{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import matplotlib as mpl\n", "import datetime as dt\n", "import pandas as pd\n", "mpl.rc('xtick', labelsize=14) \n", "mpl.rc('ytick', labelsize=14) \n", "mpl.rc('legend', fontsize=16) \n", "mpl.rc('axes', titlesize=16) \n", "mpl.rc('figure', titlesize=16) \n", "mpl.rc('axes', labelsize=16) \n", "mpl.rc('font', size=16) \n", "mpl.rc('legend', numpoints= 1)\n", "mpl.rc('lines', markersize= 8)\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mesozooplankton\n", " REAL(wp), dimension (1:3) :: zz_rate_mesozoo_sumpeakval !uM N magnitude of mesozooplankton summer concentration peaks\n", " REAL(wp), dimension (1:3) :: zz_rate_mesozoo_sumpeakpos ! year-day times of mesozooplankton summer concentration peaks\n", " REAL(wp), dimension (1:3) :: zz_rate_mesozoo_sumpeakwid ! year-days widths of mesozooplankton summer concentration peaks" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "#&nampismezo ! parameters for microzooplankton\n", "zz_rate_mesozoo_winterconc = 0.369 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_summerconc = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_sumpeakval = np.expand_dims(np.array((0.339, 0.0, 0.0)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakpos = np.expand_dims(np.array((217.000, 120.000, 300.000)),0) # year-day times of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid = np.expand_dims(np.array((114.0, 51.600, 40.000)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "\n", "#zz_rate_mesozoo_winterconc3 = 0.39 #uM N mesozooplankton background concentration\n", "#zz_rate_mesozoo_summerconc3 = 1.0 # uM N mesozooplankton relative summer concentration\n", "#zz_rate_mesozoo_sumpeakval3 = np.expand_dims(np.array((0.42, 0.0, 0.0)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "#zz_rate_mesozoo_sumpeakpos3 = np.expand_dims(np.array((217.000, 120.000, 300.000)),0) # year-day times of mesozooplankton summer concentration peaks\n", "#zz_rate_mesozoo_sumpeakwid3 = np.expand_dims(np.array((100.0, 155.00, 218.000)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "\n", "#zz_rate_mesozoo_summerconc2 = 1.0 # uM N mesozooplankton relative summer concentration\n", "#zz_rate_mesozoo_winterconc2 = 0.41 #uM N mesozooplankton background concentration\n", "#zz_rate_mesozoo_sumpeakval2 = np.expand_dims(np.array((0.14, 0.18, .22)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "##zz_rate_mesozoo_sumpeakwid2 = np.expand_dims(np.array((50.0, 65.00, 80.00)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "#zz_rate_mesozoo_sumpeakwid2 = np.expand_dims(np.array((281.0, 155.00, 218.00)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "#zz_rate_mesozoo_sumpeakpos2 = np.expand_dims(np.array((281.000, 155.000, 218.00)),0) # year-day times of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_summerconc2 = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_winterconc2 = 0.3 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval2 = np.expand_dims(np.array((0.60, 0.63, .42)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "#zz_rate_mesozoo_sumpeakwid2 = np.expand_dims(np.array((50.0, 65.00, 80.00)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakwid2 = np.expand_dims(np.array((40.0, 70.00, 43.00)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos2 = np.expand_dims(np.array((130.000, 206.000, 290.00)),0) # year-day times of mesozooplankton summer concentration peaks\n", "\n", "\n", "zz_rate_mesozoo_summerconc4 = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_winterconc4 = 0.41 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval4 = np.expand_dims(np.array((0.18, 0.26, .22)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid4 = np.expand_dims(np.array((40.0, 65.00, 80.00)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos4 = np.expand_dims(np.array((300.000, 185.000, 230.00)),0) # year-day times of mesozooplankton summer concentration peaks\n", "\n", "zz_rate_mesozoo_summerconc5 = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_winterconc5 = 0.42 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval5 = np.expand_dims(np.array((0.3, .4, 0.22)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid5 = np.expand_dims(np.array((55.00, 74.00, 38.0)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos5 = np.expand_dims(np.array((160.000, 230.00, 300.000)),0) # year-day times of mesozooplankton summer concentration peaks\n", "\n", "zz_rate_mesozoo_summerconc6 = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_winterconc6 = 0.42 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval6 = np.expand_dims(np.array((0.42, .56, 0.31)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid6 = np.expand_dims(np.array((50.00, 66.00, 38.0)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos6 = np.expand_dims(np.array((160.000, 230.00, 298.000)),0) # year-day times of mesozooplankton summer concentration peaks\n", "\n", "zz_rate_mesozoo_summerconc7 = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_winterconc7 = 0.38 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval7 = np.expand_dims(np.array((0.55, .56, 0.36)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid7 = np.expand_dims(np.array((40.00, 67.00, 43.0)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos7 = np.expand_dims(np.array((130.000, 206.00, 290.000)),0) # year-day times of mesozooplankton summer concentration peaks\n", "\n", "zz_rate_mesozoo_summerconc8 = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_winterconc8 = 0.41 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval8 = np.expand_dims(np.array((0.53, .57, 0.35)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid8 = np.expand_dims(np.array((40.00, 65.00, 44.0)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos8 = np.expand_dims(np.array((135.000, 