{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import matplotlib as mpl\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, places, viz_tools, visualisations\n", "import xarray as xr\n", "import pandas as pd\n", "import pickle\n", "import os\n", "import bloomdrivers\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "start=dt.datetime(2015,1,1)\n", "end=dt.datetime(2015,3,31)\n", "year=str(start.year)\n", "modver='201812'\n", "loc='S3'\n", "\n", "savedir='/ocean/aisabell/MEOPAR/extracted_files'\n", "\n", "fname=f'JanToMarch_TimeSeries_{year}_{loc}_{modver}.pkl'\n", "savepath=os.path.join(savedir,fname)\n", "recalc=False" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Latitude')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "loc='S3'\n", "\n", "# lat and lon informatin for place:\n", "lon,lat=places.PLACES['S3']['lon lat']\n", "# get place information on SalishSeaCast grid:\n", "ij,ii=places.PLACES['S3']['NEMO grid ji']\n", "# GEM2.5 grid ji is atm forcing grid for ops files\n", "jw,iw=places.PLACES['S3']['GEM2.5 grid ji']\n", "\n", "fig, ax = plt.subplots(1,1,figsize = (6,6))\n", "with nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc') as grid:\n", " viz_tools.plot_coastline(ax, grid, coords ='map', isobath=.1)\n", "ax.plot(lon, lat, '.', markersize=14, color='red')\n", "ax.set_ylim(48,50)\n", "ax.set_xlim(-125,-122)\n", "ax.set_title('Location of Station S3')\n", "ax.set_xlabel('Longitude')\n", "ax.set_ylabel('Latitude')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if recalc==True or not os.path.isfile(savepath):\n", " basedir='/results/SalishSea/nowcast-green.201812/'\n", " nam_fmt='nowcast'\n", " flen=1 # files contain 1 day of data each\n", " ftype= 'ptrc_T' # load bio files\n", " tres=24 # 1: hourly resolution; 24: daily resolution \n", " flist=et.index_model_files(start,end,basedir,nam_fmt,flen,ftype,tres)\n", " flist3 = et.index_model_files(start,end,basedir,nam_fmt,flen,\"grid_T\",tres)\n", " fliste3t = et.index_model_files(start,end,basedir,nam_fmt,flen,\"carp_T\",tres)\n", "\n", " ik=0\n", " with xr.open_mfdataset(flist['paths']) as bio:\n", " bio_time=np.array(bio.time_centered[:])\n", " sno3=np.array(bio.nitrate.isel(deptht=ik,y=ij,x=ii))\n", " sdiat=np.array(bio.diatoms.isel(deptht=ik,y=ij,x=ii))\n", " sflag=np.array(bio.flagellates.isel(deptht=ik,y=ij,x=ii))\n", " scili=np.array(bio.ciliates.isel(deptht=ik,y=ij,x=ii))\n", " no3_alld=np.array(bio.nitrate.isel(y=ij,x=ii)) \n", " diat_alld=np.array(bio.diatoms.isel(y=ij,x=ii))\n", " flag_alld=np.array(bio.flagellates.isel(y=ij,x=ii))\n", " cili_alld=np.array(bio.ciliates.isel(y=ij,x=ii))\n", " microzoo=np.array(bio.microzooplankton.isel(y=ij,x=ii))\n", " mesozoo=np.array(bio.mesozooplankton.isel(y=ij,x=ii))\n", " no3_past250m=np.array(bio.nitrate.isel(deptht=32,y=ij,x=ii))\n", " no3_30to90m=np.array(bio.nitrate.isel(deptht=slice(21,26),y=ij,x=ii))\n", " \n", " with xr.open_mfdataset(fliste3t['paths']) as carp:\n", " intdiat=np.array(np.sum(bio.diatoms.isel(y=ij,x=ii)*carp.e3t.isel(y=ij,x=ii),1)) # depth integrated diatom\n", " intphyto=np.array(np.sum((bio.diatoms.isel(y=ij,x=ii)+bio.flagellates.isel(y=ij,x=ii)\\\n", " +bio.ciliates.isel(y=ij,x=ii))*carp.e3t.isel(y=ij,x=ii),1))\n", " spar=np.array(carp.PAR.isel(deptht=ik,y=ij,x=ii))\n", " intmesoz=np.array(np.sum(bio.mesozooplankton.isel(y=ij,x=ii)*carp.e3t.isel(y=ij,x=ii),1))\n", " intmicroz=np.array(np.sum(bio.microzooplankton.isel(y=ij,x=ii)*carp.e3t.isel(y=ij,x=ii),1))\n", " intzoop=np.array(np.sum((bio.mesozooplankton.isel(y=ij,x=ii)+bio.microzooplankton.isel(y=ij,x=ii))*carp.e3t.isel(y=ij,x=ii),1))\n", " fracdiat=intdiat/intphyto # depth integrated fraction of diatoms\n", "\n", " zoop=microzoo+mesozoo\n", " sphyto=sdiat+sflag+scili\n", " phyto_alld=diat_alld+flag_alld+cili_alld\n", " percdiat=sdiat/sphyto # percent diatoms\n", " \n", " with xr.open_mfdataset(flist3['paths']) as grid:\n", " grid_time=np.array(grid.time_centered[:])\n", " temp=np.array(grid.votemper.isel(deptht=ik,y=ij,x=ii)) #surface temperature\n", " salinity=np.array(grid.vosaline.isel(deptht=ik,y=ij,x=ii)) #surface salinity\n", "\n", " opsdir='/results/forcing/atmospheric/GEM2.5/operational'\n", "\n", " flist2=et.index_model_files(start,end,opsdir,nam_fmt='ops',flen=1,ftype='None',tres=24)\n", " with xr.open_mfdataset(flist2['paths']) as winds:\n", " u_wind=np.array(winds.u_wind.isel(y=jw,x=iw))\n", " v_wind=np.array(winds.v_wind.isel(y=jw,x=iw))\n", " twind=np.array(winds.time_counter)\n", " solar=np.array(winds.solar.isel(y=jw,x=iw))\n", " # wind speed:\n", " wspeed=np.sqrt(u_wind**2 + v_wind**2)\n", " # wind direction in degrees from east\n", " d = np.arctan2(v_wind, u_wind)\n", " winddirec=np.rad2deg(d + (d < 0)*2*np.pi)\n", "\n", " # reading Fraser river flow files\n", " dfFra=pd.read_csv('/ocean/eolson/MEOPAR/obs/ECRivers/Flow/FraserHopeDaily__Dec-2-2020_10_31_05PM.csv',\n", " skiprows=1)\n", " # the original file contains both flow and water level information in the same field (Value)\n", " # keep only the flow data, where PARAM=1 (drop PARAM=2 values, water level data)\n", " # flow units are m3/s\n", " # DD is YD, year day (ie. 1 is jan 1)\n", " dfFra.drop(dfFra.loc[dfFra.PARAM==2].index,inplace=True) \n", "\n", " # rename 'Value' column to 'Flow' now that we have removed all the water level rows\n", " dfFra.rename(columns={'Value':'Flow'}, inplace=True) \n", " # inplace=True does this function on the orginal dataframe\n", "\n", " # no time information so use dt.date\n", " dfFra['Date']=[dt.date(iyr,1,1)+dt.timedelta(days=idd-1) for iyr, idd in zip(dfFra['YEAR'],dfFra['DD'])]\n", " # taking the value from the yr column, jan1st date, and making jan1 column to be 1 not 0\n", " dfFra.head(2)\n", "\n", " # select portion of dataframe in desired date range\n", " dfFra2=dfFra.loc[(dfFra.Date>=start.date())&(dfFra.Date<=end.date())]\n", " riv_time=dfFra2['Date'].values\n", " rivFlow=dfFra2['Flow'].values\n", " # could also write dfFra['Date'], sometimes this is required\n", " # newstart is a datetime object, so we convert it to just a date with .date\n", " pickle.dump((bio_time,sno3,sdiat,sflag,scili,diat_alld,no3_alld,flag_alld,cili_alld,phyto_alld,intdiat,intphyto,zoop,microzoo,mesozoo,spar,fracdiat,sphyto,percdiat,\n", " grid_time,salinity,temp,u_wind,v_wind,twind,solar,wspeed,winddirec,riv_time,rivFlow),no3_past250m,no3_30to90m,intmesoz,intmicroz,intzoop,open(savepath,'wb'))\n", "else:\n", " bio_time,sno3,sdiat,sflag,scili,diat_alld,no3_alld,flag_alld,cili_alld,phyto_alld,intdiat,intphyto,zoop,microzoo,mesozoo,spar,fracdiat,sphyto,percdiat,\\\n", " grid_time,salinity,temp,u_wind,v_wind,twind,solar,wspeed,winddirec,riv_time,rivFlow,no3_past250m,no3_30to90m,intmesoz,intmicroz,intzoop=pickle.load(open(savepath,'rb'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "basedir='/results/SalishSea/nowcast-green.201812/'\n", "nam_fmt='nowcast'\n", "flen=1 # files contain 1 day of data each\n", "ftype= 'ptrc_T' # load bio files\n", "tres=24 # 1: hourly resolution; 24: daily resolution \n", "flist=et.index_model_files(start,end,basedir,nam_fmt,flen,ftype,tres)\n", "with xr.open_mfdataset(flist['paths']) as bio2:\n", " no3_past_250m=np.array(bio2.nitrate.sel(deptht=slice('250'),y=ij,x=ii))\n", " no3_30m_90m=np.array(bio2.nitrate.sel(deptht=slice('30','90'),y=ij,x=ii))\n", " no3_3m=np.array(bio2.nitrate.sel(deptht=slice('0','3'),y=ij,x=ii)) \n", " diat_3m=np.array(bio2.diatoms.sel(deptht=slice('0','3'),y=ij,x=ii))\n", " flag_3m=np.array(bio2.flagellates.sel(deptht=slice('0','3'),y=ij,x=ii))\n", " cili_3m=np.array(bio2.ciliates.sel(deptht=slice('0','3'),y=ij,x=ii))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# loop through years\n", "years=list()\n", "bloomtime1=list()\n", "bloomtime2=list()\n", "bloomtime3=list()\n", "for year in range(2015,2020):\n", " fname=f'springTimeSeries_{str(year)}_{loc}_{modver}.pkl'\n", " savepath=os.path.join(savedir,fname)\n", " bio_time,sno3,sdiat,sflag,scili,diat_alld,no3_alld,flag_alld,cili_alld,phyto_alld,intdiat,intphyto,spar,fracdiat,sphyto,percdiat,\\\n", " u_wind,v_wind,twind,solar,wspeed,winddirec,riv_time,rivFlow=pickle.load(open(savepath,'rb'))\n", " # put code that calculates bloom timing here\n", " bt1=bloomdrivers.metric1_bloomtime(phyto_alld,no3_alld,bio_time)\n", " bt2=bloomdrivers.metric2_bloomtime(sphyto,sno3,bio_time)\n", " bt3=bloomdrivers.metric3_bloomtime(sphyto,sno3,bio_time)\n", " years.append(year)\n", " bloomtime1.append(bt1)\n", " bloomtime2.append(bt2)\n", " bloomtime3.append(bt3) \n", "years=np.array(years)\n", "bloomtime1=np.array(bloomtime1)\n", "bloomtime2=np.array(bloomtime2)\n", "bloomtime3=np.array(bloomtime3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combine separate year files into arrays:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# loop through years\n", "\n", "years=list()\n", "windjan=list()\n", "windfeb=list()\n", "windmar=list()\n", "solarjan=list()\n", "solarfeb=list()\n", "solarmar=list()\n", "parjan=list()\n", "parfeb=list()\n", "parmar=list()\n", "tempjan=list()\n", "tempfeb=list()\n", "tempmar=list()\n", "saljan=list()\n", "salfeb=list()\n", "salmar=list()\n", "fraserjan=list()\n", "fraserfeb=list()\n", "frasermar=list()\n", "zoojan=list()\n", "zoofeb=list()\n", "zoomar=list()\n", "\n", "for year in range(2015,2020):\n", " fname=f'JanToMarch_TimeSeries_{year}_{loc}_{modver}.pkl'\n", " savepath=os.path.join(savedir,fname)\n", " bio_time,sno3,sdiat,sflag,scili,diat_alld,no3_alld,flag_alld,cili_alld,phyto_alld,intdiat,intphyto,zoop,microzoo,mesozoo,spar,fracdiat,sphyto,percdiat,\\\n", " grid_time,salinity,temp,u_wind,v_wind,twind,solar,wspeed,winddirec,riv_time,rivFlow=pickle.load(open(savepath,'rb'))\n", " # put code that calculates drivers here\n", " wind=bloomdrivers.janfebmar_wspeed3(twind,wspeed)\n", " solar=bloomdrivers.janfebmar_irradiance(twind,solar)\n", " par=bloomdrivers.janfebmar_spar(bio_time,spar)\n", " temp=bloomdrivers.janfebmar_temp(grid_time,temp)\n", " sal=bloomdrivers.janfebmar_temp(grid_time,salinity)\n", " if year != 2019:\n", " fraser=bloomdrivers.janfebmar_fraserflow(riv_time,rivFlow)\n", " fraserjan.append(fraser[0])\n", " fraserfeb.append(fraser[1])\n", " frasermar.append(fraser[2])\n", " else:\n", " pass\n", " zoo=bloomdrivers.janfebmar_zooplankton(bio_time,zoop)\n", " years.append(year)\n", " windjan.append(wind[0])\n", " windfeb.append(wind[1])\n", " windmar.append(wind[2]) \n", " solarjan.append(solar[0])\n", " solarfeb.append(solar[1])\n", " solarmar.append(solar[2])\n", " parjan.append(par[0])\n", " parfeb.append(par[1])\n", " parmar.append(par[2])\n", " tempjan.append(temp[0])\n", " tempfeb.append(temp[1])\n", " tempmar.append(temp[2])\n", " saljan.append(sal[0])\n", " salfeb.append(sal[1])\n", " salmar.append(sal[2])\n", " \n", " zoojan.append(zoo[0])\n", " zoofeb.append(zoo[1])\n", " zoomar.append(zoo[2])\n", "\n", "years=np.array(years)\n", "windjan=np.array(windjan)\n", "windfeb=np.array(windfeb)\n", "windmar=np.array(windmar)\n", "solarjan=np.array(solarjan)\n", "solarfeb=np.array(solarfeb)\n", "solarmar=np.array(solarmar)\n", "parjan=np.array(parjan)\n", "parfeb=np.array(parfeb)\n", "parmar=np.array(parmar)\n", "tempjan=np.array(tempjan)\n", "tempfeb=np.array(tempfeb)\n", "tempmar=np.array(tempmar)\n", "saljan=np.array(saljan)\n", "salfeb=np.array(salfeb)\n", "salmar=np.array(salmar)\n", "fraserjan=np.array(fraserjan)\n", "fraserfeb=np.array(fraserfeb)\n", "frasermar=np.array(frasermar)\n", "zoojan=np.array(zoojan)\n", "zoofeb=np.array(zoofeb)\n", "zoomar=np.array(zoomar)\n", "\n", "# get year day\n", "yearday1=et.datetimeToYD(bloomtime1) # convert to year day tool\n", "yearday2=et.datetimeToYD(bloomtime2)\n", "yearday3=et.datetimeToYD(bloomtime3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bloom date" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot bloomtime for each year: \n", "fig,ax=plt.subplots(1,1,figsize=(7,5))\n", "p1=ax.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p2=ax.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p3=ax.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax.set_ylabel('Year Day')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Spring Phytoplankton Bloom Date by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly average wind speed cubed (January-March)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,5))\n", "p1=ax.plot(years,windjan, '-',color='green',label='January Average')\n", "p2=ax.plot(years,windfeb, '-',color='c',label='February Average')\n", "p3=ax.plot(years,windmar, '-',color='orchid',label='March Average')\n", "ax.set_ylabel('Wind Speed Cubed ($\\mathregular{m^3}$/$\\mathregular{s^3}$)')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Wind Speed Cubed by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='upper left')\n", "\n", "ax1=ax.twinx()\n", "p4=ax1.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p5=ax1.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p6=ax1.