{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import pandas as pd\n", "from salishsea_tools import viz_tools, places, visualisations\n", "from matplotlib import pyplot as plt, dates\n", "from datetime import datetime, timedelta\n", "from calendar import month_name\n", "from scipy.io import loadmat\n", "from tqdm.notebook import tqdm\n", "from salishsea_tools import nc_tools\n", "from dask.diagnostics import ProgressBar\n", "import cmocean\n", "from scipy.stats import sem\n", "import scipy.stats as stats\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams.update({'font.size': 12, 'axes.titlesize': 'medium'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load files from monthly averages" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\n", "#years, months, data\n", "monthly_array_temp_slice = np.zeros([14,12,50,50])\n", "# Load monthly averages\n", "mask = xr.open_dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/mesh_mask201702.nc')\n", "slc = {'y': slice(450,500), 'x': slice(250,300)}\n", "e3t, tmask = [mask[var].isel(z=slice(None, 27),**slc).values for var in ('e3t_0', 'tmask')]\n", "years, variables = range(2007, 2021), ['votemper']\n", "# Temporary list dict\n", "data = {}\n", "# Permanent aggregate dict\n", "aggregates = {var: {} for var in variables}\n", "monthlydat = {var: {} for var in variables}\n", "\n", "# Loop through years\n", "for year in [2007,2008,2009,2010,2011,2012,2016,2017,2018,2019,2020]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}'\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r/SalishSea_1m_{datestr}_{datestr}'\n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_grid_T.nc') as ds:\n", " q = ds.votemper.isel(deptht=0, **slc).values\n", " q2 = q[0,:,:]\n", " monthly_array_temp_slice[year-2007,month-1,:,:] = q2 #year2007 is index 0 along 1st dimension\n", " for var in ['votemper']:\n", " data[var].append(ds.votemper.isel(deptht=0, **slc).values)\n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", "\n", "\n", "# Loop through years for wrap years\n", "for year in [2013,2014,2015]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}'\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r_wrap/SalishSea_1m_{datestr}_{datestr}'\n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_grid_T.nc') as ds:\n", " q = ds.votemper.isel(deptht=0, **slc).values\n", " q2 = q[0,:,:]\n", " monthly_array_temp_slice[year-2007,month-1,:,:] = q2 #year2007 is index 0 along 1st dimension\n", " for var in ['votemper']:\n", " data[var].append(ds.votemper.isel(deptht=0, **slc).values)\n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12)\n" ] } ], "source": [ "monthly_array_temp_slice[monthly_array_temp_slice == 0 ] = np.nan\n", "monthly_array_temp_slicemean = \\\n", "np.nanmean(np.nanmean(monthly_array_temp_slice, axis = 2),axis = 2)\n", "print(np.shape(monthly_array_temp_slicemean))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Seasonal Cycles for Individual Years" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot monthly means for all years\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n", "cmap = plt.get_cmap('tab10')\n", "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "\n", "for i in range(0,7):\n", " ax.plot(xticks, monthly_array_temp_slicemean[i,:],label=2007+i)\n", " ax.set_title('Central SoG Mesozooplankton Seasonal Cycle',fontsize=18)\n", " ax.legend(frameon=False)\n", " ax.set_ylim(0,25)\n", " ax.set_ylabel('\\u03bcmol N')\n", " \n", "for i in range(7,14):\n", " ax.plot(xticks, monthly_array_temp_slicemean[i,:],linestyle='--',label=2007+i)\n", " ax.set_title('Surface Temperature',fontsize=18)\n", " ax.legend(frameon=False,bbox_to_anchor=(1, 1))\n", " ax.set_ylim(4,22)\n", " ax.set_ylabel('Degrees C')\n", " plt.axhline(y=12, color='grey', linestyle='-.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Select 4 warmest and 4 coldest years; leave NPGO \"neutral\" years out" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "## Coldest years = 2008, 2010, 2011, 2012\n", "NPGO_C=(((+monthly_array_temp_slicemean[1,:]+\\\n", " monthly_array_temp_slicemean[3,:]+\\\n", " monthly_array_temp_slicemean[4,:]+monthly_array_temp_slicemean[5,:])/4))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "## Warmest years = 2015, 2018, 2019, 2020\n", "\n", "NPGO_W=(((monthly_array_temp_slicemean[8,:]+\\\n", " monthly_array_temp_slicemean[11,:]+monthly_array_temp_slicemean[12,:]+\\\n", " monthly_array_temp_slicemean[13,:])/4)) #" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0, ''),\n", " Text(1, 0, ''),\n", " Text(2, 0, ''),\n", " Text(3, 0, ''),\n", " Text(4, 0, ''),\n", " Text(5, 0, ''),\n", " Text(6, 0, ''),\n", " Text(7, 0, ''),\n", " Text(8, 0, ''),\n", " Text(9, 0, ''),\n", " Text(10, 0, ''),\n", " Text(11, 0, '')]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AiRMnmDdvHp07d+aPP/7Is0zr1q3ZvHkzXbt2pVmzZjg5OdG0aVOaNm1KyZIleeyxx/jll1+oW7cuHTt2JDY2lj///JOOHTsya9asAh2XatWqMWnSJF566SUqVqxIp06dKFu2LImJiRw9epRVq1bRt29fJk+eXKD1KoqiKIqi3AoqwCmKoijKPUZYWBhNmjRh6dKlrF69mrNnzwJSyKBPnz4MHjw4J/ebmY4dO/Lrr78yevRofvzxR3x8fOjZsydjxoy57TnOwsPDKV26NLNmzeLLL78kJCSE1157jbfeeivfohDFixcnMjKScePG8fvvv/PVV1/h4uJCaGgob7/9NkWKFMnpW79+fXbs2MGnn37KX3/9xdq1a3F2dqZkyZL06NGDxx9//LbtR+fOndm2bRuffvopy5YtY+nSpRQpUoSgoCD69evHU089ddu2lR+NGjVi+PDhvPvuu3zxxRc4OTnRu3dvPvnkkzwFCkJDQ9m2bRvjx49nzpw5fPfdd9jb2xMYGEjz5s159NFHb3i79vb2LFiwgLfffpvFixezadMmypcvz7hx43jwwQfzFeDee+894uPjWbBgAStWrCA7O5sRI0bQtGlTAL799lt8fX357bffmDhxIhUrVmTq1KmUKFGiwAIcQP/+/alVq1aOG3LevHl4enoSEhLCq6++Sp8+fQq8TkVRFEVRlFvBZOROHqIoiqIoiqIUWiIiImjVqhUjRoxg5MiRd3s4iqIoiqIoyg2gOeAURVEURVEURVEURVEU5Q6iApyiKIqiKIqiKIqiKIqi3EFUgFMURVEURVEURVEURVGUO4jmgFMURVEURVEURVEURVGUO4g64BRFURRFURRFURRFURTlDqICnKIoiqIoiqIoiqIoilJoGTt2LPXr18fd3R0/Pz969OjBgQMHbPoYhsHIkSMpUaIErq6utGzZkj179tj0SUtLY/DgwRQvXpwiRYrQrVs3Tp06ZdPn4MGDdO/eneLFi+Ph4UGTJk1YuXLlLe/DfRmCmp2dzZkzZ3B3d8dkMt3t4SiKoiiKoiiKoiiKotwWDMPg0qVLlChRAju7e8N31bFjR3r37k39+vXJzMxk+PDh7Nq1i71791KkSBEAwsLC+OijjwgPD6dChQqMHj2a1atXc+DAAdzd3QF46aWXmD9/PuHh4RQrVozXX3+dCxcusGXLFuzt7QEoX748FSpUYOzYsbi6ujJhwgTCw8M5cuQIAQEBN78Txn3IyZMnDUAnnXTSSSeddNJJJ5100kknnXTS6Z6cTp48ebfllztGbGysARirVq0yDMMwsrOzjYCAAOPjjz/O6ZOammp4enoakydPNgzDMC5evGg4Ojoav/zyS06f06dPG3Z2dsbixYsNwzCMc+fOGYCxevXqnD6JiYkGYCxbtuyWxuzAfYhZ+Tx58iQeHh53eTSKoiiKoiiKoiiKoii3h8TERIKDg3O0j2thGJCc/C8MKh/c3OBmgxITEhIA8PHxASAqKoro6Gjat2+f08fZ2ZkWLVqwfv16XnjhBbZs2UJGRoZNnxIlSlCtWjXWr19Phw4dKFasGJUrV+aHH36gTp06ODs7M2XKFPz9/albt+7N7yxwXwpw5rBTDw8PFeAURVEURVEURVEURbnnuJGUW8nJULTovzCYfEhKgivRowXCMAxee+01mjZtSrVq1QCIjo4GwN/f36avv78/x48fz+nj5OSEt7d3nj7m5U0mE0uXLqV79+64u7tjZ2eHv78/ixcvxsvLq+CDteLeCAZWFEVRFEVRFEVRFEVR7nkGDRrEzp07+fnnn/PMyy06GoZxXSHSuo9hGAwcOBA/Pz/WrFnDxo0b6d69O126dOHs2bO3NO770gGnKIqiKIqiKIqiKIpyv+PmJk60u7XtgjJ48GDmzZvH6tWrCQoKymk3F0eIjo4mMDAwpz02NjbHFRcQEEB6ejrx8fE2LrjY2FgaN24MwIoVK1iwYAHx8fE5EZOTJk1i6dKlfP/997z99tsFH/QV1AGnKIqiKIqiKIqiKIpyH2IySRjo3ZgKkv/NMAwGDRrE7NmzWbFiBaGhoTbzQ0NDCQgIYOnSpTlt6enprFq1Kkdcq1u3Lo6OjjZ9zp49y+7du3P6JF9JiJe7eqydnR3Z2dkFOra5UQecoiiKoiiKovwbJCXJ437zRf2aNRAQAOXL391xKYqiKEoh5+WXX2bmzJnMnTsXd3f3nJxtnp6euLq6YjKZGDJkCGPGjKF8+fKUL1+eMWPG4ObmxhNPPJHT97nnnuP111+nWLFi+Pj48MYbb1C9enXatm0LQKNGjfD29qZPnz68//77uLq6Mm3aNKKioujcufMt7YMKcIqiKIqiKIpyKxiG5TF+ZCSsWwdnz8KZM7avly7B8eMQEiJ9FyyATz6Bli2hf394+GFwcblru6EoiqIohZWvv/4agJYtW9q0T58+nb59+wIwdOhQUlJSGDhwIPHx8TRs2JC///7bphrs559/joODA7169SIlJYU2bdoQHh6Ovb09AMWLF2fx4sUMHz6c1q1bk5GRQdWqVZk7dy41a9a8pX0wGYZh3NIabpEVK1YwY8YM1q9fz8mTJ/Hy8qJevXq8//77eUq8bt26laFDhxIZGYmDgwOtW7dm3LhxlClTpkDbTExMxNPTk4SEBK2CqiiKoiiKkh/z54tbq0gRKY9m/erqWrC4kf86e/fCtm22Ypr1+127oHRp6TtsGHz88dXXFRkJDRvK+2++gRdeAHNIi7c3PP20iHFXqropiqIoSkFRzaNwctcFuJ49e3L+/Hl69uxJlSpVOHfuHJ999hmbN29myZIltG7dGoD9+/fToEEDatWqxdtvv01qairvv/8+8fHxbN++HV9f3xvepp6MiqIoiqIoVzh9GpYtA09P6NFD2rKywOEagRLWCWOsxbkxY6BFC+mzbRv89BNUqQLPPmtZdsECWXduUc/8euUJ9B3n9Gk4cCCvS838ftkyKFVK+l5PVFu/Hho1kvd//gm//w4lSsgUGGh5DQwEq6fwAJw8Cd99B99+K+/NtGkDS5feX0KnoiiKcltQzaNwctcFuNjYWPz8/GzakpKSKFeuHNWqVWPZsmUA9OrVi5UrV3LkyJGcE+j48eOUL1+eV199lbCwsBvepp6MiqIoiqLcl6SkwObNULasiEIgLqz+/SUMcuVKaUtOhtatJWfZ5csyJSXJ8tdiwQIw50f5/nvo2xc6doRFiyx93N2vXW7NxSWvMPfee9Cli8zfuxemToVy5WDQIMtyf/1lGevlyxLumZAA8fEQFwcxMTBzJgQHS/933oGxY68+jnXr4EpCZn76SQSy3IKa+bVUKXByuvaxuR5ZWSK4TZsG8+bBU0/B9OmW+bt2iStOBTlFURTlOqjmUTi56wLc1WjdujWnT5/mwIEDZGZm4uHhwTPPPMPkyZNt+nXo0IGoqCgOHjx4w+vWk1FRFEVRlPuC06fFnWWetm6FzEz46it4+WXps2+fCHBt2sCoUddeX1aWiHNmQc5anLt8WVxgAQHSd9MmcYKVLy/rB8mV1qKFiGPmZcyv16osNmUKNGkizrSFC+GLL2Q7TZvChAlQsiQEBcn+Xgt3d/DwEFEvJUWORaVKIqS5usqxCA6Gl16CWrWk/5IlkJqav1uvSBEJ073dolhMDKSlWXLFbd0KdetCzZpyLJ98Ery8bu82FUVRlHsG1TwKJ4WyCENCQgJbt27NCT89cuQIKSkp1KhRI0/fGjVqsHTpUlJTU3HRpLWKoiiKotyvZGTAzp22gtuJE3n7BQaK8GSmcmVYu/bGtmFvL6JU7jDK/KhfXyZrTCZYvVreGwZcuCCi2pkzUpzgxAkJw+zXT4StpCRxu73wQt71R0fDH3/AkCEiwNWpI+M7dcpSZTQ721bYu3RJJjMTJ8LAgfI+IgJatZLj0ayZpc/rr8OePVffT5NJxmotyg0cCC++KPPPnhVh09cXPvzQstzSpbJ/9euLeGiNv7/t5x07wNlZXgcNgjffhJ49RYxr0kRdcYqiKIryH6BQCnAvv/wyly9fZvjw4QCcP38eAB8fnzx9fXx8MAyD+Ph4AgMD811fWloaaWlpOZ8TExPvwKgVRVEURVHuApMnw6+/wsaN4k6zxs5OnFyNG1umkJA7K9gYBpw/nze32nPPWYSlceNg+HBIT89/Hf37Q4MG8n7/ftk/H5+rh3+ChG1aVyM1k5GR16lnfl+liqVfcLCEunp72y5fu7YIjtbLJyVZjrVhWNZp5sIFy/voaHHwBQbaCnAjR4pICuISbNNGwn5bthSxzpp+/aBbN5gxQ0JU9+yBH36QqVIlCb8NDc3/WCqKoiiKUigodALce++9x08//cSXX36Zpwqq6RoXi9eaN3bsWEZdL6RCURRFURSlMJOZCeHhsGGDhJC6ukr7nj3i3gIJS7QW2+rXF2fW7SA7W3KpWYtq3bpB8eIyf8oUKcJw9qyIXrlp1swiwLm5WcS3YsXyimrmMFYQ8enZZyU33PXI73rQ0VGOy/VCNsuWhQ8+yNv+44/598/Ovno4bpkyln5+fuKAc3a2Xb5WLQmD3bEDDh2SyZxqpUYNEeNat4bmzaVARrFi8H//B6+8Av/8I0LcL79InjtzXjuAqCgRJc0uQEVRFEVRCgWFKgfcqFGjGDlyJB999BHvvPNOTvuBAweoVKkSEydOZKA5TOAKb775Jp999hnJyclXDUHNzwEXHBys8dCKoiiKohROkpIkh1pcnIQagjitSpQQR9WaNZL/DCAyUkS4xo2hYsVbE17On5ccaY6O8vnnnyXHmrk6qHXoKsCqVSIQAXz9tSWcE8TFZa78WaIEvPoqVK8u8+LjJRQ0IODWixf817l4UcJyV6yQadcu2/l2dlCvnjjknn1Wik+YSUyUSq7mUN/MTChdWo7pc89JEYySJf+lHVEURVEKC5oDrnBSaBxwZvFt5MiRNuIbQNmyZXF1dWVX7gsSYNeuXZQrV+6a+d+cnZ1xzv3UUVEURVEUpTBgGJL7zDp3244dUvDA3x8efVScXSaT5ELLyLB1iD3wgEwFJTYWtmyRBP9bt8r748fFYWdeX0KChLZa4+dnEdasr7969JA8bCVKyLivJax5e+cN9bzHyMqS2g2GYWtC3L5d2uvUuXKIvLzESditm3SIjZVqtGZB7vBh+Rts3AidOlkEuL17Rci0zrN34ICItwkJ8O678P77UpW2f3948EFwKDSX/oqiKIpy31EoHHAffvgh77//Pu+++y4fWufGsOKxxx4jIiKCw4cP434l8e+JEycoX748r776Kh9//PENb0/VYEVRFEVR7hrp6bBtm63gduZM3n4hIeJq++YbSex/sxiGTGZn3Ny5UgH1ahVDw8OhTx95HxUlhR3MLjZ/f4s7rhCTni7RnampUkzU+jW/trQ0iUBt0UKWT0mRFG2pqTB+vNR2AHm/dOm112l+bzYLdu8OjzwCR46IiXDaNPlzBASICbBhQzGqbdggZsLmzeVQ53DihAhyq1ZJiKpZ2Hz5ZZg0ScJSJ0yQNnOV2j//lA1ZF9coUUJcimahT1EURblnUc2jcHLXH4N99tlnvP/++3Ts2JHOnTsTGRlpM/+BK09gR40aRf369enSpQtvv/02qampvP/++xQvXpzXX3/9bgxdURRFURTlxtm7VxxsmzaJQmONg4NYosy52xo1ylsZ80YwDKkiana2mV/HjYOnnpI+3t4ivplMErJapw7UrSuvtWtLvjEzoaEFSu6fmXlFgEo1cHbMpqinKFdJSbBn42XsMtOp38ItJx/agllpXDwQQ1qGHXEuQTkiltu549glXiTGoSTnTcVJTQWSkwmO3UKL1vb0+KQxINrUgAbbCeYk09ZVERUN6NUpiSLL52Jg4meeyBlfc1ZRjd38Q0O2UA8AV5L5P77As3Y2bJUCYNnZsOeTBTRjDRktW2L/0IMA7N2WRrfFQ7Ajm1f4H+nIfvTiV3owh8V05Af6mP8YLKALHsuyeXHTz+w94wXA0/zAi0xmfnRXPmYYiYkwZw6cnh3Jn1+XIpoASpQw0a6dOQVcCKX79LGIombc3CT/XsuWlrZ168SJ2LIlPPYYDB0q+QF/+EFEXmtlLy5OiktolIiiKIqi/DsYd5kWLVoYwFUnazZv3my0adPGcHNzMzw8PIwePXoYhw8fLvA2ExISDMBISEi4XbuhKIqiKIpiYflyw3j6acOYONHSFhNj9qIZRvHihtGtm2F8/LFhrF5tGMnJt7a9ffsMo107wyhWzLIN62nIEEvfy5cNY80aw7h0Kc9qoqMNY2/HV43Ycg9InyuMbb/CiHYONtZ5PWjUqmUYlSsbRmioYaxw7mBcoqjxqNNcw95eNtWcCMMA45xf5ZzlN282jCW0kw4//pjT3rfqRsMA4xghNsOdTQ/DAGMAk3PaKrPHMMC45FIsZ/lTpwxjBk8YBhhZn35mZGdLe/92UYYBRjIuhpOTYXh6Goafn2H8VKS/YYDxifsHRp06htG0qWE83PxczobfHppl/PqrYYwfbxgz/YcYBhjjHN82ypUzjObNDWPNkss5fYu7XMoZ24cMNwwwvmCwAYbh7W0YcXGGkW0yGQYY9YKjjQEDDGPECMOI7DHGMMD4hmeNadMMIzLSMBYtzDJS7IsYBhgV2Zez3jIcNuqx0SgbeNl46inDmDrVMA4cMHL208jKMoyMDMsfcNSovH97f3/D6NXLMF55xTCOHLH0fe45OQ9ff13OH0VRFOWe4V7UPMaMGWPUq1fPKFq0qOHr62t0797d2L9/v02f7OxsY8SIEUZgYKDh4uJitGjRwti9e7dNnylTphgtWrQw3N3dDcCIj4/Ps60LFy4YTz31lOHh4WF4eHgYTz31VL79Cspdd8BFmKt23QB169Zl2bJld24wiqIoiqIoBSEhQSpSrl8PTz+d48DiwAGpnhkTYylM4OcHv/4qLrNy5fKv2Hk1srMlF5i1q61TJzBHAbi7S2wkiJuualWLq61uXamqacbNjcwHmnLsz204ho3GPdgLnz+/BWDzZvBZvIHKREp85BUO703DP+0kp9OKs327ZVX2JFOUJIz0dLLMQ+VKqGtWFtnZEvlatChccrWHFIg6kk1pQ3a/Zl0H0vc6g5MzD7aWqFtnZyi5wpu4AwEElnRh7AtSF6JYoivRH1cgNt2LhWNh2DA5pC2fL8embxsw4U1/Pn1CTF5ffFOEqNZt2X3Ehc6dYdAgCf8sPrsus+bE88+lyjg4iBlw1s+u7Gv3LGs22PP1JIOEJBl+N1pyBjtWZDTl8GFJt9a0tRPbe4xk1hw7vHwdaVZPonODMjsxerYvW7JqMeNLaNtWipYeGvYdfy0y0b2jO++OuXKADj7CksDK2DmUomWbKwbD2DjifILJPHeSzFLlKJYk9TCe5xuG8TGTz77ASzMmM2MGgMFTXgvoPqwqj74ZapvX7Z13oGNHyR23fLmEoMbEwG+/yfz//U+KNLRqBYsWiQvus89katpUcsU9+