208.00, 296.000)),0) # year-day times of mesozooplankton summer concentration peaks\n", "\n", "zz_rate_mesozoo_summerconc3 = 1.0 # uM N mesozooplankton relative summer concentration\n", "zz_rate_mesozoo_winterconc3 = 0.38 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval3 = np.expand_dims(np.array((0.55, .55, 0.36)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid3 = np.expand_dims(np.array((40.00, 70.00, 43.0)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos3 = np.expand_dims(np.array((130.000, 206.00, 290.000)),0) # year-day times of mesozooplankton summer concentration peaks" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "zz_day=np.arange(1,366) # in model, nday_year starts at 1 on jan 1\n", "dts=[dt.datetime(2014,12,31)+dt.timedelta(days=float(ii)) for ii in zz_day]\n", "zz_day=np.expand_dims(zz_day,1)\n", "zz_MesZoBar = zz_rate_mesozoo_winterconc + \\\n", " zz_rate_mesozoo_summerconc*(np.sum ( zz_rate_mesozoo_sumpeakval * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos)**2/zz_rate_mesozoo_sumpeakwid**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos-365.25)**2/zz_rate_mesozoo_sumpeakwid**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos+365.25)**2/zz_rate_mesozoo_sumpeakwid**2),1) )\n", "zz_MesZoBar2 = zz_rate_mesozoo_winterconc2 + \\\n", " zz_rate_mesozoo_summerconc2*(np.sum ( zz_rate_mesozoo_sumpeakval2 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos2)**2/zz_rate_mesozoo_sumpeakwid2**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval2 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos2-365.25)**2/zz_rate_mesozoo_sumpeakwid2**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval2 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos2+365.25)**2/zz_rate_mesozoo_sumpeakwid2**2),1) )\n", "zz_MesZoBar4 = zz_rate_mesozoo_winterconc4 + \\\n", " zz_rate_mesozoo_summerconc4*(np.sum ( zz_rate_mesozoo_sumpeakval4 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos4)**2/zz_rate_mesozoo_sumpeakwid4**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval4 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos4-365.25)**2/zz_rate_mesozoo_sumpeakwid4**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval4 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos4+365.25)**2/zz_rate_mesozoo_sumpeakwid4**2),1) )\n", "zz_MesZoBar5 = zz_rate_mesozoo_winterconc5 + \\\n", " zz_rate_mesozoo_summerconc5*(np.sum ( zz_rate_mesozoo_sumpeakval5 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos5)**2/zz_rate_mesozoo_sumpeakwid5**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval5 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos5-365.25)**2/zz_rate_mesozoo_sumpeakwid5**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval5 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos5+365.25)**2/zz_rate_mesozoo_sumpeakwid5**2),1) )\n", "zz_MesZoBar6 = zz_rate_mesozoo_winterconc6 + \\\n", " zz_rate_mesozoo_summerconc6*(np.sum ( zz_rate_mesozoo_sumpeakval6 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos6)**2/zz_rate_mesozoo_sumpeakwid6**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval6 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos6-365.25)**2/zz_rate_mesozoo_sumpeakwid6**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval6 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos6+365.25)**2/zz_rate_mesozoo_sumpeakwid6**2),1) )\n", "\n", "zz_MesZoBar7 = zz_rate_mesozoo_winterconc7 + \\\n", " zz_rate_mesozoo_summerconc7*(np.sum ( zz_rate_mesozoo_sumpeakval7 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos7)**2/zz_rate_mesozoo_sumpeakwid7**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval7 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos7-365.25)**2/zz_rate_mesozoo_sumpeakwid7**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval7 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos7+365.25)**2/zz_rate_mesozoo_sumpeakwid7**2),1) )\n", " \n", "zz_MesZoBar8 = zz_rate_mesozoo_winterconc8 + \\\n", " zz_rate_mesozoo_summerconc8*(np.sum ( zz_rate_mesozoo_sumpeakval8 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos8)**2/zz_rate_mesozoo_sumpeakwid8**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval8 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos8-365.25)**2/zz_rate_mesozoo_sumpeakwid8**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval8 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos8+365.25)**2/zz_rate_mesozoo_sumpeakwid8**2),1) )\n", "zz_MesZoBar3 = zz_rate_mesozoo_winterconc3 + \\\n", " zz_rate_mesozoo_summerconc3*(np.sum ( zz_rate_mesozoo_sumpeakval3 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos3)**2/zz_rate_mesozoo_sumpeakwid3**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval3 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos3-365.25)**2/zz_rate_mesozoo_sumpeakwid3**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval3 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos3+365.25)**2/zz_rate_mesozoo_sumpeakwid3**2),1) )" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Mesozo')" ] }, "execution_count": 50, "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=(20,6))\n", "ax.plot(dts,zz_MesZoBar8,'b-')\n", "#ax.plot(dts,zz_MesZoBar2,'r-')\n", "ax.plot(dts,zz_MesZoBar3,'c--')\n", "ax.plot([ii+dt.timedelta(days=365) for ii in dts],zz_MesZoBar3,'c--')\n", "\n", "ax.plot(dts,zz_MesZoBar2,'g--')\n", "ax.plot([ii+dt.timedelta(days=365) for ii in dts],zz_MesZoBar2,'g--')\n", "#ax.plot(dts,zz_MesZoBar4,'r--')\n", "ax.plot(dts,zz_MesZoBar5,'k--')\n", "ax.plot(dts,zz_MesZoBar6,'y--')\n", "ax.plot(dts,zz_MesZoBar7,'--',color='blueviolet')\n", "ax.set_ylim(0,1.3)\n", "ax.set_title('Mesozo')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df=pd.read_excel('/ocean/eolson/MEOPAR/obs/MackasZoop/1-s2.0-S007966111300061X-mmc2.xls',skiprows=1)\n", "df=df.dropna(0,how='any', subset=['Year','Month','Day']).dropna(1,how='any',thresh=200)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Sample