9EpXLqWCnjuW+fa1muiJoSYB8wDyMvrudYYXZkkdIeQad97VikPP02HlRU5n4cfiE4tfX8opQmX\nLc81dkzY3Ngtki3PNWqTNo3u0GUN6y398qRXtcylU9a6ZNrar8X9mNyXfT16UvPCKufxQdMtDQ11\n3L5MRZXVHLbZyDMYWJKb7eXXBGFaGLifn3yfq8A7CNVUrrz22Eftcw2w9eBO1esOpDGemVYzz2Qx\nAAAAIABJREFUd0xh0Zp5xNlilYFyXH8p8As4uYNOAOZly5AOnz6dDgdt//oXEH291Z9xBrbPP/ce\nVCllLnu7hS3PNWKudpCcHUPh/BRNv7pIJMGmvwsh7gA2ozyAACClNAfaQQgxic6A0SYhxH6Xt1M6\nSqr2Xa7t3ne9P1xtPNKb6rf8/RK/oebys9n95Sy/cV1VLk6Zzdjzdeh0baQ2x0IqyLRjNBvKya8d\nBqmSff9sJGVrFQg466vOX/e9P/0uT93zIv9Xey7It/idLY2pUjIjK56n9u3jnr9+l/f1nZHfxPYC\nAM6OMwW8/D/evKgbN6+h0WsIIUSSlLIJ5U+hb8uLUEsq7smZO0D+vhAi7JV/lzfKCoDJkyd3rQWR\nmyABnK5MErpD0LRvd9cUz4efd78D796mlHW4rjusWvpVqJo+noqYq9UbpQca19AIky5rWFT1K0x6\nTcs8dMpivR+/R2RPLQojeB7V6+ruubqom2GV8/ig6ZbGKU83PpNz0tP8gku+hO1l55MZDsCKoX7G\n4dhblet1bduVz7UanhlY962/uTPQ5KYVKu85zsyqe4nTx/LwjDv97iFg+ZqUtK1dC0QWcKra0sC+\n12qw1FoxxloYnFlMVn5TRzDJ9sUXfvsYzjrL6xxadmZ0iSizCXgK2E/nZEwCZwTZZzhwLp0BowbX\n2GRUUrUDjZ/MMpS+zoHSX5GYvI9EV1Q4JT6DyqT/MKz+eqCOFlsMu44rmU37TMqv7VuWdhb9+j6e\nvftFmodWkLirhTpDMu1SMjA2BgFsOWbFYDJgS7VF6OylodHneQAodwWzpwOT3G8IIe4EXg+x/wEU\nPXTT4DqGOyPTTTreZcfRRS2A47F6Fa2HCTehyliCpn2rdE3BXaXvcd0ha+lXoYQH3YdyrZxtbWnm\ntguPBF0p7I8kZ8dgrvKfoCVnx5yEq9E4hegbGhYm0daygHjolJTqJRWysTGk9kaVbpzLrdkTPxrF\non/Mw2QNnnGgRljlPD4E0i1zhpNVdfWnhDZrnCaoBZWOfgxfvIjaM0w0P/9dzlgMYBzuOR7O57pi\n7VqvcrfRCxZ4ZSSBdwZWdoO6JrjH2+ztPPTucn7/3m7szYPJSolj7qWj+Mbe8zC9fQGiMQWZ0ohl\n2mZsE0qVnR0OGtZvZECYwaaqLQ2UvXQUp1UCAmt7HAeOnkdTy36Gta4Dvd5/QROwbd+ONS+vI+AU\nLDvT/X6ojCctM6qTSIJN35JSRhR2cKVlu8vmUlE6nuxwpW6rpWr3qTKUXufbH/kNJQLnB91pLJ/e\n/SH2ZhuSvaRmjaY5tgqDTCRGX4vDHkPyBO//uWP/PBSAb3Izq1lNzsA97K09l6wBE2iqLWXNrYu4\n45+/ocHSxDDLYFbdtphkk3+nAA2N/oiUco0QYjuKtszzaW5wgNDBpk3Atz1ep6JoVB1KQL5jvEcD\n5WoBHI/Vq65MEgIRThlL0LTv9b8LfgLXdYuU+4PX0hcBvjGrVsh71Ej5O8oDRLnNxrzDFeTvf4Op\nO3/VO5kHKkTD76VwforX6hqA3iQonK95C2h0i76hYWESTS0LisdkTIhGpEz120SkpITU3qgS6lwB\nMiw8NftP6xd1BprctKLoaYjLDaTrjw25WCl/UdE3Nd2yGiVv39DKbw4rxRBawEmjz6MW6F0/F6RK\nRznfz39vZj76kpSnXKsPraYBuE1VQpXpVaxdS3FREY62NgDaKispLioC8Ao4uZ//nv7gL1SnniC3\nIcvvvNWp3osCR22fMYDBHGtsY8fiWi5eOwNdu7KAJhpTiVs3G6Aj4GRsa+aDkqNcNn5QyFvf91qN\nK9DkieB4wwiSjp8gM7VCdb/a+kFUPNmG1VaCKdOIuSpedTt3hlOojCctM8qbSIJHm4UQ+d0411PA\nOd3YvwNXB5XJUsrJWVn+/2Ofbuiz8rFYc3BKK2OS9xMbr/xa4w3/BeC65Znc/OcBHV9unuRJAE5k\nKpPGgzHKg1Wyrp337/49EweN4nBDNdNf/CFfVH7dm7ekcRpy66235o8dO3bMzJkzh/f0uaSUB6WU\nm327aKqNqezbgFJWPM8V+H5JSnnANf6GEOJyV0D9qWDH6TYhVq+CdRCJlEBlLCUfPK6kbP9ax6yt\nt/Hi2KHkJGdyFeVs1L3Dfx1/Y9bW28CUHtb9mKZNA5+uLHannRMDXcHuALc8uNp7n2ur3mbS1vmu\nBy7ZufK4Z1WYd9w93N5T7sCZbGyk+PkSXrzkUETdmQquTuCKR9NIzokBAck5MVzxaNpp+bCiET36\njIaFSTS1LCgeOmUybgZ8PE3cvh5hZA6EQ9nmNay47WyWXpHFitvOpmzzmrCP6TSX8+TyGdg33KGq\nc56aHSjjwEtP96zq0HJWDO3QSrWOgs+Pms3onXu99K1t3TqsJSVAp26ZM51IJPUZDtZ8v4VdU2y0\nSklRZXX4PyOtq53GyUIt0KsWaHLTVK58btxBqp54/gjwOfWicAl2nXdwuU3G8ET7yI4ucaE6hX65\ndGlHoMmNo62NL5cu9TvdrIKpxBljeX7matoM7d7nNbTz/EzvLudO0UJlbjz/uSyHG/4zhph270xt\nYTNi2tzpn1SLkZUffhX0x+LGUuvvQ+U6KhXHxqm+U9swmEOV52C1xQMCS60Ng8Gpuq3QETTjyU2o\nzKjTjUgymyYDB4UQ9SirXwKQUspgZXRAh+n3S1JKdzp2oFTt9ADjGkGIH2Sk4atWjlkHkKs/yOAz\ndsJ+MFiLgSkc/bydEZfE+e2XTz7DGc4B0+ega+ULUpkGtDRXMyD7bP58y2M8v2U1f/zfm9z+6iLu\nv+gWvnfeNb1+fxqnPjNnzhx+00031b/66qv+yzF9EHejA5Xx3vOYC7B65W6HG3bNfxiolavMpJz5\nlm3Q7iqXaCpnYtmv2TD2dthd7L0aKAygM4Iz0IOAct3G8eM5Wvo/jCVfkmBMpLm9iW3ln1C+o4IZ\nA1IZmn018VX+vnEVmd4PhL/a/wLxTov3Rj2VeaCCr/fU3vLhbNn+DewO5aEqklWugqsTtOCSRtTp\nExoWJtHUsoDsWQXtnRakRoMSOLFYL0fKFO/snU+Da284lG1ew8ZlP8berkzozMcq2LjsxwAUTLvB\n+5gq56omnu9aPkYvvCd3bp2rNl/QuW2AjAPclxuiVM+3nMe8bBkyhLdewdUJLBm037+lOXBYpYxF\nDS07QOOkEmHwGFA+N/q4nsl8DLekdswclm7+C9+1fEw2rVQTz/NMYL1zMNs8fO6Clem1VVUFGK/k\nyhX3+OlwtfkE6yd9DCjeTdkNGVSnnuD5mas7xt3ImETKJqTh1OvIqzGonQbRqGRv2xC8yiCON7ap\nbueJtaQEo6HNFTRSed8Wj4iLQ9rtXs9nFcfG4ZTe4ZCcLAsV1XE4nZ0WrnqT8AsgufH1o9N867yJ\nJNg0LfQm/rhWx3ZIKQ+4SunSUcpU/FK1hRAH1Ma7ct7TiaQ8ZfJltqXglBMYmq58sDNskjodlG0s\nZsQl6sV4P+Wn/Ej8CFI3sK1hBtOAttbjHe/fV3gz5wwezfw3l/Lsf15l25EyXrj+5+h0mpGTRnQo\nKyszHj58OHbu3Ln1J/ta+hUB2t52dCMhel2K1MpY7qOYOOHzh9PeCsUrQPqMSxsYM8CY6Jo4CfCc\nhnhc9/vvLMd8zD/VeevKxbw1s5n5r9ziZUKprJy9BpzXMZbXHmDlvCsPj13AtxRwW+lk7A6fjK1w\nuzOdRoboGhqB6PEuk1uK/LIWjIYSjImVcI9PCV8Y2huKrSsXdwSa3Njb29i6crF3sEnlXG0yhueZ\nwK/4r/rBmw6TnXx1h2Y/P3O1d5cogHgULYGIywLd+mYoHodp8zQvrxXu79wuz2CgXCWwJIGhpXtC\neutpXe00TiqBFvSCYW9V8ad00d3njwg+p6stGbzGbL9DhOtzF5eTQ1tlpd94Q2Jsh6542im4nxHX\nT/rYL7jkhYTq4Zfg1CtzyMPZNoZWGf02c6Y0YiaGleTxsS6DASn+CRO+WDZvZvCAJA4cPQ+1Pj9G\nQxummTMBlE53UtEWteBUeqoNBDQ4k7w8l7Y81xiWj6bmt+lN2MGmUKUlarhMv19CMfoGxbMpzfXe\nG65AFLgCTFLKBrVxjeCkjFI+KBZrIglSj37aUngVxia0sLcNvvpoLZccH0JSVq7fvndzNz/mx1iz\n/s7O+uuV41jqvLaZMuxsNty5nFv/9hBbD+7iihU/YtVtSxiQGEZpjEbf5L3vD6G2VD38Hy0yx7Vy\nxZ+OhNrsf//7X0JeXl77zJkzh5eWlsbffvvtxxcvXlzTo9d2KhCo7W0PZO6o1fdniwAPVL6BJjft\ndZ2TtiB+BubjR1V3Nx8/yurp79FwQ5PfytnG8R/jGWw6EptNfrv/ylxzwiA83ed6ysBRpKR4BZya\