qi46xRFURSlELFq1Spefvll6tevT2ZmJsOHD6d9+/bs3buXIldSdXzyySeMHz+e8PBwKlSowOjRo2nXrh0HDhzISWWWnJxMx44d6dixI8OGDct3W0888QSnTp1i8eLFAAwYMICnn36a+fPn39I+FIoccP82Gg+tKIqiKEqBMQwRwaxzt+3ZI+0AU6bAgAHy/tAhmDFDQgFbtbq57SUlSRL9LVskZ5yVIAZA164wb55lbNOnS5XR6tVtiiNkZEDcW5/CXwuZVeEdfjrXnh07oGrKJjbRgCQ3X4peioa4OOK2n2JB398JcojBvVEVGvYKBV9fVm9yYdfaRHbGlSC4QxWaNr2yiZMnGTsqnbPZ/sxZVhQXF3CxSyds2EUmTnXkxWHejB4t47h0Ph2f4iaysCfpsl2OxvPOOzB2rG0qM+uUddHRknoOYMwYGD4cnnwS3n5boirPnpXDnp4udQaKF5eIy2nTLHncLlzI/xAXKyYa1JYtsHChpFrLzLTUmLh8WUS6Jk1EM61WTVKsXbokouKtpObLzZkzsGZ5Ov7BTrRoIan3Lr48nMrrpjGCUUzmJcqVg4wTZzmWXoJskx3Txifx6NOu7N8Ps9/ZTOtGKXR+p6YoliChzpGRloIOkZF5K9kGBcnGs7Pls6cnvPGGFHFQFEVR/pPcD5rHuXPn8PPzY9WqVTRv3hzDMChRogRDhgzhrbfeAiAtLQ1/f3/CwsJ44YUXbJaPiIigVatWxMfH4+XlldO+b98+qlSpQmRkJA0bNgQgMjKSRo0asX//fipWrHjTY77rDjhFURRFUZRCSUqKWMKsBbe4uLz9ypSRvG3m6pQA5cvDqFHX30ZmJuzbZ3G1+flZhA9XVxH1kpPls4sL1KxpcbZduSgExE727LOkHz1F0sPPk3wijjHNF7NlC+zcYfB92iZ6sQrPA8HU4ghdOUlZ+2OcciyLl2MyhqsrpvR0igN9zes8CVwxTjW/MmVhR+rWYhQp7Qu+vqR7+dJhjy/n8MX3N18cA6XdK80Xh2xf0i5nYr7cdPNywqu47FZ6usVkVbUqdOkClSqJ2Hb2rExdu8quDx8uff/3PzFn1agBr74qOmNuFi0CHx9537+/xdC1Z49FVDNPJUpYUqLVrSvT++9f/0/m5nZnDGIlSsBjT1sqx9asCfHzP+Lrrz/i0q4sZnQRLbfY2fMcbl2bpMRsXnzVlYGvy7LjT4XRefUfZPmMw37o6xgGfDkunQ5Z0YQ+3BunUaNE1F23TtxxK1bIOde/Pzz3nAi4U6dKDsG//hKLob29KLipqeKyVBRFUe5ZLl+++jx7e9vC59fqa2cnv/XX63urD7ESEhIA8Lnywx8VFUV0dDTt27fP6ePs7EyLFi1Yv359HgHuamzYsAFPT88c8Q2kNoGnpyfr16+/JQFOHXD3qBqsKIqiKMot8PTT8Msved1CTk5Qr55tsYSAgIKtOzwcNm4U0W3nThE3zFSuLMUazIwfLzatOnVknlW4Ycb0GaRMm4H7410wtWoJJ0/y3dD9PLv7NQBW0oISnCWIUxQh+cbGFhCAERTEmqNBODsZNChzDtO5c3DuHFy8WLD9vILh7U2mty+p7r4kufhy0VEEu8tuvjz4jAh2+PrS4SlfIvb65hQ2sMbb29bF1qGDHL7coppZWHv00YJF+P7X+PBDmDrFwN7BxPHj0jaRgXRmIQNM31Dq+XY8/jiMaL2a1bTguKkUz7Y6llNltXHiYpzd7KFCBbkDKl5cVvLHH9CzpxTn2L9f2v78E3r3hjZtxHbYrNm9fXAVRVHuAW5G87jWV3unTuIUN1OkiOX5YG5atJD6P2Z8ffN/fnkrSpRhGHTv3p34+HjWrFkDwPr162nSpAmnT5+mhFXRoQEDBnD8+HGWLFlis46rOeDGjBlDeHg4Bw8etOlfoUIF+vXrd9Ww1RtBHXCKoiiKoty/XLoklUm3bIFdu0RgA7myzMyU2McmTSyCW506N1Y1MjVV1rdliyhH77xjmffZZ7B7t+Wzu7ust04dqF/fdj0DBsDhw2S9MRRj/0Ecnn4coqPJPn6Si8u24kscbLBcUD5rtWgrVtmsKt3LlziXIIrVCsa5bDAEB7P2eDDvfB2EX51g/thQEpycMCFutzxkZMgV9BVBLv30OS4dPUfy8XNknDlHduw5XBLPEeR8RbA7fx4MA1N8PI7x8ThyEHcgEKhsXuffltWb9+KSyZ2LjiLQpbn7kunji52fL8anvpj8RKxb9KEfdv5XxLv7MF/Ze+/Be+/JndKJE2JY++67Sby8CTAM7L+ToqmtmmURufYBjhqhOVGoANsYRi22M+PROfg+353GjcH9wnGxHn78sSTjM7NggVgWFy2SqUgRCa0ePFjKtDo6/uv7ryiKotzfDBo0iJ07d7J27do880y5lETDMPK0XY/8+t/MenKjApyiKIqiKPc+Fy7Ahg0SRuriIgoGSCKvv/8WsWjbNktY59Ch8NZbkrD+Ri62tm6VdZuLJOzZA1lXyhK4uMj6zO61Z54RgapaNXHPmUxw+rSE/s2YgTHkVTIyDIzUNJxTJLzC3rydjz4CwA7wtd6+jw8EBZFVMhi7kGBMIcGkFAvCtYIIbQQF0eABF3bsgJ+ehieekMWqxsMHvURbxEnCRPbuldz9p09LjYmMDJlvMjliMgXy9deB7N+f/5NvV1f4+mt5b2dk8e2nF4jde44Au3OEuJ0j2OUcQY6x+Nufw49zlPE4h8ulczgnnsP5Uhx22Vm4G5dwT78E6UfhIhIKC7DUsh07q21mOruR7ulLuocvaZ6+Oe/TvXzJuPI5w+tKu6cvWW7umOxMOX9W69fb3Xa9/g4OYkKzDtUpKCEh8OKLMiUlwYIFJs6eFd34gZWt8PTckBP+4+Ehqd52J1XFlWTe+6MGx/6Q0KL3g1fw/rFXMFq3xrR8uWUD1atDrVriiEtNlZNk4UKZHByk4kS7diLG1ahhSd6nKIqi/KdISrr6PHt728+xsVfvm/tn4Nixmx5SvgwePJh58+axevVqgoKCctoDrkQkREdHExgYmNMeGxuLvzmZ7A0QEBBATExMnvZz584VaD35oQKcoiiKoij3FtnZUoXUOnebOZwOJOm8WYAzmeCrr8RJZZ1UrEyZ/Nd96RJs3y6howMHWhSVDz+EOXNs+3p7S164gACZf+6ciGzm6SqVAUyAk9Xni3hymSLEO/hR9fEamMqXg6AgEj2Dca8SjCk4KCeRij1SJ6J7d4kYPXXKMsTHHpMo1qAgGcq+fZbp5ZflAvlq4STff59/e25SUqBvX/Mne0Qm9GVfNpB0ZboKJrLx4iISoHpjkzPpOKQl4xB7HLfY4zc0xjScbNYSe52tXMQLgzsnKjk4SL63hg0tU/nyN6djFS0q0aJm7O3lfOjQQUyXiYnS/jQzcvr7ucmN1LZjXqx2bI2nRzPKXZZT6n8Tsnlp2Hs4pibJCpKTxcG5YIEIcZmZsHixTCBCcKtWIsY984xsQFEURflPUJCcbHeq77UwDIPBgwfz559/EhERQWhoqM380NBQAgICWLp0KbVr1wYgPT2dVatWERYWdsPbadSoEQkJCWzcuJEGDRoA8M8//5CQkEDjxo1vaR80B5zmgFMURVGU/zaXL0tONbPYtmEDxMfn7VexoiWUtF+/vI9zc5OQII42s6tt61Y4eNCStOT33yU079QpESQOHhS1KznZonTcAKcowV6qcpJgEvGgBGfYU6QBMbUfJOiBIKo19qBuXTGy5TbjHTsmhVCDg+Ghh6QtNVXSxqWmwrJlohmuWye7cOiQFDpIT7/2mEwmiex0cZGpdm0RhAzDsmvOzhZTn/mQ5Pda0Hk33N8wcM28hFfGuZzJO9Py3ivzHN7m1yuTa/YN5sKzIhN7LtoX54KDLxfsZYq39+W8vS8X7OTzeavXi/bFyML+hvbt8uX8dVhvb2jQwFaUK1aswEO34eJFMXsuXAjz51v+RR55BD7/HObOlahSOzsZk6srlPS4xPi0gXQK3Yfb9g24ejhy6BD4fzEMj4kfS6Kfbt0ktnXVKot9wt5eNmAu3LBpk4jcpUvf2k4oiqIoN8S9qHkMHDiQmTNnMnfuXJtCCJ6enrhesZKHhYUxduxYpk+fTvny5RkzZgwREREcOHAA9yu/SdHR0URHR7N582b69+/P6tWrcXd3JyQkJKegw4MPPsiZM2eYMmUKIHnkSpUqxfz5829pH1SAu0dORkVRFEW5LzAMCe00Kz9LlkDnzpZwTzOurqJgmAW3Bx6wJJrPD3MIar16olidPAljx4qwdrO4uEBwMGeTPQg8vYUM5yI4fvEZBAez62Iw457cQjZ27CrehpINSuZU4qxbF0qWzD/yNTFRVmtOVTdhglQEbdRIxJNDh8Tst2kTREXlPSzWBAdLFGzlyrJeOzto2lTEnjJlbOo93DskJ+fksLuhqQBCag4mkzjBfH2vPvn5ga8vhp8/J1L9+GejiX/+gX/+EaHUui6HmXLlbAW5WrUs50FByc6Wc+SvvyTtYJcuEnL83ntSDNXfX2ouxMdLv7g4GDNGCqP27g3Ov35PH5dfOVTvCZyefYrmzaHMoomYBg+ybCQkBJ59Vl7fe082MGsWPPywzDcMLeagKIpyh7gXNY+r5V+bPn06fa/Y7w3DYNSoUUyZMoX4+HgaNmzIxIkTqVatWk7/kSNHMiqfSvXW67lw4QKvvPIK8+bNA6Bbt2589dVXNsUabmofVIC7N05GRVEURbnn+fpr+PRTeP55S1GDU6dESQoOtohtjRtLTF/u5PBZWRATAzt2SJKz7dvFtXbmjCX20mS6sbJcjo45Slh6mwc56xDEoZRgSqz9jSrnVpH86nDcPvsQTCbefS2ZrM+/oOSDNRm08EEwmUhNhaVLRWyzKtR1TXr2lIKUgwaJOW/nTjhyRN5fD3t70XzKlRM3W7NmUtHsPqxfUDDS0mwKT1xzio3N33l5PUqUkIRtTZtC06ZkVK7Bzr0OOYLcP/9IRHVunJykboe1KBcaemua1rx58OSTtnmA7OxEjH3+eRHgBg4UF112tu2y9QJO8ZXDECql7aBo2nnsE3MdCzs7EeECAkTY7NJFTuCHHpI8ci1aiPVPURRFuWVU8yicqACnJ6OiKIqiFC4MQ6xcixZBr15gTqT7v//B//2f3LhbhwCcPi19rHOsnTol5SHNMZdnz4rQlpl5/e07OIgFLShI3DuXLkmsZ6tWJD7Uhx3ng9i+047BH/oB4EECl5DribYsJZQo+k5vSeO+FQCpx3D8uIht18vdaxiiSUyfLsKLj4/s1oEDsgvXo1MnaN5cXG0gmkf16qJPam78f4GMDHFT3qjD7vz5vEpWkSJiaTSLcg0bEp/pzsaN2Ihy58/n3byvr60g16ABeHoWbBfS0mDNGkudhUOHLPPmz5d/v6+/FiG4bFkRdjdulF0340IKfYrOZpDLN1SLi8AATL/8IokIAVaulDxx1phMcqKWKiX543r31hxyiqIoN4lqHoUTFeD0ZFQURVGUu09KCkRESEzcokWiQgFMmybWm7Q0UR2WLxdFIXdBg1OnbBWAq2F2uLm6WnJSVa8uSkXp0vDdd3D0qNjTnJ1JT4dNnUbQZPkH/FG0Lz2TpuesaihhHKYcf9EJ/1Ku1K0rjqS6dcWEd61LjMxMCRHdt09Sy23YIMnyT526dn62okXFneTsLPpgpUoy9AcegKpVxUylUX3/IZKTJcZz7VpJ1Ld+fV5Lo52dxJs2bSqiXJMmGCVKcuSIrSC3bVv+/wKVK9uKctWrFyy8+NAhEeKWLJEIUrNr8vXXRYhr316KoHp4QJ8+8u/l7Cz/sgDlOETf8uupEtaHhx6Sf1evTo0oev44ppIl5R9m9Wr5Z7DGwUEGXLOmiOfduknuRkVRFOW6qOZROFEBTk9GRVEURbk7HD4sYtuiReKIsU58ZW8vdjEfHwlXO3nyxkJDc2MySZb5114TxcrXV1SKTZtg6lS5uR82DICoowYBVX1wTb0oakatWhgGtPbcQo1La1lHE7ZQj9BQS662OnVkulp6uZQUca/t2yer3LxZPp87d2N6oYuLhPz16iU1JAxDhA1/fxXa7kmys8UyaRbk1q4V+2RuSpe2CHJNm0KVKqSm27F9u0WQi4wUkTc3rq6S6tBalAsKKvj51Lat6OHWVK4MFSrIv5udnQx/0iT59339dRg3Dv73TjQDxwbhgCQoNHx84KmnyejcA6cfvxURMi1NnK3W2NnB5MnQv798HjZMQsGff16cqoqiKEoOqnkUTlSA05NRURRFUf4dkpNh9myYM0fuzGNiCra8vb0kvsrMlOoBvXtLyJqHh8TFOTiIDczailajhhRTiIyEKVOgTBliY+HspzOoOe5pEmo0w3PHakAKOf7e5mtcirvz+f4Hc8pOjh5tybdVp45ogrk5f16KH+zbZ3G17dqVf5igGRcXET4OHxbxo0oVGW6jRvJapYrohcp9zqlTFjFu3TrJYZg7bNXLS2yXZlGufn1wdSU2ljyhq/nVlQgMFBelWZCrV+/60Z/Z2ZJG0RyqunGjRSMvXlwiv+3txd3511/QoYMM74MP4Pdxx3n00nc8Z/qOIONUzjp3FGnEmhbvUeH/HqRpySjcIlfAH39ITOzly1LGtV072VDRovKd8tFHlpyQy5fDzz/Lxnr2vOlDriiK8l9HNY/CiQpwejIqiqIoyu0jLU3ypR05knc6ePDaZTlBEkqVLSvK1O+/X71f+/YSE2dm2zZZ98SJ4O4u+eIQEcCleX28Dm0mrN7vfBX9KKdOQSmO0ZtfKN2zAS/+JrmoLl6El14S8eG11/I6ggxDnDxmkW3bNhEgjh61TVp/PUqUEM3gmWdkyJs3Sxipvf2Nr0O5j0lMFEHZLMpFRlqKiJhxdBQB2ipsFV9fsrPFgWntktu1K++/pZ2daNzWLrnKla99jsbGwuLFIsb5+cGXX0q7YYhhr1QpKVjcubOs/+OPwZSdxfdPLOHEe9MosXU+DmTRh3B+oA8ODtCgbhYPNLGn0QMGHUrtx71GqCjX6enQsaM4Z599Fr79Vjb2zjsiuPfqBb/8YvknfvppSY7Yu7d8PyiKotzjqOZROLkhAc4wDBYsWEBoaKhN+VZrdu3axbFjx+jatettH+TtRk9GRVEURbkFLl7MX2A7evTmQ0VBKggsXCjvzXftxYrJnbv1VKYMrFolbpfXXoOWLQGIm7+B4t0ac6loAE+0PMuWLVK44HFm4kYyf9Oek4RgMkmYXN26UoDx0Udth5GRIa40s9Bmdrbt3SshpVfD01OEitKlRTu8eFGi48z52XbvFs3k6aehVaubO0SKkoeMDHHFmQW5tWtFec5NxYqWkNUmTaB8eTCZSE6GLVtsRblTp/Iu7u4uxjprUS4g4PrD27NHxDxrQkIsYlyrVhIWe3TdWeb3+oH3YgZTxNeNmBgYwuc8zY9Moz8zeYKytT1p0UK0tJa+e/COXCSK+ZXvAKZOhRdekPdBQVLooV49eOUVUf2ioy220rQ0SVanKIpyD6KaR+HkhgS4BQsW0KtXL3bt2kXZsmXz7XP06FGqV6/O9OnT6dWr120f6O1ET0ZFURRFuQbZ2ZL0/OjR/IW2CxdufF3e3mL3KltWxLPatUXFMpnECmYtrNWtm1cNO3MGxoyBuDhxtCDaXHKPxyky7xeyPxqD3TuSw63vo0mUnjWOHdRkDj0AE3Z2UqjAOiq1Vi0REy5dsuRn27tXwkb37pVN5o7wuxrFism6ypSBkSOhWTMZX9myImKsXClah6L8axiGJH+zziO3d2/efr6+FkGuaVP533RyAuR/wDpsddMmiQDNTUiIbehqnToipuUmKkrCUBcuzJvu8bXX4LPPLEPPzBSn3YkT4N6yDsWObwMgGVd+oxfT6M96GuPiYqJ9e5gwAUJDRfD22rMO3n1X8sjlrmYSHAxffCHh6o6O8MQToop/9pmEtSqKotxDqOZROLkhAa5r166ULFmSyZMnX7PfwIEDOXHiBAsWLLhtA7wT6MmoKIqi3PdcK1T06FFLCcOr4eUld9rJyXmrNoLkYyteXMLEplsqh/LPP3LjHxSUc7Ofw5w5ku+pSxcJFQOpVuDnJ+8TE8HdncxMeLTIIoLTD/PagjaEdq4CyI34t9/aFkioWVOEA7OTbe9eceQcPJi/yyc3ZctKhFvlyvL+m2+kimS9eiLsLVokNR4qVBAxz8zu3eKEu14eLUX5V7hwQUQpsyC3aVPe/3EXF1HRzKJco0byf46EqO7ZYyvK7dmT1+zq4CD/c9YuufLlxXxmJjlZ8i2aBbnvvoM2bWTe0qXw6qsWd1zjiudx+PlHMr6ehuNBi4h42KkyE9IHMpFBXLggIri3t/y/de4MfR9LoandenHJLl8uCerMBAZKNdVJk0S1W79e9hXEwXvsmOTT05hwRVH+w6jmUTi5IQHO39+fKVOm0KNHj2v2mzNnDi+++CLR+dneCxF6MiqKoij3BfmFih4+DIcOicXlZrGzs7WI2dmJFWbAAIknK1VKynRa33Vbk5oqlQ127hTBzSzEvf8+fPhhTk6nEydg7lzwGD+SKIfyjNzxELi5ARKClpAgdRUeeEAEguPHLWGje/dKfraDB/N37pjx9RWNz7wbQUESLle3roSN1qkjAgLI7n3zjWzTXIgxIUFCSjt0kPxxV9tlRSlUpKVJ3KnZJbduXd6KISaT/DNYu+RCQnLyqiUmSv5C69DV/OqqeHnZCnING+bUN8EwZDL/3wwZIiY162U7dIDOnQy6FI/E+49p8OuvkJzMuda9mPfErzz3nOSxq1nDwMHRREYGjBolXydDh4rQHnD5CMP9plFs7neWf3gQtfCTTySnJEiFiBEjxB3300+340griqLcFVTzKJzckADn5OTEypUraXKdGIq1a9fSpk0b0q731PwuoyejoiiKck+QX6jowYNi9Tp2TGIsbxQ/P4mhLFtWpr59JezTMOTGPC7Otr+/Pzz4oEzt2on9JD8iI2HGDMk/NXiwtBmG9E9IEJWsZk1p3hBJ9E/LWZTcgi+3NWX7dttVnT0rN+7794v75sABed25U0LcckecXY1KlURIq1xZKpouWCC7XK6cRKalpcmQV68Wd47ZCGO+Nx8yBD7//Ma2pSj/CQxD/qHMOeTWrROxPjclS1pyyDVtKuV6r/yDGIaEjVq75LZssQ03NVO2rG3oaq1aosNfuCC1VRYulIIO1pqgySRDLO+fKJVOa9aUlQDs30/Wg53ZUPk5FgX0o9sLgTn5GI8ft6yjQ6t03iw/h+b7puC4ZoU0jhgh330gyt2ECTB+vLjkQL5HBwyAbt3gscdUZVcU5T+Bah6FkxsS4Hx9fZk8eTKPPPLINfvNmjWLF198kXPWT5YKIXoyKoqiKP8ZcoeKHjggd5RHjojqlN/drTX+/nK3W6aM3NHGxckNc4kS0mbOv1axIjz5pGW5GjXEVmLGzk5udh98UIol1KqV90b0yy/lrvujj2SdAD/8AH36QIsWEBFh6fvJJ1CkCBndHmHNoQDmzIF582xvlu3s5B6/YUOJjtu8WVZxtUIITk6yG+bQ0LQ02fVatSRstEoVmcqUkVA5M6mp4twxDzkzU5xxFy/Chg2We/yYGHHalShx7UOuKPcE0dESnmkW5LZulX8Oa4oWlfBNsyjXsKFN3HVGhgjk1qKcdai2GScnSUFnLcqFhEjk6MKFMl24IN8P5sKmr70m2ljnztBp9ds4fR4mM+ztoUsXjOf7s9yxIz//Zs8vv9gWirW3h/ahh3g3YBqVJw7Gu0awzJg/HyZPhpdflu85kIoqvXqJQn/woGUAqanyxaQoilIIuRc1j7FjxzJ79mz279+Pq6srjRs3JiwsjIoVK+b0MQyDUaNGMXXqVOLj42nYsCETJ06katWqOX2mTp3KzJkz2bp1K5cuXSI+Ph6vKykXzHz00UcsXLiQ7du34+TkxMWLF2/LPtyQANeuXTv8/f2ZMWPGNfs99dRTxMTEsHTp0tsyuDvFvXgyKoqiKP9hcoeK/vOPJUz0Zn7wnZ3FqVK7toR4mtmzBzw8REEy27qSkkQwW7tWsqOblamBA2XZjh3lRrR9e7GLgYxx+nSxi40YYVl/vXpieZk1Cx5+WNoOH7bEiV55kJeRIaGlc+eK+8x6F11dJbw0JETa1627frSsi4toAEuXWnbr7Fkx9V0vjdOiRVL3oXZtOQRm3ntPlu3XzyLMKcp9zeXLooiZ88ht2CBxqNbY24vibRbkmjTJo1jHx8tqrEW53NGvICK4ddhqpUpSRwFECPfzs9SD8XRMZniF33kyeRolotZZVlKypIS0v/EGe056MG+e6Gnbtlm62NlB27bQsyc882snnJYtgrfego8/lg4HD0J4uGxwyBBpMwxR+4sXh++/t8SpK4qiFBLuRc2jY8eO9O7dm/r165OZmcnw4cPZtWsXe/fupUiRIgCEhYXx0UcfER4eToUKFRg9ejSrV6/mwIEDuLu7AzBhwgRSrzzAHjZsWL4C3IgRI/Dy8uLUqVN8++23/64A9+OPP9KvXz++//57nrR+Op5Pn/DwcJ566qnbMrg7xb14MiqKoiiFGHOo6IEDYuPatUsEtlOnxJF2o7GTIGrT559bQkUXL5blrauJ+vhYXBq5OXNGnHPmtBLWd7Jr1siNM8iNddGi8OefIsw9/bTcBYO4Ypo0kZtb60oGkyfLnfSjj8rNqRXJyTnp28jKgoAAS1RrsWIigDk7S/ECaxeceZebNZP2y5clYXuNGhZHW3DwjUWFRUTIzfdDD8kNN8g6S5eW3G+HD8sYFEW5AbKy5B/WLMitWycxqLkJDbXkkGvSRGK/rf5hDcPy3ME8bdsmQn1uKlUSLb9+fVlu3z4R0Y8eterDPsLKfUO3+O/l+8jHB06ftrjVtmxhxbEyDBzuzalTtjkiK5kOML/bNMqOewlTubLS+Pff8NVX8MIL8kDC3l6+LMqXly+MuDiL62/LFtm3WrWu/h2sKIryL3A/aB7nzp3Dz8+PVatW0bx5cwzDoESJEgwZMoS33noLgLS0NPz9/QkLC+OFF16wWT4iIoJWrVrlK8CZCQ8PZ8iQIf+uAGcYBg8++CBLly6lY8eOdO/endDQUACioqKYM2cOS5YsoUOHDixcuBBTIf/BuR9ORkVRFOVfxjBEWFu3DnbskGp6dnYFDxUtW1ZitpKTRRmqXFmm0qVFXAsJgStP+W6IzEzJw/bXX3Knun27qE0nTlhuECdNkpvK2FixnX32mWX53r0l6fnHH4srBMQ19+qrcpN5ncoDUVGSz/z0aUv4WEaGFDE4eFDuXQ8fzltN0cwvv0D37nLvbC3iXQ/DEMNftWqWtldekSjZF14QrdDM3r1yiAv55YuiFH5OnLAUdVi7Vr7Lcv9ze3tLlVGzIFe/fp5QztRU+aqyLvAQFZV3c66uUiilYkX5qjt8WNx1b78NH76bBnPmkBpzkadWv0DTptC8mUHtriUxxcRAvXpktWrL2apt+SmqMT/PdmbPHlnP4sVS/GH0aHhq9sOU3vanbDAkBJ5/Hp57Th6sbN8uVZvNdOki8bLjx8t3pKIoyl3iZjSPaxWtuhrOzpbgicxMSf9hZyffz9dbb0EuZ/Pj8OHDlC9fnl27dlGtWjWOHj1K2bJl2bp1K7Vr187p1717d7y8vPj+++9tli+0AhyIcvjqq6/y7bffkpGRkSOyGYaBo6Mjzz//POPHj8f5P/DoWAU4RVEU5bZx9qyU2/vlFxGmroedHbi7i+ssJETuHGvWFEXqdilA0dFyB7lokbg3rC8aTCbZZqdO0Lq1JFACSXAWECDzze43EPFt82ZRwczuuKuQnS03ygkJkioO5Eba11cOzdtvS9Tali1XP1Tu7jKsjh3ltXz5gh+WzExJ13T8uBgNy5WT9lWr4LffJBK2deuCrVNRlJsgIUG+FMwOucjIvEkcnZwkfN1c2KFxYwntzEVsbN7Q1dwRsCDPMurWlVD2hg3l6/Dxx2WeL7GssWtBxez9tgu5upL+QDO+TXua8bFPsW+fCP5+flA6bT8/NZ9Knd3fYzLHvNrbQ9euoua3ayefDUPyaM6ZA5s2SRllkPdffy0PM8zVVhVFUe4wN6N53Mxl6G+/SQg/WFJm5k776+ubt5YXXP3h641gGAbdu3cnPj6eNWvWALB+/XqaNGnC6dOnKWGV/mDAgAEcP36cJUuW2KzjbghwDtfvIjg7OzNp0iRGjBjBypUrOXHFYh4SEkKrVq3w9/e/LQNSFEVRlEJPWpokLxs9mjylOu3tRbwqXlwcEBUqiKstO9sivN1uq1VWltyNml1uW7faznd2hh49RGzr0AH+9z/J+5aYaBHg/P3F1REaapto/bHHZLoKKSmwfLnkc5s3T26SK1YUc9yyZRLBar7AMqdUAokKa9NGDtPBg2Icad1aHGsFKTJ44oRUKk1Lg7Fjpc3BQXbj3Dlxt5kFuBYtZFIU5V/C01O+czp0kM8ZGfKdaRbk1q4V8X/9epk+/VT6VapkEeSaNIFy5fDzM9Gli8Vwlp0tUf3WLrldu2R1f/0lE8jXbUCAuDFiYvyolLyPkpyiDctpyzIe8ViGW2I0Tiv/5rnB1Xly9FM4OED25RRmdZzB8JVtqbd6PF9+OoZBgbM48PoUKsasEaFtzhxxJvfvL7nmZs6UL0VrR99vv0nOzLQ0WwGuIJZeRVEUxYZBgwaxc+dO1lon8L1C7ohMwzAKTZTmDTvg7iXUAacoiqIUGMOQxETh4fDTT5bs3yCKUcuWEBYmTo5/kwsXRGGKj7dtr1tXbGQTJoj3f+dOKQUKsGKFOPY6dMgpjFAQzp+XKKu5c8VoZ11d0MlJpqs53BwdYeRIccMVRGgD+RNERcmNdGCgtG3dKrvq7i5PV52cpP3ECdEU/wPGfEW5fzEngLPOI7dvX95+fn4WMa5pU0ka6eiYp1tysjhsrUU56zSVIAJ9qVLy3XD2LKxeZVDNbi8sW8Zvp5vw5Of1qFMHngtZyoA/RDA77lAGv8fb4vBgW8oPaI1bUgwDmEofvsebi7IrDg6YunUTV1zbtpYvuMhI+c3o3Fm+k0GeDoSEiE1v3jz9olIU5bZzL4egDh48mDlz5rB69eqc1GjAfyIE9YYdcIqiKIpyXxIbCz/+CBMn2iYhKlFCig24u8PQoVJd9E5z8iR8842IaVWqSKXSkiVFaUpNFedFpUri+zc705OTxZVnfZXTunWBYzCjokRwmzNH7pOzsizzHBzks2FIPQjrmhL29hKJ1a2b6H0NGlhEsusRF2cbiTZkiJj33n0XPvxQ2mrVkkqlTZuKI8ZMSEiBdk9RlLuBySQPEMqVgz59pO38eXHDmQW5TZvke3j2bJlA7uwaNrQIco0agacnbm5SsKVZM8smzpyR+jLLlkml5OPHRfMz07iJiVatqtK2bVXWnZAbyI0bwX2jico05QEiKZV5FH6cCj9OJcpkYp9rbV5ImcAwxvIof/ACU2iauQ5mzyZ7zlwSd53Aq8qV8KcHHpDJmhUr5Ds7Ls5WfFuyBMqU0aqqiqLcFW41J5uDg0WMu53rNWMYBoMHD+bPP/8kIiLCRnwDCA0NJSAggKVLl+YIcOnp6axatYqwsLDbM4hbRB1w6oBTFEVRcpORIfFLU6eKxcta2fH1hR9+sOT9uZPs2QPz54OXF7z4ooRu1a4tN62GITejDz0kd5QJCRIS26QJ/N//3bYhnDsnoaK7dl2/b2ioHJaWLeUGtnNnSed0I1FW2dkWw0hGhuiIR4/KzbPZ7fbNN/Dyy1KQ9ZtvbnqXFEX5L5GaKnkozS659ettHcgg34nVq9u65PJR4Q1DvleWLZNp+fK85mE/P8kc4OAg7rnow5dozmram5YxqPIy7PfuBqCt/y4qPFwNFxdImbOEilF/EUA0qbjS3yGcdu0kL1Lvw6NxbfWAPPSwtv2aq9A0biyfs7PlwU5MjDxE0Xh5RVFugXtR8xg4cCAzZ85k7ty5VKxYMafd09MT1yuWu7CwMMaOHcv06dMpX748Y8aMISIiggMHDuDu7g5AdHQ00dHRbN68mf79+7N69Wrc3d0JCQnBx8cHgBMnTnDhwgXmzZvHp59+mpNnrly5chQ150m+CVSAu0dORkVRFOU2sHOnhJiGh+e9K3Nxgb594fXXLUnFbicbNsjNZcmSUjlg0SKJoQKpWnrypNw99u8vN59mUa5Bg9s2hIwMKVRw5gw884wkL1+2TDZzrbCE4GDJPW7OwVYQFi0SA2HVqhIVa6Z6ddEflywRUQ/E4Gdnp9FainJfk50N+/dbBLm1a0VVy01QkEWQa9hQcnF6e9vk4MzKkucaZkFuzRoJn7KmQgX5yvfzgy++AI/LZ2HVKhp89hibNsu6/nB9ikdSfgIgHi9W0JpltOUAFVhBWwyTCdPRo1LN+mqcOydfpNu2Sdlos1X4hx9EgOzbV0q+Koqi3AD3ouZxtTxu06dPp2/fvoC45EaNGsWUKVOIj4+nYcOGTJw4kWrVquX0HzlyJKNGjbrmevr27ZsnZBVg5cqVtGzZ8ub3QQW4e+NkVBRFUW6S8+fh558lSXbu4gUgtq433hBF6haeeOWQlCSq04kTIuadPy+VSocNEydbbnx8pDjC2LF3xHFnGJb70SVLJEWRo6PkTs+vYhXIjWiLFuLuaNUq34KF+fLBB7Lr48dLxBjAypViDAkJsd39/fvFDKI/04qiXJezZ0WQM4ty27bZxsmbcXeX7/TQUBHDcr1PcXBn/XqLILdli22VPnt70fLatrVUWd60CR7L+JGHmU0rVuJFgs0mL5ncyWjVHu9lf2AywfDh0OPQp1R9ug5unVvlTYaZlmb7lKFFC1i9WvJ5mt3NmZnyxMQ6yZKiKIoVqnkUTlSA05NRURTl/iMzU9Sm8HBJbJaRIe2OjtC1qzgl9u6Vm522bW++aumBA2KpqFjRkpTozBlxuZlMUL++OBusQ1xdXKBTJ5k6dpS+t5nTpyXv95w5IrR5elpyI+Wmdm1xoLVtK4aMChUsIaFX48wZSZkXHw+TJlnaH3pItvnZZ/Daa9KWlCTpkOrXv/56FUVRboikJImDNzvkdu6U0M7rUayYjTB32bc02y6GsuxIKH9sKsWeo7aCV5EiYrIrW1Y+H9qXSdr6LbxYfhmPF19G1tr1bM+sxgMOW2jZUgrG1Ah7gt78gh2GLPjCCxh9+mLy881/TAsWSLqBESOkegTI79fDD0vePOsvWUVRlCuo5lE4KbAAl5qaSnp6us0f8bfffmPr1q20a9eONm3a3PZB3m70ZFQURblP2bdPnG4//ijxldZ07y6JxW7UzmWNYcCOHZJQ6P/+z5KB9p13xLk2YABMmSJiXM+eeW8Eq1eHBx8U0a1x43yr+90KhiF64p9/wq+/wu7d1+7v5iY3io88IuGn1wr53LJFDHwPPCBuOBBzX6lSchgSEy0mjaVLJcqqeXOJDlMURfnXSE6WpwxRUTIdO2b7mjuvXD5k+gZwwb00hzJD2RgXyt7k0kQRShShnCAEHz9HWreW78OHHoJzxy4zZcQZpkVIUQU3LhOPF05k2qw3y2TPTp9WxPYdSoN32uLtc52HPm+9BZ98IhVXJ0+2tP/8s3zB3oEHN4qi/LdQzaNwUmABrmfPnhQpUoTw8HAA/ve//zFkyBBZmcnE/Pnz6dSp0+0e521FT0ZFUZT7iIsXJbnY9OniiMiPqlXh/fehV68bX6917GZysjgnUlNF3apaVRJsjx4twtyAAVI94OxZiassWlQsZWaXW3DwLe9mbrKyJFf5Tz/B779f/d7SnGaoWjXRIHv1EsNebtNfVpaY9bZsEVHOHDX1xhviaBs4UFxv5kMzZIgUan3qqdtX/UpRFOWOkZhoEeOshTnzlJR0zcWzsOM0JYkilGOIMJfiH0rAA6UpWj2Ui0VKsmNzBs5L5tEwaRntWUJpTuRZzwEqEFF+AJ6v9KHjk8Xw8s5HjDMMCbMtWlRsySDjDQ2VJx/nzkmeUEVR7ltU8yicFFiAK1WqFGFhYfTu3RuQKhCNGzfmq6++4rnnnuP8+fOsWLHijgz2dqEno6Ioyj1OVpYk8AkPF9tX7qzaIApSt24weLBYt240zHT7dnj3XbGFzZplaX/oIdnOJ5+ImvX55xJn2batWL/MREZKIm2z8nUbSUmRiNpJk2Qz5sja3FSsKPm827aVaqNubrZpiMw5ztPSJAQVZF2enrKN/ftlHSA53cLDRbx74onbvkuKoih3H8OQpxi5hTlrF11q6jVXkYEDMc4hJBUP5SihnHEsjWvxIjQtd5bihzbgsHUjGOCM/F6l4UQWdmwv2pzELk/Q6L22eFa5hrNt82Z45RVJY2B9L/bOO/L71r//tYtAKIpyT6GaR+GkwAKcm5sbS5YsoVmzZkRFRVG2bFn++ecf6tevz+LFi3nmmWeIjY29U+O9LejJqCiKco9y8CB8/71UjTt1ytJerRr06ye5gCIi4PnnxbJ1vZuRrCxxzfn5WZL87N0rDjdnZynasHy5JFSLiIBp00TZMo/lzTdFmXr22du/r1dITxcRLDJShrJpU/79QkJEcOvTR6JczVGyhiGHqlgxEeJAIppeegk6dIDFiy3r6N5d0ueNHQs1atyxXVIURflvYRiSWsBKlEs/EMXFHccwHYvCK+E4jrnCTnOTgjMnCSbbwRmfzBj8yFsFJ8qlMqlN2xLcry1Fu7TMv0pNerrlAU96Ovj6irtv/XpL9ZukJPkNu83pDhRFKTyo5lE4cSjoAm5ubiQkSHWfNWvWULRoUerVqweAi4sLSdexZyuKoijKbSUxEX77TWxY69ZZ2h0cRC364w9JVm0yiUXLw8OiNF2PQYNEjXr9dRg3TqxhCQlSleDYMRHirNm0ySLAVaggdrTbjGHIfdTYsWLyy8/cV6SI3H+1aiXDad/eksctJcUivoEU2FuzBhYulIhYkIIIbm5ipLDmDuyOoijKfx+TCQICZLoicjkBfub5WVmc3XKGHXOiOB4RReKuY/gmSfa40hwjiFO4kkYFDnM1nc4AQlP3wbJ9sOxLDjfty+zsHgQ3K03NNsWo1MwPOxcnW3e1YcDXX8vTmYYNLe2ffy5VVUeMENecoiiK8q9QYAGuevXqTJw4kVKlSjFp0iRatWqF6UrYzokTJwgICLjtg1QURVEUG7KzxXE2fbqEgaakSLvJJKpRSoqIb3Z2EjZkDi+92m+UYcjNyPz5MHOmpV+bNpLU+sgReO45UamsCyjY20sJvK5dZTLn4rnNnD0LX3whOuPJk7JruSlf3hLxWrZs3ojaXbtEhwQ4dMjSXrq0CHrHjlnaatcWndGhwFcJiqIoSh7s7QlsEExgg2CgeU5hnOXL4bNlsG5lOl5JJynNsRxRrlqRKAJSoiiVfZRAYsidJKHc2nCGEg7rgTAR6C47eHC5eCmoXYdi7etiX6GsfKH36GGbZyAiQn4bixa1tF26JCkbunQBH587fEAURVHuTwocgrpixQq6dOlCWloaTk5OLFu2jCZNmgDw2GOPkZWVxR9//HFHBnu7UDumoijKf5SjRyXE9PvvpZqdGU9PKYRgTnrm4yP5bl56Scpx5iY9XUS1ypUtbfXrSw6db7+VkNHly6W6wPLl0t+Mh4dULO3aVV7vwI1KTIzkcVu6FA4cyL+AQpEiohP27i3Cm/UwJk6Ugq79+0ukLcg6ihUTYe7CBUt+7pgY2SVzpVJFURTl3yUjQwzUy5bJtGGD7YMWF1J4sPJxOlU9Rost4ylzPIIL5RuQkZSGW0wUXpnnr7sNw88fU5lQeepSqpSkWGjUSPIJhISIxblXL/ld3Lv3zu2soij/Cqp5FE4KLMABHD9+nC1btlCrVi3KlCmT0z5lyhRq1apFQ2uLcyFET0ZFUZT/EElJ4nKbPh1WrbK0e3qK+vT44/DooxAXB7VqSVGFxx+/uqK0Z4/cdLi4QHS0uAIMAz76SJx1/fpJVdKff7ZUFQgNFcGtWzdo1uy2F1BIShJN8eefJa2c2dBnjZ0d+PuLEa9/f7lfSkmRehBbt8KSJZZhjRoFI0dKBdIff7SsY9UqqF5dzQ2KoiiFmaQkWL3aIsjt2mU734ME/EOL0Pd5B2rXhiIfvEnzyHGkunqTnOWER3ocDmQB4oy7bokhkwm8vaWQROnS8psaekWs++QTaNJEUjJ4et7+nVUU5Y6gmkfh5KYEuP86ejIqiqIUcgxDEpOFh0vc5eXLlnnlyklCs3/+ERsYwK+/QsmScpNgHXt58KAsX6aMRUzLyIDixUWg27BBbjL69JHCDR99JBXjAC5elNw53bpBlSo3XiX1Bnfv0CFxuI0eLTpgftjbS462/v0lxHTePNnNAQMs6yleXBxtmzbBlZSs7N8vBoaGDaW/oiiK8t8lOloKmy5bJr8D53MZ3j5zfJuXMv+HqyFPbwwXVxantuAMgcTgxziG5oS3TmUA3sSTiAeGvQNFjUs4Zqfns9VclC4tv6WhofI0qFIlyXdQurTYsa1DXBVFueuo5lE4uSkBLi0tjfDwcCIiIoiLi2PSpEmUL1+euXPnUr16dRtXXGFET0ZFUZRCyokTYgULD5dwUzPBwVLJbc8eS9WBRYugY0fb5ZOTJXGZ2Qo2caI8tW/eXOxfsbGSx+3nn2HKFLmRAHn/2mvwf/8HY8bc9t3KyoKVK8XEt369hBZZF2m1xtNTomErVYKhQ2XXAX76SRxtjRrJOsxMnAju7lJAoXjx2z50RVEUpRBhfoBjdsetWCE5Oz25yFPM4AWmUJ3dOf33O9Xgy/QBzOApTBispzFV2Ge7UhcXqF4do3Yd/tpbivKOxwjOjML11GH5Xc7KuvagnJ1FiKtbFzp3lt9mtVoryl3lXtQ8xo4dy+zZs9m/fz+urq40btyYsLAwKlasmNPHMAxGjRrF1KlTiY+Pp2HDhkycOJGqVoXTpk6dysyZM9m6dSuXLl0iPj4eL3NuFuDYsWN8+OGHrFixgujoaEqUKMFTTz3F8OHDcbrFKJgCC3BxcXG0atWKPXv2EBAQQExMDJs2baJOnTr069cPV1dXJk2adEuDutPciyejoijKf5bkZEn8HB4u+dbMP0tFiogSdeEC7Nxp6V+njlRte+wx2zKd/fvDjBlS9bRzZ2mLipKYTR8fOHMGIiMt6//ySxHnzGOws8tb9vMmMQxJJ/fdd3KDdPSoRLda4+hoSVlXsqTs0kMPidOtQQNxtP38s0TZmndl5Eip+dC//20ZpqIoivIfJzNTUg1MmiS/M7t3GdTN2MALTKEXv+FKKgApdm7Mde3N+MsvcJoStGEF7U3L6OiwjOIZZwFIfPplPH/8CgBH0nndezoZzVpTp7ELTUoeIyT7GKYjhyUsNTUVAgMlkWjuHzg7O3Gkd+4sRR1us4tcUZTrcy9qHh07dqR3797Ur1+fzMxMhg8fzq5du9i7dy9FrkTFhIWF8dFHHxEeHk6FChUYPXo0q1ev5sCBA7i7uwMwYcIEUlPlu3HYsGF5BLjFixfz66+/8vjjj1OuXDl2795N//79efrppxk3btyt7YRRQPr162cEBQUZW7ZsMTIyMgyTyWRs2bLFMAzD+P77740qVaoUdJX/OgkJCQZgJCQk3O2hKIqi3J9kZxvG+vWG0b+/YXh4GIZoVjK1amUY339vGIsXW9ocHAyjd2/DWLfOMDIyDGPtWsMYN852nS+9JH3feMMwli0zjFdeMYzQUNt1g2HUqWMYI0YYxr59t3V30tMNIzLSMEaPNoxSpfJuFgzDzs4wGjUyjJkzDSMpyTDCwqTdz0/WYWbECMN4+GHDWL78tg1RURRFuQ+4fNkwliwxjObNDcOLC8ZgvjB2U8Xmx2i3Yy2jis/ZKx+zjcrsMYYV+cI4M2u98cYbhtGwoWG0sFud0/8opY2pPG/81P0Xwzh3zjBSUozMRX8bmRlXfvyOHjWMnj2lv5dX3h+/0qUN4+WXDWPRIsNISbnbh0hR7gvuB80jNjbWAIxVq1YZhmEY2dnZRkBAgPHxxx/n9ElNTTU8PT2NyZMn51l+5cqVBmDEx8dfd1uffPKJERoaestjdiioYLdgwQLCwsKoU6cOWbnsyEFBQZy6WkyNoiiKopw+LY/qw8OlvKeZ0qWhfXt5Sv5//ydthgFt20rM5QsvWJKZxcdLYrSsLHj4YQkjvXBBctF06CDhpNZPp5ydoU0bKaLQpQsEBd2WXTl2TIx7f/wB27ZJvrakJNs+Li5QrZq41iZNkmKqnTtLjQgQ19tnn0HNmrLslQdzjBx5W4aoKIqi3Ge4ucnPablyMH26N2XKvMIet8Es/Gkd5VZMpdPl33DMuMzeC/4AODqayHD04u9Kr/BkRfjkIVnPuC5ZRO1sRsiZDYRmH6M/38Dcb2AuULs2u54aR4vHTDRp4kjz5qE85tuA0qU2YvrsM0lIunCh/EiuWCE/mBMnyuTmJr/tXbpI7gRNVKoohQZzymU3N4tpNT1dIjYcHOSSOndfV1dLCsiMDOlvb28bVHK1vo6OtzbehIQEAHyuhLxHRUURHR1N+/btc/o4OzvTokUL1q9fzwsvvHBL2/K5DaH1BRbgEhMTKVWqVL7zMjIyyLSuma0oiqIoqakwd66Ibn//bQlVcXOTmMvQUAk9nToVPDwkZLRoUfnlHzlSynwePgwzZ8py3t4iprm6yq88wNtvw7Rplm36+cnFfdeu0K6dpVjDLZCQIPcSv/0mOdiu/OZfk7NnwexoDwqC4cNtlzMXYtXIHEVRFOV2UqYMfPih+ZMJHmvKrFlNKfHoBGoUjeLRjiZWroSk86lEZlTn2JbStK82j+yAktStCwv/asl7zqs5dyoJ922ryfx7OXYrlmG3ayds28bWhu4kJko61pRFK7lEGuscZ+L6VR2atnXhmWcGEuzsLHkYypSR3+IFC+RB3Lx5MgHUri2/1126iHCnxRwU5a5RtKi8xsZK6mWATz+VS/Hnn897qZ2cLClSSpeWtokT4dVXpe7ZTz9Z+pYuDXFxsHs3mFOxhYffWkoVwzB47bXXaNq0KdWqVQMg+kpVM39/f5u+/v7+HD9+/Ka3deTIEb788ks+++yzmx/wFQoswIWGhrJhwwZat26dZ97GjRttEuApiqIo9ynmJGjTp0sis4sXLfOaNRPhLS5O5p+V3DM4OMjF9+7d8MAD0uboCBERIsyZH5V9+CHs2ye/3ObfnK5dpaJp165StbRBg1u+iI+JEVeavT0sXgy//y4P8q9H3bpw5AgkJsowGzWS9pdeEsdb7qd9Kr4piqIo/wYtW8Ko//ng4ODDSy/J87DD4Ztxfz6JAPs44u0CSIkW85ovsZxL86NB66K0bduJtm078dF6qNwhhv7lVvLQyDrUHgCrV0PVz3+i7fFvIQMuR7ixPqIxdqdbQsvyMHIkp+xCONWuH3X/Z+C4e5sMxDDkR3bbNpk+/FDu6Dt1EjGuXTv57VcURcmHQYMGsXPnTtauXZtnninXxbVhGHnabpQzZ87QsWNHevbsyfPPP39T68g9mALx4YcfGu7u7sacOXNycsBt3brV2Lhxo1GsWDFj/PjxtxwXe6e5H+KhFUVR7gpnzxrGp58aRtWqtvlfgoIMY/hwwzh0yDB++skwHB0t8wICDGPkSMPo0UM+jxhhWV98vGG8+KJhHD5saXvsMek3bJilzTqB2k0SF2cYf/xhGC+8YBghIbKJokXzz+WWe3J3N4xvvjGMU6dkXXv3GsalS7c8JEVRFEW5o2zfbhjFOGc0sd9gnDxpGCtWGMa7b6UbcY7+xkbqGc8xzSjCpTy/e46OhtG1q/ykJ38708h++GEjw6tY3h9IV1dj4JMXc35TX2y83cg2mYyMop5GRtRJwwgPl/xxbm55N9CmjWF8/rlhHDx4tw+TovznuBnNIylJJuvL6rQ0aUtNzb9vVpalLT1d2nKnerxa35tl0KBBRlBQkHH06FGb9iNHjhiAsXXrVpv2bt26Gc8880ye9VwvB9zp06eNChUqGE8//bSRZT34W6DAVVAzMjLo1q0bS5Yswdvbm/j4eIoXL8758+fp2LEj8+fPx66QW4fvxYogiqIod430dAkrmT5dYlHM+UFdXCRH25NPSpIzc56XQ4egQgXxuY8fD336gJOTLP/OO/D00xASAvPnw8qV4nyz9qyvXw+nTkm+N0/PWxq6YcAbb8jTfuuUdNbY20suHev5VarIQ/rmzcXI16KFRNgoiqIoyn8Jc5aII0fkJxiAf/4hs3EzHLKlVHeKozt/uj3JJwkvsINaedbh4CDm9icfz6ZD8F6CDkfAqlUyFS/O4DZ7mTlT0rXOoyvFOcdhyvGr67M4NX+AX+a54dSuhdjp2raFEyfg4EHbjVSoIM64zp0lsaqT0x09LoryX+de1DwMw2Dw4MH8+eefREREUL58+TzzS5QowauvvsrQoUMBSE9Px8/Pj7CwsDw54CIiImjVqlWeKqgAp0+fplWrVtStW5cZM2Zgb29/W/ahwAIcyI79+uuvLFy4kJiYGIoXL06XLl3o3bt3oRff4N48GRVFUf51tm2TMNCffoLz5y3tDzwA/fqJOvXzzzB5sohn1vGbZcvC0aPw66/w6KOwaRPMmSNK2K5dttupUAG+/hrySX1QEC5dgrVrRf/r21eGs3gxfPedaHy5sbOT4bdvL0Jdq1YQEACDB8v1v6IoiqLci8THQ/WAc/RO/57RIVNxOXEoZ9650AbM9n2B0Yce41R8/vlVPT2hTh3o3s1g0GPnsA/0Izsbdm3NoEoTLxzTk3P6ZuCIY+P68jQrKopxLxzCLrQUHcocovKy/2E3d46kqrAu/ufhIQ/hOneGBx+U0FVFUWy4FzWPgQMHMnPmTObOnWuT+szT0xNXV1cAwsLCGDt2LNOnT6d8+fKMGTOGiIgIDhw4gPuVamfR0dFER0ezefNm+vfvz+rVq3F3dyckJAQfHx/OnDlDixYtCAkJ4YcffrAR3wICAm5pH25KgPuvcy+ejIqiKP8K586J4BYeDjt2WNoDA+GZZ8TNdvEifPmlJE0zF+axt5fqA+ZiCNOmwc6d8jh8+XJJuGbGzk6ebnftKtNN5hZNThaz3IoVYqTbtMly/W5vb3stD/L0vnt3yd32wQdi2Nu2zZKEVlEURVHuB7Kzxbz2998w5iMDU8RKmDKFrFl/Yp8lT6wMDw8uPPgUC4NeYNo/Nfjnn/wfZpUsCQ0bQv364ORo0L3KIcqeWkV2xCoyl0XgFHvast3WbSm6YSkpKfL5L4duPJg5nz0N+uHWszOldy/A9NdCuRYxYzLJBjp3FodczZqaXFVRuDc1j6vlcZs+fTp9+/YFxCw2atQopkyZQnx8PA0bNmTixIk5hRoARo4cyahRo666nvDwcPr165fvtm5VPrtpAW7//v2sWrWKuLg4nnvuOQICAjhz5gze3t456mNh5V48GRVFUe4YGRkSWjp9uoSamkU1Jyfo0UPsZO3aiUttzBgp62nmgQdgyxa5Av/nH3lK/fLLYjtLTbX0c3eXp9hdu8prsWK3NOT334ePP87/ZsCMySTONpAibFu3yvv4eHkQn8vVriiKoij3LdnZUC8klranw3nPfyruMUcsMx94gMw3h7G7TDdWr4a//pLf1Lg4y++sNaVLS+qGBvUNGvkfpfqFVTisW0Vq3SZ8lT6AlSvh4KqzHLpcgmzgABVZQFcyG7dg2MQgcdiHhmLY2WHavt125SVLWsS4Nm2k4rqi3Ieo5lE4KbAAl5WVxYABAwgPD8+pJrFp0ybq1KlD165dqV27Nh988MGdGu9tQU9GRVGUG2D3bhHdZsyQeuRm6tWTENOOHSVXm8OVgtrdu8O8eeJge+YZGDRI3s+cCaNHg7Oz9HvtNfj8c7kCN1ctbd68wPlc0tPF1WZ2uE2cKCa7mTPhhx/k/fUIDpbr8xdflAfoiqIoiqLkz5498OOPMPL9bFzWr4ApU8j+cw52WZns6Ps5NacPkY4nT8I//3C5VhO2nAlk40ZJ77Zkifx254evrzwM69JFUj+UidtI1mOP43L6aL79M8pXoUT8Hh5qcJreHn/R8MD3uO3fislsnwO57mjd2pI7rlSp23tAFKUQo5pH4aTAAtwHH3zA2LFj+eijj+jYsSPVqlVj8+bN1KlTh0mTJhEeHs7GjRvv1HhvC3oyKoqiXIULFyTx2fTp4lwz4+cnxRH69pV8bq1aydX00KFiNQNRw/r3h1degWeflcflJUpIeOnSpZJYGSAqCpKSoFq1AoWJZGbKkFaulGntWgkzNePmZvs5P+ztoUkT0f06dYLKlTVSRVEURVFulp7Noim3djreb73A0I99AEgdPwmX118mvn47vP752/I7e+gQJ5zKsWu3iY0bYeNGCXPNzs67XicnyUDxUL2TdPVYRcWYVRTZvAq7w5KPbleP96gxR0wftdnCBhpjTxYzaoRR1yuKykcX4HDquO1Kq1UTMa5LF3Ho36ak6opSGFHNo3BSYAGuTJkyPP/887zzzjtkZWXh6OiYI8AtWrSIZ555hnPWcfmFED0ZFUVRrMjMlCvg8HAphWZ+PO3gIE+M69SRK+EhQ0Sc+/JLSY4GUpVgxw6JN5k3TwooHDggzjcQMe7ECXjrLWjUqEDDys6GlBRL2rh588Rkdy08PcHbG44ds7QFBorY1qmTaID