ID', 'Station name', 'Longitude (deg W)', 'Latitude (deg N)',\n", " 'Day', 'Month', 'Year', 'Decimal year', 'Local Time (hr)',\n", " 'Day or Night', 'Net + Tow Type', 'Tow Depth Range (m)',\n", " 'Bottom Depth (m)', 'Volume Filtered (m3)', 'Total Biomass',\n", " 'Total Copepods', 'Calanoids<1mm', 'Calanoids 1-3mm', 'Calanoids 3-5mm',\n", " 'Calanoids >5mm', 'Total Euphausiids >1 cm', 'E. pacifica > 1cm',\n", " 'Thysanoessa >1cm', 'Gammarids', 'Hyperiids', 'Ostracods', 'Shrimps',\n", " 'Crab larvae', 'Cladocerans', 'Chaetognaths', 'Pteropods', 'Larvaceans',\n", " 'Polychaetes', 'Siphonophores', 'Medusae', 'Ctenophores'],\n", " dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.keys()\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "yd=[(dt.datetime(int(r.Year),int(r.Month),int(r.Day))-dt.datetime(int(r.Year)-1,12,31)).days for i,r in df.iterrows()]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df=df.assign(yd=yd).sort_values(by='yd')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "dtsdf=[dt.datetime(2014,12,31)+dt.timedelta(days=int(ii)) for ii in df['yd'].values]" ] }, { "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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cpXgVRVPK8ab+xyRppqSotfbgMOcAAIAxQMUEAKcIJgB4iV05AADwGSomADjV19cna9N1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\nPn1s9pX17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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(18,6))\n", "ax.plot(df['yd'],df['Total Biomass'],'k-')\n", "ax.plot(np.convolve(df['yd'], np.ones((30,))/30, mode='valid'),np.convolve(df['Total Biomass'].values, np.ones((30,))/30, mode='valid'),'k--')\n", "\n", "ax.plot(zz_day,zz_MesZoBar3*25,'--',color='blueviolet')" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "#&nampismezo ! parameters for microzooplankton\n", "zz_rate_mesozoo_winterconc2 = 0.41 #uM N mesozooplankton background concentration\n", "zz_rate_mesozoo_sumpeakval2 = np.expand_dims(np.array((0.14, 0.18, .22)) ,0) #uM N magnitude of mesozooplankton summer concentration peaks\n", "zz_rate_mesozoo_sumpeakwid2 = np.expand_dims(np.array((50.0, 65.00, 80.00)),0) # year-days widths of mesozooplankton summer concentration peaks,0)\n", "zz_rate_mesozoo_sumpeakpos2 = np.expand_dims(np.array((281.000, 155.000, 218.00)),0) # year-day times of mesozooplankton summer concentration peaks\n", "\n", "zz_day=np.arange(1,367) # in model, nday_year starts at 1 on jan 1\n", "dts=[dt.datetime(2014,12,31)+dt.timedelta(days=float(ii)) for ii in zz_day]\n", "zz_day=np.expand_dims(zz_day,1)\n", "zz_MesZoBar3 = zz_rate_mesozoo_winterconc2 + \\\n", " zz_rate_mesozoo_summerconc2*(np.sum ( zz_rate_mesozoo_sumpeakval2 * \\\n", " np.exp(-(zz_day-zz_rate_mesozoo_sumpeakpos2)**2/zz_rate_mesozoo_sumpeakwid2**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval2 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos2-365.25)**2/zz_rate_mesozoo_sumpeakwid2**2),1) \\\n", " + np.sum ( zz_rate_mesozoo_sumpeakval2 * \\\n", " np.exp( -(zz_day-zz_rate_mesozoo_sumpeakpos2+365.25)**2/zz_rate_mesozoo_sumpeakwid2**2),1) )" ] }, { "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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di5/A+/r6Ii8vD35+fgokIyIiImfFNR2IiMjicnQ6LDl1Ct08PBDl5oZQrRZxnp7o7u7e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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(18,6))\n", "#ax.plot(df['yd'],df['Total Biomass'],'k-')\n", "ii=30\n", "ax.plot(np.convolve(df['yd'], np.ones((ii,))/ii, mode='valid'),np.convolve(df['Total Biomass'].values, np.ones((ii,))/ii, mode='valid'),'k--')\n", "\n", "ax.plot(zz_day,zz_MesZoBar3*21,'c--')" ] }, { "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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ODk2ePDlvoUO6pkOqQZI0HQAkInQAIozQAakQOuRHutBh4sSJru+jGAdJ7tq1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\nMzMzM7Oy8KCDmZmZmZmZmZXF/wHX2uY7yxHs7wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(18,6))\n", "ax.plot(df['yd'],df['Total Copepods'],'k-')\n", "ii=30\n", "ax.plot(np.convolve(df['yd'], np.ones((ii,))/ii, mode='valid'),np.convolve(df['Total Copepods'].values, np.ones((ii,))/ii, mode='valid'),'k--')" ] }, { "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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DhzBu3Dg42dnPVmJiIh588EGcO3cO7u7uLfZrNBpOVElERHQDs8/pQEREpjfC2xu7WDgo\n7tuiImwqKoLGYFA6Srukp6fj6aefvuVxEydOxNdff236QBZm9OjRGDNmDD799NMW+zZu3IjAwEDs\n2rVLgWRERET2g6UDEZHChBCYExoKbxYOigt0dsaay5fR++hRvJ2djfyGBqUj3VRtbS08PT3bdezG\njS0Wk7ILixcvxrJly6BWq5u27d27F4sXL8Yrr7xybVkwBRMSERHZNpYOREREjaYGBGBfbCz2DR2K\nK1otBh8/jofT0lCv1ysdrQUpJVJSUtpdOugt8J/BHKKjo5GUlAQ3N7embZMnT0ZSUhLefPNNVFZW\nYt++fQomJCIism0sHYiIiG4w0NMTn/bvj5yxY/FQYKBFrnKxd+9e/OlPf2pX6fDNN9/g448/NkMq\nyxQaGtrseyEEPDw84OjoiIULF+IMl6glIiIyGY7lJSIys51lZYjy8EDfVia2I8vi4+SER4OCWt1X\no9PB3dFRsRUwdDodALSrdHj88cdNHcdqPfLII0pHICIismkc6UBEZEZHKirwTEYGqhv/YCTr9cXl\ny4g4ehSvZ2Xhl5oas18/MDAQQMtP8YmIiIgsCZfMJCIyk4zaWsSdPo0N0dGYGhCgdBwygpSaGnxT\nVITviovh4+SEx7p3x5yQEKjMtAzj888/jwULFiCojdEYRERERB1l7CUzWToQEZlBYUMDbjt1Cgt6\n98bTISFKxyEjM0iJhMpKbCouxv8LC0Pv6yYtJCIiIrImLB2IiKyM1mDA+FOncF+3bng7PFzpOKQA\ng5Q4XFmJ23x84OLAOxstWUNDA1xdXZWOQUREpBiWDkREVkZKiZ/KyzHV3x9CoUkHSVmXGxrwwC+/\n4GxdHe7w88NUf39MDQhAf3d3/kxYkO+//x7ffPMN/v3vfysdhYiISDEsHYiIiKxUmVaLfeXl+PHK\nFfx45QrG+friHzExSseiRnV1dVCpVCgsLIS3t7fScYiIiBTB0oGIiMgGSClRpdfD16nl6tUpNTXI\nUasx0tsboW0M9T958iTCw8PRrVs3U0e1KxEREdi7dy/69u2rdBQiIiJFGLt04I2lREREChBCtFo4\nAEB+QwNWFxRgyPHjCE1IwD0pKfjf8+eRWFXVdMxLL72E9PR0c8W1GyqVCqWlpUrHICIishmtv9sh\nIqJOq9frkdvQgAEeHkpHISt1d7duuLtbN0gpcVGtRmptLdLr6qA2GJqOyc7ORnjjxKSHKipQodMh\n3M0N4W5u8GmjzKBbU6lUKCkpUToGERGRzeC7EiIiI3