nW9WPGXKVK4AhOqAFnDQ0okmgiWB7nf9YFLQ3mM4FOpfTXN6ZpUA+91FMrp+JHZRVfp8rtv8UW20M\nLQkN7Jq0nsduWMH8DbeQ3ZCByBPeQesIywJFSgr6LUOIWzcbYVMmiorXyjWKZrmOuyQ3m3mHK2iV\n/tkAbm89COzfpGUHaJxU1ILKwgBCBM/SDkQEmY+qRPA57a7P3egFC9j54APQ3nmfNr2Ojed5zyPd\nXUHVnhF9MQgD536ZwuQ1y8k8UUttRiZ/nfYoP10zgwRLZwKDxWBn2eUH+VA3EYBYQwxzLx0V8ppl\nYyOZqY00tWRwvGEEngEnnc7B8FlxXr6ZbevWgc2G0dCK1eb/jJY7Ar79O/95czg+mprfpjeqwSYh\nRApwo5TyD+EeSAjxhJTyQc8xV1bSCLXtA6Vq98UU7r5OUr6S2WS3JmCQToxTxgBgaszAmNCA1Z7B\n3+6dzl1/+wKd3vtXrkPHdKbzTvw71Br3obj3m31PQWZiKhvmLWf+m8/wnwM7uWrFfSy7fgFTh53d\n4/encWqzf/9+Y2lpafyRI0dKa2trYyZOnDjm/vvvr83MzNSeKEOh1va2B1ArY7HYBhJv8Y8JOhDE\nqBVPeD5oBbnu5KxBqplNyVmDyE7OUF05S0lIJ99g6OxGd8Z8ni17lASPUroWnYmHht/H867XPVmi\nYZo2reNBBiAxvoXmVv8mCyFXuQIYoodj7KuhcbIJ1cGyTxGiLNmPbmpvMJ0LdK6rVtzjNYF8ngks\nktu8MkzLDt3Iex8vxG5VOgsntqTxjU9u4MvLN7Bj65fqP/8I7900bRr6x/I6Ak1uhM3gpU3uIFJR\nZbVqhpPbvylQsEnLDtA4qQQKKneMBch6is0AR1u3Mh9VieBzGsoA3BdfrZ46bCIHLs7nkk/KSW22\n0pBo5P3zBzGo+VqeWuK92Ldh0idhlTpXrF3Lzj8+CO1K6e+A2uMkm3/Cr2/4Dd/dfBl51QZ0eYL9\nd5vZHV+PaKSjY1045uDuRb5hg74gKeEEFcfGYbXFY4y1cOa8M8gp7HTpcQedlGyoUg5VTcbp7NQV\nnVEw8paBfudwPxuGWqQMd7vTBdVgk5SyUQhxUAjxObAaWCOlPOS7nRBiKHAjcBNwZ89dpkYwdHod\nQi9wWOMx4oBhIHHiODGSxKwTSN0gGupqWPPQjdz09L/89n+Kp3hHrofMtdgrsrBZ1Q0YdTodL3zz\nF/xl2zqe/fer/OgfT/L9865h/kW39vQtakSbMDKOeovU1FRHYWFhE0BmZqZj3LhxrVu3bo2/7rrr\nmnrifEIIJ+BZsude/pB0etFFuc1R/8evjGXPBf7lHcSwVg7lWg55l9hF8KA1de5CLy8TAH1sHFPn\nLmRQTrbqA9QDF9/KrIIxHWM6m41mp5Nf7X+BvPZqDsdm89CIe1mddUVHsKknSzQ8H2RkYyPnnbeb\n/3xyHnard/1/yFWuQFn3vVMNqKHRZcLpYNmniEJpXCQE07lA+E4g15OPQRfDg7H7iLccg6Q8tpQs\nwW71DsboHUYuLL6eWQX+q/RAxPduHD8e2ajuXeKrTXPS05iTnoZuZ3HE/k1adoDGSSdQUNndCVLt\nczPtOeX7aGedR/A5DSf44w4wnW3ezn0U867b38k8gTe+qIURqWwf0Rmgmbljilc5bm5DFovWzCM1\nLqnjnLMKplK1pYF9r9Vg2WxjS8ZXjLxlIDmFqYq5eLu3x5zJ2s6grx9l7LuDWJE3mDnpaYwlnVe4\nLOIfj+ciX2ZqhdJ5zmAgbvZsjOP9O4sax4/HOH48yUC8+5pP2DBlGDquWY1wfTQ1v81OApbRSSk3\nA5OFEHcCK4QQk1EmY3Uovkt1KObdL0kpz+2Ni9UIjD5eh7U9HhNOMIJd10KMLQ57wkhsdSmMGd7O\nnl3/4eO/PMGU270S0BjLWFLtw2lIe5uGmB9gdATv9nH7ubM5e9Ao7npjCX/67C22V3zJH256BKM+\nEgswDQ2FkSNHtu/YsaM3FfkZFA+6z4E3XFqnESk+q341IoFnneNYTz67yOI+WUw2rRzXJTJwxoth\nP2i5/Uq2rlyM+fhRkrMGMXXuQgqm3UCBa5tQ2RJ5BgOvZc/itexZXuP5Hp3ueqJEw1pS0hFg8jQU\nPgeI60rJXh5K6ZzauIZGHyZQB8sXPAxq+xS9WJYMwXUuEGoTyG9MvYd4T/PuF9TXkTx1TVWnZqyI\n6N5FnohImwL5N+X5dB/1RMsO0OjThNKMaGtHhBoVyOfunbKtPPXBn2m0NDOTchbRmR2ZSyuL5DZA\nCWZ7ct/6m71934A4Wyz3re/Mlqra0kDZS0dxWpUAsaXWRtlLSmlwINPxrBO1HYGm7uC7yOfV1CEE\nOYWpAYNLGt0nZHRASvky8HIvXItGN4hNM2A9bMIonTidThy6NmIc8SRl6zlamcHF3xjFiU372Pba\nUgaNnsjQ86/02v8ubucpw8N8HW8mM9CKlQdn5Z7Jxrt+y3dWPcwXlV8z/cUf8Nc5j5OfltNTt6hx\ninLdddc1FRUVDQaora2NKS0t7bGsJgAp5S8AhBDDgLuEEE/SGTj/oKfOe0risep3xdJbkK616/Xk\ndzyoCKdgV4QPXQXTbgg46QrHKFjNKyReCJbkZne8jnaJhrWkxKt0zt0OHJSHoC6tci3B27MJvI19\nNTT6KIGMaMM1qD0p9FJZsptgOheIUPoXStcC6tTs2RjnHQr/QiLUpnA0WQ0tO0CjT9OLmqFkIn1K\ntfkCspOvVhbaxkQWuPfMOJ1JOYv5H3rhPeeLEw7uk8V+wabsBvWE//gqI6wYCoVL2Pfa5I5Akxun\nVbLvtZqApuPxOTlc081Akxt3tpJG30JrKXaKED/QgJAxOB1GaG7GqbdhdKaSktkECGrG/Jsrp43C\nECPZ+Ktbaa7Y47X/44afg3UA+1IOAGC1Noc8Z7IpkbV3PMvVBYU0WJq4/k8/5d09QboQaGgEYMmS\nJRVDhgwZd/HFF5/5wgsvRNj+o2tIKQ9KKR9wZWY+AJwjhHhPCPH33jh/b1BduY2PP3qYDzbcw8cf\nPUx15bYeO1cg48lwDSmjyZz0NFbkDSbfYECgZDT5rpwVzk9Bb/LuWNKdEg3L5s1e7XSBjnbgXWYO\nsALIRynwzHe91vyaNPo4fUkPeoLe1NZICKVrUdOpCLUpHE3W0NBQxx0kqjLXIpFUmWtZtOFFLlr+\nf5y99BaeXD6D1t9mw691SuBnzyrV47gzTt0ZTb6BJjfZKo0HatJUmiUApB5WvKQ2zsNSq24Qbjlh\nY/SCBcTEeXeVa4+NZfENNzG0dA+r6rSG1KcqWrDpFCFhiGIS3m5NpLn2BJgksY50Ek2HAKgqsTPg\nh//joiln0NQmWP+zC3A2dhbXGzFibLycqpT9ADSb1TulqLHkqh+x6Ip5SCQPvvNChy+Dhka4XHfd\ndU1Hjhwp3b17956ezGoKwkTgXCADOHgSzh8+e1YpDxMhHiqqK7fxZemrtFuUP+Dtlnq+LH21xyZF\n9069GZPe2zA2mCFluPfRVeakp3Fo3BicEydwaNwYv0lNwdUJXPFoGsk5MSAgOSeGKx5N6/Iqumf3\nuXDGw2YOcAhwuv7VAk0a/YCI9aAf0dvaGgneuiZJTqrmivPupaByLOxZFUSnGiLX4Qi1KZQma2ho\nqKNWlmxz2mm0NPMA2/i55X1XwxapBH7Wz1X9LLszS++j2NtX04cakcCNZ00nJzkTgSAnOZPqB2qV\n7EVPDC0w8yHle3srJtNx1eOZMgwMvvZaJixZQlxuLlIIjmdm8cJdP+DfF13c0Z1SLeBkLSnBvGwZ\njY89hnnZMqwlJYF/UBp9Es1k5xQheYQSLbZYE7Afq2NA8iCMTenEyXeA0Rz/WhGp8Q/9j6M14yjd\nU83WX4zloiWfQYZirDu25TZqE7cA0NxcSXpm6FaTbr45/jImZJ/B91Yv4h/FH/BF5V5eufWXxBtN\n0b1RDY0oIYT4FvBtYBiwCfiFlLLvB5o8DSJdq0mAXyr3/q/fwun0XsF2Om3s//otsnOjb7MXjiFl\nV+6jJ4lmiYa7E4qb2obBHd1QTD/8KqjhpIbGqUZEetDP6G1tjZSCqxMoGPGmj8YCG+ch4h9CttoB\nb40yGpo507KNnLbe12ENDY3gBCo/nkk5N7EfnfB5Q9pg83y/z3F2cgZV5lrVzCU3FvRUT/gJC6ff\n4f/mIJSOk+VOJaNp5kNwzmsdb48c9GvKjjztVUrn2dlt8LXXMvjaaxlauodym42zPzbw4P1xpJ7Q\n0ZDhZMOkOppL2zo82i74ppn8+sD2BBr9Ay2z6RQhdbQSbm63JmCubUQ/MBGDIxXnsa8AaDjSGcGe\n8WwxWZkJfHbAyNdPnwOVnwJwheFsjtvPBKCpxb+uNhQjs4aw6QcvUjBwGPtqj3D57++mrOZAd29N\nQyOqCCH+LoTYC0wGfoViFv4EcEIIkSyESD6pFxiMLUXenUhAeb2lyG9T96p7uOPRYFbBVDbMW86u\nBa+xYd7ywBPLCO6jv2CaNg1cZre1DYM5VHkOVlsCIDpMMqu2NIQ+0CpgKMpf56Gu1xoa/ZCw9aCf\ncTK0NWICaKzJsAkMBj+NstqSKDv4KFXVl3RdhzXt0tDoOkGyvQOVH99HsX+gyYW0nODKFffwTtnW\njjF3xmm1X4qSCxGD6ao/M3H64+rvu7MZXxoOC4d5BZoAcobtpuCuQZgyDSDAlGmg4K5BfgtttuJ1\nzF6xnpteNpJ2IgaBIO1EDOPfNyiecxLMVQ42vxjL3n1DvK8h0rJfTZdOOlpm0ymCMVGPU+eg3ZZA\ne2MzMYPi0W3T4TzYgiFO0Hzc3rGtTqfjxt/v4E+3FfBeiYmMP1xExpy1zBxwEc/VzAQO8l/7VsZ2\noV7DpDfy2nee4KkP/syrOzZw69+KeOCy73HzxCuieLcaGt3C3VnzRsDXnVW43jujty8qLJoC9LxX\nGY81palOfmJNfaB0IYL78CVQx7eTjWcnlIqvx+GU3n9e3SaZ9Y2GwN2VVuFtulvueg1a+ZyGRh+h\nO9raa/oVQEuNjn/D7OepeNrir1HOOPYdmU9O5pWq+walj2pXWVe6gGpo9DZBsr3fkfm0WdtVdwuW\noQRQZa7tsDZxB/tN+liet09gkdzmXUqnj4cZK8LLaixc4n297v0Ll5AzJnhnt8Xv/5GMyh1M3PEQ\neod3qbXAO3Jmd+jZVjqZM/K9ExfCtifoo7p0uhFxZpN75b/PZwCcjhidtFsTsLa0octVfrWiRhCX\nqqO92dsELj4lg2uX/AubQ8fanQm0r7maqYf/RVvTxbTEWDksu+fR/IvLvsdvrvkpMULHE5tXsuCt\nZ3E6nd06poZGNJBSjpBSjnR9neHzNVJK2TcDTaC0ug1zfMSZ16DTebeV1ukMjDjzmp64ssiI4D48\ncXdScj9ouFOq+0oNv3H8eJLvvx+rXX0yU7kf3nu03mvl7r1H6yl7u4WqLQ1sef0r3r+qlC1XfUXV\nEFcWVCtK2rqGhkafoKva2qv6FURjjePHY22PU33bYs0OqcOqFIHfvPcka1fZ2y0B9VZDo0/xwXzV\nTMT2jT/k8Y0raLB4W5nG6WPRi5jAGUpAA0ogx2K38sLW1R0m4w2WJtaTz2OcSxUJSAQk5YcfaAJl\nuxkrlP0i3P8fxZsRQEJLeLYCza3qz1Nh+Tf1QV06HQk7s8nVHnwecAI6Qo99NwPgNCQmXofFnIDT\nYgFX1qFoMpCUq7TCtbY6McZ3xheHTLiQKXMfZsufHufd4kSujfku3zx7OXV6HTqnpJhiJjChS9dy\nx+rHABg9YChfHjvE+1//jwtfmMvYgcO9tvvjzYu6drMaGj2AEGIocJeU8sGTfCnqBFlN8sXtHbL/\n67dot9QTa0pjxJnXRN1TpGLtWr5cupS2qiricnIYvWABg6+9NvhOEdyHJ8E6KfWF7CY3pgwDllqb\n33jVcRN2n7bAdovko6frGZXXiDNWec+SYKNsstKkIedIKvgmKaxCeVg6DOShtBtXecbTVvU1NKJP\npNrq1sjx3/gGpsRE7zd7Sr+CaKy7nLeuwUDVMRM2u8Cgl+QMsJA78HBIHVYlUFJq6GTVTsLUtXDZ\n8lwjdou/3r6/tI4nDvyP441tZKXEMffSUVw2flDXT6Sh0R32rAKLuieT0W7mUrmX9eR7jafGJ3Hv\n1Jv56wfH+YllE0afrnJ2KXiKSR2vq80n/EzG15PPeplPTnImG+Ytj+x6txQp2ZNJeXDVK15BpnfK\ntgb16nNKJfGgJaGBxJbQ2aCJ8erB4bD8m6KhSxrdJpLMphuklOkeq/99OwPgNCQu04TNHo+zza5Y\nHgN6azyZw5UVuIrt/mmY5988n2HnTWf/cSOf7E9gdfF8khvqyWxP5Of8vNvXZNIbyU5Uao3tzsCd\nDzQ0TgZCCKcQwuH+ArYDw0Ptd9JQW00ae7vyh1+tzj/3XKZc8ksuu3I5Uy75ZY8EmoqLimirrAQp\naauspLioiIq1ayO/D5VVsYq1a9lUWMi6kSPZVFiIM1THtz5Smz/yloHojD5GCgawWtXHS59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lHbpRZLd1v6a7Ht1mr7dWu72Fpd3P3asrtYd+uK3cX6LeoqtSJaLRB0TbwV8EIg3EEgkAsJSSbJ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\nIiIiCfP/AQKr1azJQ2NbAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=32\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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r9ORTW1ER9qrAM0LtVQ6Kf1XKZ9/+HbY1a2grKhqwMYeCio/vVXtvhDSx5P4H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\nQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=30\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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m6Wu/DpmDlr72a5mDxKCklJqhlFrcqW2+f3On+YHNoMKc1+MxQvSFzjWKRmbt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aP/qbbpDSM/00a1xqQjPzOyO2dn+LOb9i1bRnJq6ILKvHMytjfmI1wWrVNVfPPI8MyBpgqPZie7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\nArametvGmIYQQ0QqAP+vWzqB+tTVKoOk+6EpVULlLsmW/FCS19SGpVm62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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=29\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MKyiwZ1gpWDuxxyCRb8FvZ60L9LkFv6t2NkbcB/BOfwtDNSQC56ZH93SzIdob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pAAAg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\nAwtMOdupFR6MAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=28\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cuylYW6sCwBPjpXh2WbfFubVPY3PauPrZvLDP96hw+CBi6cuTmzuMzAPmmV9j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\nAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"for valm, groupedm in df0.groupby(['Month']):\n",
" ik=34\n",
" ax[1].plot(groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['AbsSal']],\n",
" groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['Si']].values/groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['N']].values,\n",
" 'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['ConsT']],\n",
" groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['Si']].values/groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['N']].values,\n",
" 'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['AbsSal']],\n",
" groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['ConsT']].values,\n",
" 'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Year\n",
"1978.0 1\n",
"1996.0 7\n",
"1997.0 4\n",
"1998.0 6\n",
"1999.0 2\n",
"2000.0 9\n",
"2001.0 11\n",
"2002.0 16\n",
"2003.0 14\n",
"2004.0 11\n",
"2005.0 13\n",
"2006.0 12\n",
"2007.0 11\n",
"2008.0 12\n",
"2009.0 12\n",
"2010.0 20\n",
"2011.0 15\n",
"2012.0 12\n",
"2013.0 9\n",
"2014.0 14\n",
"2015.0 9\n",
"2016.0 12\n",
"2017.0 12\n",
"2018.0 9\n",
"Name: Si, dtype: int64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df0.loc[(df0.k==34)].groupby(['Year'])['Si'].count()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Year\n",