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax1.set_ylabel('Year Day')\n", "ax1.legend(handles=[p4[0],p5[0],p6[0]],loc='upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly average solar radiation (January-March)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Jl19+me3btx/xmry8PN5++21OOeUUnnjiiXp1jRw5kkAgwCOPPNLiJNwrrriC7373u9TU1DTqHgN44oknuP766/nlL38ZKzv77LN57bXXmDNnDl/+8pf51a9+FbvDf9ppp3HLLbfw4Ycfctxxx1FeXs6uXbs4/vjjG9VdUlLCsGHDqKmpYfHixbGJPqeddhpPPvkkV199db3M/IILLuDuu+9m3rx5ZGZmsnv3bpKSkhg8ePAR3ysRab3au3ab7r+fivx80oYNY/yCBe2+mycivVdH9SC6Ox50vDpMuDIMDlX5VXzh0nlkJmYyacJEXv37q1hKgJQRqVx48YX84uFf8NBDD2FmrF27lmnTppGVlUVJSUmrnnPu3Ln87Gc/48EHHwSgsLCwT/cGaE5AFwkGg6SkpDBv3jxWr17NjBkzWLx4MePHjz/itQsWLOC///u/OeOMMzhw4ECs/Otf/zqPPPIIp512Gps3b2428wVITk7mnHPO4fOf/zwJCQmNji9ZsoQrrriiXtmVV17Jo48+SkJCApdccgl/+tOfYpNrBg0axMMPP8y1117L5MmTOe2005pdVvT73/8+p556Kueff3691/vggw/ywAMPcMopp5Cfn09OTg4Q+U963XXXcfrppzNp0iQ+97nPtfo/uIi0zcjLL+dTr77KpR9+yKdefVUJgIi0aPyCBSQ0GGrTmh5EdydcHSZYGqT6QDXV+VVU762i5lANocrIaIfEfkkcM+VY/uW7/0Ly4BQSMhKxgGEB4+6776ampobJkyczceJE7r77bgDOOeccNm7cGJsY3JK77rqLwsJCJk6cyJQpU3j55ZcB+OY3v8nIkSMpLy9n5MiR3HvvvUf57vQsVjsptbfIyMjw2kmstd5//31OPPHEOEUU8c477/CVr3wlbktQhcNhpk+fzuOPP864cePiEkND5eXlpKWlYWYsXbqUJUuWxFZLaq/u8G8uIiLSE7T1b+au5cuP2IPo7ni1E64KR76qwxCOtDktwbCUAIGUAIHkAJZkPWKYTlPvk5mVu3vzd2G7sT43HCgefvGLX/DTn/401v3U1TZu3Mgll1zCFVdc0W0SAIjM3r/11ltxd/r168dvf/vbeIckIiIiRzDy8ssbN/rD0aE9sUa/Q/RGsyUaCWmRRr8lB7DEntHo7+3UEyC9kv7NRUREWudo/mZ6+JO7/F57pz/KkqJ3+VMCBJINS+wdo897W09Al/6rmNlvzWyfmW1oUP6PZvaBmb1nZj+qU36nmX0YPXZBV8YqIiIiIhEeckLlIWoKa6jaW0XV7kpqDlQTKgkCkJCVSNLAZFKGp5IyNIWk3CQS0hN6TQLQG3X1cKCHgZ8B/1NbYGbnAJcDk929yswGR8tPAq4BJgDDgZfM7Hh3b34JHBERERFpt3Aweoe/9m5/MDpyxCCQHCAhOzEyrj/5k+U6pWfp0iTA3VeaWV6D4q8BP3T3qug5+6LllwNLo+VbzexD4BRgVVfFKyIiItIXhGvqDO2pCuOh2ka/EUgxEjISPhnTr/H8vUJ3mBh8PDDLzO4DKoEF7v53YATwRp3zdkXLREREROQoedipzq+i4qNyKj4uJ3hCDdV7qwAiS3KmBEiIjunvKSv3SNt1h4FaiUAucBrwDeAxi3zamvrENTmL2czmm9lqM1sdDAY7L9J2SEhIYOrUqbGvbdu2NXvunDlzWL16ddcF1wrBYJCBAwdy5513xjsUERERaQMPORXbKjj0l4Ps/tVOPr5rMzvu38r+pwqo3F6BJRqJuUkkD00heXgKyQOTScxKjAz16aIEwMz44he/GHscDAYZNGhQbH+i5qxbt47nnnuu2eOrV6/mtttua/Z4eXk5F198MePHj2fChAl8+9vfbnvwPVR36AnYBfzBI8sUvWVmYWBgtHxUnfNGAo23qAPcfRGwCCKrA3VuuEcnLS2NdevWdVh9wWCQxMT2/fOFQqEmNw5rygsvvMAJJ5zAY489xr/927+1+5dCR8QvIiIijYWrw1Rur4jd6a/cXoFXR5pHSYOTyZySTdqx6aQdk05S/yTef/99EjPj+zc5IyODDRs2UFFRQVpaGi+++CIjRhx5AMi6detYvXo1n/70pxsdCwaDzJgxgxkzZrRYx4IFCzjnnHOorq7mvPPO409/+hMXXXTRUb+WnqI79AQ8DZwLYGbHA8nAAeAZ4BozSzGzscA4ID47bXWSt99+m7PPPpuTTz6ZCy64gPz8/Nix3//+95xxxhlMnDgxtsHYvffey/z585k7dy7XX389Dz/8MLfeemvsmksuuYQVK1YA8LWvfY0ZM2YwYcIE7rnnntg5eXl5fO973+Oss87ihz/8IdOnT48d27JlCyeffHKTsS5ZsoTbb7+d0aNH88YbbxAOh8nLy+Pw4cOxc4477jgKCgrYv38/V155JTNnzmTmzJm8/vrrTca/bds2Zs2axfTp05k+fTp/+9vfgMjGZl//+teZMGECl1xyCZ/+9Kd54oknjvieiYiI9EWhihBl75Vw4I/72PmTbXz0nQ/Y/fMdHHrhAOHyEDmn9mPol0Yw9nvjyLvzWIZcPYzsGTkk9U86qudbvBjy8iAQiHxfvLhjXsdFF13Es88+C0TaHddee23sWFlZGTfddBMzZ85k2rRpLF++nOrqar773e+ybNmy2I7BDdsaK1asiPUmlJaWcuONNzJp0iQmT57Mk08+SXp6Oueccw4AycnJTJ8+nV27dnXMC+ru3L3LvoAlQD5QQ+RO/5eJNPp/D2wA1gDn1jl/IfAR8AFwUWueIz093RvauHFjo7KuFggEfMqUKT5lyhT/zGc+49XV1X766af7vn373N196dKlfuONN7q7+9lnn+0333yzu7u/8sorPmHCBHd3v+eee3z69OleXl7u7u6/+93v/JZbbok9x8UXX+wvv/yyu7sfPHjQ3d2DwaCfffbZ/s4777i7+5gxY/w//uM/YtfMmTPH165d6+7ud955p//0pz9tFHt5ebkPGzbMy8rK/Je//KX/4z/+o7u733bbbf7b3/7W3d3feOMNP++889zd/dprr/VXX33V3d23b9/u48ePbzL+srIyr6iocHf3zZs3+8knn+zu7o8//rhfdNFFHgqFPD8/3/v16+ePP/54i+9ZQ93h31xERKQz1BTXePHaIi94Mt+3/+dHvvmfNvrmOzb65n/Z6Dse3Or7nynw0vdKPFgebFV9bfmb+fvfu6ene3QnsMhXenqkvD0yMjL8nXfe8SuvvNIrKip8ypQp/vLLL/vFF1/s7pE2yv/+7/+6u3thYaGPGzfOS0tLG7WFGrY16tbxzW9+02+//fbYuYcOHaoXQ2FhoY8dO9Y/+uijJmNs6n0CyrwL29Id+dXVqwNd28yhLzRz/n3AfR0Zwx1btrCutLQjq2RqZiYPHmEn3obDgTZs2MCGDRs4//zzgcjQnGHDhsWO12a/s2fPpri4OHbH/bLLLiMtLe2IMT322GMsWrSIYDBIfn4+GzduZPLkyQBcffXVsfNuvvlmfve73/HAAw+wbNmyWK9DXf/3f//HOeecQ3p6OldeeSXf//73+fGPf8zVV1/N9773PW688UaWLl0aq/ell15i48aNseuLi4spKSlpFH9NTQ233nor69atIyEhgc2bNwPw2muvcdVVVxEIBBg6dGgsQ//ggw9afM9ERER6o5pDNbGhPRUfl1OzrxoASzZSx6TR/4KBpB2bTuroNALJnTvIY+FCKC+vX1ZeHimfN699dU+ePJlt27axZMmSRsN7XnjhBZ555hnuv/9+ACorK9mxY0eT9TTXVnrppZdYunRp7HFubm7s52AwyLXXXsttt93GMccc074X0kNoUHacuDsTJkxg1aqmVzxtOOa+9nFGxieb0iUmJhIOf7JDX2VlJQBbt27l/vvv5+9//zu5ubl86Utfih1rWMeVV17Jv/7rv3Luuedy8sknM2DAgEaxLFmyhNdff528vDwADh48yMsvv8x5553Hhx9+yP79+3n66ae56667gMhwnlWrVjX5H7Duc//4xz9myJAhvPPOO4TDYVJTU2PvTVOO9J6JiIj0dO5Ozb7qTxr9H5UTPBxZ9CSQFiBtbDo5p/Yj7dh0UkamYgldu3JPM+3uZsvb6rLLLmPBggWsWLGCgwcPxsrdnSeffJITTjih3vlvvvlmozrqtjXqcvdm5zTOnz+fcePGcccddxx98D1Mn0sCjnTHvquccMIJ7N+/n1WrVnH66adTU1PD5s2bmTBhAgDLli3jnHPO4bXXXiMnJ4ecnJxGdeTl5fHzn/+ccDjM7t27Y3fxi4uLycjIICcnh4KCAv70pz8xZ86cJuNITU3lggsu4Gtf+xq/+c1vGh0vLi7mtddeY+fOnaSkpADwu9/9jiVLlvCpT32KK664gn/+53/mxBNPjCUQc+fO5Wc/+xnf+MY3gMiknalTpzaqu6ioiJEjRxIIBHjkkUcIhSL7wJ111lk88sgj3HDDDezfv58VK1Zw3XXXHfE9ExER6Wk87FTtrqTi44rIJN6PywmVRv4eJmQlxCbwph2bTvLQlLhvzDV6NGzf3nR5R7jpppvIyclh0qRJsXmOABdccAEPPfQQDz30EGbG2rVrmTZtGllZWbHRBkdS2z558MEHASgsLCQ3N5e77rqLoqIifv3rX3fMi+gh+lwS0F0kJyfzxBNPcNttt1FUVEQwGOSOO+6INWhzc3M544wzKC4u5re//W2TdZx55pmMHTuWSZMmMXHixNgk3ylTpjBt2jQmTJjAMcccw5lnntliLPPmzeMPf/gDc+fObXTsD3/4A+eee24sAQC4/PLL+eY3v0lVVRVXX301M2fO5OGHH44d/+lPf8ott9zC5MmTCQaDzJ49m1/84heN6v7617/OlVdeyeOPP84555wTy9yvvPJK/vKXvzBx4kSOP/54Tj31VHJyco74nomIiHR34WCYqh2Vsbv8ldsqCFdGevUT+yeRfmLmJyv3DEzqdmv033cfzJ9ff0hQenqkvCOMHDmS22+/vVH53XffzR133MHkyZNxd/Ly8mLDlX/4wx8yderUIy5jftddd3HLLbcwceJEEhISuOeeezjllFO47777GD9+fKwddeutt3LzzTd3zAvqxqy5oRc9VUZGhpeVldUre//99znxxBPjFFH3d//991NUVMT3v//9eIcSU1paSmZmJgcPHuSUU07h9ddfZ+jQoa2+Xv/mIiLSHYSrwlRsK6fy48iSnZU7KvCaSNsreUhypMF/bDqpx6ST1O/oVutpr7b+zVy8ODIHYMeOSA/Affe1fz5AT9DU+2Rm5e7e9Pijbk49AX3cFVdcwUcffcRf//rXeIdSzyWXXMLhw4eprq7m7rvvblMCICIiEi+hshAVWz8Zz1+1qxLCgEHKyFRyzsiNNPzHppEQ57X5j9a8eX2j0d/b9cxPn3SYp556Kt4hNKnuOEAREZHuKlhUExnPH53IW51fBYAlGCljUsk9bwBpx6STmpdGQmrrNugU6QpKAkRERERawd2pOVhDZfQuf8XH5dQcqAHAUgKk5aWRNS2btGPSSRmdSiCpO+zJKtI0JQEiIiIiTfCwU11QFW3wR1bvCRVFl+vMSCDtmDRyzsyNNPpHdP1ynSLtoSRAREREBPBQdLnO2MZcFYTLI8t1JuYkfrJc5zHpJA9JjvtynSLtoSRARERE+qRwdZjKHRWxlXsqtpXj1ZGVe5IGJpE5KTPW6E8c0P2W6xRpDw1W6yJmxhe/+MXY42AwyKBBg7jkkks6pP7MzMxWn3v55Zdz+umnd8jzioiI9BShyhBl75dy4Nl97PzpNj7+zmZ2/9cODj6/n2BpkOxT+jH0+hGMvfc48hYex5BrhpN9Sj+SBiYrAehkR9tOWrduHc8991yzx1evXs1tt93WYh0XXnghU6ZMYcKECXz1q1+NbV7aEczst2a2z8w21Cm7yszeM7Owmc1ocP6dZvahmX1gZhd0WCBNUE9AF8nIyGDDhg1UVFSQlpbGiy++yIgRI9pURzAYJDGxff9khw8fZs2aNWRmZrJ161bGjh3brvpCoRAJCVrtQEREup9gaTA6iTcynr9qdyU4EIDUUan0m51L6jHppI1NJyFDf8vi6WjbSevWrWP16tV8+tOfbnQsGAwyY8YMZsyY0cSVn3jsscfIzs7G3fnc5z7H448/zjXXXHPUr6WBh4GfAf9Tp2wD8Fngl3VPNLOTgGuACcBw4CUzO97dOy4rqUM9AV3ooosu4tlnnwVgyZIlXHvttbFjb731FmeccQbTpk3jjDPO4IMPPgDg4Ycf5qqrruLSSy9l7ty5lJaWcuONNzJp0iQmT57Mk08+Gatj4cKFTJkyhdNOO42CgoImY3jyySe59NJLueaaa1i6dCkAV199db0s+ktf+hJPPvkkoVCIb3zjG8ycOZPJkyfzy19GPqsrVqzgnHPO4brrrmPSpEkAfOYzn+Hkk09mwoQJLFq0KFbXb37zG44//njmzJnDV77yFW699VYA9u/fz5VXXsnMmTOZOXMmr7/+ervfXxER6dtqCmsofruIgsfy2f7Dj9h69xbyf7ebolWFBFID9D9/ICO+Oppj/+0ERt0xloGXDSFzYpYSgLbauhiezoNHA5HvWxd3SLUttZPKysq46aabmDlzJtOmTWP58uVUV1fz3e9+l2XLljF16lSWLVvGvffey/z585k7dy7XX389K1asiPUmNNeGys7OBiJJQ3V1dYf2+rj7SuBQg7L33f2DJk6/HFjq7lXuvhX4EDilw4JpIrhe9ZWenu4Nbdy4sVFZV8vIyPB33nnHr7zySq+oqPApU6b4yy+/7BdffLG7uxcVFXlNTY27u7/44ov+2c9+1t3df/e73/mIESP84MGD7u7+zW9+02+//fZYvYcOHXJ3d8CfeeYZd3f/xje+4d///vebjOO8887zlStX+gcffOCTJk1yd/c//OEPfv3117u7e1VVlY8cOdLLy8v9l7/8ZayeyspKP/nkk/3jjz/2l19+2dPT0/3jjz+O1VsbX3l5uU+YMMEPHDjgu3fv9jFjxvjBgwe9urrazzrrLL/lllvc3f3aa6/1V1991d3dt2/f7uPHj2/P29tId/g3FxGRzhMOh72qoNIPrzrk+b/f7R9/b4tvvmOjb75jo3/47U2+65fb/eCL+7384zIP1YTiHW631qa/mR//3n1puvtiPvlamh4pb4cjtZPuvPNO/9///V93dy8sLPRx48Z5aWmp/+53v4u1Ldzd77nnHp8+fbqXl5e7u9ero7k2lLv73LlzvV+/fn7ttdd6MBhsMsam3iegzI/QNgXygA1NlK8AZtR5/DPgC3Ue/wb43JHqP9qvPjccaP9Te6naXdWhdaaMSGHQFUfe0Xby5Mls27aNJUuWNOq2Kioq4oYbbmDLli2YGTU1NbFj559/Pv379wfgpZdeit3BB8jNzQUgOTk5lumefPLJvPjii42ev6CggA8//JCzzjoLMyMxMZENGzZw0UUXcdttt1FVVcXzzz/P7NmzSUtL44UXXmD9+vU88cQTsRi3bNlCcnIyp5xySr2hRD/96U9jG4/t3LmTLVu2sHfvXs4+++xY7FdddRWbN2+OvY6NGzfGri8uLqakpISsrKwjvo8iItL3eNipzq+qs3JPOaGSyCiJhMyEyIZcs/uTdmw6KcNTtHJPZ3lnIYTK65eFyiPlY9u3jXBL7aQXXniBZ555hvvvvx+AyspKduzY0WQ9l112GWlpaY3Km2tDAfz5z3+msrKSefPm8de//pXzzz+/tWEnmtnqOo8XufuiZs9uWVMfWj/Kuo6ozyUB8XbZZZexYMECVqxYwcGDB2Pld999N+eccw5PPfUU27ZtY86cObFjGRkZsZ/dvcluqqSkT1YtSEhIIBgMNjpn2bJlFBYWxhrvxcXFLF26lB/84AfMmTOHP//5zyxbtizW/ebuPPTQQ1xwQf15KStWrKgX04oVK3jppZdYtWoV6enpzJkzh8rKytostknhcJhVq1Y1+Z9URETEg07lrorYeP7Kj8sJV4YBSMxNJP34jNiSnUmDNXG3y5Q33fButryNmmsnuTtPPvkkJ5xwQr3z33zzzUZ11G2j1NVcG6pWamoql112GcuXL29LEhB095YnHbTeLmBUnccjgT0dVHcjfS4JaM0d+8500003kZOTw6RJk1ixYkWsvKioKDYB5uGHH272+rlz5/Kzn/2MBx98EIDCwsJ6mWxLlixZwvPPPx9bGWjr1q2cf/75/OAHP+Caa67h17/+NatXr449/wUXXMB///d/c+6555KUlMTmzZubnKRTVFREbm4u6enpbNq0iTfeeAOAU045hX/6p3+isLCQrKwsnnzyydgcgtrX8Y1vfAOITOyZOnVqq16HiIj0PuHqMJXbK2J3+iu3VeA10eU6ByeTOTX7k0Z//6Q4R9uHpY+G8u1Nl3eA5tpJF1xwAQ899BAPPfQQZsbatWuZNm0aWVlZlJSUtKruptpQSUlJlJSUMGzYMILBIM899xyzZs3qkNdyFJ4BHjWzB4hMDB4HvNVZT6aJwV1s5MiR3H777Y3Kv/nNb3LnnXdy5plntrg01V133UVhYSETJ05kypQpvPzyy6163m3btrFjxw5OO+20WNnYsWPJzs7mzTffZO7cuaxcuZJPfepTJCcnA3DzzTdz0kknMX36dCZOnMg//MM/NNnDcOGFFxIMBpk8eTJ333137DlGjBjBd77zHU499VQ+9alPcdJJJ5GTkwNEhg+tXr2ayZMnc9JJJ/GLX/yiVa9DRER6h1BFiLL3Sjjwx33s/Mk2PvrOB+z++Q4OvXCAcHmInNP6MfRLIxj7vXHk3XksQ64eRvaMHCUA8TblPkhIr1+WkB4p7wDNtZPuvvtuampqmDx5MhMnTuTuu+8G4JxzzmHjxo2xicEtaaoNVVZWxmWXXcbkyZOZMmUKgwcP5qtf/WqHvBYAM1sCrAJOMLNdZvZlM7vCzHYBpwPPmtmfAdz9PeAxYCPwPHCLd9LKQADW0pCNnigjI8PLysrqlb3//vuceOKJcYqobystLSUzM5NgMMgVV1zBTTfdxBVXXNHpz6t/cxGR7iVYEvxkPP9H5VTnV0VGOydA6qi02F3+1LFpJKRptZ6u1Oa/mVsXR+YAlO+I9ABMua/d8wF6gqbeJzMrd/emxx91c31uOJB0rXvvvZeXXnqJyspK5s6dy2c+85l4hyQiIl3Ew07hy4cofvMwNfurAbBkI3VMGv0vGEjasemkjk4jkKyBCT3K2Hl9otHf2ykJkE5VO4tfRET6lpoD1ex9dA+VWytIG5dOzmn9Iiv3jEzFEjSJVyTelASIiIhIh3F3it8sYv/TBZjBkC8MJ2t6tlbvEelm+kwScKRloaT36G3zXEREeopgSZB9y/Ipe6+UtHHpDLl2OEm5msjbE6id1LLe2LboE0lAamoqBw8eZMCAAfqA93LuzsGDB0lNTY13KCIifUrphhL2LcsnXBlm4GeG0G9Wrjbs6iHUTmpZb21b9InVgWpqati1axeVlZVxikq6UmpqKiNHjiQpSXefREQ6W7gyxP6nCyh+s4iUESkMmTeClGEpAOxavpxN999PRX4+acOGMX7BAkZefnmcI5aG1E46subaFj15daA+kQSIiIhIx6v4uJy9i/cQLKwh97wBDLhgEJYYuZO8a/ly1i9cSKiiInZ+Qloak++7T4mA9BpKAroRJQEiIiKdy4POwef3U/jXgyT1T2LIdcNJO6b+BlIvzZpFxZ49ja5NGz6cT736aleFKtKpenIS0CfmBIiIiEjHqMqvomDxbqp2V5F9Wj8GXT6YQGrjzb0q8vObvL65chHpWl26O4eZ/dbM9pnZhiaOLTAzN7OBdcruNLMPzewDM7ugK2MVERGRT3jYKVxxkJ0PbCVYFGTYl0cy5OphTSYAAGnDhrWpXES6Vldv0fcwcGHDQjMbBZwP7KhTdhJwDTAhes3PzUz7iIuIiHSxmsIadv/3Dg4s30f6+AxGf/MYMidmtXjN+AULSEhLq1eWkJbG+AULOjNUEWmlLh0O5O4rzSyviUM/Br4JLK9Tdjmw1N2rgK1m9iFwCrCq0wMVERER3J2St4vZ/+Re3GHwNcPIPiWnVctI1k7+1epAIt1T3OcEmNllwG53f6fBL5URwBt1Hu+KlomIiEgnC5UF2ff4XkrfKSF1bBpDrxtO0sDkNtUx8vLL1egX6abimgSYWTqwEJjb1OEmyppcysjM5gPzAZKT2/YLSkREROor21RKwZJ8QmVBBlw8iNxzB2jjL5FeJt49AccCY4HaXoCRwBozO4XInf9Rdc4dCTReawxw90XAIogsEdqZAYuIiPRW4eowB/64j6LXCkkekszwr4wldWTv2iVVRCLimgS4+7vA4NrHZrYNmOHuB8zsGeBRM3sAGA6MA96KS6AiIiK9XOX2CvYu3kPN/mr6zenPgE8PIpDU1euHiEhX6dIkwMyWAHOAgWa2C7jH3X/T1Lnu/p6ZPQZsBILALe4e6rJgRURE+gAPOYdePMChFw+QmJ3IiK+PJn1cj9z7SETaQDsGi4iI9FHV+6rYu3gPVTsqyTo5m0FXDiUhTatxi7SWdgwWERGRHsPdKfrbYQ4sL8CSjKHXjyBrWna8wxKRLqQkQEREpA8JFtVQsDSf8k1lpJ+QwZBrh5GYkxTvsESkiykJEBER6SNK1hWz7/G9eE2YQVcOIefM3FZt/CUivY+SABERkV4uVBFi/x8KKFldRMroVIbOG07y4JR4hyUicaQkQEREpBcr/7CMgkf3ECwK0v+CgfQ/fyCWoLv/In2dkgAREZFeKFwT5uBz+zn8yiGSBiYz6rY8UsekxTssEekmlASIiIj0MlW7K9m7eA/V+VXknJnLwEsHE0jRxl8i8gklASIiIr2Eh53Clw9y8E/7SUhPYPj8UWScmBnvsESkG1ISICIi0gvUHKxm7+I9VG6tIHNyFoM/P5SEDP2ZF5Gm6beDiIhID+buFL9VxP6nCjCDIdcNJ2tGtpb+FJEWKQkQERHpoYIlQfY9lk/ZhlLSjktnyHXDScrVxl8icmRKAkRERHqg0g0l7FuWT7gizMDLB9Nvdn8soLv/ItI6R5UEmFkGUOnuoQ6OR0RERFoQrgqz/+kCit84TPLwFEZ8fTgpw1LjHZaI9DCtSgLMLABcA8wDZgJVQIqZ7QeeAxa5+5ZOi1JERESo2FpOweI91ByqIffcAfS/aCCBRC39KSJtZ+5+5JPMXgFeApYDG9w9HC3vD5wDXAc85e6/78RYWyUjI8PLysriHYaIiEiH8aBz8M/7KfzLQRJzkxh63XDSjk2Pd1gifZ6Zlbt7RrzjOBqtTQKS3L2mved0BSUBIiLSm1TtraLg97up2l1F9qk5DPzMEBJSE+IdlojQs5OAVvUhtqZx3x0SABERkd7Cw07hK4fY+f+2EjwcZNhNIxlyzXAlACI9iJn91sz2mdmGOmX9zexFM9sS/Z5b59idZvahmX1gZhd0ZmxHTALM7Hwz+5WZTY0+nt+ZAYmIiPR1NYU17P7FDg48XUD68RmM/tYxZE7KindYItJ2DwMXNij7NvAXdx8H/CX6GDM7icgc3AnRa35uZp2W9bdmYvDXgRuBu6JzAKZ2VjAiIiJ9XfHbRex/Yi8edgZfPZTsU/tp4y+RHsrdV5pZXoPiy4E50Z8fAVYA34qWL3X3KmCrmX0InAKs6ozYWpME7Hf3w8ACM/shkdWBREREpAOFykLse3IvpWuLSc1LY8i84SQPTI53WCLS8Ya4ez6Au+eb2eBo+QjgjTrn7YqWdYrWJAHP1v7g7t82s3/srGBERET6orIPSilYkk+oJMiATw8i99wBWILu/ov0AIlmtrrO40Xuvugo62rqP/2RV/A5SkdMAtx9eYPHD3VWMCIiIn1JuDrMgf/bR9GrhSQPSWb4l/NIHZUW77BEpPWC7j6jjdcUmNmwaC/AMGBftHwXMKrOeSOBPR0RZFPatGOwmc0AFgJjotca4O4+uRNiExER6bUqd1Swd/EeavZV0292LgMuHkwgWRt/ifQBzwA3AD+Mfl9ep/xRM3sAGA6MA97qrCDalAQAi4FvAO8C4Y4PR0REpHfzkHPoLwc49OcDJGYnMuKro0k/oUcuMy4iR2BmS4hMAh5oZruAe4g0/h8zsy8DO4CrANz9PTN7DNgIBIFb3D3UabG1ZrOw2Mlmr7n7WZ0VTEfQZmEiItJdVe+vpmDxbiq3V5I1PZtBVw4lIV3r/ov0VD15s7C29gTcY2a/JrKmaVVtobv/oUOjEhER6UXcneJVh9m/vABLMIZ+cThZ03PiHZaI9GFtTQJuBMYDSXwyHMgBJQEiIiJNCBYHKVi6h/L3y0g/PoMh1w4jsV9SvMMSkT6urUnAFHef1CmRiIiI9DKl64speGwvXh1m0BVDyDkrFwto6U8Rib+2JgFvmNlJ7r6xU6LpoWoKazj47D4CqQECyQEsJUCgzpclN3hc+3NyQOtAi4j0QqGKEPufKqDk70WkjExl6BeGkzwkJd5hiYjEtDUJOAu4wcy2EpkT0KYlQs3st8AlwD53nxgt+0/gUqAa+Ai4MbpDMWZ2J/BlIATc5u5/bmO8XSJcGaJiawVeFSZcHcZr2jDZOsnqJw7JDRKFFCOQkoClWOxYw0SiXpkSCxGRuCr/sIyCR/MJHq6h/9yB9J87UL+XRaTbadXqQGZ2OpFtjEc3ddzdt7fqycxmA6XA/9RJAuYCf3X3oJn9R7S+b5nZScAS4BQia6W+BBx/pKWSusPqQB5ywtVhwlXhSGIQTQ7qPa5NGCprj3mL53uwjYlFcz0QTfZKWBPJRzShqO3dUPe1iEiLwsEwh57bT+GKQyQNSGLIvBGk5WnjL5HerC+sDnQD8F/AZuB54Hl339vWJ3P3lWaW16DshToP3wA+F/35cmCpu1cBW83sQyIJwaq2Pm9XswQjIS2BhLSOW/atycSiNkGoDhOubD7RCFd55HhR8JPk4ygTi6aSieZ7MQIEko1AagKW3Ph6JRYi0ltU7alk7+/3UJ1fRfbp/Rh0+RACKdr4S0S6r1YlAe7+VQAzGw9cBDxsZjnAy0SSgtc7aDODm4Bl0Z9HEEkKau2KljViZvOB+QDJyckdEEb302mJRd1EomFy0bDXosHxcGWIYFGQcFWIcJVHEotQGxKL5CP3QNSbV9GwrG6iET1HiYWIdCUPO4dXHOLgc/sJpAcYfvNIMiZkxTssEZEjatOcAHffBGwCfmxmacA5RHY5ewCY0Z5AzGwhkd3RFtcWNRVCM3EtAhZBZDhQe+LoSyzBSEhP6NCNajz4SY9FLJGo01PRKJFokICEykMEC2vqDJEKRWaEtPY11e1xaG5CdrO9Fk1M6k4yJRYi0qSaQ9UUPJpPxUflZEzKYsjnh5KQ2dapdiIi8dGq31ZmdgfwOrDW3YMA7l4BPBf9ahczu4HIhOHz/JNJCruAUXVOGwnsae9zSeeyRCMhsRMSizrJRL1ei6bK6iYfdROLOufHdrk44gsikkw0TC5SW59INLzGkg0zJRYiPZW7U/L3Ivb/oQCAIdcOI2tmjv5fi0iP0tpbFiOBnwDjzWw98DciScEqdz/UngDM7ELgW8DZ7l5e59AzwKNm9gCRicHjgLfa81zSM8USi4yOSyzCwdpeCW9yXsWRJnWHykIED9XUSzzanFjUGc7UKHFoIplIzUsjebCWGBSJp1BpkILH91K2voS0Y9MZct0wkvr3zmGoItK7tWp1oNjJZslEhv2cAZwe/Trs7ie18volwBxgIFAA3APcCaQAB6OnvVFnDsJCIvMEgsAd7v6nIz1Hd1gdSPoed8dD3mC4U+3jyJyJJodDNVFWNyFpmFikjEwla1o2mVOzSeqvHUdFulLZeyUULMsnXB5mwMWD6Hd2fw0XFOnjevLqQG1NAnKINPzPjH7vB7zr7jd2SnRHQUmA9BbujgcjiUSoPETZxlJK1hZTtaMSgNS8tFhCkJitccginSVcFWb/8gKKVx0meVgKQ78wnJThqfEOS0S6gV6fBJjZImACUAK8SWTVnjfcvbBzw2s7JQHS29UcqKZkXTEla4up3lMFBmnHpUcSgslZJGQoIRDpKBXbKihYvJuagzXkzulP/08PIpCopT9FJKIvJAHPExnCs4HIfIBVwAZvSzdCF1ESIH1J1d4qStdGEoKa/dUQgPQTMsialkPGpEwSUjtuHoVIX+Ih59Cf93PopYMk9kti6LzhpB2bHu+wRKSb6fVJAIBFlj2YQGQ+wBnAROAQkcnB93RahG2kJED6InenancVpWuKKFlXTLAwiCUa6SdlkjUtm4yTMgkk6+6lSGtUF1Sx9/d7qNpVSdYpOQy6YogSahFpUp9IAmIXmI0kMifgDCLLeg5w934dH9rRURIgfZ2HncrtFZSsLaZ0XTGhkhCWEiBzYiaZ07LJOCETS9RkRpGGPOwUvVbIgf/bhyUHGPL5oWROzo53WCLSjfX6JMDMbiPS6D8TqCG6PGj0+7vu3trFETudkgCRT3jYqfionJI1xZSuLyFcHiKQFiBzchZZ03JIOy4dS1BCIBI8XEPBknzKN5eRfmIGQ64Zrgn3InJEfSEJeIDo3gDunt/pUbWDkgCRpnnQKd9cRsnaYsreLSFcFSYhM4HMqdlkTcsmNS9Nyx1Kn1Sytph9j+fjIWfQ5UPIPr2fNv4SkVbpC0mAHWkScGvO6QpKAkSOLFwdpnxTKSVriinbWIrXOIn9EiMJwfRsUkamqhEkvV6oPMS+J/dSuqaY1DFpDJk3nORB2vhLRFqvLyQBK4AngeXuvqNOeTJwFnAD8LK7P9w5YbaekgCRtglXhih9r5TStcWUbSqFECQNTIosOToth5Rh2qVYep/yD8ooWLKHYEmQARcMIve8ARoaJyJt1heSgFQiO/fOA8YCh4FUIAF4Afgvd1/XaVG2gZIAkaMXKgtR+m4JJWuLqdhSBg7Jw1Jim5LpLqn0dOHqMAef3cfhlYUkDU5m6LzhpI5Oi3dYItJD9fokoN4FZklE9gyocPfDnRFUeygJEOkYwZIgpe8UU7KmmMqtFQCkjEqNJQRJuUlxjlCkbSp3VlCweA/VBdXkzMpl4CWDtXSuiLRLn0oCujslASIdr6awhtLoLsVVOysBSB2bRtb0bDKnZJOYpVVUpPvykFP414McfH4/CVmJDLl2GBknZMY7LBHpBZQEdCNKAkQ6V/X+6lhCUJ1fBQZp4zIiPQSTs0hI16ZK0n1UH6imYPEeKrdVkDktm8FXDiUhQ59REekY8UwCzOxWYLG7Fx7V9UoCRORoVeVXUro2khDUHKiBBMg4IZPM6dlkTsgkoF1WJU7cneI3DrP/6QIswRj8uaFkTc+Jd1gi0svEOQn4AXANsAb4LfDntqzU2aYkwCJrBs4DjnH375nZaGCou7/VtrA7j5IAka7n7lTtrIztUhw8HMSSjIyTMsmank36+EyNvZYuEywJsm9pPmUbS0kbl86Qa4drDouIdIp4DweKts3nAjcCM4DHgN+4+0dHvLaNScB/A2HgXHc/0cxygRfcfeZRRd4JlASIxJeHncptFbGEIFQaIpASIGNSFlnTskk/PgNL1FKM0jlK3y1h37J8wtVhBlw8mH6zcrUJnoh0mngnAdEYphBJAi4EXgZOA15092+2eF0bk4A17j7dzNa6+7Ro2TvuPuXoQ+9YSgJEug8PORUfllOytojS9SWEK8IE0hPInJxF1vRs0o5NVwNNOkSoMsSBpwoofquIlBEpDPnCCFKGao8LEelccR4OdBuRvboOAL8Gnnb3GjMLAFvc/diWrm/rkh41ZpYAePTJBxHpGRARacQSjPQTMkg/IYPBn3PKPohsSlaypojiNw6TkJUQ2aV4WjapY9KUEMhRqfionL2P7iFYWEPu+QMYMHeQeptEpC8YCHzW3bfXLXT3sJldcqSL29oTMA+4GpgOPAJ8DrjL3R9vU8idSD0BIt1fuDpM2cboLsUbS/Ggk5ibSNa0HDKnZZMyIoXIMEeR5oWDYQ796QCFLx8kqX8SQ+YNJ21serzDEpE+pJsMBxpMZBNfANx9R6uuO4rNwsYD5wEG/MXd329TBZ1MSYBIzxKqDFG2oZSSNUWUf1AGYUgalBxZcnRatoZ0SJOq8ivZ+/s9VO+pIvu0fgz6zBACKZp8LiJdK87DgS4FHgCGA/uAMcD77j6hVddriVAR6S5CZUFK15dQsraYig/LwSF5eApZ07LJmppN0sDkeIcoceZh5/Arhzj47H4CaQEGXzOMzAlZ8Q5LRPqoOCcB7wDnAi+5+zQzOwe41t3nt+r6Ng4HegS43d0PRx/nAv/P3W9qc+SdREmASO8QLKqh9J1IQlC5rQKAlNGpsYQgsZ+WfOxrag7VULBkDxUflpMxKZPBnx9GYqZ2qxaR+IlzErDa3WdEk4Fp0bkAb7n7Ka26vo1JQGxVoJbK4klJgEjvU3OoJrZLcdWuysguxcekkzktm8wpWWoI9nLuTsnqYvb/YS/uMOiKIWSfkqN5IyISd3FOAl4CPgP8EBhAZEjQTHc/o1XXtzEJeAeYU7s9sZn1B15x90ltjLvTKAkQ6d2q91VRsq6Y0jXFVBdUQwDSx2VEEoLJWSSkaZfi3iRUFmTf43spfaeE1LFpDJ03nKQBGhYmIt3DkZIAM7sd+AqRubS/cvcHo+3nZUAesA34fG3buo3PnQFUAAEim/nmAIvd/WCrrm9jEnA98B2gdjWgq4B/c/f/aUvQnUlJgEjf4O5U51dFNiVbW0zNwZrIkqQnZpA1LZuMCVmaKNrDlb1fSsGSPYTKQwy4aDC55/TXMrIi0q20lASY2URgKXAKUA08D3yNSFJwyN1/aGbfBnLd/VtH8dz9gHHRh5vdvahN1x/F6kAnEZmEAPBXd9/Ypgo6mZIAkb7H3anaUUnJ2mJK1hUTKgpiyUbGhOguxeMzCCQpIegpwlVhDvyxgKLXD5M8LIWh84aTMiL1yBeKiHSxIyQBVwEXuPvN0cd3A1XAl4mMrMk3s2HACnc/oQ3PmQwsIjIUaCuRXoYxwFPAV929ulX1tLEnIAW4kkj3RWwQrrt/r9WVdDIlASJ9m4edyq0VkV2K15UQKgsRSA2QMSmaEByfgSXobnJ3Vbm9gr2L91BzoJp+Z/dnwKcHKYETkW7LzKqBd+sULXL3RdFjJwLLgdOJDNv5C7Aa+KK796tTR6G757bhOb8HHEukwV8SLcsC/gvY7u53t6qeNiYBzwNFwNtAqLbc3f9fqyvpZEoCRKSWh5zyLWWUri2mdH0J4cowgYwEMidnkTU9m7Rj0jW8pJvwkHPohQMceukAiTmJDLluOOnHxXX/HRGRI2rFnIAvA7cApcBGIsnAje1MAjYAp7h7eYPyTOANd5/YqnramARsaG3F8aIkQESaEg6GKd9URsnaYso2lODVTkJ2IllTs8iclkPqmFStNhMn1fuq2Pv7PVTtrCRrRg6DPjtEE7xFpEdoy+pAZvZvwC7gdto3HGi9u09u5ti7rV2wp63r6v3NzCa5+7tHPrUxM/stcAmwrzaZaGmGtJndSWTcVAi4zd3/fDTPKyISSAyQOTGLzIlZhKvClG0spWRtMUV/O8zhlYUk9k+K7EEwLZvk4SlKCLqAu1P0eiEHntmHJQUYesMIsqZmxzssEZEOY2aD3X2fmY0GPktkaNBY4AYiS3veQGTIUFt4dK+upv5QhVsdWxt7AjYCxxGZhFAVfXJvLhtp4vrZRLpD/qdOEvAjmpghHZ2AvITIjOrhwEvA8e4eaqZ6QD0BItI2oYoQZe9GNiUr31wGYUganPxJQjAkJd4h9krBohoKluZTvqmM9PEZDLlmGIk52gBORHqWVgwHepXIGv41wD+7+1/MbADwGDAa2AFc5e6H2vCc24g09ptKAtzdj2lVPW1MAsY0Ve7u29tQRx7wf3WSgA9ooksk2guAu/979Lw/A/e6+6qW6lcSICJHK1QapHR9JCGo+KgcHFJGpJAZTQiS+mt9+o5Qsq6YfY/n4zXOwMuHkHNGP/W8iEiPFM/NwtqrTcOB3H17tPthHFB3vbZWJwFNGOLu+dH6881scLR8BPBGnfN2RctE+pRdy5ez6f77qcjPJ23YMMYvWMDIyy+Pd1i9UkJmIjln5JJzRi7BohpK1pVQuraYg/+3n4P/t5/UMWmRhGBqlu5aH4VQRYj9T+6l5O1iUkanMnTecJIHq6dFRCQe2pQEmNnNRCYzjATWAacBq/hk34CO1GQXRzNxzQfmAyQn606d9B67li9n/cKFhCoqAKjYs4f1CxcCKBHoZIk5SeSe3Z/cs/tTc7A6skvx2mIOPF3AgeUFpB2bTlbtLsWZbZ1e1feUbymj4NE9BIuD9L9wIP0/NVBLtYqIxFFbhwO9C8wksvzQVDMbD/yru1/dhjry0HAgkVZ5adYsKvbsaVSeNnw4n3r11ThEJNUFkV2KS9YWU7OvGgKQfnwGWdOzyZiYpVVtGgjXhDn47H4Ov3KIpEHJDP3CcFJHp8U7LBGRDtFnhgMBle5eaWaYWYq7bzKzVi9p1IxnaHqG9DPAo2b2AJGJweOAt9r5XCI9SkV+fpvKpfMlD0lhwIWD6H/BQKr3VFGyJpIQFDyajyXuJf3ETLKmZZNxUiaBlL69yVXlrkoKfr+b6oJqcs7KZeClgwkk9+33RESkI5hZAFjfnqX725oE7DKzfsDTwItmVgg0vk3ZDDNbAswBBprZLuAeIo3/x6KbKewArgJw9/fM7DEiGysEgVuOtDKQSG+TNmxY0z0Bw4bFIRqpy8xIGZFKyohUBlwyiMrtlZSuLaJkXQll75ZgyUbGxOguxeMzCCT2ncavh53Cvx7k4PP7SchIZPg/jCJjfGa8wxIR6TXcPWxm75jZaHffcTR1tGk4UL0Lzc4GcoDn3b36qCrpBBoOJL1JwzkBAAlpaUy+7z7NCeimPOxUfFxOyZroLsVlIQKpATInZ5E5LZv0cRm9eix8zYFq9j66h8qtFWROyWLwVUNJyNCcCRHpneI5HMjM/kpkmP5bQKzx6+6Xter6o00CuislAdLbaHWgnstDTvnm6C7F75YQrgyTkJlA5pQssqblkDo2DQv0joTA3Sl+s4j9TxdgBoM+N5Ss6dla+lNEerU4JwFnN1Xu7q+06vrWJAFm9pq7n2VmJdRfoad2s7Bus8WjkgAR6Y7CNWHKN0UTgg0leI2TmJNI5tTIHgQpo1N7bIM5WBJk32P5lG0oJe24dIZcN5ykXC2hKiK9X0+eGKyeABGRLhauClP2XmRTsrL3SyEESQOSYpuSJQ9L6TEJQemGEvYtyydcGWbAxYPoN7t/r+ndEBE5kjj3BJwGPAScCCQDCUBZa2/OKwkQEYmjUHmI0ncjm5KVbymDMCQPSSZzejZZU7O77WZa4coQ+58uoPjNIlJGpDBk3ghShnXPWEVEOkuck4DVwDXA48AM4HpgnLt/p1XXt3I40D+3dNzdH2jNk3UFJQEi0lMFS4KUro8kBBUfl4NDysjUyKZkU7NJ6t89hthUfFzO3sV7CBbWkHveAAZcMAhL1N1/Eel74p0EuPsMM1vv7pOjZX9z9zNac31rl2zIin4/gcgs5Geijy8FVrYlYBERaVpiViL9zsyl35m51ByuoXRdZA+CA3/cx4E/7iM1Ly2WECRmd/2KOx50Dv55P4V/OUhibhIjbx1D2jHpXR6HiIgAUG5mycA6M/sRkA+0OiFp647BLwBXuntJ9HEW8Li7X9i2mDuPegJEpLepOVBNSTQhqN5TBQZpx6