vh3DkIAH+LilI6Clk5IQTC3d0R7u6O+6/b\nLqVEYWEhQkNDAQAZdXXYVlqKHLUaOWo1XBwcEO7mhhX9+mGin1+L81ZotfB0dIQzV9JoISwsDHV1\ndUrHICIishmc04GIyIg2FBbi/dxcnBgxAp6OjkrHIRtlMBjg6OiI1n6XSilRptUiR61Gbzc3qFxc\nWhzzaFoavi8thZ+TE4JdXBDs4oIgZ2e81rs3Yjw9Wxxfq9fD3cEBDlxpg4iIyOZxIkkiIgt1tq4O\nE06dwv6hQzHYy0vpOGTD9Ho9XFxcoNfrO38OKVGq1aJQo0GhRoMijQaT/f3Ro5WJK+9OScHe8nIE\nODlB5ewMlYsLVM7OeDciotXbiCq0Wng5OsKJIymIiIisjrFLB95eQURkBPV6PWalpeG9iAgWDmQW\nd999d5ce7ygEglxcEOTigqG3OHbXkCHQGgwo1WpRcu1Lo0FAG3NHzExLQ3xFBXyulRSNRcXyvn0R\n4e7epdxERERkXTjSgYjICI5UVOBvhYVYO2AABIegE0EvJcqvKylKtVpM8vODn7Nzi2MnnjqFBoMB\nfd3dEenujv4eHoh0d0eslxfnnSAiIjIz3l5BRERENiVPrcbFhgZcqK9HZl0dztXX41x9PfYMHYpu\nrZQUVTodV+ggIiIyEZYOREREZLe0BgOCEhLg6eiIoZ6eGOrlhSFeXhjl7Y0IN7cujzQyGAwoKipC\nSEiIkRITERFZF5YOREREZNcMUiJHrUZyTQ1SamtxuqYGuWo1TowY0eXSobKyEr169UJVVZWR0hIR\nEVkXlg5ERERE7ZRZV4eVeXm4088Pd/r7t3q7xvWklHB1dUV1dTVcW1nJg4iIyNYZu3Tg7ExERJ2Q\nVF2NTUVFSscgO6XT6fDjjz8qHcMq+Dg6IsLNDesKC9Hn6FEMO3ECr5w/j4TKylaPF0IgMDAQJSUl\nZk5KRERkm1g6EBF1UL1ejyfOnFE6BtkxtVqNBx98UOkYViHY1RX/GxaGnUOGoHT8eKyKjESAszMy\n6+rafIxKpUJpaakZUxIp7/pRyByRTETGxNKBiKiDXs/OxhBPTzwWFKR0FLJTUkouzdoJzg4OuM3X\nF2/07o2n25go8l/FxZC3344cjnQgO1JeXo4BAwbAYDDgzTffxJo1a5SOREQ2hKUDEVEH7Csvxz+L\ni7Gqf3+lo5AdY+lgOjopUT5+PB53csJdp0/j40uXkKtWKx2LyKQOHz6M3r17w8HBAdHR0di5c6fS\nkYjIhrB0ICJqpwqtFs9kZOBvUVEIuMVkdESmxNLBdB4NCsKlxx5D8e2348UePZBSW4sRJ08ij8UD\n2bBDhw5h4sSJAIBp06bhwIEDaGhoUDgVEdkKlg5ERO1UqtVibo8emBYQoHQUsnMsHUzPy8kJM1Qq\nrI2KQuG4cejp5tbiGN73Trbi4MGDTaVDYGAgoqOjkZCQoHAqIrIVLB2IiNqpn4cH/hwWpnQMsgNl\nZWVISUnBDz/8gBkzZrTY7+TkhClTpiiQzD45tlHwnKyuxqDERPzl4kXk1NebORWRcVRVVSEjIwOj\nR49u2jZo0CBkZmYqmIqIbAlLByIiIgvz008/YejQoViyZAn69OnTYr+Xlxf+9a9/KZCMrjfc2xuf\n9++PSw0NGHnyJMYnJeGz/HyUaDRKRyNqt7Nnz2LYsGFwdXVt2hYWFsZlY4nIaIQSQwOFEJJDEomI\niNr2yCOPYPfu3cjPz4eXl5fScegWNAYD9pSX45uiIkzw9cXzPXooHYmo03gLF5F9E0JASmm0FwGW\nDkRERBaooKAAJ0+exP333690FLuj0+lw6dIlREREGPW8/EOOiIisAUsHIiIzqdHpsOjiRSzp06fN\ne7qJyPYUFxcjJibGqMPLDVJi1MmTGO/ri98EBWGktzcLCCIiskjGLh04pwMRURtey85GqVbLwoHI\nzgQEBKC8vBx6vd5o53QQAv+IiUE3Z2c8lp6O6MREvMcJKImIyA6wdCAiasXhigr8u6QEy/v2VToK\nUQsNDQ3Yu3ev0jFslpOTE3x9fVFeXm7U8/Z1d8eC8HCcGzMG66KikN/QgP85f96o1yAiIrI0LB2I\niG6g1uvx+7Nn8VlkJPydnZWOQ3Zm5cqVzYb1z5o1q8XSdeXl5Zg9e7a5o9kVlUplstn7hRC4zdcX\nq/r3x9bBg01yDaL2qqmpgU6na3W7Wq1WIBER2RqWDkREN1iSm4uBnp6YoVIpHYXsjJQSb731Fpyc\nnJq25efno7i4uMVxnA/AtAIDAxVdMvCt7GzMPXcOiVVV4DxYZEqzZ8/Gjh07Wmx/7LHH8OOPPyqQ\niIhsDUsHIqIb1BkM+Gu/fkrHIDt06dIleHl5wd/fv2mbn59fi2H+LB1Mb/Dgwa1++msuvw0ORndn\nZzxx5gyiEhOxOCeH8z+QSZSXlzd7zbmmV69euHTpkgKJiMjWON36ECIi+7KU8ziQQtLT0zFw4MBm\n2/z9/VFRUdFsG0sH01u9erWi149wd8db4eF4s3dvJFZX4++Fhbjt1CmkjxrF277IqFg6EJGpsXQg\nIiKyEMnJya2WDhzpYL+EEBjj44MxPj5YGRnJ1XTI6G5WOqSmpiqQiIhsDW+vICIisgCnTp3C8uXL\nMXPmzGbbfX19UVlZ2Wybm5sbJk2aZM54ZAHaKhwOVVTghcxMHK2s5PwP1GEVFRXw8/NrsZ0jHYjI\nWIQSv5yEEJK/FImIiP6PlBI1NTXw9vZutr2wsBBCCAQFBSmUjCxdfkMD1l2+jL8XFUECeCIoCLOD\ngtDX3V3paGThdDodQkNDUVRU1GL0VHZ2NmbPno2EhASF0hGRUoQQkFIabWgdSwcisnvHqqogAIz2\n8VE6Clmotj4JJLIkUkocr67G34uKsLm4GF/2789VeIiIqMNYOhARGVGDwYDYEyfwl4gI/JpvzqkV\ntbW1UKlUSE9PR3h4uNJxyEw0Gg2ysrIQFRWldJRO0RoMMABwdeCdtERE1DHGLh34m4iI7NqHubmI\ndHfHjMBApaOQhTp79izq6+vxxRdfKB2FzKiwsBB33XWX0jE6zdnBodXCQWMw4Ne//IIvCgpQ2NCg\nQDIiIrI3LB2IyG6dq6vDx3l5+DQykisBUJsGDBiAbdu24W9/+xvUanWHHpubm8uJ/ayUSqVCSUmJ\nTT5/j3XvjviKCkQlJmJ8UhI+ys3F+bo6pWMREZGNYulARHZJSonnMjPxeu/eCHNzUzoOWTBPT0/c\nf//9iI2Nxffff9+0/fz58zd9XFVVFWJjY1FYWHjT4+rr6/HBBx90KFNdXR3i4+M79BjqGHd3dzg7\nO6OmpkbpKEbl4uCAWd27Y9PAgSgaPx5v9u6NzPp6LMnNVToaERHZKJYORGSXLqrVcBACL/XooXQU\nshJr1qzBgw8+CAAwGAy4//77sXv37jaP37FjByZMmICQkBAsWbIEP/30U6vH7du3D//4xz/aPE9a\nWhoeffTRZtsKCgrwu9/9rhP/FNQR10Y72CpXBwfc3a0bvhwwAGvamLviTG0tfqmpsckRHwTU1NSg\ntrb2lse98cYb2LFjhxkSEZEtYulARHYp3N0dPw0dCidOskbtFBYWBvfGJQgdHBywdOlSzJs3Dzqd\nrtXj9+/fj6lTpwIAnJycsHXr1hbHlJaW4o9//COWLFnS5nWllEhNTW2xjbcEmV5gYKBNlw7tkVhd\njft/+QVBCQl46JdfsDIvD6eqq6FnCWETPv74Y7z33nu3PE6lUuGdd95BWFgYvv76azMkIyJbwnfb\nREREnXDfffchNDQUK1eubHX//v37MWnSJADA9OnTsWvXrqZPi3U6HcaOHYvQ0FA89dRTmDJlSpvX\n8fT0bPFJJEsH8xg1ahQMBoPSMRT1VHAwsseOxYkRI/CgSoX02lo8fuYMtpeWKh2NjKCiogL+/v63\nPO7BBx9EUFAQli1bhtdffx3bt283QzoishVOSgcgIiKyRkIIfPrpp7jnnntw6tQpfPzxxwhsXAUl\nOzsbdXV1iI6OBgDExMRAq9Xi3Llz6N+/P3JyctCrVy8cPHgQrq6uN70OSwflrFq1SukIFiPMzQ2z\n3dwwOygIANq83WJhdjZ8nJww3MsLw7y94evEt5qWrKqqCv3797/lcWFhYU1Fw+DBgxHU+HNARNQe\nHOlARETUhq1bt+KFF15oc39UVBRSU1PRq1cvaDSapu2VlZWYO3duUzEghMD06dOb5oDo168f/vnP\nf96ycABYOpBlauvnb4CHB7LVaryenY0eCQnof+wYZqSmokKrNXNCao+qqir4+Ph06DFRUVHtGh1B\nRHQN62cishtZ9fUIc3XlPA7UREqJ8vJyBAQEtLo/NTX1lm/IPT098f777zfbFhsbi9jY2Gbbpk+f\njnXr1uGll17qUEZ3d3eo1WoYDAY4NP7senp6YuLEiR06D5E5PBYUhMcaPwXXS4mMujqcqa2Fdysj\nHqSUeDYzE8EuLujp6oqerq7o1fi//k5OLNbMoDOlAxFRR/GdNxHZBbVejynJyUioqlI6CplRVlYW\nFi5c2Ob+lJQUhIaGQtvGp7BnzpxpukWiq+677z589913HX6cg4NDi4kke/XqhS+//NIouYhMxVEI\nxHh6Ymb37nBspUDQSYmxPj5wEgInqqvxSV4eHk9Px6Djx1s9n8ZgwPsXL+KLggL8q7gY+8rLcbSy\nEmntWH2BWufi4sJRC0RkcuJWSyAJIV4D8GsAAwA0ADgK4DUpZdoNxy0EMAeAP4BjAF6QUqa3cU7J\npZeIyJwW5+QgqaYG/x40SOkoZEZbt27Fr3/965su9zdp0iT85je/wTPPPNNiX2xsLNasWYORI0ea\nMiYRtUOb1HTjAAAgAElEQVStXo93c3JQptOhTKtFuU6HWr0eLkLgyPDhLY6/otUiKjERTkLAufHL\nSQioXFxweNiwFsdX6XR44syZZsc6OzjA38kJy/v1a3F8nV6Pz/Lz4eXo2PTl6egIXycnjOHoASKy\nYkIISCmNNtysPaXDLgCbAJwAIAC8C+A2ANFSyorGY14F8DqApwBkAlgAYAKA/lLKFvUzSwciMqdc\ntRrDT5zAiREjEN645CHZB51OB29vb1y5cqVpucsbHTx4EL/73e+QkZEBp+uGgOv1enh7e6O4uBhe\nXl7mikwWpK6uDpmZmS1ulSHrYJASJVotdFJCazBAKyV0UkICGOjp2eL4BoMBu69cgdZguPqYxi8n\nIfBkcHCL42t0OizMyUGNXo8avR61BgNqGkuQnUOGtDi+TKvFzLQ09LjudpKerq7o7eaGYd7epvhX\nYFLX3/JFRLbF7KVDKwE8AVQCeEBKubNxWwGAv0oplzR+7wagGMArUsqvWjkHSwciMptZaWmI8fTE\ngvBwpaOQAmJiYrBp0yYMaeWPgGvi4uLw+OOP49lnn23alpWVhbi4OOTm5pojJlmgzMxM3H333bhw\n4YLSUcgGqPV6/LeqCvkNDci77stRCGxpZRSeWq/HFZ0OIS4uFje/xfLly3H58mV8+OGHSkchIhMw\ndunQmYkkfXB1LojyxkARAIIB7Ll2gJRSLYQ4BGAcgBalAxGRuRytrMTx6mp8HRWldBRSyIABA5CR\nkXHT0mHhwoWYNGkSJkyYgIEDBwIA+vTpg7S0tDYf05q4uDjccccdePbZZ9GzZ88u5SblqVQqlJaW\nKh2DbISboyMmd2D+hIy6OtyVnAxHITDMywvDvb0xzscH43194e/sbMKktxYYGIiTJ08qmoGIrEdn\nxkStBJAE4OfG74MBSABFNxxX1LiPiEgxo318cCg2Fu6OjkpHIYVERUUhKyvrpsfExcWhpKSkqXC4\nxruDQ569vb3x7rvvwtHEP29VVVU4fPiwSa9BgJ+fH+rq6tDQ0KB0FLJDsd7eKBk/HidGjMDzPXrA\nWQh8nJeHeRYw8iY0NBSXL19WOgYRWYkOjXQQQizH1dEL43l/BBFZAwch0MvNTekYpKBFixbBuZVP\nBbds2QIfHx9MnjwZANCtW7cuX2vcuHE4ffo0QkJCunyu67300ku4//77MWXKFABXb/148cUXkZyc\nbNTrUHNCCHTr1g2lpaXo0aOH0nHIDonG32G93Nzwq8DAmx57uroaEkCsl1e7bsfQ6XQoKytDUOMS\npx0REhLC0oGI2q3dpYMQYgWAWQDipJQXr9tViKsTTAYByLtue1DjvlZdv4RZXFwc4uLi2huFiIjo\nlpYtW4YHHngA/VqZdR4Avv32W8yYMcOo1/zVr35105UyOqu+vh7Z2dlN30spLe4eb1ulUqlQUlLC\n0oEs3umaGryXm4t6vR4PqVR4rHt3jPHxafO14sKFC/jVr36Fs2fPdvhaISEhKCgo6GpkIrIQ8fHx\niI+PN9n521U6CCFWAngYVwuHc9fvk1JmCyEKAUwBcLLxeDcAtwN4pa1z3mzddCIioq6QUmLp0qV4\n+OGH2zzm9OnTWLRokVGvGxMTg5iYGKOeE7g6lPn6N/gsHcznjjvuMEmRRGRsT4eE4OmQEGTU1mJz\nSQmezshAg5TYPWQIBnh4tDi+qqoKPp1c2tPf3x96vR719fVtrgxERNbjxkEAxn5/dMvSQQjxGYAn\nADwAoFIIcW0MVs11y2F+DOA1IcRZAOcAvAmgGleX2iQiMiv+QUYXL16Eg4MDevXq1er+6upqFBQU\noH///mZO1jkhISFISkpq+p4/4+bz2WefKR2BqEOiPD2xwNMTb/fujdM1NYho4xbDrpQOQghUVVVx\nyUwiapf2vFI8B8ALwD4ABdd9NY1ikFIuBbACwKcAEnH11oqp15USRERmoZcSU5KTkVHLlx97duzY\nMYwZM6bNP8yTk5MRExMDJ6fOLOJkfhzpQEQdJYTAMG9vuLRSDFTpdPilpqbTpQMAFg5E1G63fLcl\npWzXK4qU8h0A73Q5ERFRF6y9fBn1BkOrQ0nJfhw9ehRjxoxp+l6j0aC+vh6+vr4Art5aMWzYMKXi\nddiNM8X7+vpi/PjxCiYiImt2pq4OCz094T5zJvaVl2OSnx+LTCIyGaHEfYpCCC5+QURGV67VIjox\nEbuGDMGwDi51SLZl+PDh+OijjzBp0iQAwIoVK5CVlYVPPvkEAHDmzBloNBoMHTpUyZjt1tDQgOLi\n4jZvFyHLJaXE3/72N3zwwQfIzMzkH3ZkMdZ8/TW2VFfjwqhR8HZywqu9euHXKhUc+TNKZPeEEJBS\nGu3FgKUDEdmMuefOQSclVlvJffpkOvHx8ZgwYULT7RO7du3CihUr8NNPPymcjOxJcXEx5syZg4sX\nL2Ljxo0YNGiQ0pGIWjBIiW2lpViSm4vl/fphXOOIMCKyX8YuHXgzFhHZhJSaGvyjuBiLIyKUjkIW\nIC4urtl8DQMGDEBGRoaCichaVVdXIzExscX2mpoavPvuu7h48WIrjwJ27NiB2NhYREdH49ixYywc\nyGI5CIEZKhV+Hj4ct3VgjgcpJSoqKkyYjIhsBUsHIrIJzkLgqwED0M3ZWekoZIF69+6NkpIS1HKC\nUeqgnJwcPPPMMy22z507F4cOHYJzK685iYmJmDt3LjZv3owlS5bA1dXVHFGJukQI0ertP1qDodXj\nz5w5g9GjR5s6FhHZAOuYtpuI6BaiPT0R7empdAyyUI6OjoiMjERmZqZVTSDZmkOHDsHPzw9DhgxR\nOopdUKlUKCkpabbt22+/xc8//4yTJ0/Cs5XXnVGjRiEtLQ0enNCWbMBfcnNxoroaK/r2Rb/rfqb7\n9++PvLw81NbWtvrfARHRNRzpQERENuFWcwWFhYU1WwHCGhkMBmzduhUzZ87Ezz//rHQcu9CtWzdc\nuXIFhsZPey9cuIA//elP+O6779r8Q0sIwcKBbMb8sDBM8PXF2KQkvJ6VhRqdDgDg5OSEqKgopKam\nKpyQiCwdSwciIrIJ/fv3x6VLl9rc/8MPP+Cee+4xYyLjOnfuHEaPHg1fX1+cO3cO8+bNUzqSXXB2\ndoa3tzeuXLkCKSWefPJJvPXWW4iNje3wubKzs5GdnW2ClEQdV1BQAI1Gc8vjXB0c8GpYGFJGjcKl\nhgZEJSZiU1ERAGDo0KFISUkxdVQisnIsHYiIyOppNBrk5uYiJCSkzWMcHR3NmMj4XFxckJeXBxcX\nFwBo+uSdTE+lUqG0tBRCCHz55ZeYO3dup86zadMmfPbZZ0ZOR9Q599xzD9LS0tp9fKirK/4eHY3N\nMTG4UF8P4GrpkJycbKqIRGQjWDoQkVWSUmLZpUuo0GqVjkIW4NKlSwgJCWm2YoWt8fb2RlFREV5/\n/XUALB3Madq0aU3/PyYmptXJ9tpj3LhxSEhIMFYsoi6pqqqCTwdWq7hmvK8v3gwPBwAMHz6cE/QS\n0S2xdCAiq7SjrAxfFRTAw8o/vSbjyMnJQYSNL5fq7e0NAPD39wfA0sGcPvnkE0RFRXX5PKNGjUJy\ncjLUarURUhHdmsFgQFlZWbNtqampqK+v73TpcL077rgD69ev79I5iMj2sXQgIquj1uvxP+fP46+R\nkXBx4MsYXb1XPrzxkzdbdW1pxl69egFg6WCNPD09ERUVhaSkJKWjkJ3497//jZEjRzbb9uWXXyI4\nOBgNDQ3w9fU12rWSqquxOCcHOr42EdEN+G6diKzOR5cuYYiXF6YGBCgdhSxEXl6ezY90uGb06NEY\nNmwYxo0bp3QU6oRx48Zx5REym8LCQkyfPr3Ztr/+9a/IyMhAaWlp0xwxxtDd2RnxFRWYePo0shrn\nfCAiAgDbvfmViGxSrlqNj/PycHzECKWjkAVZsGAB9Hq90jFM7oUXXkBoaCi++uorpaNQJ82YMQOF\nhYVKxyA7cf78efTt27fZNiHETSfd7ayebm74aehQrMzLw5ikJCzt0wdPBwd3eg4UIrIdLB2IyKrE\nV1Tgf3r2RIS7u9JRyIIIIWx6EslrvLy8muZ0IOs0efJkpSOQHblw4QLi4uLMdj0HIfByr164y98f\ns8+cweHKSqw1wnwoRGTdhJTS/BcVQipxXSIiUs6xY8eg1+t5WwARkZkMHDgQmzdvxuDBg2EwGCCE\nMMnIg/j4eAwfPrzZxJRqvR6/1NZipI8PvvvuO8TFxSE4ONjo1yYi4xNCQEpptBcLzulARERmsWzZ\nMkyePBk//fRTi31ZWVkKJCIish0VFRVYvHgx0tLSIKWElBLl5eXo06cPAGDbtm2YNWuWSa69ePFi\nHDp0qNk2N0dHjPTxQUNDA5577jneZkFkx1g6EBGRWWi1WqxevRpPPPEEdu/e3bS9qqoKI0eORF5e\nnoLpiIis26ZNm/Dtt99i+vTpCA8Px8mTJ1FQUABPT08cOXIECxcuRI8ePUxy7TvuuAOHDx9udV98\nfDxiYmKwfv16pKenm+T6RGTZWDoQEZFZbNmyBU8//TS2bt2KOXPmoKKiAgDg4+ODp556CitXruzU\neevr66HRaIwZ1eKtWbOmzTf4RGSfNm/ejPfffx+5ubnYtWsXhg0b1jS6wM/PD8nJyejXr59Jrn3H\nHXe0GOlwzdatWzFjxgwcPnwY58+fx8bCQiRVV5skBxFZJpYORGTxMuvqlI5ARjRu3DgkJyc3Wx/+\n5Zdfxtq1a5uKiI5Yv349XnzxRWNGtHhz5szBvHnzlI5BXfDWW2+hpqZG6RhkI7RaLdzc3DBt2jQI\nITBw4EA4Ojo27R80aBCGDRuG6Ohok1x/zJgxSEtLw4ULF5ptNxgM+OGHH/DAAw/A398fFRUVcHNw\nwLSUFHxTVGSSLERkeVg6EJFFO1pZiTtPn4baDpZDtCcBAQHN7u8NCwvDvffei9WrV3f4XDk5OYiI\niDBmPKvg4MBf4dZs3759OH78uNIxyEY4Oztj9+7dcHNza/OY//73v5g0aZJJru/u7o7FixfjkUce\ngVarbdp+/PhxBAQEIDIyEn5+fqioqMDM7t2xf+hQvJ2djVfOn4fOYDBJJiKyHHzHQkQWSy8lXjx3\nDkv69IHbdZ/YkG167bXXsHz58g5PKpmdnY3w8HDThLJgLB2s27hx45CQkKB0DLIj7u7uJp3Mce7c\nuViyZAmcnZ2btvXu3Ruff/45AMDf3x/l5eUAgMFeXjg+YgRSa2sxPSUFZdcVFURke/iOhYgs1prL\nl+Hm4IDZQUFKRyEziI6Oxvfff9/hic7sdaQDZ4K3biwdyNYIIXDXXXc12xYcHIwJEyYAQNNIh2sC\nnJ3xn8GDcZuvL66wdCCyaUJKaf6LCiGVuC4RWY8yrRbRiYnYM3Qohnp5KR2HuqCkpATp6emYOHGi\nSc6vUqmQmppqV+u/CyEwfvx4HDlyROko1EmXL1/GoEGDUFJSwlErZBcyMjJQWVmJMWPGKB2FiG5B\nCAEppdE+3eBvOSKySO9fvIhHundn4WAD9u7di08++cQk566oqIBKpUKQnY2G6d+/f9Onh2SdQkJC\n4OPjg8zMTKWjEJlFVFQUCwciO+WkdAAiota8bYf36NuqxMREjB492iTn9vPzQ2pqqt3danD27Fml\nI5ARrFu3Dt27d1c6Blkpg8EABwcHnD9/HhcvXsTkyZOVjmQ0UkoYADja2Ws7ka3iSAciskg+Tk7w\ncWIvaguOHTvW6dKhvLwc7777LnQ6XZvHOHKSUbJScXFxCAgIUDqGYnbs2IFVq1Zh+/btyMvLUzqO\nVSkqKoKvry+Sk5Oxa9cu/Otf/1I6klH9o6QE96Wmouomr/1EZD1YOhARkclotVokJydjxIgRnXq8\no6Mjdu3ahbVr1xo5GZFtklKipKQE//3vf7Fu3TosWLAArc2j9eqrrzatJKCUhoYGpKSk4PPPP8fI\nkSMVz2NNgoKCsHbtWkyZMgVffPEFYmJilI5kVA8FBiLczQ0TT5/G5YYGpeMQURexdCAiIpNJSUlB\nREQEvL29O/V4Hx8fPP/889i9e7eRkxHZFiklbr/9dvj7+2PAgAF45ZVXsH//fjg5ObU6UighIQGn\nT59WIOn/eeihh/D5559j586deOCBB/DOO+8omsfaPPzwwzh48CDuvPNOTJ06Vek4RuXk4IBVkZGY\nqVJh3KlTOFtXp3QkIuoCrl5BRBZDSml39+bburKyMnz22Wd4++23O32OwsJCREdHo6SkBE5OTjh1\n6hQMBkOnR08Q2apTp04hLCwM3bp1u+WxL774Ivr27YuXX37ZDMluraSkBEOGDEFKSgpUKpXScchE\nnnzySaxduxZOHbh9cu3ly3g9KwvbBw/GKB8fE6Yjomu4egUR2aSk6mrclZzc6jBgsl7dunXrUuEA\nXF3nvVevXjhx4gQAYNWqVUhISDBGPCKLoNFokJSU1OXzDBs2rF2FAwDExsYqMtLh3Llzrc7foFKp\ncPbsWRYONm7nzp2orKzs0GN+GxKC9VFRCHJxMVEqIjI1lg5EpDiDlHjh