"1996.0 3\n",
"1997.0 3\n",
"1998.0 3\n",
"1999.0 1\n",
"2000.0 3\n",
"2001.0 3\n",
"2002.0 3\n",
"2003.0 3\n",
"2004.0 2\n",
"2005.0 2\n",
"2006.0 3\n",
"2008.0 3\n",
"2010.0 4\n",
"2011.0 3\n",
"2013.0 2\n",
"2014.0 3\n",
"2015.0 1\n",
"2016.0 2\n",
"2017.0 4\n",
"2018.0 2\n",
"Name: Si, dtype: int64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df0.loc[(df0.k==35)].groupby(['Year'])['Si'].count()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Year\n",
"1996.0 3\n",
"1997.0 2\n",
"1998.0 3\n",
"1999.0 1\n",
"2000.0 3\n",
"2001.0 5\n",
"2002.0 7\n",
"2003.0 9\n",
"2004.0 6\n",
"2005.0 6\n",
"2006.0 5\n",
"2007.0 5\n",
"2008.0 5\n",
"2009.0 8\n",
"2010.0 11\n",
"2011.0 3\n",
"2012.0 5\n",
"2013.0 4\n",
"2014.0 5\n",
"2015.0 3\n",
"2016.0 6\n",
"2017.0 4\n",
"2018.0 2\n",
"Name: Si, dtype: int64"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df0.loc[(df0.k==36)].groupby(['Year'])['Si'].count()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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d7Ruo2LOjaYVb3O1DYVys2/GQfQZUb4aP34pilCKxUVZWltKnT59DXsch4dGy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\n5gaWr9Ijy9br5le/r1NPPqCBq25q7wYBoNPFE81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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"df1=df0.loc[df0.Year==2010]\n",
"for valm, groupedm in df1.groupby(['Month']):\n",
" ik=34\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('2010 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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9eOFQoBBIOhYihRPDqKWHL0pjhCK9VjVhKklQBNQAxTTvw5bS/MObiEhXoD5M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\nAAAAAF0gsYRCeP7qi9qz65a8wwAAAAAAAF0gsYT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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"df1=df0.loc[df0.Year==2010]\n",
"for valm, groupedm in df1.groupby(['Month']):\n",
" ik=35\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title('2010 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WhesYslst145kasxEfCLi0apwOWTB+1eDBThz8JWU9reCAkJ9fVzpj08eLZm1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\nqsoBNA7qB1SCmfVKSvnFrHNupMg6QZ/ZDkmZYus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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"df1=df0.loc[df0.Year==2002]\n",
"for valm, groupedm in df1.groupby(['Month']):\n",
" ik=34\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title(' 2002 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KgPzTTgPg6PrEB3Xd/7F/AeD2p79LOBzOfKwiIt3EsOKhKZWLSPekn2UREZGe\nI6OJpiBZdCdQ0u6jycBSYK67Lw7qVgLT3X1ZUDYnk7H1SINOg+teBAvBrz4Bu/5ybEPwls2bEzab\nNKySq864kKZD+7h32UNZClZEJPdum3oDhfkFbcoK8wu4beoNOYpIRLpCP8siIiI9R34mO3f3ZUEC\nqX2iaUE0wRRjGtAY877RzCa7e3UmY+xxTn0fXPVTWPK38OiFhD5bA0B4x44Om+1sbiBkIX7xlxf4\n646N9D+pHw/dcHc2IhYRyZkPTZwKRPZ32d68m2HFQ7lt6g3HykWkZ9DPsoiISM+R0URTB0rNbDJQ\nCRAknUqA2IX2DcHnSjS1N/FT0PBXePleQj87D/r9A+Hm5g6bhEIhxpQOp2b322xseIeJp4zJUrAi\nyfnkJz856vXXXy8aOXLk4SVLltTmIgYzKwE2ArHXf9zd5wXLfBuJjFWN7r4sTvtO60j2fWjiVN2M\nSp/Q28cw/SyLiIj0DDlJNLn7wuBltZmtMrOUfpEJ9nyaDTBy5Mh0h9f9PH5Z/PL+ZXBgO3mtb9La\nMprwzy8jFG8x5PUvHpu9dM0Pv0hd4w7++QM3ZixckVTNmDGj8rrrrtvz6KOPJl4Dmh1VwBh3b4TI\nTZe7L45Z2ntLUL4UaDNuJVNHRCTDNIaJiIhIzmX91Llgo+87YoqiM5ca21Utpe1f5I5x94XuXuXu\nVeXl5RmKtAcYOgmA/LwtgBE+OLjTJvdc+XkA7vrN9zIZmUjS1q5dW7Bly5Z+N910055cxxLsERe9\nQZvMu2NQ3KW97ZonU0dEJGM0homIiEh3kIsZTbW0TSCVunu1mdUCc2PKS7Q/U+D6FxN/9sBg8tgG\nh+HoqH8g//LLO+yqqmICY4eeRs3uraysW0dVxYT0xio9w3OfqaB+dVFGr1F25gGu/FFdZ9Vefvnl\nASNHjjw8Y8aMytWrVxd9+tOf3nXvvfd2vOlYdkxz93nB62SW9ia1/LfPzcgUkVxJ+xim8UtERESS\nkY1T56YD04PXBMmjypiZTXOC8kZgkZlNC+rOTdSvxCg6hTzfCEDr1q1JNbn36r8H4J7nfpCxsESS\nVVNTU7B69eqiJUuW1L722mvrfvKTn5TX19fn5TKmYAzKyD5RmpEpIpmWqTFM45eIiIgkI+OnzhFn\nfX+cE+di60sqBlcSatwAISO8e3fn9YGJp1Qy8ZQxrN2xkd/XVHPpWM2M73OSmGmULSUlJa0XX3zx\nXoCysrL3XlAbAAAgAElEQVTWM88888CKFSuKZs6cuTeHYV0LLIh5H90cNyre0t5k6oiIZIPGMBER\nEcmZrO/RJGlWdhYA1q8V378/6WbfuPoLANy39IcZCUskWePGjTuc6xjiqKLtXiVPAGNj3sdb2ptM\nHRGRbNAYJiIiIjmjRFNPd+r7AMjr1wzhMOF9+5JqNmboCCaPOIMd+xr4zbo/ZjJCkQ7NnDlz7+uv\nv14EUF9fn7d69epcz2aKaoi+6Ghpb3ByZomW/4pIN6MxTERERHIiF5uBSzqddhkA+flv00IJRzds\noN955yXV9N6r/zdXP3gb3/7dT7h6wvszGKRIx+67776tFRUVZxYXF7c+8MADm3Mdj7tPiVMWd2lv\nbF0t/xWR7kBjmIiIiOSSZjT1dEVlYCHy2QBA66ZNSTcdMbicC0efTcOBZha/rt8tJXdmzpy5t66u\nbvWaNWvWdZPZTCIiIiLSDQSHSM0ys9nRA6bi1JlrZpVmVmJms7Ido4i0pURTb1BQjLW8BUDrjtRO\nhb9vxv/GML77h59nIjIREREREZEuMbPJwHR3X+zuCwlOLI9jMrAUmJvo4CkRyR4lmnqDomGEWvZD\nQQHhxsbO68cYOmAwHxhXxd7D+/nxK09nKEAREREREZGUTQNqYguC5FN7C9x9rLvfkp2wRKQjSjT1\nBiWVgBMa2A8OHyYcDqfU/GtX3ULIQvzgT79Iua2IiIiIiEiGNAJDY96XBo/2Ss1scnSZXbyOgqV3\nK81s5a5duzIRq4gElGjqDcrOBiBvwEEAwtu2pdS8uHAgV094PwePHuZ7Ly1Ke3giIiIiIiJd8ARQ\nGfO+JF4ld1/o7tXBsrk7zey4ekGdKnevKi8vz1C4IgI6da53GH4BAPkF2zhKOS0bNpA/YkRKXbzd\nuBOAH/7Pk6zaspZQKMRDN9yd9lBFRERERESS4e6NZjYn2AS8AagFVsbWCWYwVbr7vKCogUhyqjqr\nwYrIMZrR1BtUXApAPn8FoGXr1pS7yAuFKO1fjOM0Hd6X1vBERERERERSFcxMmuzuy4gkmWrdvf2m\ntLVA7BHape6uJJNIDmlGU0/y+GUdfhyqXwG8n/Dm1fHrXv9iwrYP3XA3v93wKv/01Hc4d8QZfPWK\nz51IpCIiIiIiIickmNFUGcxoqozd7NvMVgGXu3t1sDdTJZGZTIlOphORLFGiqbfIL4KWA4RCjYRb\nB3epi4vGnAPAmu01ndQUSa+HH354yPz584cBLFiwYPPUqVMP5DomEREREcm9mCVx7cunxLxenL2I\nRKQzSjT1JB3MSOJgAyysID9vDUeOTiX80WcJFRam1H1hfgH9T+rH2007TyxOkRSsXbu2YP78+cPW\nrFmzrr6+Pu/SSy89fc2aNetyHZeIiIiIiIikTns09Rb9S+H635MX2gUYLa+92KVuhheXsffwAcLh\ncFrDE0nk0UcfHfKxj32sAaCsrKwVIsmnE+nTzM41s9vN7Jtm9v3g+WYzOzcdMYuIiIiIiEh8mtHU\nmwyrwqo+C3/cgy+/D6ZMhYKBKXXxnpNHU7v7barffpOqigkZClRy7cBTT1WEd+4syuQ1QieffKDo\nox+tS6bu7t27j41FgwcPblm/fn2/iRMnHkn1mmb2LeByIqeRxJ5KUgoMAf6PmY0BHnf3+an2LyIi\nIiIiIh3TjKZeJu+yvwfChFuK4JHzIcWZSReMPAuAP9TooAbJjquuumrvM888MwQiM5n+9Kc/Fe/Z\nsyflJLiZPQG84u7nu/ut7v5td/9F8HgweH+du58PbDSz76f7u4iIiIiIiPR1mtHUy4Ty8+GkfrSE\n3wMNz8Ovr4cPL0q6/WXjquA5eH3b+gxGKbmW7EyjbJg6deqBT3/607smTZo04ZJLLmm+8MILm8eP\nH3841X7c/boU6v7CzJZ1XlNERERERERSkVSiKdjXZBowFCgBGoEaYKW7/zlz4UlX2KBBhBuOQtEw\nWL8YXpkH770jqbYl/QdyUl4+mxu2ZThKkXfde++9O+69994dABUVFWdm49Q5d2/K9DVERERERET6\nmg6XzpnZt8zsVeAWwIjsd7KMyN4n0f1OXjWz2zMeqSQt7+STAWiZ8Tzk9YPlX4ZNS5Nuf/LAITQd\n2pup8ESOU19fnwdw1113nXLNNdfs6Wo/ZrbBzEYHr98K3kcfb5nZhvRELCIiIiIiIvEknNEU7Hfy\nmLt/ubNOzOwTZvZ9d781rdFJl+SPHEnLX/9Ky9Ym8mc9D49fBv99DXxmPQwe1Wn7cWUjebtpFxt2\nbWF8+cjMByx93kc+8pHKpqam/HPOOefAo48+uvkEurrC3TcFr6ekITQRERERERFJQcIZTcGmub9M\nphN3/wXQaUJKsiNv/HgAWrdsgdMugQ/cD+Ej8F9ToOVQp+3Pr5gIwO/eWtlJTZH0eOmllzasWbNm\n3QkmmXD3jTGvm+I9TjxaERERERERSSSlU+fM7Fwz+3jsI/qZbuC6j/yyMjCjtb4+UjD5NphwIxza\nDT9/f6ftPzj+vQBUv/3XTIYpknbBGDU65n2xmf0gWOL7zST7KDGz2WY2zcxmx5TtMbNVMY/jNj4z\ns7lmVhnUn5Wu7yUikiyNYSIiIpLIkTfeoPm736Xpa1+j+bvf5cgbb2TkOkmfOmdmzxHZp6k2ptiB\npGY9SXZZ//743ph9lq7+KdT/BXZWw7M3wVUPJ2w7YnA5eRaitn5rFiIVSasHgWtj3i8CqoHrgDlm\n9pi739BJH4vcfTqAmS0CFgJVwBh3bwzKZ7n74jhtJwNLgWXufsuJfRURkS7RGCYiIiLHOfLGGxz8\n1a/g6FEAvKkp8h4oOOustF4r6UQTMNTdq1K9QPAXsUZgOvBq9BebmPISoNHdl3VULqmxkhL8nXcI\nHzlCqKAgUvjJ/4EFI2DNj2HYe+HcxFtqlRYNZvcBTVKTHqckukeTmY0Bqtz9yuCzz5vZ7o4am9k0\nIuMPAO5+bfC8LKbOZNom3GMtSHDzJiKScRrDREREJJFDL7xwLMl0zNGjHHrhhZwmmh43s88CLwAN\n0UJ3b07UIPhlJposWmZmNWa2DCgFpkf/WmZmS4PPK+OVp/ql+prPPva148o+fgCmAt/9yTdZM+jd\n8qGDb+Qbhx4g9MLf863XV1LTL/5m34daDtMSbuWTP/s/9D+pX9pjfuiGu9PepwhgZjbI3fcCs4mM\nV20+76R9ZdDJNCLJbuLcdE1z93kJ2pcG415lgrYiIpmkMUxERETi8qb4E0kSlZ+IlGY0AXOBGt69\nWXNgfAdtKoHzeTdZ1BiUVRHzFzegMfjFJm65u1enEKcAG4pgaiOcfgDWDIJ/2fXuUrlt+WWc1rKT\nL9f/iLfyRxAOtf3f4NvlN3HywCHsPXyAzXu2ccbJo7McvUiXfRnYHCSppxNZBgKAmX0OeKKT9tEb\ns+gMy6VmVu3utcH7aSSeCYC7LwxeVgd7oCyLLlWJiWM2kSQYI0fqVEcRSauMjmEav0RERHouGzw4\nblLJBg9O+7VSSTR9wt1T2jw8+EtYdKlcCVDp7tXBLzqxS1gaiCSgShKUt0k06RedtuLNDgofOcLe\nb36TywaM4JobbobHf9e2QlN/bO9mTi9ogdJxbfu7PtLf9B/cys59e/j6VZ9nRMkpGYtfJF3cfbGZ\nrSIybsxud0hBLZ0nmmqJJNWjGokkq6I3ZtcCC+I1DJb9VsbMFIg7fgU3cgsBqqqqvLPvJCKSgoyO\nYRq/REREeq7Cyy9vs0cTACedROHll6f9Wqkkjl4ws1EncK25wJQTaH+Muy909yp3ryovL09Hl71O\nqKAA8vMJ79kTKbj+xbaPm9+KlA8aefxngTs+8GkA7nr2B9kKW/qoJ598ctBdd911SvuySZMmTZg0\nadKEFStWFCXbl7tvdPcX2p+EGa8sjmUES0YCJbRNFLWfdRmrlrZLfUs1G1NEskxjmIiIiMRVcNZZ\n9P/wh4/NYLLBg+n/4Q+nfX8mSG1GUxWw0cz2EPkrlwHu7h0tnQOO/ZVsQXTqNu9u9h1VSuQXnNIE\n5dIFNnBg4vWWoXzI6wd76xK2n/6eCyj/bQnVW9fxdtMuRgxWUk/Sb8aMGZVbtmzpd8kllxzb762+\nvj7vtttuG1VXV7e6vr4+77zzzptQV1e3OtOxuHujmT0ePRKctuNWVEPsm2AG1eXBbM1ZwV5zlcCc\nTMcrIhJLY5iIiIh0pOCsszKSWGovlURTl+ZTBcvkqt29Nlg+V0pk+crcmGolwS84tfHKu3Jdgbyy\nMloaG2ltaCCvtPT4CoWlcLDDQ7i4/QN/x5xn/pOvPvt9Hrr+qxmKVPqyJUuW1M6fP7+spqbm2K7z\nv/rVr4ovvvjivQBlZWWtFRUVh9euXVswceLEI5mOp6PNb939uFmZsWXaOFdEck1jmIiIiORa0omm\nJJacHCfY4HsBkU29IbL2f0jw2aIgCQVBcin4S9xx5dI1eRUVtLz1Fi3r15N3wQXHVxhUAfu3QcsR\nyC+I28dVZ1zEt3/3U1bWrWVbcz3Di8syHLVkxWeoYDVJL0frkjM5wI9IPGWuAzU1NQWVlZWHou9H\njx595OWXXx6QjUSTiIiIiIiIdF3cPZrMbLCZ3ZxKR2b2zfZl7l7t7mPdfUrwGBLz2bLYR2flkrr8\n8ZFVjS1btsSvMOSMyPP2/+mwn3++9G8B+Oqz309bbCId2b17d35JSUlrruMQERERERGR1MSd0eTu\nTWa20cxWAo8Bi919U/t6ZjaayAkm1wGfy1yY0hWhUyJ7K7fu3Bm/wrAqWPdTePuPcNolCfu5euJU\n5r/4M17ZskazmnqLLs40ypahQ4e2NDY25kXf79mzJ2/IkCEtnbUzszCwJ7YoeHbe3Vdu6HENRURE\nREREJC0SnjoXnNBUBTQBC82swcx2m9mG6DORZXE17n6+u/85W0FLckKhEBQW4s3N8SuMuDjyvLPz\nbbC+FMxqulsn0EkWjB079khtbW1h9H1TU1Pe6aeffjiJpt8GNgKLgOvcvTR4DI0+ZypmERERERER\n6SDRFOXuD7r7FTE3a+Njnq90919mI1DpmlBJCRw9SrglzmSQ8rMjz3s2dNrPNZMuprSomJe3rGbH\n3o43EBc5UR/+8Iebly9fPggiJ9DV1dX1S2Z/JnefEyTI5wLTzezV4ASmD2Y6ZhEREREREUki0SQ9\nW97w4QC0btp0/IehEOT3h31vJ9XXP17yKQC+qllNkkYzZsyovP/++4c98sgj5RdddNF4iJw098AD\nD2yeNGnShEsvvfT0n//85+2P5+6Qu2909y+7+/nAl4EpZvacmT2eie8gIiIiIiIiEUmfOic9U/6Y\nMRx97TVaams5ady44yv0L4ucPJeEj555Kf/x+0d4efMb7NzXwMkDS9McrfRFS5YsiZtEmjlz5t6Z\nM2euS8MlzgPOB4YCr6WhPxEREREREUlAM5p6uejJc61vJ5i1VDwawi1wZF9S/f3jJZ/EgbufXZCe\nAEUywMw+YWZPmNmrRJJMc9y9yt2/nOvYREREREREejMlmnq5UGEh5OURbmiIX2HoxMhz3R+S6m/m\nWZdR0n8Qf9r0F+r3NaYpSpH0CPZj2gBUAd8ALge+Cew2s2IzK85pgCIiIiIiIr2cEk19gA0YgB84\nEP/DYedHnrf9Ken+vnjx3+A4dz+nvZqk26kCDLiWyMlzq2Ie1cGzSLe09pn9LJj+Dt8+q44F099h\n7TP7cx2SiIjEofFaRKRjKe/R1H5GgLs3py8cyYRQWRmtzc2Em5sJFbeb0HHaZZHnXX9Our+Pn/1B\nvvuHR/njxtfZvb+JoQMGpy9YkRPg7mNzHYNIV6x9Zj/P3bOHlkMOQPO2Vp67Zw8AE68ZkMvQREQk\nhsbr7DOzWcHLUqDW3Zd1UrexozoiknlJz2gys2+ZWQPvzgzQ7IAeIv+00wA4un798R8OGQsYNNak\n1OdtU6/Hce7RrCbpIcxstJl9M9dxiMSz/P6mYzctUS2HnOX3N+UoIhERiUfjdXaZ2WRgursvdveF\nwJwO6pYA1wMl2YpPROJLZencLHcvdffx7j4ueIzPWGSSNvnBaXMtmzfHr3DSgKRPnou69tzpDC4c\nyPLaP7PngCa1SfdjZmEza40+iCTGK3Mdl0g8zdtbUyoXEZHc0HidddOANn8RD5JP8VQBr2Y8IhHp\nVCqJpmVmNipjkUjGhEaMACC8Y0f8CkUnw5G9Kff79++/NtirSSfQSbc0hMgU63FEfvGYBujUOemW\nioflpVQuIiK5ofE66xqBoTHvS4NHG2Y2TcvlRLqPDhNNZvaWmW0ITnGaBmw0s91B2VtBuXRzoVAI\n+vUj3JRgSu/gMeCtcKA+pX5vOO9KivsN4A811ZrVJCfkySefHHTXXXedElt26623jpg0adKESZMm\nTVixYkVRqn26e1Pw2Ojur7n7a8An0ha0SBpd/MXB5Bdam7L8QuPiL2oPPBGR7kTjddY9QdsZ6cct\nizOzSqC2s47MbLaZrTSzlbt27UpjiCLSXmebgU/JShSScaHBgwnv3Ek4HI4knmKVnQVbXoCtL8Lp\ns+K2T+TWi65l7u9+zNeeX8h3Z96evoClz5gxY0blli1b+l1yySXHspVr164tAFizZs26FStWFF19\n9dWnNzc3J79jPWBmzwPerrjWzD5IZGwrdfc7TzR+kXSIbiC7/P4mmre3Ujwsj4u/OFgby4qIdDMa\nr7PL3RvNbI6ZTQMaiCSUVrarNhmOLak7HxhqZtXuXtuur4XAQoCqqqr2vyOKSBp1mGhy92NTYMzs\nm7E3ZWY2GPgWcGvmwpN0yTvllEiiaetWQiNHtv1w2Hsjz+/8KeVE0yenXMX3XnqCF2tW0XhwHyX9\nB6YpYukrlixZUjt//vyympqaftGy9evX97vtttt2AUydOvVARUXF4RUrVhRNnTr1QApdz01QbkQO\nM2joetQi6TfxmgFxb1TWPrNfNzQiIjmmsTg3gg2+J7v74uB1rbs3xtZx98Ux9c8HXm2fZBKR7Ops\nRlOsaUD7v/5PT2MskkF5o0dz9I03OPrWW+S3TzRVfCDyXP9Gl/q+5cJPMP/Fn/H15xfy7x/90glG\nKtmw5F8bKuo3HE15OVoqysafdGDGv5XWdaXtzJkz22wa1tzcnFdaWtqSSh/u/kJXri3SnegYbRGR\n3NNYnDvBjKbKYEZTpbvfEv3MzFYBl0cTT8GMpmlAZbwZTSKSPZ1uBm5mnzOzlcCUmL2Z3gKWAYs7\naS7dxEmnnw5Aa12c+/6Bw8BC0LSxS33fWPUhBhYU8bu3XqX50L4TCVPkOE8++eSgM88888DEiROP\nJKpjZoPN7OZU+jWzb554dCKZpWO0RURyT2Nxbrn7PHdfFix9iy2fEju7yd2rg7JrlWQSya1OZzS5\n+4PAg2b2A3f/fBZikgwIDRwIoRDh3bvjVzhpEOxPcCpdEm656BN858Wf8bXnHuQ7H/2nLvcj2dHV\nmUbZtnbt2oJ58+YNe+mllzo8eMDdm8xsY5AUfwxY7O6b2tczs9HAtcB1wOfi9RVMy76OyB4AldFf\nasxsLrCAyJK7abHTtGPaziJyOkoJ0KjTT+RE6RhtSZXGMJH001gsIpKaTmc0Rbn7583sg2b2TTO7\n3czOyWRgkn5WVITv3x//wwHD4WjXZyP97eQZDCzoz2/fekWzmiQt6uvr826++eZRTz/9dFJ/kXL3\nF9y9CmgCFppZQ8wpmbuDUzIXADXufr67J9pcfJG7LwxusGKXB08GlgJzE9ygVQLTg7+4LQbmpPB1\nReLSMdrSBRrDRNJMY7GISGqSTjSZ2feBeUT+QtYE/MLMvpGpwCT9QkOHQjhM+ECc/ZRLKgGHps1d\n6zsU4nMXfIywO//2/A9PLFAR4MYbbxz19NNP15aVlaX050J3f9Ddr3D3Uncf6u7jY56vdPdfJmob\nrP+PnYJ9bczHC9x9bOzeAO20aQs0BnsFiHSZjtGWVGgME8kMjcUiIqlJOtFE5K9cVcFN3IPuPo7I\n1GzpIfJGjADg6Pr1x39YHkxQ2/pil/v/u6prGFDQn2UbXmHfoVQOB5O+bMaMGZX333//sEceeaT8\noosuGg8wf/78smeffXZIZWXlWcXFxecWFxefu2LFioxuXh6ohMjNmpnNCpaRRJWa2eQ45VElQOza\n1IZof7HMbLaZrTSzlbt27Upr8NL7TLxmAFfeM4Ti4XlgUDw8jyvvGaLNZyWRjI5hGr+kr9JYLCKS\nmlROnVtqZoPcfS+AmRUDqzITlmRC/rhxHHnpJVo3bYJzz2374akXRJ63vQyTPt2l/kOhEJ9930z+\nc/nP+bdlDzL3mi+eWMDSJyxZsuS4pXG33357/e23316fg3BKAKL7kpjZ0uipJTEbUFab2SozW9b+\neN1kBP0sBKiqqvJOqosw8ZoBupmRZGV0DNP4JX2ZxmIRkeSlNKMJ2BQ9eY7I9OrpMSfRxd2sN/jL\n2TQzmxv7F7TgfaWZlbQrj9afFUwBlzTJGzUKgNbt24//cMRlkefda0/oGjed/2GKTirk+Tdf1qwm\n6Ylqg0dUIxCdAXBHTHm82Urtb9hK2/UlIpJpGsNEREQk51KZ0TQl1c6Dtf3RU0uWmVlNzF/QoptS\nLovuFxCzEWX0/VJAJ56kSSgUgoICwk1xjmItLAbLh+ZNKff72ce+1uZ9Sf+BvNNcz0d/9E+MLj21\nzWcP3XB3yv2LZNEy4PqY9yVAdfAce8NV6u7V7do+AcyNbRunjohIJmkMExERkZxLJdHkRDYDH+3u\nV5nZecAUd+9o5+dK4HzeTRY1BmXVRDalbH/qSdyNKPWLTooevyzhRyHeS/hQEeGfX0Yo3ny2vXUd\nto/nX3ZtAuDb5TcBMGzgUN5prmffkYMp9SNyooKZldPdfVMw8zJ2aYcB7u7jE7V390Yze9zMZgdF\nC9y9Nuh7VpAMryTmNCYzWwVcHrRdFDMTcy4iIlmkMUxERES6g1QSTYuAzxM5Hhx3f83MFgIJE01B\nImkxgJmVAJUxSaPSYMZTZUzdRBtRtkk0Bb9AzQYYOXJkCl9BQv32ET4ygPDhgYT672v7YX4hHN0H\nB+uhf1nSfZ5x8mgAHrr+3dlKF97/v8gLhTSDqRtxd8LhsIVCoV6zr0Y4HDYgHFN0hbtvCl6nPAsT\njo1FqZRPiXmtGZgiklMaw0RERCTXUkk0jXX3jWZtjva0RJXjmEvMjV+8TSmT7UibUXbi+hcTfpT/\nyiu0LFlCy5h/If/SS9t+uHsd/HhSZPnc31ZDfkGXQygbUEJd444ut5f027Rp08Fdu3YNLi8vb+oN\nyaZwOGy7du0aDKyOlrn7xpjXcdaIioiIiIiISCalkmhaYGZPAEPM7OPALcAPkmkYbPbdZvo2kdlN\n84Iq0ZlLjQQnpgS0EWWanXT66RxasoTWurrjPxw6Ac75PLz+fXjmepj5312+zqghw9nSuJ23G3cw\nouSUE4hY0uUrX/nKpve+971btm/ffiapHQTQXYWB1S0tLTdHC8zsXCL7wm0K3hcTWfI7hch+cHfm\nIlAREREREZG+IulEk7t/O9iX6Xoi+y592d1f66xdsNa/2t1rg+Vz0eTRcZtSmlkt2ogyo0IlJWBG\na32Ck+M/+H9h/WKoeRK2/gFOu6RL15lwyhiWb3yNlzb9hWvPnX4CEUu67Nq1q+Wcc875SK7jyLAH\ngWtj3i8isvT2OmCOmT3m7jfkJDIREREREZE+IKlZDWb2QTP7PvAtYDDwapJJpslE9nRaFGw2udHd\na4PkUWXMcbtzILKJZVB3WpCg0kaUGWBFRfi+ffE/DIVg5lOR1099DMLh+PU6cf7IiQC8vm1Dl9qL\ndFFJzGymMUCVu9/p7hvd/fOAsp4iIiIiIiIZ1OmMJjNbSWSD7ujG3pXADWZ2p7uf31HbIKE0NsFn\niTal1EaUGRYaMoTWrVsJHzpEqLDw+AqnXginXwvrF8HS2XBlRwcLxnfuqWcAUFMfZ4meSOaYmQ1y\n971EDgx4of3nOYhJRERERESkz+hwRlMwi2mBu1/p7g+6+wvB83XAg8Hn0sOETj0VgJaamsSVPvQo\nFAyC1T+CXasT10ugID+fgryT2Na8u/PKIunzZWCzmT1OZB+5O6IfmNnngCdyFZiIiIiIiEhf0NnS\nuSp3fzDeB8HJb1XpD0ky7aTKSgBaajvYZz2UD1c/Bjj8ckaXrlNaVEzzoQRL9EQyIJgpWUXkVMox\n0WV0gVqCZboiIiIiIiKSGZ0lmvac4OfSDeWNjaxmbN22reOKY6+GkdNg31b4Q+qHdZ1WcgqtHqbx\noJJNkh3BKXP1wKuAm1lx9BEty2mAIiIiIiIivVxniaYhZjYo9mat3Y3bkGwEKekVys+H/Hy8sbHz\nyh99CvIKYeU8aNqc0nXeUz4KgP/Z/JeuhCnSFdXAquB5Y/CIvm8M3ouIiIiIiEiGdJZoGgdsivPY\nGDxXZiguyTArLsYPHeq8YkERTF8AHoZfXJXSNSafFtkQ/LWtb3YlRJGUufs4dx/v7uOAF9x9aMz7\nUmBRjkMUERERERHp1TpMNLn7kOBGrbTdI1o2NFuBSnrllZeDOy07dnReedLfwSlVsOevsPLfk77G\nBSPPAmD9rtRmQomkyXmxb9y9Ebg8R7GIiIiIiIj0CZ3NaJJeKn/kSABa33oruQYfXxLZIHz5HDhQ\nn1STgYVF5Ify2Nq0s6thipyIX5rZq2Z2c/B4Hngh10GJiIiIiIj0Zko09VF548cD0LJlS3INisrg\n4rkQboFfXp30dQYXDmTPweauhChyQtx9DvBlIkuAxwFz3f3zuY1KRERERESkd1OiqY/KLy8HM1p3\n7Uq+UdWXYMh7YMersPa/kmoyvLiMo60tHGo50sVIRbrO3V9w9y8HD81mEhERERERyTAlmvowKyzE\n9+5NrdEnngMLwfOfgyMHOq0+vqwCgFV1a7sSooiIiIiIiIj0IEo09WE2ZAi0tBBuaUm+0eBRUHU7\ntLUO8+8AABo+SURBVB6Cp2d2Wv3sEacDsGrrX7sapoiIiIiIiIj0EEo09WF5w4cD0FpTk1rDS+bC\nwBGweSlsXNJh1QtHnQ3Auh0buxSjiIiIiIiIiPQcSjT1YfmVlQAcra1NvfHHfwMYPHNDZIPwBIYX\nlxEyo65xexejFBEREREREZGeQommPix/3DgAwu+8k3rj8rPhzP8FR5rhNzd2WHVgQRH1+xu7EKFI\n9plZiZnNNrNpZjY7pnxWUDbXzGYlaDvXzCqDPuLWERHJJI1hIiIikmtKNPVhoYICyMsj3NDQtQ6m\n/xAKS+HNx+CdlxNWO2XQUA4ePUw4HO5ipCJZtcjdF7r7MmA6gJlNBhrdfZm7zwHmmllJnLaTgaXA\nXHdfnL2QRUSO0RgmIiIiOaVEUx9ngwbhBw92rXEoBB/978jrpz4CCRJJlUNHALBu56auXUckS8xs\nGnBs+p27Xxu8rCS4YQs0BmXtLXD3se5+S+aiFBGJT2OYiIiIdAdKNPVxeWVl4E54z56udXDaJTD2\no3BgJ/zui3GrnDk8skTvlS2ruxqmSLZUQuRmLVhmMgvA3RcHswAIZgFUunt1nPalZjY5tm17wZKW\nlWa2cteuXZn6HiLSN2V0DNP4JSK5EB2TosuCO6gTHftmx6sjItmjRFMfl1dRAcDR9eu73sk1T8BJ\nA+DP/w92v3ncx++tmATA6m0pnm4nkn0lAMHyksXALWbW/q/+c4Ep8RoHy1Wqg7Z3xluaEtSpcveq\n8vLydMcvIn1bRscwjV8ikm3B0t/pQcJ8ITAnTp0S4JaYsW9BtuMUkbaUaOrj8sePB6Bl8+YT6KQA\nZvwMcPjlVcd9fHr5SAA2Nrzd9WuIZEdt8IhqJLJnCRD5axmRpSXHHdUY/AXtjpiiBuIvTRERyRSN\nYSLS20wD2vy1Okg+HePuje4euyfdwuyFJyLxKNHUx4VOOQWA1p07T6yj8R+DEZdA8yb409fbXiMU\nouikQnbu6+Km4yLZs4y2N1YlQDUc2/vk/7d39zFyVecdx3/PYoxDeBnGGDsEQRg3iiAlSddLk1Qk\nqepZFIU0odEakFAVKaK7VSSkqFKzikioGil/LFGlqqgN3igqrYSEX0JLSNIWLwoVJH+E3RVJFJwX\neVIoKSZ+YWwQWMb46R/33PWd2ZnZ2Z25987e+X6k1c49c+7Mmatz75x57nlZdPfFsCJT8w+wWtg/\nVm4zNAUA0sI1DEDR1CVtTmyXw98yIcg0pRa9nsLzDP8FMrIh7wIgXyMjI9KmTfKTJ3t/sVsfk76x\nJQo03XCXdNGVS09d/vaS/rf+cu/vAaTI3etmticxtn+3u9dCw2W3pLqZSdH8JpdJkpktSNoZfrxN\nhB9vFbVp5ABAWriGASigvZK+mdhutWKmJClcx6YlLUja3uL5WYXeTmNjY97ncgJIINAEjZRKOnv4\nsM6eOaORDT1UiU2XSDvvlw5MSd/+uPTZny49dc1l79AL9cP6bf1lvbO0tQ+lBtLRaknvcFd/WYMl\nPLcj8ZjlwAHkimsYgCIJAfTp0CvzuKLel/PJPCGYXg5zNNXNTGZWdfe5Vq8JIH2pD51rtwJAU3p1\npXSk57xt2yRJb/UyT1PsfZPSlvdLR38mPfuNpeTrtl4rSfrR//y03Z4AAAAAsCRM9D0agkY1STV3\nrzdlG9Pynk7L5qIDkJ1UA03tVgAI3bLHE+nTndKRrg3vepck6cyhPq0K95n/lOw86QdfkE5F3wM3\nXn29JOknL/26P+8BAAAAoNBCUKkSOiDc5u5T8XNmtmBmpTAkLrmowXSrRQ8AZCfVoXPhwtBqBYCq\noondYvXw/FirdCajTFe88txbv+3TqnAXbZP+6G+lH35Zv/rm+zWz5XM6e/asJOmJX/1YL51onHzv\nW3f8TX/eFwAAAEChuPt9bdIZ+gsMqExWnWuxAkBJ0rFElngJ3Xbpza/HigF99PrevZKkt158Ua89\n+GB/XvRD9+h3512md59+QTve+LlGRkZ00ca36eILLuzP6wMAAAAAgIGTyWTgK60AsIbXY8WAPnr0\n4VHtHP2dLjj/lL778KjOe/J3HfPf8eAV0YM9f9wx3xWX/5708jP6/CvfljYdlrbGcc3nGjPu+cG5\nx7c/uaqyAwAAAACAwZH2HE2j8YTe8aRtYbt5Areyognb2qUjRedt26bnXvmonj0yvjQxeF+cf6H0\n9ndKflY6/tzK+QEAAAAAwLqWdo+mMUXD35LiJSlnEmml0Oup1io95TIOvaiH0hWr37Gb3kdnz0oP\nbJXeOCr98d9LWz+w+vcBAAAAAADrQqo9mtqtABB6N+0zs2ro4TQT8rdMxzo2MiLd8nD0+Du35lsW\nAAAAAACQqtTnaGq3AoC7z60mHevYNTulqz4mvfj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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"df1=df0.loc[df0.Year==2003]\n",
"for valm, groupedm in df1.groupby(['Month']):\n",
" ik=36\n",
" ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n",
" ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title(' 2003 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Year', 'Month', 'Day', 'Hour', 'Lat', 'Lon', 'Pressure', 'Depth',\n",
" 'Ammonium', 'Ammonium_units', 'Chlorophyll_Extracted',\n",
" 'Chlorophyll_Extracted_units', 'N', 'Si', 'Silicate_units', 'AbsSal',\n",
" 'ConsT', 'Z', 'dtUTC', 'j', 'i', 'k', 'YD'],\n",
" dtype='object')"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1.keys()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7dq4/fTL/9/Yz/GThg/zi0u/FOVgRka5jD7t5krks5nnyGcg3+A4lfDbZYYlI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\nPXDDx+FTb4N73wK/+O12R6QuE2MshhDuDiFsSUXbY4xjACG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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,4,figsize=(20,4))\n",
"fig.subplots_adjust(wspace=.5)\n",
"col=('midnightblue','steelblue','darkturquoise','lime',\n",
" 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n",
" 'lightcoral','fuchsia','mediumorchid','blueviolet')\n",
"ps=dict()\n",
"df1=df0.loc[df0.Year==2003]\n",
"for valm, groupedm in df1.groupby(['Month']):\n",
" ik=36\n",
" cmin=0\n",
" cmax=365\n",
" if np.sum(groupedm.k==ik)>0:\n",