VHEoLJWV2yBGdVfhUFi3dTtbuK7FNzGPSZIQRStTuyiPRtce4JGAMUEJkP8E9Elu7/ubt/2Krr25gEbAKmuHtV9HEK8I67j29r4J1FSYCI9GZVe6soXRtJCGr2V0MA0sdHdymemElCWxvmWxfDOwuhfAekj4Yp98HYebHDHnYOrzzEwWf3E0gNMPjqYWROzGqhQhGRviPeqwOZWRow2t0/aPO1bUwCFgKfB54islToFcBj7v5vbX3izqIkQET6AnenaldlLCEIHg5iSUbGiZlkTssm46RMAslH2KV462J4az6Eyj8pS0iHUxbB2HnUFNZQsGQPFVvKyZiYyeDPDyMxSxt/iYjUinNPwKXA/UCyu481s6nA9zptszAzmw7Mij5c6e5r21RBJ1MSICJ9jYedyu0VlKwtpnRdMaGSEJYSIHNiNCE4IbPpibtP50H59sb1pY+mZNR69j+xFw87g64YSvapOT1m2VIRka4S5yTgbeBcYIW7T4uWxSYJH8nR3NLZGr0uFcgys9nursnBIiJxYgEjbWw6aWPTGfSZIVR8VE7JmmJK1xdT8nYxgbQAmZMjuxSnHZeOJUQb8+U7mq6wbCcFv99Dal4aQ+YNJ3lgcte9GBERaa2guxcd7Q2aNiUBZnYzcDswElgHnAasIpKFiIhInFnASB+XQfq4DAZfOZTyzZFdikvWlVD8ZhEJmQmxXYpT00dhTSQCweqhDLh4ELnnDtDGXyIi3YyZPQfcAmwws+uABDMbB9wG/K3V9bRxTsC7RJYIfcPdp5rZeOBf3f3qNkXfiTQcSESksXB1mPJNpZSsKaZsYyle4+SMfI5Bw+7GqPjkvHAqwRP/m+STvxS/YEVEeoh4DAcys88DPwD+F0gDzo8e+jPw/doFfI5YTxuTgL+7+0wzWwec6u5VZrbO3ae2JfjOpCRARKRl4coQpe+VUrqmGNu3lIHDf0xi8l7CgRHYzH8ncNwX4h2iiEiPEK85AWaWAXwXuJBIMlDboPfWbuLb1jkBu8ysH/A08KKZFQJ72liHiIjEUSA1geyTc8g+OYdQ2T9TtnE+SQOTSBurjb9ERHqIGqAMSAEy+SQJaLVW9wRYZNbBSHffGX18NpFNCZ539+q2PnFnUU+AiIiIiHSFOA0HuhB4AHiGyJKg5Ue4pOl62jgc6G13P/lonqirKAkQERERka4QpyTgVeCr7v5ee+o5wk4yjbxhZjPb84QiIiIiInJ03H1WexMAaPucgHOAfzCz7UTGIVkkltZtSiAiIiIiIvHX6iQgOifgq0Dj7SVFRERERKTHaHUS4O5uZj/u7nMCRERERESkZZoTICIiIiLSx2hOgIhIH1MZCrG1spKPKir4KPq9JBQCIr/ULXqeAWZW/3G0rLXnUqe8PefWe/52nNvS62jLub31/ems9zIlEGBAYiIDkpJICrT1/qOIdIa2JgEXdUoUIiLSoYqCQT6qqODDiopIY79Og39XVVW9XWWyEhLITUzEqbflZP3H0bLYz+08t96xNpwrPV92QgIDkpIYmJTEgKQkBiQmfvJz9GtgtLz257SEhHiHLdLrtGmfgJ5A+wSISF/g7uytrq7XuK/b4D8YDNY7f0hSEsempXFsWhrHRb8fm5rKuqcz+PfvJrBzpzF6NNx3H8ybF6cX1QaNEo9WJBfUKW/PuU0+/1GcW+/5u+jcll5zZ76XFeEwB2tqOFBTw8Har2Cw3uPiaG9UU9ICgSYThpYSieyEhFgPhUhnicc+AR2lVUmAmZXQ9E2Y2uFA2R0d2NFSEiAivUUwHGZHVVX9Bn7tMJ6KCsrD4di5AWB0amqkgZ+aGmvw1zb2MxMbd/wuXgzz50N5nb0m09Nh0aKekQhI71IdDnOoieQgljwEg40SiUPBYLM9RIlm9XoTBjSTMNRNJHKTkkhQ4iBt0OuTgJ5ESYCI9CTloRAfN2jc1zb4t1dVEazzOzo1EOCYug382kZ/WhpjUlNJbuNY67w82N7Eos9jxsC2be17XSJdIeTO4WhyUC9BOEIiUdNM28eA3Gji0NSwpOYSibb+35PeQ0lAN6IkQES6m0M1NfUb+HUa/Huqq+ud2y8xMXYn/7gGd/OHp6QQ6MC7lIEANPUnwAzqdDKI9CruTkko1OywpLqJRN3H5S38p8iKznNoKmFoLpFIDwQ0XKkXUBLQAczsn4CbiQw7ehe4EUgHlgF5wDbg8+5e2FI9SgJEpKuF3cmvrq4/CbdOg/9wg/H5w5OT6zXu6zb4+ycldVnc6gkQab2K2sShiWFJzSUSRS3Mc0gxa3ZYUnOJRE5iohKHbuZISUBHtW87Q6uTgOiOwSPdfWeHB2E2AngNOMndK8zsMeA54CTgkLv/0My+DeS6+7daqktJgPQ2ry1eTN7hhQzvt4M9h0ezrd99nKUB212uJhxmW51lNes2+D+urKSyzl3CBCCvzrCduhNxj0lLI72brHSiOQEinasmHOZQneFKLc1vqE0kDtXU0FyfQwLUm/zc0vyG2se5iYkkarhSp2kpCejI9m1naFNPgJm93Rk7BkffpDeAKUAx8DTwU+AhYI6755vZMGCFu5/QUl1KAqQ3eW3xYqZVzycj5ZNWWllVOmuTFykR6ASlwSAfN2jg1zb4d1RW1vvDnBYIfNLAb9DgH52S0mP+6C5eDAsXwo4d9KjVgUR6q7A7RXV7Flo5Ubq6hfZcv9pkoeF8hxYSiZQe8jss3lqRBHRI+7YztDUJ+C/gYXf/e4cHYnY7cB9QAbzg7vPM7LC796tzTqG757ZUj5IA6U12/VceI3Mbj9fYVTiGkbds6/qAejh350Dt+PwmltUsqKmpd/6AxMR6q+zUbfAPTU5Wt7yIdAvuTlko1Or5DbU/l7UwzyEjuixrc/MbmkokMvrgsqytGA7UIe3bztAtdgw2s1zgcmAscBh43My+0Ibr5wPzAZKTk9sTiki3MrzfjqbLc5oul8hdtF0tLKvZcC3ykSkpHJuayiUDBjRaVrNfF47PFxE5WmZGZmIimYmJjElNbfV1Va3Yv6H2562VlRysqaGwwRynupLNWj2/ofZxv8TEDl3wIA4SzWx1nceL3H0RtL9929m6y47BnwK2uvt+ADP7A3AGUGBmw+p0l+xr6uLom70IIj0BnRSjSJfbc3h0kz0Be4pGMzIO8XQXVeEwW5tZVnNrZWW9bvEkM8ZG796fmZNTbyLu2NRUUrvJ+HwRka6WEggwPCWF4Skprb4mGA5TWLdnoYX5DRvLy2NlzU2RDgD9Wzm/ofZY/8REkrrPcKWgu89o5li72redrU1JgLtvj2Y144C6qWYT60u0yQ7gNDNLJ9Jdch6wmkhvww3AD6Pfl7fzeUR6lG397iO3qvGcgG397uv1SUBxMNjsspo7q6rqbRCUmZDAsampTMjI4PKBA+vdzR+VmqrNf0REOkhiIMCg5GQGtWHkhUfnOTQ3LKlu+bbKSt4uKeFATQ1VLQxZz6ldljWaIDx20klNbooYZ926fdvWOQE3A7cDI4F1wGnAKnc/t92BmP0rcDUQBNYSWU4pE3gMGE3kjbzK3Q+1VI/mBEhvE1sdKGcHe4p6z+pA7s6+mppml9U80GB8/qCkpHqr7NQdpz8oKanPjUMVEenN3J3y6HCl1sxveGP69LgsyNCKOQEd0r7tDG1NAt4FZgJvuPtUMxsP/Ku7X91ZAbaVkgCR7iMYDrMzOj6/4bKaH1VU1JuUZsDolJQmJ+Iek5ZGdve7wyMiIn1cT94srK1/VSvdvdLMMLMUd99kZl2+pJGIdB8VoRBbm1lWc1tlJcE6NxpSzBgbbdif069fvQZ/XmqqlqQTERHpIm1NAnaZWT8i65y+aGaFwJ6ODqqn2VNVxQM7d5IaCMS+0hIS6j2OlTdRVlueEgj09Bny0ksVtrCs5u7q6nrnZickcFxaGtMyM/ncoEEcm5oaG8YzIiVFn3EREZFuoE3DgepdaHY2kAM87+7VRzq/q8RjONC6khLOWruWinC42V3+WivZrHVJw1EkGUcq6ymbG0nHc3fyq6ubXVbzUIMl4YYmJ9dbZafuRNwBGp8vIiJ9RE8eDnTUSUB3Fc85Ae5O0J3KcLjeV0WDxy2VV4RCrT63YXlNO/8tE6DDEoy2JjDJkSFmHfMPIU2qCYfZXlnZ5LKaH1dWUlFnfH4CMLrOHfy6Df5j0tLI0LKaIiIivT8JMLMSqLcin0Uf124Wlt054bVdX54YHHKnqpMSjNaUt4dBpyUYfWkYVlkoxMfNLKu5vbKy3jrNaYEAx9RZZafuRNwxqandaQ1mERGRbqnXJwE9SV9OAuLJ6yQgHZ1gHCl5qQiHae+nuD3DsNrbQ9KWYVjuzqFgsNllNfc2GJ+fm5hYr3Fft8E/LDm51yQ/IiIi8dCnkgAzmwLMij5c6e7rOzyqdlAS0Pc0HIbVVcOvunIYVrJZbMx+Uaj+vosjkpPrNe7rTsTNTUpqV2wiIiLSvJ6cBLRpdSAzux34CvCHaNFiM1vk7g91eGQirWRmJJmRFAiQFYfnDzUxD6Qjh1+VhEJUhcMMTkritOzsehNxj0lNJU3j80VERKSN2rpZ2HrgdHcviz7OILJj8OROiq/N1BMgIiIiIl2hJ/cEtHXmn0G9uYWhaJmIiIiISJfZtXw5L82axR+PO46XZs1i1/Ll8Q6pR2nrZmG/A940s6eINP4vB37T4VGJiIiIiDRj1/LlrF+4kFBFBQAVe/awfuFCAEZefnk8Q+sxjmZi8HTgrOjDV919bYdH1Q4aDiQiIiLSu700axYVe/Y0Kk8bPpxPvfpql8XR64cDmdlMMxsK4O5rgCLgU8CNZta/E+MTEREREamnIj+/TeXSWGvnBPwSqAYws9nAvwOPEEkGFnVOaCIiIiIijaUNG9amcmmstUlAgrsfiv58NbDI3Z9097uB4zonNBERERGRxsYvWEBCWlq9soS0NMYvWBCniHqe1k4MTjCzRHcPAucB84+iDhERERGRdqud/Lvp/vupyM8nbdgwxi9YoEnBbdCqicFmthD4NHAAGA1Md3c3s+OAR9z9zM4Ns/U0MVhEREREukJPnhjc6tWBzOw0YBjwQp3Nwo4HMqOThbsFJQEiIiIi0hX6RBLQUygJEBEREZGu0JOTgLbuGCwiIiIiIj2ckgARERERkT5GSYCIiIiISB+jJEBEREREpI9REiAiIiIi0scoCRARERER6WOUBIiIiIiI9DFKAkRERKRTLF4MeXkQCES+L14c74hEpFZivAMQERGR3mfxYpg/H8rLI4+3b488Bpg3L35xiUiEdgwWERGRDpeXF2n4NzRmDGzb1tXRiHQO7RjcAcysn5k9YWabzOx9MzvdzPqb2YtmtiX6PTfecYqIiMiR7djRtnIR6VrdJgkAfgI87+7jgSnA+8C3gb+4+zjgL9HHIiIi0s2NHt22chHpWt0iCTCzbGA28BsAd69298PA5cAj0dMeAT4Tj/hERESkbe67D9LT65elp0fKRST+ukUSABwD7Ad+Z2ZrzezXZpYBDHH3fIDo98FNXWxm881stZmtDgaDXRe1iIiINGnePFi0KDIHwCzyfdEiTQoW6S66xcRgM5sBvAGc6e5vmtlPgGLgH929X53zCt29xXkBmhgsIiIiIl1BE4Pbbxewy93fjD5+ApgOFJjZMIDo931xik9EREREpE3M7AQzW1fnq9jM7ugOi990iyTA3fcCO83shGjRecBG4BnghmjZDcDyOIQnIiIiR2PrYng6Dx4NRL5v1W5h0nF6wmZ07v6Bu09196nAyUA58BTdYPGbbjEcCMDMpgK/BpKBj4EbiSQpjwGjgR3AVe5+qKV6NBxIRESkG9i6GN6aD6HyT8oS0uGURTBWEwOkfRpuRgeRieddPe+kLcOBzGwucI+7n2lmHwBz3D0/OtplhbufcIQqOlS3SQI6ipIAERGRbuDpPChvYrew9DHwmW1dHY30Mt1lM7o2JgG/Bda4+8/M7HBb5712tG4xHEhERER6mfJmdgVrrlykDbrRZnSJtStURr/mN3WSmSUDlwGPd214zVMSICIiIh0vvZldwZorF2mD0aPh2jMWs/XBPEK/D7D1wTyuPWNxPDajC7r7jDpfi5o57yIivQAF0cdxX/wmsaufUERERPqAKfc1PSdginYLk/b7/X2LmVY9n4yUyOcrb9B2fnXzfNYmA3TLOSfXAkvqPK5d/OaHxGnxG80JEBERkc6xdTG8szAyBCh9dCQB0KRg6QjdZM5Ja+YEmFk6sBM4xt2LomUDaOPiNx1NSYCIiIiI9CyPBoCm2rAG14W7LIyevFmYhgOJiPRB1aFqdhfvZmfxTnYW7WRA+gDOGHUG2SnZ8Q5NROTI0kc30xOgOSetpSRARKSXcXf2le1jZ/FOdhTtYGdR5PuO4k9+3lu6F29wFy1gAaYNncbZY85m9pjZnDX6LAakD4jTqxARaYHmnLSbhgOJiPQwJVUlkcZ93UZ+nQb+ruJdVIWq6l2TlpjG6JzRjMoZxejs0Z/8nDOakdkj2VOyh1e2vcLKHSt5Y9cbVAYrAZg0eBKzx8yOfQ3NHBqPlywi0lg3mHPSk4cDKQkQEelG6g7Tae4uflFVUb1rEiyB4VnD6zXyaxv4o7Ij3/un9cfMWhVDVbCKv+/5eywpeH3H65TVRH6vHj/g+FhPwdljzmZUzqgOfw9ERHoKJQHdiJIAEemuwh5mf9n+Fu/iNzVMZ0DagBYb+MOyhpEY6LzRnTWhGtbuXcvK7St5ZfsrvLr91VgiktcvL5YQzB4zm2Nzj211siEi0tMpCehGlASISLw0N0yn9uedxTupDlXXu6alYTqjskcxKmcU6UnpcXpFTQuFQ2zYt4FXtr/Cyu0rWbl9JfvL9wMwPGt4ZOjQ6NmcnXc2Jw48UUmBiPRaSgK6ESUBItIZaofptHQXv7OH6XRX7s6mA5tiScEr219hT8keAAamD2TW6FmxnoLJQyaTEEiIc8QiIh1DSUA3oiRARNqqo4fp1DbyO3uYTnfl7nxc+HEsIVi5fSVbD28FICclh7NGnxVLCqYPm05SQlKcIxYROTpKAroRJQEi0lBxVXGsMR9r5Ndp7Dc1TCc9KT12tz72vZsP0+nOdhbtjA0dWrljJZsObAIgIymDM0adEZtXMHPETFITU+McrYhI6ygJ6EaUBIj0LRqm0zMVlBbw6o5XYysQrS9YD0BKQgqnjjw11lNw+sjTyUjukX9fRaQPUBLQjSgJEOk96g7Tae4ufmuG6TS8i99Xh+l0Z4cqDvHajtdiQ4jW5K8h7GESA4nMGD4jNtH4zFFnkpOaE+9wRaQbcHe2F21n88HNzD12blxiUBLQjSgJEOk5NExHmlNcVczfdv4tNoTord1vUROuIWABpgyZEuspmDVmFgPTB8Y7XBHpZIcrD/Nuwbu8u+9d1hes591977Jh3waKq4oBKPp2Edkp2V0el5KAbkRJgEj3UHeYTnONfA3TkdYqrynnzV1vxiYar9q1Krar8YRBE2JJwewxsxmWNSzO0YrI0aoOVfPBgQ/qNfbfLXiXncU7Y+f0S+3HpMGTmDxkMpMGT2LSkEnMHD4zLosMKAnoRpQEiHS+sIfZV7avxbv4LQ3Tae4uvobpSGtVBatYvWd1bPjQ6ztfp7S6FIBx/cfV28BsTL8xcY5WRBpyd3YV72rU2N90YBM14RoAkgJJnDjoxEhDv7bRP2QSI7JGdJubQUoCupF4JAG7li9n0/33U5GfT9qwYYxfsICRl1/epTGIdKSmhunU/XlX8S4N05FuJRgOsjZ/bWz1oVe3v0phZSEAo3NGxxKCs8eczXH9j+s2DQiRvqC4qjg2lOfdgndZv289G/Zt4HDl4dg5o3NGN2rsHz/geJITkuMXeCsoCehGujoJ2LV8OesXLiRUURErS0hLY/J99ykRkG6pOlTNruJdLd7Fb80wnYaNfA3Tke4k7OHIrsbR1YdWbl/JvrJ9AAzNHFqvp+CkQScRsECcIxbp+WpCNWw+uLleY//dgnfZXrQ9dk52Snajxv7EwRPpl9ovfoG3g5KAbqSrk4CXZs2iYs+eRuVpw4fzqVdf7bI4RKD5YTp1fy4oLdAwHelz3J0PDn4QGz70yrZX2F2yG4h8/meNmRVbgWjKkCna1VikBe7OnpI9jRr77x94P9ZLnBhI5IQBJzBpyCQmD4409icNnsTonNG96oaRkoBupKuTgD8edxw09R6acemHH3ZZHNI3FFcVf7IOfhN38TVMR6R13J1th7fFJhq/sv0VPi78GIjcqTxr9FnMHh2ZaDxj+Aztaix9Vml1KRv2bYg09mvH7u97l0MVh2LnjMga0aixP37geFISU+IYeddQEtCNqCege3F3wh4m5CFC4VDs57CHCYVDrfq5qevbUteRru/Iutpbf3PPFQwHKSgriC2FVkvDdEQ6zq7iXby6/dVYYvD+gfeBSCJ9+sjTY8OHTh15qnY1ll4nGA7y4aEPGzX2a5NjgMzkzNhQntrG/qQhk+if1j+OkceXkoBuJB5zAt75zncIV1bGyjwlidCtV1Jz9pROb+DWq4sufK5W1tVw2ElPFbAACZZAQiChyZ8DFiAhkNDsz0e6vjV1DUofpGE6Il1oX9m+eknB+oL1OE5yQjKnjjg1Nq/g9FGnk5mcGe9wRVrF3SkoK2jU2H9v33tUhaqAyN+82qE8dZfiHNNvjObPNKAkoBuJx+pArz3yEz74f/+PgWWJHMgI8j/TDrHymI6JwbB2NzCPdH2b6+rK5+oGr1u/8EQEoLCisNGuxiEPkWAJnDz85FhPwVmjz+qxkxyldymvKee9fe/Va+yvL1jPgfIDsXOGZQ5r1Ng/cdCJ6u1qJSUB3Ug8koCy6jLe3fduh9/5DVhAwzhERLqpkqoSVu1aFVuB6K3db1EdqsYwpgydEptoPGv0LAZlDIp3uNKLhcIhPi78uFFj/6NDH8V65NOT0pk4eGKjTba043b7KAnoRuKRBCxeDAsXwo4dMHo03HcfzJvXpSGIiEicVdRU8ObuN2M9Bat2rqIiGFk++qRBJ8WSgtljZjM8a3ico5Weal/Zvtia+7WN/vf2vRf7rAUswHH9j2vU2D8m9xj1bHcCJQEdxMwSgNXAbne/xMz6A8uAPGAb8Hl3L2ypjq5OAhYvhvnzobz8k7L0dFi0SImAiEhfVh2q5u09b8fmFLy24zVKqksAODb32NjwodljZpPXL089v1JPRU0FG/dvbLSjbkFZQeycwRmDGzX2Txp0klZ860JKAjqImf0zMAPIjiYBPwIOufsPzezbQK67f6ulOro6CcjLg+3bG5ePGQPbtnVZGCIi0s0Fw0He2ftOLCl4dcersWUWR2WPqreB2fEDjldS0EeEPczWwq2NGvtbDm0h7GEAUhNTmTBoQr3G/qTBkxiSOSTO0YuSgA5gZiOBR4D7gH+OJgEfAHPcPd/MhgEr3P2Elurp6iQgEGh2mwDC4S4LQ0REepiwh3lv33ux4UMrt6+M3eUdkjEk1ktw9pizmTB4goZy9AIHyw9+0tiPDunZsG8DZTWRdothHJN7TL3G/uQhkzk291htYNdNKQnoAGb2BPDvQBawIJoEHHb3fnXOKXT33JbqUU+AiIj0RO7OlkNbYhONX9n2CjuLdwLQP60/s0bPiiUGU4dO1fLA3VhVsIr3D7xfr7G/vmA9+aX5sXMGpA1o1NifMGgCGck9sj3ZZykJaG8QZpcAn3b3r5vZHNqYBJjZfGA+QHJy8slVVVVdEziaEyAiIp3D3dletD2SFGxfycodK/nwUGQn+qzkLM4cfWZssvGM4TNITkiOc8R9T+3O07VDeGob+5sPbibkIQBSElI4adBJjXbUHZo5VEO+egElAe0NwuzfgS8CQSAVyAb+AMykmw8HAq0OJCIiXWN38W5e3fFqrLdg4/6NAKQlpnH6qNOZPTrSU3DayNNIS0qLc7S9S2FFYayxXzt2f8O+DbHJ3gBj+41t1NgfN2Ccem16MSUBHahBT8B/AgfrTAzu7+7fbOn6eCQBIiIi8bC/bD+v7ng10lOwfSXr9q7DcZICSZwy4pTYROMzRp1BVkpWvMPtEapD1Ww6sKnRjrq7infFzslNzW3U2J84eKLe4z5ISUAHapAEDAAeA0YDO4Cr3P1QS9crCRARkb7qcOVhXt/xemyi8eo9q2O7Gk8fNj020fis0WeRm9biFLtez93ZWbyzUWN/04FNBMNBAJICSZw46MRPxu5Hl+McnjVcQ3kEUBLQrSgJEBERiSitLmXVzlWxFYje3P1mbFfjyUMmxyYazx4zm8EZg+Mdbqcpqixiw74N9Rr77xa8S1FVUeyc0TmjGzX2jx9wPEkJSXGMXLo7JQHdiJIAERGRplUGK3lz15uxicZ/2/k3ymsiK1uMHzi+3q7GI7NHxjnatqsJ1bD54OZ6jf31BevZUbQjdk5OSk5sCE9to3/i4InkpObEMXLpqZQEdCNKAkRERFqnOlTNmvw1sYnGr+14jeKqYgCOyT0m0ksQTQzG9hvbbYbAuDt7SvY0auxvOrCJ6lA1AImBRMYPHN9oR91R2aO6zeuQnk9JQDeiJEBEROTohMIh3il4p94GZrW7Go/IGhHpJYgmBScMOKFLGtMlVSVs2Lfhk5V59kXW3i+sLIydMzJ7ZL1hPJOGTGL8wPFaNlU6nZKAbiQuScDWxfDOQijfAemjYcp9MFZrhIqISM8W9jAb92+MrT70yvZX2Fu6F4BB6YNiE41nj5nNpCGT2rWrcTAcZMvBLY0a+1sPb42dk5WcxcTBE+vd2Z80eFKfn+Qs8XOkJMDM+gG/BiYCDtwEfAAsA/KAbcDn3b2w6Ro6j5KA9tq6GN6aD6E6u4UlpMMpi5QIiIhIr+LufHjow1gvwcrtK9letB2Afqn9Yrsanz3mbKYNm9bk+vjuzt7SvbEhPLWN/o37N1IVimz2mWAJHD/g+EY76o7JGaOhPNKttCIJeAR41d1/bWbJQDrwHeBQnSXwc939W10U8iexKQlop6fzoHx74/L0MfCZbV0Xh4iISBxsP7y93vChLYe2AJCZnMkZo87g7DFnMzhjcL0ddQ9WHIxdPyxzWKPG/viB40lNTI3XSxJptZaSADPLBt4BjvE6DW4z+4A2bobbGZQEtNejASK9Ow0ZXBfuujhERES6gfyS/HrDh97b/x4A6UnpsXH7tY39SYMnMSB9QJwjFjl6ZlYNvFunaJG7L4oemwosAjYCU4C3gduB3e7er04dhe7e5WPalAS0l3oCREREmnWg/ADFVcXk9ctr15wBke7oCD0BM4A3gDPd/U0z+wlQDPxjd0gC9L+xvabcF5kDUFdCeqRcRESkjxuYPpBjco9RAiB90S5gl7u/GX38BDAdKIgOAyL6fV88gtP/yPYaOy8yCTh9DGCR75oULCIiItKnufteYKeZ1Y73P4/I0KBngBuiZTcAy+MQnoYDiYiIiIgcjVasDjSVyBKhycDHwI1EbsI/BowGdgBXufuhzo+2QWxKAkRERERE2q4nbxam4UAiIiIiIn2MkgARERERkT5GSYCIiIiISB+jJEBEREREpI9REiAiIiIi0scoCRARERER6WOUBIiIiIiI9DG9bp8AMwsDFXF6+kQgGKfnlt5Pny/pTPp8SWfS50s6Uzw/X2nu3iNvqve6JCCezGy1u8+IdxzSO+nzJZ1Jny/pTPp8SWfS5+vo9MjMRUREREREjp6SABERERGRPkZJQMdaFO8ApFfT50s6kz5f0pn0+ZLOpM/XUdCcABERERGRPkY9ASIiIiIifYySgBaY2Sgze9nM3jez98zs9mh5fzN70cy2RL/nRssHRM8vNbOfNahrhZl9YGbrol+D4/GapPvo4M9XspktMrPNZrbJzK6Mx2uS7qOjPl9mllXn99Y6MztgZg/G6WVJN9HBv7+uNbN3zWy9mT1vZgPj8Zqk++jgz9fV0c/We2b2o3i8nu5Kw4FaYGbDgGHuvsbMsoC3gc8AXwIOufsPzezbQK67f8vMMoBpwERgorvfWqeuFcACd1/dxS9DuqkO/nz9K5Dg7neZWQDo7+4HuvglSTfSkZ+vBvW+DfyTu6/sitch3VNHfb7MLBHYA5zk7geijbRyd7+3y1+UdBsd+PkaAKwFTnb3/Wb2CPA/7v6Xrn9V3Y96Alrg7vnuvib6cwnwPjACuBx4JHraI0Q+mLh7mbu/BlR2fbTS03Tw5+sm4N+j54WVAEhn/P4ys3HAYODVzotceoIO/HxZ9CvDzAzIJpIUSB/WgZ+vY4DN7r4/+vglQD3lUUoCWsnM8ohkmW8CQ9w9HyIfVCJ/FFvjd9Hu9Lujv+xEgPZ9vsysX/TH75vZGjN73MyGdGK40sN00O8vgGuBZa4uZKmjPZ8vd68Bvga8S7RHAPhNZ8YrPUs7f399CIw3s7xor9NngFGdF23PoiSgFcwsE3gSuMPdi4+ymnnuPgmYFf36YkfFJz1bB3y+EoGRwOvuPh1YBdzfgSFKD9ZBv79qXQMsaX9U0lu09/NlZklEkoBpwHBgPXBnhwYpPVZ7P1/uXkjk87WMSA/mNiDYkTH2ZEoCjiD6C+pJYLG7/yFaXBAdr1Y7bm3fkepx993R7yXAo8ApnROx9CQd9Pk6CJQDT0UfPw5M74RwpYfpqN9f0XOnAInu/nanBCs9Tgd9vqYCuPtH0R6mx4AzOidi6Uk6sP31R3c/1d1PBz4AtnRWzD2NkoAWRIfs/AZ4390fqHPoGeCG6M83AMuPUE9i7WoH0Q/1JcCGjo9YepKO+nxF/3D+EZgTLToP2NihwUqP01GfrzquRb0AEtWBn6/dwElmNij6+Hwi47+lD+vI318WXY0xupLQ14Ffd2y0PZdWB2qBmZ1FpPvoXSAcLf4OkXFpjwGjgR3AVe5+KHrNNiITm5KBw8BcYDuwEkgCEohMTPlndw910UuRbqijPl/uvtHMxgD/C/QD9gM3uvuOrnot0v105Ocreuxj4NPuvqnrXoV0Vx38++urwO1ADZG/l19y94Nd9mKk2+ngz9cSYEq0ju+5+9IuehndnpIAEREREZE+RsOBRERERET6GCUBIiIiIiJ9jJIAEREREZE+RkmAiIiIiEgfoyRARERERKSPURIgItJLWcRrZnZRnbLPm9nz8YxLRETiT0uEioj0YmY2kcgu0tOI7FOyDrjQ3T86iroStL+JiEjvoCRARKSXM7MfAWVARvT7GGASkAjc6+7LzSyPyIZzGdHLbnX3v5nZHOAeIB+Y6u4ndW30IiLSGZQEiIj0cmaWAawBqoH/A95z99+bWT/gLSK9BA6E3b3SzMYBS9x9RjQJeBaY6O5b4xG/iIh0vMR4ByAiIp3L3cvMbBlQCnweuNTMFkQPpwKjgT3Az8xsKhACjq9TxVtKAEREehclASIifUM4+mXAle7+Qd2DZnYvUABMIbJoRGWdw2VdFKOIiHQRrQ4kItK3/Bn4RzMzADObFi3PAfLdPQx8kcgkYhER6aWUBIiI9C3fB5KA9Wa2IfoY4OfADWb2BpGhQLr7LyLSi2lisIiIiIhIH6OeABERERGRPkZJgIiIiIhIH6MkQERERESkj1ESICIiIiLSxygJEBERERHpY5QEiIiIiIj0MUoCRERERET6GCUBIiIiIiJ9zP8HHtt5vBW6bV0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,5))\n", "p1=ax.plot(years,solarjan, '-',color='green',label='January Average')\n", "p2=ax.plot(years,solarfeb, '-',color='c',label='February Average')\n", "p3=ax.plot(years,solarmar, '-',color='orchid',label='March Average')\n", "ax.set_ylabel('Solar Irradiance (W/$\\mathregular{m^2}$)')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Solar Irradiance by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='upper left')\n", "\n", "ax1=ax.twinx()\n", "p4=ax1.