3Dk8HhTEkQ7UqqlTp2Lv\n3r0AgPj4eMTFxSkbiMiIsrKyMG3aNJSVlZntmrGxsUhOTjbb9a5ZsWIFtmzZ0uo+H36KbfP8/Pw6\nNXfH9G7dEObmZoJERGQOLB2ISHEbCgshpcQzwcFKRyEL9eabb+LVV19FXl4eysvLbW7SNLJvUVFR\neOSRR7Bo0aJbHiulxAcffIAPP/ywS9eMiYnB2bNnodFounSejsrPz0ePHj3Mek1blJOT0zT6y5r4\n+fmhoqJC6RhEZGYsHYhIURVaLV7LzsankZFw4CgHq7dq1SocOnTI6Of18/ODs7MzDh48iIkTJ8LB\ngb++yLYsXLgQmzZtQkZGRpvHGAwGzJs3Dxs3bsTs2bO7dD13d3d8//33Zr+lLT8/Hz179jTrNW3R\nvn37sGrVKqVjdJi/v7/RVimRUkLPWzKJrALftRGRot7IzsYD3bphJIfVWr3q6mosWLAAoaGhJrvG\ngQMHeGsF2aTAwEDMnz8ff/7zn1vdf+DAAYwfPx5JSUk4dOiQUf47u+eee+Dq6trl83REXl5eu0c6\n6PV6E6exXhqNxuzPnTEYc6TDmsuXMTs9HVqDwSjnIyLTYelARIqa6OeH9/v0UToGGcHnn3+Ou+66\nC/369TPZNaZNm4b77rvPZOcnUtKLL76I9PR0HD16tNn2jz76CHPmzMHcuXNx4MAB+Pv7K5Swa7Ra\nLcrKyhAUFHTLY7/99lv0798fb775Jk6cOMFJhm/Q0NAAFyucWPGVV17B6NGjjXKu3wQFoc5gwK9/\n+QX1LKiILBqXzCQioi4zGAzo3bs3tm3bhmHDhikdh8hqXb58GcHBwc0m1a2oqICnpyecnZ0VTNZ1\n5eXl+OMf/4jNmzff8liDwYDExERs3boVW7ZsQV1dHR544AHMnz+ft2cAWLp0KUpKSro8t4e10xoM\neCojAwUNDdg2eDB8OrAUJxG1jUtmEhGRxTl48CC6devGwoGoi0JCQlqs4nNtThNr5+/v367CAQAc\nHBwwduxYLFmyBGfPnsWePXvg6+uLwsJCE6e0DtZ6e4WxOTs44O/R0Yjy8MBdycko02qVjkRErWAd\nSEREXbZnzx488cQTSscgIhsVFRWF9957T+kYFqN///685aSRoxBY3b8/ll26xPkdiCwUb68gIqIu\nk1JCp9PZxKexRPZk/vz5iIuLw/Tp05WOQkREFoK3VxCRVftPWRm+5vBYmyOEYOFAZIWEEDh27JjS\nMYiIyIbx9goiMptavR7PZ2ZizYABSkchIiIAsbGx7Z5nwRJt374dhYWFaGhogEajgUajQc+ePXm7\nl4W6cOECvvjiCyxdulTpKERkRhzpQERm805ODib4+uKugACloxAREa6WDqdPnzbLtfbt24fKykqj\nnU9KiYSEBCQmJuLMmTO4dOkSKioqsGHDBqNeh4xHq9Xihx9+MNv13srOxqnqarNdj4haxzkdiMgs\nUmtqMDk5GamjRiHICtcWJyKyRXq9Hr6+vsjPz4evr69Jr9WnTx/8+OOPiIyMNOl1yHIVFRVhyJAh\nKCoqMsv1vi8pwfOZmdgxeDBG+fiY5ZpEtoBzOhCR1TFIiT9mZuLdiAgWDjbmq6++QjU/RSKyWo6O\njhg0aBBSUlJMeh0pJQoKCtCjRw+TXsde/Pzzz8jLy1M6Rof5+fmhvLzcbCtvPKRSYc2AAbg3NRUJ\nHP1CpBiWDkRkchU6HUZ6e2NOSIjSUegWDB1YbiwnJwevvfYa14onsnJbtmzB2LFjTXqNsrIyeHh4\nwMPDw6TXsRdLly5FYmKi0jE6zNXVFU5OTqivrzfbNe8PDMSGqCjM+OUXHKqoMNt1iej/sHQgIpML\ncHbGyshIOAijjdIiI5NSYsWKFXB3d8cf//hHXL58udXj0tPT8emnn+LBBx/EiBEj8Oyzz8KFo1eI\nrFpISIjJV5/Jy8vjKAcj0mg0Vlv4XhvtYE7Tu3XDpoEDsSgnx2yjLIjo/7B0ICKyczqdDnPnzsXa\ntWtx7NgxeHt745133mn12Pnz5+P06dOYOXMmUlNT8Ze//MXMaYnIGuXn5ytSOtTU1GD79u1mv66p\naTQaqy18169fDz8/P7Nfd7K/P/YOHQrBD0CIzI5LZhIR2bnt27cjMzMTR44cga+vL2JjY9v8JGjb\ntm1mTkdEtsDX1xf33nuv2a9bV1eH3//+99i0aRMmTZpk9uubijWXDlOnTlXs2iwciJTB1SuIiOyc\nlBIGgwGOjo5KRyEiMrrdu3fj97//PcaOHYvFixcjKipK6Uhddtttt2H58uW47bbblI5CRDaIq1cQ\nkVX4oqAAJRqN0jGoHYQQLByI7JyUEhobfc2ePn06MjMzMXr0aNx+++2YM2dOhybNtUQTJ06ESqVS\nOobVM0iJo1zVgsjkONKBiIzuQHk5nsrIwC+jRsHHiXdxERFZumXLluHy5cv46KOPlI5iUhUVFdiz\nZw8efvhhpaOQBchVqzE2KQlL+/TBE8HBSschshgc6UBEFq1Or8ecs2exKjKShYOFunLlitIRiMjC\nREdHIzk5WekYJufn58fCgZqEublh79CheDUrC+vbWLWJiLqOpQMRGdWCnByM8vHBfYGBSkexS1VV\nVbj//vtRXFzc6v4vvvgCDzzwAJcMI6JmYmNjcfr0ab42kMnt2LEDX3zxhdIxmgz09MT+2Fi8lZOD\nrwoKlI5DZJNYOhCR0RyrqsLfCwuxsl8/paPYrc2bN+P06dM4f/58i31HjhzB22+/jXXr1nEGbyJq\nJiQkBEIIXDbBp71qtRobN240+nmN7aeffkJubq7SMWxecXExjh49qnSMZgZ4eODA0KF49+JFbG6j\ntCeizmPpQERGc6K6Gp9ERqK7lS7jZQvWrVuHVatWYdy4cc225+XlYdasWfj666/Rj6UQEd1ACIHh\nw4djy5YtRj/3pUuXsHDhQqOf15jOnj2L2bNno6ysTOkoNs/Pzw8VFRVKx2ihn4cHDsbGYoq/v9JR\niGwOSwciMpoXevTAw927Kx3DKmRnZ7c6GqErMjIykJ2djbvvvrvZdrVajYceeghz587F9OnTjXpN\nIrIdy5Ytw/Hjx41+i0VeXh569Ohh1HMay9q1a/HGG29g5syZeO+99zBs2LCmfWq1GmvWrFEwXdu+\n//576HQ6pWN0ir+/P8rLy5WO0aoId3cEODsrHYPI5rSrdBBC3C6E+EEIkSeEMAghnrxh/7rG7dd/\nJZgmMhGRdZszZw5Gjx6Nn3/+ud2Pac+nQuvXr8cTTzwBpxsm8Dx06BD69OmD+fPndzgrEdmPmJgY\nrF+/3ui3X+Xn51ts6TBx4kQsXboUsbGxmDNnTrN9Li4uWLhwIdLT0xVK17bHHnvMapf9VKlUOHPm\nDPbs2aN0FCIyk3YtmSmEuBvAeABJADYAeF5KueG6/esAhAJ4AsC131QaKWWr75K5ZCYR2bPAwECk\npqYiJCSkXccbDAb06dMHu3btQnR0dJvHZWdnw9XVFaGhoS32SSk5jwMRKeKDDz5AWVkZli5dqnSU\nVu3btw9jx46Fp6dni33z5s2Dt7c3Fi1apECy1kkp4eDgAIPBYJWv61JK/P3vf0dqaio+/PBDpePc\nkkFKOFjhv2eirjD2kpntWs9OSrkLwK7GAF+3cViDlLLEWMGIiGxRZWUl1Go1gjuwHvihQ4fg4+OD\nqKiomx4XERHR5j5rfGNKRLYhLy/PoueSmTx5cpv7Hn30UfzmN7/BwoULLeZ1VKPRwNnZ2WLydJQQ\nAk8++eStD7QQC3Jy4ABgYXi41f47J1KaMed0mCCEKBJCnBVCfCmEUBnx3ERkgY5UVGC/hd6Xaamy\ns7PRp0+fFm9ccnJysG/fvlYfs2HDBjz55JN8s0NEZldfX4/ly5ejqKio0+cYOXIkxo4da8RU5jNq\n1ChotVokJycrHaWJRqOBq6ur0jHsxtwePbCltBRvZGdzSVmiTjJW6bALwJMAJgGYB2A0gH1CCM7E\nQmSjqnU6PJmRgTq9XukoVqW+vr7VT9VKS0vx1FNPob6+vtn2uro6bNmyBbNnzzZXRCKiJtXV1bhw\n4QKio6Px0ksvdWpJyaeeegpjxowxQTrTE0LgkUcewXfffde0raCgQNHbLTQaDVy4SpTZdHdxwf6h\nQ7HryhX8v6wsFg9EnWCU0kFK+Q8p5Q4pZZqUcieAuwFEAbjXGOcnIsvz0vnzmOTnh/sCA5WOYlVu\nu+02rFixosX2a58ELl68uNn2LVu2YOzYsc3mf2hoaDB5TiIiAOjevTs+++wzpKenw93dHcOGDcNv\nf/tbo6++Y8mee+45PP744wCuFsfTp0/H+++/j6SkJEXyODo64sEHH1Tk2qYUHx+PU6dOKR2jVYEu\nLtg3dCj2l5fj5fPnWTwQdVC7JpJs9gAhqgG8cP1Ekm0clwVgtZSyxQwxQgi5YMGCpu/j4uIQFxfX\noXFiAzUAACAASURBVBxEpJx/FRfjtexsnBoxAl5O7ZoahtqhsLAQw4cPx7ffftv0mrhx40b4+/vj\n3nuvdrharRaRkZE4cuQIvL298dJLL+FPf/oThg8frmByIrIX5eXl+OSTTzBy5Ejcc889SscxOykl\n9u/fj4SEBBQUFGD16tVKR7IZGzZswPLly5GQkAAPDw+l47SqQqvF/KwsLOvXD56OjkrHITKa+Ph4\nxMfHN32/aNEio04kaZLSoXE+hzwAv5NSbmxlP1evILJSeWo1Rpw8iW2DB2OMj4/ScWzOjz/+//bu\nPD6q6v7/+PuErOxLCPuO7AERRAERrMWFQgEpFUQQVIpftX5doFVQUKk/rbaKokVlkVJai4WyfEVw\nBSwCAYxI2HfCFpKwhmyTmbm/PyamBBIIMDN3ltfz8biPMPfe3HmHMyfLZ84953M9/PDD+uGHHxRf\nyiiSp556SgcOHNCmTZt011136c9//nPA/oIGAKHo8OHDSkxM1KFDh1SxYkW744QEy7L0wAMPKC0t\nTUuWLFFsbKzdkYCw5e3VK8p0e4UxpoIxpoMx5vrCz2lY+LhB4bE3jDE3G2MaGWN6SVosKU3SQm8F\nBRAYjjoceqFRIwoOPnLnnXdq+PDhWr16dannPPXUU9q5c6emTJmiadOmUXAAEBA2b96sI0eO2B3D\nL+rXr6/Bgwdr165ddkcJGcYYzZo1S9WrV9egQYO4lRAIIWUa6WCM6SlphaQLT/6rpEclLZJ0vaSq\nko5J+kbSRMuySvzJw0gHAACA0DJhwgSlpaVp5syZRfu2bNmi1NTUsLwVA1enoKBAQ4YMUVRUVLEJ\nPAH4j7dHOlzx7RVeeVKKDgDC0JkzZ7RlyxZ1797d7igA4HWnT59WixYttGrVKrVu3VqSNHXqVO3c\nuVPvvvuuzekQTBwOh3788UfdeOONpZ5jWZYmTpyo0aNHq2HDhn5MV5zT7da0o0f1P3XrKjLCWwsD\nAvay5fYKAMC1S05O1vjx4+2OAQA+UbVqVY0bN07PP/980b7Dhw+rXr16NqYKPcePHy824Vsoio6O\nvmTBQfJMdLd48eKrmlPj0KFDVxvtIk7L0mcnT2ro9u0qcLu9dl0glFB0AAA/2bt3r5o2bWp3DADw\nmccff1xJSUlav369JOnIkSMUHbzsxx9/1CuvvGJ3DFs4HA4dPHhQr732mubNm6evvvpK1atXv6Jr\nzJ07VzfccIP279/vlUyx5cppYdu2ynO7de+2bXJQeAAuQtEBwCV9fPy43j182O4YIWHfvn0UHQCE\ntLi4OE2aNEmTJ0+W5Ck61K9f3+ZUvpeVlSWHw+G1640aNUpbtmy5aH92drb+9a9/qVKlSl57rmCy\nbt06XX/99Zo5c6a+/vprJSQkXHTOyJEjlZqaWuLnv/7663rxxRf1zTffqEmTJl7LFVuunBa0bStL\n0j1btijX5fLatYFQQNEBQKl25eToiT171KNqVbujhIR9+/apWbNmdscAAJ8aNWqUZs2aJSl8bq94\n/vnn9fTTT1/TNVavXq1FixYpPz9fu3fv1unTpy86Z8KECTp69KimTp16Tc8VrG699VatXLlS3377\nrerWrVviOdWrVy9xDpENGzboz3/+s7799lslJiZ6PVt0RIQ+adNGVSIjNfHAAa9fHwhmkXYHABCY\n8lwu/XrrVk1u3FgdWIPcKxjpACAcREZGqmbNmpI87zo3aNDA5kS+9/LLL6tLly6aPXu2Ro4ceVXX\nGDt2rJKSkrR7925FRUVdNHLi2LFjmjNnjrZt26batWt7IXVw6tChwyWPP/HEE+rUqZNeeOGFohEh\nubm5GjFihN5+++1SixXeEBURoTmtWyuPWyyAYhjpAKBET+3dq5bly2uMD384h5uOHTuqefPmdscA\nAL+ZMGGCypcvb3cMn6tSpYoWLlyocePG6d5779Wbb76po0ePXtE1cnJytGnTJjVv3lzR0dEqKCgo\ndvyHH37QI488EtYFh7Jo3Lixbr/9dn300UdF+86cOaP7779fQ4YM8fnzlzNGFcqV8/nzAMGEJTMB\nXGR+erqe3bdPyZ07q3IkA6IAACiL1NRUrVy5UklJSXr00UfVtm3bMn9u8+bNtWzZMl133XXq16+f\nfvOb36hfv34+TBu6kpKSNHToUO3evVvlKAAAV4wlMwH4XI+qVbUkMZGCAwAAV6Bhw4YaMWKE3nvv\nvSsqOEiekQ4/jQop6fYKlN1NN92kVq1aadu2bXZHkSTlu93an5trdwzANox0AAAAAGw2Y8YMDRs2\nTHFxcdqzZ4+qV69+xctB4r8sy5IxXnuj9pp8c+qU7t++XZ8lJur6MF15BMHF2yMdKDoAgA/8+9//\nVu/evcN2WTMAAPBf89PT9dju3Zrfti2rgiHgUXQAgABnWZYiIiL0/fff64YbbrA7DgAACABfnDyp\nYdu3a0bLluofH293HKBUzOkAwOu2ZWfLyfJOXpOWlqb4+PhiBYdFixYpIyPDxlQAAH9zuVzKvcZ7\n+Y8dO6axY8d6KRHsdEf16lqWmKhHdu3SshMn7I4D+A1FByDM7c3N1W2bNiklO9vuKCFj27ZtatOm\nTbF9Y8eO1cmTJ21KBACww9ixY/Xee+9d0zX27NmjtWvXeikR7Na5cmV917GjenKLBcIIRQcgjJ1z\nOjVwyxZNbNxYHZl7wGsuLDo4nU4dOnRIjRs3ti8UAMDvunfvrhUrVmjnzp1KSUm5qmscPHhQjRo1\n8nIy2KlpXJzKs5QnwghFByBMuSxL923fri6VKunRunXtjhNStm/frtatWxc9Pnz4sGrVqqWYmBgb\nUwEA/K1Xr176z3/+o9tvv12bN28u9bwjR47oD3/4Q9HjadOmaebMmZIoOgAIfhQdgDA1bu9enXO5\n9JcWLQJmSalQMWbMGA0cOLDo8apVq1SxYkUbEwEA7BAfH6+uXbvqpZde0rBhw0o97+jRo1q8eHHR\n4+PHj+vQoUOSPEWHhg0b+jwr7JXjcumM02l3DMAnIu0OAMD/HG63slwuLWjbVtER1B69rUOHDsUe\nz507VxUqVLApDQDATp9//vllz8nNzVX58uWLHkdFRSm7cK6l1NRUDRgwwGf5EBj+fvy4ph45ok8T\nE9UwNtbuOIBXUXQAwlB0RISmt2xpd4yw8cUXXyg/P9/uGACAAJCZmam8vDzVr1+/aF9OTk6xokN0\ndLROnz4tSfr973+vxMREv+eEfz1cp46yXC51TU7W4nbt1LlyZbsjAV7DW5wA4GPGGMXyrgUAQNKs\nWbM0ceLEYvtKKjo4HA5J0m233ab4+Hi/ZoT/GWP0dIMGeu+663R3SooWssw2QggjHQAAAAA/efDB\nB9WyZUulpqYWzdVw7NixYoWFqKiooqIDwsuAmjXVIDZW/VNSFBMRoT41atgdCbhmxrIs/z+pMZYd\nzwuEq7NOp2IiIhTD/A0AANjuueee0+nTpzVt2jRJ0g8//CCn06kbb7xRkpSenq7c3FxWrQhjR/Lz\nFR8Vxe9usIUxRpZleW2meV7FQIjLdbnUNyVFM44dsztKUEpJSdHTTz9d5vNHjx6tjRs3+jARACDY\nPfPMM/rkk0+0fv16SVLHjh2LCg6SlJCQQMEhzNWLiaHggJDBKxkIYU63W0O2bVP9mBj9T926dscJ\nSpMnT9bZs2dV1tFZy5cvVw2GQgIALiE+Pl5//etfNWDAAB3jTQEAIY7bK4AQZVmWHtq5U0fz87Uk\nMTHolsacP3++6tatq27dutmWweFwKCEhQTt27FDt2rUve/7Zs2dVp04dZWVlKSLI/r8BAP7ndrsv\n+fPinXfeUdOmTdW3b18/pkKgOl1QoE3nzqlXtWp2R0GI4/YKAGXy7L592padrQXt2gVdwcHlcmnw\n4MF69NFHbc2xevVqtWjRosSCw/z58zVv3rxi+3bs2KGWLVtScAAAlMnlfl6sWLFCeXl5fkqDQLcv\nL09Dt2/XW4cOlXkEJhAI+M0YCEFOt1u5breWtm+vCuXK2R3nii1dulR16tTR1KlTbc9R2rtLLVq0\n0OOPP66UlJSifdu3b1ebNm38FQ8AEOLS09NVq1Ytu2MgQNxQqZLW3XCD5hw/rgd27FCuy2V3JKBM\nKDoAISgyIkLvXHedakRF2R3lqrz77rv64x//qB49etia48SJE6UWHdq3b6/XXntNI0eOVEFBgSRp\n27ZtFB0AAFckPT1dTz31VLF9Gzdu1JgxY5SVlaXKlSvblAyBqFFsrL7r2FEOt1u3btqkVEbCIAgw\npwOAgJKRkaEuXbpox44diomJsTvOJVmWpbvuuks9e/bU+PHjdfr0abndblWvXt3uaACAIJGSkqL7\n7ruv2Mi51atX69lnn9WRI0f09ddfq2nTpjYmRCCyLEt/OnRIp51OvcLrA17m7TkdIr11IQDwhpo1\na2rXrl2KCoJRGsYYTZ8+XZ06dVL//v3Vtm1buyMBAILM7t27L5rbITo6Wg6HQ2fPnmWkA0pkjNG4\nhg3tjgGUCbdXACHg4+PHlRNC9/UFQ8HhJw0bNtSHH36ockE4dwYAwH7333+/Nm/eXGzfT0WH+fPn\nq2rVqjYlAwDvoOgABDHLsjRp/369eOCAzjiddscJWwMHDlSrVq3sjgEACEKPPvqo6tWrV2xfVFSU\nHA6HbrvtNkVGMjAZVyYvhN6IQmig6AAEKbdl6be7d+v/TpzQfzp2VJ0An//gat1xxx3KyMiwOwYA\nAD7xxhtv6ODBg8X2/TTSAbhSlmXpZz/+qJcPHJCLOfQQICg6AEHI4Xbr/u3blZKdrRXXX6+E6Gi7\nI12VvLw8zZo1S/369dP06dNLPKd+/fp68skn/boe9dy5c7V//36/PR8AIHwZYy66Ra9BgwZauHCh\nTYkQzIwxmt+2rVadPq2fbdqkQ6xugQBA0QEIQlMOH9Y5l0vL27dXlSAedvnqq69qxowZuueee/TH\nP/5R99xzz0XFhffee0979+7VpEmT/JLp6NGjevrpp/1a5AAA4HyxsbFKTEy0OwaCVN2YGH3RoYPu\nrl5dnb//XgsZMQqbUXQAgtCT9etrQdu2igvyyQtTU1P19ttva9SoUVq7dq169OghY4qvzhMXF6cl\nS5Zo7ty5Wrx4sU/zLF++XJ06ddL//u//sjwZAAAIWuWM0bONGmlxu3Yau3evfjx3zu5ICGPGjnfz\njDEW7yICuBKffvqpXnjhBSUnJ19UmLhWbrdb48eP19///nfNnTtXPXv29Or1AQC4Ut99950+++wz\nvfLKK3ZHQZDLc7kUG+RvVMG/jDGyLMtrv3Az0gGA3zgcDk2fPv2qbl3o06ePpkyZUvTY6XTqpZde\nUnJy8jXn2rhxo5KSkpScnEzBAQAQEFJTU7V37167YyAEUHCA3Sg6AAHuH8eP62yILIf5xRdf6PXX\nX7+qkQoRERHq2bNn0efm5uZq48aNGj16tFzXuDRUly5d9PXXX6tmzZrXdB0AALwlKytLlSpVsjsG\nQtiR/Hy7IyBMUHQAApTT7daTu3fr5QMHdCpEig6ffPKJnnjiCa9cq1KlSlqyZIkqVKigGTNmXPP1\nIiL4dggACBxjxoxR+fLl7Y6BEJXrcql7crIe27UrZN7cQuDit2wgAB3Lz9fPf/xR23NytPaGG9Qo\nNtbuSNcsPz9fn376qQYNGuS1axpjNHXqVE2cOFEnTpzw2nUBAAgEsSHw8x+BKa5cOf3QubMclqW2\nGzZocWam3ZEQwig6AAFm5alT6vz997qtWjV91r69qkVF2R3JK7788ku1a9dOdevW9ep1O3TooMGD\nB+ull17y6nUBALAbRQf4UrWoKE1v2VJ/a9VK4/bu1a+2bFEat1zAByLtDgCguK9OndLsVq3Uu3p1\nu6N41SeffKLBgwf75NqTJ09WTk7OFX3O4sWL9Ytf/EKRkXwbBAAEpoEDB9odAWGgV7Vq2ty5s15N\nTZWTFQbhAyyZCcAv1qxZo+uuu87vkzX+85//1Ndff63p06cX7du0aZP69++v/fv3M5cDACAg1a1b\nVxs3bvT6CEEAuByWzAQQlLp16+b3gsN//vMfjRkzRtHR0cWW6Zw9e7YeeOABCg4AgIAVFRUlh8Nh\ndwxAbt4sxjVipANgk7NOp445HGrJzNQ+sXPnTvXs2VNz5szRHXfcUbTf4XCofv36Wrt2rZo1a2Zj\nQgAASpeSkqIWLVooJibG7igIc7/askUNYmP1fKNGqhEic43h0hjpAISAladOqf2GDfpXerrdUUJS\nenq6unbtqldffbVYwUGSli5dqtatW1NwAAAEtMTERAoOCAjvtWghh9utVuvX6/XUVOW6XHZHQpBh\npAPgR6cKCjR+/34tyczU9JYt1adGDbsjhaRly5Zp69atGjt27EXH+vfvrwEDBmjUqFE2JAMAAAhO\nO3Ny9Ny+ffo+K0t/bNpUQ2rVsjsSfMTbIx0oOgB+siAjQ4/v3q174uP1SpMmqsrwNFt89tln6tGj\nhypVqmR3FAAAgKDz3ZkzOpyfr3sTEuyOAh+h6AAEqWUnTqhGVJS6VK5sy/Nv3rxZR44c0d133y1J\n+vDDD1WjRg0NHDjQpxMq5ufnq3v37lq/fj0TNwIAAAABjjkdgCB1d40athUcJOm5557Tvn37JEnr\n16/XpEmT9Nprr6lz587Kysry2fPu3LlTOTk5FBwAAABCmNuyNCctjTkfcBH+CgC8LM/lksPttjtG\nMWvXrlVKSooefvhhSZ7JqZYvX67169erQ4cO+t3vfuez596yZYvatWvns+sDAADAfmecTv07I0ON\n163T5AMHdKKgwO5ICBAUHQAvcVmW/paWppbr12vZyZN2xyliWZbGjx+v559/vmgW7Li4OHXo0EHG\nGL311lv66quvdPjw4cte5yc7duzQkSNHyvT8W7dupegAAAAQ4qpFRWlRYqJWXn+9DuTl6bqkJD22\na5d25uTYHQ02o+gAXCOn262/paWp3YYN+svRo5rburX6x8fbHavI4sWLlZGRoQcffLDE41WrVtXW\nrVtVv379Uq+xa9cuRUREyOFwSJJGjx6t4cOHqyxzs2zZskVt27a9uvAAAAAIKq0rVNDMVq205cYb\nFR8VpR98eBsvggNFB+AaHMvPV8v16zXz2DFNbd5cazp2VI+qVe2OVcz777+vt956S5GRkaWeEx0d\nXfTvYcOGKSkpqdjxadOmaejQoYqOjtb+/fu1Y8cOpaena9GiRZd9fm6vAAAACD91Y2L0UpMmLK0J\nVq8AroVlWdqYlaUbbZwg8nIKCgoUdQXLc44bN04VK1bUpEmTJEnZ2dlq2LChkpOT1ahRI02ePFnH\njx/Xr3/9a507d059+vS55PWOHTumhIQElStX7pq+DgAAAISGfLdb923bpsE1a2pAfLxi+T0xoLBk\nJrzG6XTqs88+0y9/+Uu7owQFt2Upwnit7wWsr776Si+88ILWrl0rybO05meffVY0quHMmTPKy8tT\nLarWAAAAuAoFbrcWZGRoVlqakrOyNKhmTQ1NSFCPqlVVLgx+3w50thQdjDE9JI2V1ElSXUkjLcua\nc8E5L0oaLamapCRJj1mWta2U61F0sFlGRoaGDBmiiIgILV26tNjwevxXrsulRZmZ+vDYMfWuVk3j\nGzWyO5LP5efnq3bt2tqxY4cSEhLUsWNHvfHGG+rdu7fd0QAAABBiDubl6Z/p6fpnerrali+vuW3a\n2B0p7Hm76FDWOR0qSkqR9ISki6YfNcb8XtJTkh6T1FlSuqQvjTEVvJQTXvDBBx+oe/fuatWqlZo2\nbaouXbpo+fLlV1VwSE9PL5pUMNRYlqW1Z85ozM6dqrd2rWanpWlMnToa26CB3dEua9OmTZo7d+41\nXSMmJkZ33nmnFi9eLJfLpYceeki33367lxICAAAA/9UoNla/b9hQP3TurA9btrQ7Dnzgim+vMMZk\nyTOKYc55+45KeseyrNcKH8fKU3h4xrKs6SVcg5EONti+fbsyMzMVHx+vhIQE1ahR46qu43Q6FRUV\npSeeeEJvv/22l1Pab1dOjn6ZkqKRtWvr/lq1VD821u5IZXLixAn169dPDz74oB5++OFruta8efO0\nbNkyzZ49+6o+/8iRI6pevbri4uKuKQcAAADw+K5dOul0qm+NGupdrZpqMkrbp+wa6VAqY0wTSbUl\nffnTPsuy8iR9K6nbtV4f3tO6dWv16NFDrVu3LrHgsHXrVqWnp1/2OnPmzFG9evX0m9/8xhcx/cay\nrBKXfGxRvry2d+miZxs1CoqCQ3Jysnr16qWmTZuqZcuWpS6NeSV+9atf6aOPPirz+U6nU8OHD5fL\n5ZIkjRo1SitWrLjmHAAAAMCERo3Us2pVzUtPV/OkJHXeuFET9u1TZoiOvA41pa+hV3a1JVmSjl+w\n/7g88z+U6rWDB/Xd2bO6pUoV3VKlijpXqqSYCFbxtMu0adNUrVo1TZ48udRzcnNzNWnSJM2fP19t\n27b1YzrvOFVQoK9OndLykyc9W/v2SqxY8aLzTBBNYPPmm2/qlltu0bJly7w2suBKV5qIjIzU+vXr\ntXXrVrVv316bN29WYmKiV7IAAAAgvNWJidGYunU1pm5dOdxurTt7Vp+fPKlo/nYMCt4oOly1UXXq\nqHlcnFafOaP/3b1bO3Jy1LFSJf2pWTPdFMBLEIaqJ554Qt27d9ewYcPUqlWrEs+ZOHGibrzxRt18\n881+Tndt/pqWpg+PHlVKdrZ6VKmiu6pX17MNG6p5CAz//9nPfqY777zT9lsZbr75Zq1bt061a9dW\nfn6+6tevb2seAAAAhJ7oiAjdWrWqbq1a1e4oKCNvFB3SJBlJtSQdPm9/rcJjJXrxxReL/j2gVy9N\n6dVLWU6nks6eVYOYmBI/Z8PZs6ofE6M6pRzHtWnRooXeeOMN9enTR2vWrFHt2rUvOqdZs2b67W9/\na0O6snG43SVWPOtFR+vFxo3Vo0qVkFsH2Bu3U3jDzTffrKSkJDVr1kyJiYlBNVoEAAAACFcrV67U\nypUrfXZ9X04keVyeiSRnlHCNq5pIcvj27Vp24oSiIiLUsWJFtSlfXq0rVNCQhARVCLE/JO00efJk\nLVq0SKtWrVLFEm49CASWZSk1P19bsrO16dw5bTh7VuuzsnR/rVp6vVkzu+OFpeTkZA0fPlyjR4/W\n7t279d5779kdCQAAAMAV8vZEkmUa6VC49GVzeUY0REhqaIzpIOmkZVmHJE2R9JwxZqek3ZKel5Ql\n6WNvBZWkv7VuLcuydCg/Xz+cO6ft2dn69vRpDUlIKPH8pSdOqH5MjJrExqpypK13kgSV559/XidP\nntTWrVt10003Xfb8lStXqlOnTqpUqZIf0nn8Mz1d4/buVdsKFdS+YkXdV6uW3mreXI2DYOLHq+V2\nu7V8+XJVqlRJPXr0sDvORRITE3Xw4EGdOXNG3bt3tzsOAAAAgABQppEOxpieklbIM2Hk+f5qWdaD\nhedMlDRGUjVJSfKMhthWyvV8vmSmy7I0cMsW7cvN1f68PMVGRKhJbKyax8Xp4zZtGPrtRY899pj2\n7NmjxYsXK/Yq/+g/XVCgFadPa19envbn5no+5uWpWWysPm3f/qLzLcsKyTZ8//33lZaWprvvvvui\ngo9lWerbt6+Sk5M1ffp09e3b16aUpdu4caPat2+vaJYxAgAAAIKSt0c6XPHtFV55Uj8UHc5nWZYy\nCgq0Py9Px/LzNaBmzYvOOVlQoBZJSaobE6M60dGqERWl+Kgo1Y+J0e8aNvRb1mDkdDr1wAMPaN26\ndZoyZYr69esnh9utfbm5Oul06mRBgU44nTqWn6/oiAg93aDBRdfYkZ2t3+3bp6axsWoSF6emsbFq\nGhenxrGxIXfrzKlTp3Ty5Ek1u+A2kA0bNqh///4aNWqU2rdvr3vvvbfEz1+zZo0GDBig1atXq0WL\nFv6IDAAAACBMUHTwkZ8KE0fz83XM4dCJggJlFhTIaVkaW0LR4VBenlquX6/K5cqpcmSkKhV+bBIb\nq1klrPxwzunUvzMzFRcRodiIiKKPlSMj1b6EeRPclqVct1uRxqicpHLGePWdfbdlKdvlksOy5HC7\niz5K0nXly190/qmCAs1OS9M5l0vZLpey3W5lu1yqGhmpN5s3lyR98cUXGjlypD7++GPVvfFG9UtJ\nUfWoKFWPjFT1qCjVjo5W6/LlNapOHa99HcHoH//4hz755BMtWrSoaJ9lWbrlllv00EMPlWliyA8/\n/FBjxozRihUr1KtXLx+mBQAAABBOKDoECMuylON2K8vp1FmXS2edTmW5XHJZln5evfpF56c7HHpm\n717lulzKc7uV63Yrz+1WjagoLUlMvOj8/bm5ardhg5yWJadlyS2pnKTmcXHaUcI8C/tzc9Vx40ZZ\n0n83y1Lj2Fht6dKlxPPbb9yoaGMUHRFR9LFpbKw+79DhovMzHQ794eBBVShXThXLlVOFwi0hKkr9\n4uOLzps3b54++OADffPNN1fwvxle0tPT1aJFC2VmZiqycK6RefPm6Y033tD69esVUcb1hmfMmKFB\ngwapWrVqvowLAAAAIIxQdAhTlmXJZVlySYop4Y9Sl2XprNMpI8+LxMgz62c5Y1Tej7cnWJalU6dO\nqXoJhZdwl5SUpISEBDVp0kTXX3+9/vKXv6hbt26SpAULFqhmzZq69dZbbU4JAAAAIJxRdACC1NCh\nQ9W3b18NGzZM48aNU8WKFTVp0iS7YwEAAABAEW8XHco2jhu4Ru+8844mT56smTNnasGCBQrHolNm\nZqZqFk5i2rt3by1dulQul8vmVAAAAADgOxQd4Bc33HCDzp07pzVr1mj06NHavn273ZH8LjMzU/GF\n81/07NlTvXr1ougAAAAAIKRxewX8buDAgbrvvvs0ePBgu6P4VYMGDfTdd9+pIUuwAgAAAAhQ3F6B\noNetWzedPXvW7hh+ZVlWsZEOAAAAABAOGOkA+EFBQYEeeughzZkzx+4oAAAAAFAqVq8AAAAAJIiB\n/wAADdhJREFUAAA+we0VAAAAAAAgKFB0AAAAAAAAPkHRAQAAAAAA+ARFB9ji+PHj2rJli90xAAAA\nAAA+RNEBtvjuu+903333acaMGcrIyLA7js8lJSVp69atdscAAAAAAL+i6ABb3H333br33nu1cOFC\nDR8+XKG+mslHH32kVatW2R0DAAAAAPyKogNsERcXpwkTJmjRokVKTU3Vp59+anckn8rMzFR8fLzd\nMQAAAADAryg6wFZRUVGaMmWKZs+ebXcUn6LoAAAAACAcRdodALjjjjv085//3O4YPkXRAQAAAEA4\nYqQDAkJEROi+FC3L0pEjR1SnTh27owAAAACAX4XuX3pAgMjLy9OIESNUs2ZNu6MAAAAAgF8ZO1YN\nMMZYob5aAQAAAAAAwcYYI8uyjLeux0gHAAAAAADgExQdEDD27NmjlStX2h0DAAAAAOAlFB0QMPbv\n36/nnnvO7hgAAAAAAC9hTgcEDIfDodq1ayslJUX16tWzOw4AAAAAhB3mdEDIio6OVt++fbVw4UK7\no3jN3r17NWvWLLtjAAAAAIAtKDogoAwaNEgLFiywO8Y1cTgc+vvf/y7LsvSnP/1JKSkpdkcCAAAA\nAFtwewUCSm5ururUqaNdu3YpISHB7jhX5dy5c+ratau6du2qTz/9VNu2bVPVqlXtjgUAAAAAl+Xt\n2ysivXUhwBvi4uL0wQcfqEqVKnZHuWoVK1bUkiVLdNNNN+ndd9+l4AAAAAAgbDHSAfARh8Oh6Oho\nu2MAAAAAQJkxkSQQQNxutw4cOKCsrKyLjlFwAAAAABDuKDoA12Dp0qVq06aNbrrpJrujAAAAAEDA\noeiAgHf8+HGlp6fbHaNEq1at0oQJE7Rt2za7owAAAABAwKHogID39ttva9KkSXbHKNHq1at1yy23\n2B0DAAAAAAISE0ki4J04cUItW7bU999/r0aNGtkdp0hOTo4SEhKUkZGhuLg4u+MAAAAAwDVjIkmE\nnRo1amjEiBGaNm2a3VGKOXPmjJ555hkKDgAAAABQCkY6ICjs2bNHXbt2VWpqquLi4pSbm6uJEyfq\n9ddflzFeK8IBAAAAQFhjpAPCUvPmzZWYmKhFixZJkmJjY/Xxxx9rz549NicDAAAAAJSGogOCxltv\nvaV69epJ8lTfbrvtNq1cudLeUAAAAACAUlF0QNDo0KGDbr311qLHvXr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(18,6))\n", "#ax.plot(df['yd'],df['Total Copepods'],'k-')\n", "ii=30\n", "tdf=df.dropna(axis=0,subset=['Calanoids<1mm'])\n", "ax.plot(np.convolve(tdf['yd'], np.ones((ii,))/ii, mode='valid'),np.convolve(tdf['Total Biomass'].values-tdf['Calanoids<1mm'].values, np.ones((ii,))/ii, mode='valid'),'k--')\n", "ax.plot(zz_day,zz_MesZoBar8*23,'c--')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 1 }