" ax[1].scatter(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],c=groupedm.loc[groupedm.k==ik,['YD']],\n",
" vmin=cmin,vmax=cmax,cmap=plt.get_cmap('hsv'))\n",
" ax[2].scatter(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],c=groupedm.loc[groupedm.k==ik,['YD']],\n",
" vmin=cmin,vmax=cmax,cmap=plt.get_cmap('hsv'))\n",
" m=ax[3].scatter(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],c=groupedm.loc[groupedm.k==ik,['YD']],\n",
" vmin=cmin,vmax=cmax,cmap=plt.get_cmap('hsv'))\n",
" means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n",
" stds=groupedm.groupby(['k']).agg({'Si':np.std})\n",
" ns=groupedm.groupby(['k'])['Si'].count()\n",
" ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n",
" label=str(int(valm)))\n",
" ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n",
"ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n",
" bbox_to_anchor=(1.3, 1.0))\n",
"ax[0].set_ylim(400,50)\n",
"ax[0].set_xlim(30,100)\n",
"ax[0].set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_ylabel('dSi ($\\muup$M Si)')\n",
"ax[1].set_title(' 2003 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')\n",
"fig.colorbar(m,ax=ax[3])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Si | \n",
" AbsSal | \n",
" ConsT | \n",
"
\n",
" \n",
" \n",
" \n",
" 40566 | \n",
" 2003.0 | \n",
" 4.0 | \n",
" 26.0 | \n",
" 49.163000 | \n",
" -123.550167 | \n",
" 371.7 | \n",
" 70.7 | \n",
" 31.364321 | \n",
" 9.209034 | \n",
"
\n",
" \n",
" 40599 | \n",
" 2003.0 | \n",
" 4.0 | \n",
" 27.0 | \n",
" 49.162833 | \n",
" -123.549500 | \n",
" 375.0 | \n",
" 71.6 | \n",
" 31.352728 | \n",
" 9.208075 | \n",
"
\n",
" \n",
" 40699 | \n",
" 2003.0 | \n",
" 6.0 | \n",
" 19.0 | \n",
" 49.164000 | \n",
" -123.548167 | \n",
" 352.7 | \n",
" 73.4 | \n",
" 31.260225 | \n",
" 9.148055 | \n",
"
\n",
" \n",
" 40700 | \n",
" 2003.0 | \n",
" 6.0 | \n",
" 19.0 | \n",
" 49.164000 | \n",
" -123.548167 | \n",
" 369.9 | \n",
" 75.0 | \n",
" 31.274537 | \n",
" 9.164992 | \n",
"
\n",
" \n",
" 40732 | \n",
" 2003.0 | \n",
" 6.0 | \n",
" 20.0 | \n",
" 49.163333 | \n",
" -123.549500 | \n",
" 352.3 | \n",
" 73.2 | \n",
" 31.275391 | \n",
" 9.166978 | \n",
"
\n",
" \n",
" 40733 | \n",
" 2003.0 | \n",
" 6.0 | \n",
" 20.0 | \n",
" 49.163333 | \n",
" -123.549500 | \n",
" 372.2 | \n",
" 72.9 | \n",
" 31.293075 | \n",
" 9.181456 | \n",
"
\n",
" \n",
" 40807 | \n",
" 2003.0 | \n",
" 9.0 | \n",
" 5.0 | \n",
" 49.162333 | \n",
" -123.547500 | \n",
" 372.3 | \n",
" 56.9 | \n",
" 31.491569 | \n",
" 9.452973 | \n",
"
\n",
" \n",
" 40914 | \n",
" 2003.0 | \n",
" 12.0 | \n",
" 4.0 | \n",
" 49.163667 | \n",
" -123.547833 | \n",
" 353.2 | \n",
" 65.9 | \n",
" 31.417017 | \n",
" 9.665293 | \n",
"
\n",
" \n",
" 40915 | \n",
" 2003.0 | \n",
" 12.0 | \n",
" 4.0 | \n",
" 49.163667 | \n",
" -123.547833 | \n",
" 373.8 | \n",
" 65.3 | \n",
" 31.423961 | \n",
" 9.656753 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year Month Day Lat Lon Pressure Si AbsSal \\\n",
"40566 2003.0 4.0 26.0 49.163000 -123.550167 371.7 70.7 31.364321 \n",
"40599 2003.0 4.0 27.0 49.162833 -123.549500 375.0 71.6 31.352728 \n",
"40699 2003.0 6.0 19.0 49.164000 -123.548167 352.7 73.4 31.260225 \n",
"40700 2003.0 6.0 19.0 49.164000 -123.548167 369.9 75.0 31.274537 \n",
"40732 2003.0 6.0 20.0 49.163333 -123.549500 352.3 73.2 31.275391 \n",
"40733 2003.0 6.0 20.0 49.163333 -123.549500 372.2 72.9 31.293075 \n",
"40807 2003.0 9.0 5.0 49.162333 -123.547500 372.3 56.9 31.491569 \n",
"40914 2003.0 12.0 4.0 49.163667 -123.547833 353.2 65.9 31.417017 \n",
"40915 2003.0 12.0 4.0 49.163667 -123.547833 373.8 65.3 31.423961 \n",
"\n",
" ConsT \n",
"40566 9.209034 \n",
"40599 9.208075 \n",
"40699 9.148055 \n",
"40700 9.164992 \n",
"40732 9.166978 \n",
"40733 9.181456 \n",
"40807 9.452973 \n",
"40914 9.665293 \n",
"40915 9.656753 "
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1.loc[df1.k==ik,['Year','Month','Day','Lat','Lon','Pressure','Si','AbsSal','ConsT']]"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(49.16, 49.17)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0kYUP6uL//kBP/nhJLy0VNfbC23tdLfS5vC2TshoDoSLpYrZACIMGIRjmmspVJNUzZY6H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\nOuiweUoAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(df1.loc[df1.k==ik,['Lon']],df1.loc[df1.k==ik,['Lat']],c=df1.loc[df1.k==ik,['Si']])\n",
"plt.xlim(-123.58,-123.53)\n",
"plt.ylim(49.16,49.17)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'xx' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mxx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'xx' is not defined"
]
}
],
"source": [
"plt.scatter(xx,xx,c=xx)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:python36]",
"language": "python",
"name": "conda-env-python36-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}