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p5=ax1.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p6=ax1.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax1.set_ylabel('Year Day')\n", "ax1.legend(handles=[p4[0],p5[0],p6[0]],loc='upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly average photosynthetically available radiation (PAR) (January-March)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,5))\n", "p1=ax.plot(years,parjan, '-',color='green',label='January Average')\n", "p2=ax.plot(years,parfeb, '-',color='c',label='February Average')\n", "p3=ax.plot(years,parmar, '-',color='orchid',label='March Average')\n", "ax.set_ylabel('PAR (W/$\\mathregular{m^2}$)')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Model PAR by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='upper left')\n", "\n", "ax1=ax.twinx()\n", "p4=ax1.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p5=ax1.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p6=ax1.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax1.set_ylabel('Year Day')\n", "ax1.legend(handles=[p4[0],p5[0],p6[0]],loc='center right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly average surface temperature (January-March)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,5))\n", "p1=ax.plot(years,tempjan, '-',color='green',label='January Average')\n", "p2=ax.plot(years,tempfeb, '-',color='c',label='February Average')\n", "p3=ax.plot(years,tempmar, '-',color='orchid',label='March Average')\n", "ax.set_ylabel('Surface Temperature ($^\\circ$C)')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Surface Conservative Temperature by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='upper right')\n", "\n", "ax1=ax.twinx()\n", "p4=ax1.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p5=ax1.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p6=ax1.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax1.set_ylabel('Year Day')\n", "ax1.legend(handles=[p4[0],p5[0],p6[0]],loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly average surface salinity (January-March)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,5))\n", "p1=ax.plot(years,saljan, '-',color='green',label='January Average')\n", "p2=ax.plot(years,salfeb, '-',color='c',label='February Average')\n", "p3=ax.plot(years,salmar, '-',color='orchid',label='March Average')\n", "ax.set_ylabel('Salinity (g/kg)')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Absolute Surface Salinity by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='upper left')\n", "\n", "ax1=ax.twinx()\n", "p4=ax1.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p5=ax1.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p6=ax1.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax1.set_ylabel('Year Day')\n", "ax1.legend(handles=[p4[0],p5[0],p6[0]],loc='upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly average Fraser river flow (January-March)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "yearnot19=years[0:4]\n", "fig,ax=plt.subplots(1,1,figsize=(12,5))\n", "p1=ax.plot(yearnot19,fraserjan, '-',color='green',label='January Average')\n", "p2=ax.plot(yearnot19,fraserfeb, '-',color='c',label='February Average')\n", "p3=ax.plot(yearnot19,frasermar, '-',color='orchid',label='March Average')\n", "ax.set_ylabel('Flow (m$^3$s$^{-1}$)')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Fraser River Flow by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='upper right')\n", "\n", "ax1=ax.twinx()\n", "p4=ax1.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p5=ax1.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p6=ax1.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax1.set_ylabel('Year Day')\n", "ax1.legend(handles=[p4[0],p5[0],p6[0]],loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly average surface zooplankton concentration (January-March)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,5))\n", "p1=ax.plot(years,zoojan, '-',color='green',label='January Average')\n", "p2=ax.plot(years,zoofeb, '-',color='c',label='February Average')\n", "p3=ax.plot(years,zoomar, '-',color='orchid',label='March Average')\n", "ax.set_ylabel('Zooplankon Concentration ($\\mu$M N)')\n", "ax.set_xlabel('Year')\n", "ax.set_title('Surface Zooplankon Concentration by Year')\n", "ax.set_xticks([2015,2016,2017,2018,2019])\n", "ax.legend(handles=[p1[0],p2[0],p3[0]],loc='center right')\n", "\n", "ax1=ax.twinx()\n", "p4=ax1.plot(years,yearday1, 'o',color='firebrick',label='Metric1')\n", "p5=ax1.plot(years,yearday2, 'o',color='b',label='Metric2')\n", "p6=ax1.plot(years,yearday3, 'o',color='orange',label='Metric3')\n", "ax1.set_ylabel('Year Day')\n", "ax1.legend(handles=[p4[0],p5[0],p6[0]],loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Nitrate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "mid-depth nitrate, say 30-90m (try for each location)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "January nitrate concentration in deep SoG (below 250 m)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[23.515175 , 23.554594 , 23.603527 , ..., 0. ,\n", " 0. , 0. ],\n", " [23.571758 , 23.57355 , 23.580078 , ..., 0. ,\n", " 0. , 0. ],\n", " [24.198307 , 24.19861 , 24.19911 , ..., 0. ,\n", " 0. , 0. ],\n", " ...,\n", " [ 0.08288033, 0.08332632, 0.09127697, ..., 0. ,\n", " 0. , 0. ],\n", " [ 0.0371336 , 0.05146486, 0.09865781, ..., 0. ,\n", " 0. , 0. ],\n", " [ 0.03236723, 0.04070939, 0.07257345, ..., 0. ,\n", " 0. , 0. ]], dtype=float32)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "no3_alld" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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