6ta8oiqIot4ezZ8UV17u3mOIB9r8dTlrY5/zt0ZM3E96VxpgYCAgg09MHu6ZNsGveFJo2Jb5MXX6f58ycObB5s216t9z4+ECnWmd41HcVHg+3JcPLl02boPzUN+l1YlxOv11Uw7ldcyr4XoS4ONLOXcRpx2ZM1kqfj4+kvOjSRQo6eHvf9mOjKHcT1TwKJwUW4JydnVm8eDGtWrXKI8CtXLmSBx98kFTrvD6FED0ZFUVRgP37RXT74Qe5gjZTo4Y42J54QpKolSwp7d7ekiANwNERKlUS+9iuXbZJXjZulGzLBSQ7W8JbzA63iAgYOFBMdbNmwdtvW9LP5aZxY/jkEwkjXbIExo61iG6aj1lRFEVR/j0iI8UcHxhg8PXkKz/Aq1eT0rIjrkaKTV/D2ZmUqvVxbdcUU9MmxFduzPJtPvz5pxjtT526+nZMJimU/kzp1XRO+pWQw8vxjjmQp9/aVu/RbeUQHvdazBPuc6l7fikuyfGWDmZ7vDlUVe3xyj2Aah6FkwILcMHBwYwcOZLnnnsujwA3efJkxo0bx+HDh+/UeG8LejIqinLfcvEi/PqrCG+RkZb2YsWk8ujhw6JiffutZZ6fn+WRtLu7iG8XLtiut3ZtSz63OnVu+MI1PV02ZRbd4uJs5+cXVurlJdfIHTvCH3/AnDkwapQUXlAURVEUpfCRnQ3dO2WQsn4bs15di+fudZJLwjrHrJmqVUmp0wSXtk250OFxVq1z4O+/xawfFSXGtX37bN3uZko4nuPpUqvp6BpB/ZOzcEuM4cMBJxkzvQRpabCIDrQiggNUIMa5FFWdDlHi0kHblYSGWsS4Fi3AxeWOHBNFuZOo5lE4KbAA98ILL7B06VLWrFlDQEAAjo6ObNmyhTJlytCoUSM6dOjA559/fqfGe1vQk1FRlPuGzEy5Qt2zR4S3P/+0VB+1s5PkxC+9JBeaa9ZIjKanpxRgKFkSfvkFpkyRi+SsLMt6nZykekHXrrJscPB1h2IYcOSI5GZu1Uravv1WXG7mqFd7e7lIt/5lMpmk3ex+27kTqleX9zt2yLJ161qiXhVFURRFKZwYhtUzOsNg2luH2fzFOp6ruJYG6WsljcUVYk3+pBw9S6nSskDW3AUkFgnEq0VNTI4OxMbCQw/B+vXihDt/XiZripCEvUdR6tSRtLRTf/eiSIZtlSYjKBiTl6dsY98B7LOsSqgXKSKV3jt3Flt9iRK3/Zgoyp1ANY/CSYEFuJiYGOrXr09CQgKtWrVi/vz5tG/fnt27d+e44Xx8fG54fZcuXeLDDz9k+/btbNu2jbi4OEaMGMHIkSPz9N26dStDhw4lMjISBwcHWrduzbhx4yhTpkxBdkFPRkVR7i0MQ54gHzwoF67Wr0eOSBipNVWripi2fz98+im88QYcPy653SZNksRrw4dL5dJatUTlAilR1rmzuNzatYOiRa87tOPHxdm2bJk8uT53TnS9vXul/aWXbKNfzdjb2+p9IBGwHTrI0KpVu7lDpSiKoihK4SIzUy493N2Bc+eInr2en15aS6a9M6+njJZi64bBJfdA3C/HMPe1VXT/rDkAsbtjWbvFleqN3SlXThxyEybIJU1+lCKKV/iSQJd4ajrsoWLSFuy5khvOwYEGoecIPLSKziykp90svLNzOf7r1pVroS5d9OmfUqhRzaNwUmABDkSEGzFiBAsXLiQmJobixYvTpUsXPvjgAwICAgq0rmPHjlGrVi1q1qxJhQoV+Oabb/IV4Pbv30+DBg2oVasWb7/9Nqmpqbz//vvEx8ezfft2fH19b3ibejIqivKf5PJlOHQor8h28CAkJFx9OXt7caw9/bQkVKtbF776Cj7/XBxsJ05I8QXzz0FIiKhcAwbA5MmionXtKqGpN1gx7O23pV7DiRN553l4yK5YC2wmk0S2mp1wZmrVsuRya9hQ6kIoiqIoinJvk5oqzxCrVr3ScOkS/4T2pvT5zSz46jjPvSxhoZefG4zLd5M4WawWpZ6QPHLbijTl67kliIiQy6Zr4U4ibxHGG4zjlFNZHqq4l6QkOHU8i4TsoriSSgLuZOBEcXLZ6/z95QKlSxd5MOnuftuPg6LcLKp5FE4KJMClpqbywQcf8Mgjj1C3bt3bMgDz5k0mE3Fxcfj6+uYrwPXq1YuVK1dy5MiRnBPo+PHjlC9fnldffZWwsLAb3qaejIqiFFrMIaNmYc1abDt9+urLmUwinPn6SmXSjh2hYkUoXx6aNZO4z7/+ksQply7BwoWikh0/blmHi4u45ZYtg5Ytb2i4MTHiZFu9Gj77DFxd4c03YdyVYmR2dpJe7vLlvLncypWTVHLW6eTc3eUatlMn2QVz/QdFURRFUe5vEhNhy2aDSpVNBAZKW0z9zvhv/itP3wteoRz0bYLHg005EtiUeYcqsyLCjqNHbfuZTPKMkrRUihPHaYIAKMNhDlEBO/K5VXZxwcjOxmT11NBwdMTUooUld1y5crdrtxXlplDNo3BSYAecq6srS5YsoXnz5rd9MFcT4DIzM/Hw8OCZZ55h8uTJNst06NCBqKgoDh7MlTzzGujJqCjKXcU6ZDS3yJZfyKg1xYtLopOKFaFsWbnAq1ZN3i9YAD17yuPi3bsty/zwAyQlwZkzsGmTlBdNT5crTnt76NMHBg2SttBQqXJwFc6fh1WrRHRbsUJCSc0sWSLp40aPlqHkxt5eNL7Ro+X6tFw5eO01Wc7scmvS5MqFsKIoiqIoynW4eBG2zD2Fx6511E9bC+vWSeqM7Gzbjt7eJFZrzNKUphys1I1DjlVYudJSyOGhh+D556WQ+z//wL6IGN5M/YAa7GQkI2jBalqwiiasxYFs1pTpw8ijT9OFBXRjLmWJstlcZrmKOHS/IsY1bSo2f0X5F1HNo3BS4GCeypUrExUVdUcEuKtx5MgRUlJSqFGjRp55NWrUYOnSpaSmpuKiFWoURSlMmENG88vNdq2QURcXca5VrGgR2ypUkMmcY/Ott+Djj+GLLyzxGa1aiQuuTh0pmvDXX6KU7d4tApw15ctLAYZhw6BUqevuyv798Prrssr8KFECevXKu1vVqomTrUMHeOYZyfdWvbrlwfAnn8D48dfdvKIoiqIoSh68vKBNnyDgsSsTGAmJrB0XSdqKdbR0WIvD5kiIj8djzUIeYSFT0tz5bmcVAE7+c4bf39qMUakJzZsXo1MnebhYtao/rztPZNo0qLUdlm5sy5iNBnvSy1GWo/xytB4raMMK2rDVrh4/Zj+VMyYDcDh8AD47AJ99huHhQVrLjrg82kUiEYoX/7cPk6LcE4wdO5bZs2ezf/9+XF1dady4MWFhYVSsWDGnj2EYjBo1iqlTpxIfH0/Dhg2ZOHEiVXPi2WHq1KnMnDmTrVu3cunSJeLj4/HKZUAoXbo0x60jhYC33nqLjz/++Jb2ocAC3HvvvcfQoUNp2rQpZcuWvaWN3yjnr5Szya+4g4+PD4ZhEB8fT6DZi5yLtLQ00tLScj4nJibemYEqinL/kZkpYZz5iWynTl19OZNJhC9rcc38PjjYktQ3NRW+/x6+/hq++86yvJOTiGrr10O/fmJNGz9e4j1/+gl+/DH/7T74oOR+s/qhsiYpCX77Df74Q6JW33xThLNTpyziW+nSogNeuGB5cnzmjGVYDg4Sblq8uDyENu/KuHEyvCZNLNvTnG6KoiiKotxOTJ4eNPuwPXzYXhoyMmDHDo58v5bERevwf6xlTt+ALQt5bdUAVq5qSdyAlRQtKpdofVsd5wQhdOli4umnpW+1qtD74Cz6esxmR3BfyibB0aMQlH2CbEycoQQ+XMCNFNvxJCbiMu83mPcb2UB8+Qdw6dmVIr06Q40aVmVhFUW5FqtWreLll1+mfv36ZGZmMnz4cNq3b8/evXspUqQIAJ988gnjx48nPDycChUqMHr0aNq1a8eBAwdwv5KnMTk5mY4dO9KxY0eGDRt21e198MEH9O/fP+dz0RsoQHc9CnzrM336dJKTk6lcuTI1atQgMDAQk9WXhslkYu7cubc8sPwwXePL6Vrzxo4dy6hRo+7EkBRFuR8wDCnfaV30wPz+8OFrh4wWK5a/yFaunDjdcnPmDOzZIzYxEIVq6FBJfDJ4sOR3W7ZMYiSqV5d40P/9D559FsLCbEMu7OwgMFAqGbRuLWEQuYS3pCT45RepGrZypUSoZmZa5i9bBs2by5BKlRIH27FjFuENbIsqpKfL5OwstR4uXLA86H3iiYIcdEVRFEVRlNuAoyPUq0fZevWAIdS2mpWS6cA5r8qc8GhGyysBAZX9zjN9ZWmi8edkgyZ4D2xKSt2mJF6oxZ7MWmy+UAuu5K91cYHq7jHYnTP4O/RFPs4eSvHjm2nJSp7mR0I4wVPMoC5b6cxCarOdYociYUwkjBlOoqsfph49cH+iq1yrubn9ywdHUf47LF682Obz9OnT8fPzY8uWLTRv3hzDMJgwYQLDhw/n4YcfBuD777/H39+fmTNn8sILLwAwZMgQACIiIq65PXd39wIXGb0eBRbgdu7ciZOTEyVLluT8+fM57jQz1xLCbpZixYoB5NkWwIULFzCZTHksg9YMGzaM1157LedzYmIiwcHBt32ciqL8x8kvZNT8/kZCRnOHi1aoIALcjTJzJjz5pCheq1ZJW3o6tG0ryljbtvmPY9s2qV7w7rtStSAxUZxuFSvmsZilpoqWGBwsWl/ZstJmjbe3aI7BwWKwCw21ne/qKqu9dEk+m03FISGi8XXqJNGwVx5EKYqiKIqiFEo8XumHxyv96JOdDebb2L17ybR3IiArhoDDs+G12bgCx1zdiKAhkfZNMRo3Yfr+Rhw558GTqRMYxqukRrlwydWJwOaNcXGFykve5bKDB/94dGbOhYd5j9HMoytdsSTK9UiJhZ+nws9TMewdiK/dmhN1e1D65c54VQ+5K8dEuQ8xjLzV0v4t3Nxu2gWacOW+yBwpGRUVRXR0NO3bt8/p4+zsTIsWLVi/fn2OAHejhIWF8eGHHxIcHEzPnj158803cbrFZNUFFuCOWdse/iXKli2Lq6sru3btyjNv165dlCtX7pr535ydnXF2dr6TQ1QU5b9CVpalymhuke1GQkZzO9kqVrQNGb1RJkyAGTNgxAho3FhiNc2FEyIjxbXm5CTimrUlzd5eVLOLF6FmTYkRrVVL5lk5fffvhzOrRWyLjZW6C3//DSkpUhR15Uoxx3l6yiFp2lTMdadPi7kuNVU2Yd5k/fqwdavogSlXIiscHGRd5gIKlStrFIWiKIqiKP9BrK/jmjXDISkBNm/GWLMW07q1sH49dvHxtGYlrbNWwhp4x86OtEo1mB3ThAUXm7K46KOkXJLK8OmYaEh7GnQO5PSfzhw7JlEF/p/7sOj802w9H0qNrC20JAJ3LgNgysrEZ/Pf+Gz+G6bACYdQzpZpQmaf56j2YjM8fezvzrFR7n2Sk+E2hFfeFElJN/XU3jAMXnvtNZo2bUq1atUAiI6OBsDf39+mr7+/f558btfj//7v/6hTpw7e3t5s3LiRYcOGERUVxTfffFPgsVrzn8i+4+DgQNeuXZk9ezaffPJJTuzuiRMnWLlyJa+++updHqGiKIUKc8hofiLbkSOiIl2NYsXyF9nKlhXrV0HJzBRBbeNGKflpZt8+2LIFHnvMomiZSU8XQc5MiRLQujW72r7KYacqRF90ITb2irg2TQQ2Dw+YN0+6v/wyfPstWKW+tOHYMRHXVq2C9u3lQnHlSts+RYuKrvjhh9CmjSQ5rl0bYmIsglvbtrJdRVEURVGUewoXF2jaFFPTpvI5O1uu3datIyNiLY6RazFFReGyfztPsJ0O/MyRv3tRxF2uqQ5PTmLo3nHU9azCdyaJJti86BzP7puBPdm0O3yMvZdH8VtkFnHz12O3ZSPeZ/dzhDJ0ZiGN2EBIZhQhB6Ng+AzShzuw16kKHk90w//xVjjWrk6mV3EcHPXJp3J/MmjQIHbu3MnatWvzzMsdlWkYRoEjNa01pho1auDt7c2jjz5KWFhYToTmzVBgAe7EiRNXnWdnZ4enp2eOQHajLFq0iMuXL3PpSjzT3r17+eOPPwDo1KkTbm5ujBo1ivr169OlSxfefvttUlNTef/99ylevDivv/56QXdDUZR7geRkCRnNLzeb2b6VH87OeUNGza+38IUKyAVaQoLkG9m1S2rZv/66tP/9NyxeLOrYtm3SP5f4ZmDirEsom12asiOgA+8tbiKxnSYTT9aQVeaHdUGtbdtEfCtRQnbTz0/c3Zcuga+vuON8fW2NdY6O0KKFVCwtXx66dxetsmNHy0OpJUtkOXW5KYqiKIpyX2FnJ1Xnq1bFccAAaTtzBtatw1izFrvLDtSua4ejo3RLePc5Jhgn+ej0CqAVAAd3p/M0P9K+xG6am0pRowacPm1P4I6faJk4i1PDP6N8u2fYuGUYU/+O4f+Wd6dq5nZcSMOJTKqk74TwnRA+GoBMnDlpH8QlzyA8XDMwlSyBc/WKeLeogXOlUAgKkotAe3XOKdfBzU2caHdr2wVk8ODBzJs3j9WrVxMUFJTTbs7XFh0dbVOgMzY2No8rrqA88MADABw+fPjfFeBKly59XfWwfPnyDBs2jD59+tzQOl966SUbS+Dvv//O77//Dkgcb+nSpalUqRIRERG89dZbPProozg4ONC6dWvGjRuHr69vQXdDUZT/CllZUmU0d4XRgwelTOfVMJlEuMpPZAsOvq0XI+npEi3KrFnw5JNk4IBDejImw7Dpd/7vzbSpBdvb7pOcbkCyXRHWZz/AapqzjiZspAFJqe6QCsXs4b0rCYGnTBFNsWpVi6iWmSmFUYsWhV9/lbDRY8dENKtRQ3YxNlYqdB05kleT9PaWMNJz56BLF5g9W9oNA155BRo1sj1Mfn637ZApiqIoiqL8tylRAnr2xNSzJ97W7Zcv416/Epkbk3hobIOc5r/afIb9oa/YcqYugZ+9Ae2asmZhE544uRY34hj8kT//fCWpgLs0ysanzRtceqQDmxYdJeu77wndt4jAlKM4ko4JcCGN0KwjcOGIbOA0sBH41mosJhN4eZFcqhLOZYKwLxUk+YKDgixTYOCVC1nlvsVk+k8kbzYMg8GDB/Pnn38SERFBaK5E1aGhoQQEBLB06VJq15ZyK+np6axatYqwsLBb2va2K+YJa2HvZiiwADd16lTGjBmDm5sbvXr1wt/fn7Nnz/L777+TkpLCSy+9xNKlS3n22WdxcnLi8ccfv+46bzSvXN26dVm2bFlBh6woSmHHMCAuLn+R7fDha4eMenuLsJZbZCtX7uZCRpHNXbpka4b75hs4djAdh0P78Dq2nbrH/qBi4mbiDG8errCX/dtTpeRnWhqOSOznGQLxIh43UhnNcH4yniT2hCFhp+XLQ+PGvD25ClEn7PH1hfp+0MJNtLmUFPj0U8v2160TvXHIEOjaVaqWHjok6d/S06V2w5W0B1fFyUmcchcvinkwPl7aTSbbh14mE3zxxU0dOkVRFEVRlPubIkWwW/o3dtnZVLHKLed8bD92ZNCISJgUCZM+Ywxw3Kk8f6V3pIzdcaISDjJ/fnlC5//GAIaw4u02TOi8jDbPjMen1XiCqsKhPalsWnKByFVpnNl4Co9zh3id8fgTgxcXccQqxMEwID4et/gNsD3/4RqAydtbBMXQUMl5bC3QlSwpk1ZoVe4yL7/8MjNnzmTu3Lm4u7vn5Hzz9PTE1dUVk8nEkCFDGDNmDOXLl6d8+fI52tUTTzyRs57o6Giio6M5fPgwIHUF3N3dCQkJwcfHhw0bNhAZGUmrVq3w9PRk06ZNvPrqq3Tr1o2QkFsrjmIyjFwWjevw/vvvs23bNubNm2fjhDMMg65du1K9enXGjh3LI488wsmTJ9m4ceMtDfBOkJiYiKenJwkJCXhoAiNFubOkpooydPasZTpzxvbz8ePXDxktVy6vyFax4g2FjGZlwfnzUuTU+kHJ+PGi8eXkU4uV6eJFWfX+/Vc6DhvGyc9+wz/jJE5k5Fn/FvsG1LXfLkqYmxvTO//GZqM+rqX86LHzAzztL3Gh+7O41qmMnx+ULi3LrVwJc+dKAYRHH5Uo1f37xeV2ZbPExIjYtnevjO1639hFi8r1E4iQlpws+567sJG3N3ToILncOnRQd5uiKIqiKModxTAkVGHtWnmyunYt7NmTp1tyEV9OGyXwTj7FFF7gXT4CwJF0Ztn34nLpatSa/yGVKpvIzpZL6U2bZJVrVhsc3xJHSNZRynGImuzgIl4coBJBnKIi+xnI5Jsbv5eXRJEEB1uEOWuhLihIkwMXIu5FzeNqkZjTp0+nb9++gOhSo0aNYsqUKcTHx9OwYUMmTpyYU6gBYOTIkYyyKl6Xez1bt25l4MCB7N+/n7S0NEqVKkXv3r0ZOnQobrcoRBdYgAsODmby5Ml07tw5z7z58+fz4osvcvr0aWbPns0zzzxD0t2KJb4G9+LJqCj/OklJtiLa1QQ2s83qRggJyV9kyxUymp0tIllsrOQ6q1nTsor33xcRy1pQO39ernnKlxfBzUzt2rBjezblOExNdlCTHdRiO1XYQ7Ni+zkd5ywrsMoZkGXniGFvj0NGat7x+/lJRdPp0+Ui5QrmUNEtW2R8Z8+KqDZtGixdKoKZu7tck12tcIIZR0cREUNDRcg7cULW1a8fPPus6JF//y1hqNaYTBKW2rmziG4NG0r4qaIoiqIoinKXuHABNmwQMW7tWlHSrC4Gf6k3juOPvk5EBPiv/JnwtCc4RUnW/3qKXr0kN/C6mgOpyXaWNXyX9zZ0IiUF1q3KZN7sTLbudWHPHqvK9mRShqOU4SiVHI8SmnWYZr77qe56GIfok6TUbsLnGxoSxCnKcIRmrCvY/hQtmleUyy3WFSumCYX/BVTzKJwU+PYrLi6OlNwV+66QmppK/JWb7WLFilFAbU9RlLuNYUgBgfxcarmnK0VTbggnJ8kvkXsqUQICAzFKBpEUUI7YS67Exopg1ayZZfEhQ+QBodmpdu6cpYBAblFt4ULYujX/YWRlWX347jv+ujiNYo67cMq4nKfvySV74agnDBwoFwlXvs/sszMgO0PaqlaFJk1EdGvcGMqWZecuEz+NhYwMEciioiQH28KFsv2pU/OO68wZy3s7O7k2CQiQh4gODrKuhASLkXD7dkt0bf/+sGiRONzMhRiqVYPnn7fUmahQAcqUkYJeiqIoiqIoSiHBx0eejprNLWlp8sT2ikuu96g2UAveegsyPz0LQ8FUpAhVqkj3XbvgQWMhpTjBipizYBi4upqYPGALv51sRCQPENZtPc2aSSTIuZX7WbHJnb+T27Mk40p4bIy8lAg0qF00g31lnIiLg6KJp/mA9ynDUcpxmJKcxg7L/X1GpWpEpQfhl36KovEncLicKA/o9++3CiPJB2fn/IU56zZ/fy0eodyTFNgB16hRI9LS0li+fDne3pZ0kxcuXKB169a4ubmxfv16ZsyYwYgRIzhy5MhtH/Stomqwct+RnS02sGs51cxTaj7Orqvh5pYjollP2f6BJBQJ5IJzCaJNgUSneWOyM/Hww5ZFn3kGdu8WMS0uznazZctK6jczdevmL6p5ekpk6ubNlrbvv4eEiwYh9qcpnbCdgOgdeB3bjvOBHZgWLhRVCqTKwJdfynsXF7GUJSVJorXAQKlakJYmsZogiUkfeIDMBo2JLtuEg94NWbDWi61bxb1mDhWNi7v+YQsIEHEuOFgcbSaTbOrCBdl8VJRthdLc7NolIhvA+vXigqtfX46boiiKoiiKcg/y3XfwyScSyjB+PABG/EVMPlYlIDw8yK5UhdUbnWnJKrZTk67M5xRBgIl/TA1pYGykX9Hfsev1KImJkLTvJH57VrCL6myjTs6qXFwkuMPfX14Tz6Xxft8TtC1zFI4eJTK5Bo3eaAJAQyKJpNHVx24umnju3I3tq7293GNczUWnxSOui2oehZMCC3Br166lffv2OVVI/f39iYmJYcWKFWRmZrJs2TIaN27M66+/TlZWFhMmTLhDQ7959GRU7hkyM8UWdr1Q0Ojoays6ufH0tHGopRcPJMk9kIsugcQ5BnKWQE5lBWLycGfgyxYLedu24s66cCFvrrLcolq9evKAzxo3N/mBL1MGli+3tM+aJQ4vPz/5/Ta/OjvnGvfixVK5wDyI3Pz2G/ToAdu2SSGEY8fg3Xdh5EhR7p57DqN8ec58t5jDWWWIigL3uT+yKbkaC09U53SMAxcvXj8Pm6OjjO+BByzhosnJsv+tWkHv3tJv/36oXDn/dbi6ilZo7WKrUEE+Fy+uzn1FURRFUZT7EsOwXAieOgX/93+SLPjQoVzhHhYu2xVlL1UIyY6iGBdowzJW0xKAx5nJTJ5kNc34acBqTpyQfHKDL31ENnb8yNOcJgg7O0n7kpIi1+D9+kmEyt69sHuXgUPi+Zzw1jIcpW/zo1SwF7HuWK+hvHZ4IDUqptEm7S+aff5w3kGan0pnZFz/Yhukr7//1V105tf7tHiEah6FkwILcAA7d+5k9OjRrF69mvPnz1OsWDFatGjB8OHDqVGjxp0Y521FT0al0JOeblu44GrhoLGx4m67UYoXF0GtWCDJXoEkFgnkgksJYu1EVDuREYgREMj7Yy3VQ6tUgX378l9dmTJiFDNTv76tG83bW4So4sVFhJoxwzJv2TLZTV9fy3Td6tfnz8OOHSKw7dgh0yefQPv2Mn/WLKlmAPLkrHJlqeS0cqVYzOrXx9ixA9OVMPqLQdX4u9VYljp3IXXvUVrt/pL5SS2Zk939msNwcxMHW2amHP6WLaFSJfmcmCgutoMH4aefLK600aPhvfegb19JEQey/zVqiIvPLK6ZhbaSJSUcVVEURVEURVGuS1qaiHB791qUsT17pC3Xg/jPBh5m1cmy7NgBr534P3ryG3bNm+G15DdcXCAsDJ592xdf4ng4dBtbs2tx/Dh0ZBFDmMAiHuQLhlCqlGRjcXUx+PY7E5UqwYsvyqaHDIG//pLr3cxMyYMMUI5DDGAqZTlKZecjlMo6ilumVWqb8eOhZ084fRoiIuDttyUnS5Eicn2fmSlRKzd6D+Tjc+2Q13u0eIRqHoWTm0rBXaNGDX777bfbPRZFufdJTr5+0YKzZ0VoulHs7MDfn2QvcakluAVy3jGQGLtATmcHciy9BKYSgYSF++fYtCuVgaiI/FcXGgrvj7V8LlpUXp2cLEJZ8eLymrsK87ffyu9i8eKSX/VaSf7btr3B/du2TZSr7dvlhzg3W7ZYBDhXV6hfn4yiXiQWKYHjtn/w2L3Q0jcyEhNwHh/W05hvTj3PvB+7XJlZhhl8ntPVxwfq1JHjERQk+1aqFDz9tNSVOHxYRLaDB+Gbb/If+v79FgGuWTN46SVxwJlxcrp2igxFURRFURRFuSGcnSVHiVW1R0AUsMOHLaLcgQO8/mUor1950Jv+cDROf0aT3bkBdlfyBV9ct5t0nIj3DmV233lQ+ySbU6oy77FNdOBvYu1LQBYcPy7TEcryCkXpeehPFi0qS9OmEHconvDxBrvP+PDTT/D557L51avL89bBT8XklgZgELngPHbH/r+9O4+Pqrr/P/6amSSTPSGBbEAgQNh3BQSVRSWC0Kq1XxcsSvUrLkB/VFGrVoVqQVyoWm2LWnH7gtoqQgulIkgAkU1EMISgEAhCEkL2BJJJMvf3x0lmEhIQCAGC7+fjcR+Z3Dn3zrnXOGHe+Zxz9hCWu4ctxf2ZflUbundvww0+Wdxis2OvrDQTIh/rgQdg6FBTCfjNN+Yv/JZlyvTy871zvOTlwbZtx793DS0eMX68+au4yBl0WhVwNdLS0jh8+DB9+/Yl6EdLV84fSoPljLIssyDBjy1acPCgKY86Wb6+HA2PoSg4jgL/WHJ8Y8mqHvqZXhaLLS6WFz+INeMxHQ46djST/TekZjGAGpdcYoKjmiCt5murVub3zaRJ3rbZ2eYPTkFBTTDs0bLML8Rdu+pWtt1xh1ldAMy+fv28x3ToQGWvvuRHdSW/2MGmjjez5Wh3hi6exlW7/0aQVX9Bhd0ksIbLWc0w1jGEXXQhJtZGZqZ5/uGHTbFcQoJZ0ODjj81cuNXTa3D0qJnn7ThV/YC5h8cOFb388joLqIqIiIiInF8++8ysxDp2rOff3FULPsQx7qZ6TY/i5BBR7KILK7mCFHqQQVu2Vs8dF0YBRYQB8DDP8AyP8Jbzbtbd9jeuvtpUy61/fAmPvdGeTtd0YfJUH1JSzD/9e/Y0o0huugk++MD7mr64iCeDRPseBrXczaRr9hB2eA++P+zhyOPP4DPmajMtzYcfmoOP5e9v/kE+Zoz5sPPDD2Yamn37zJx0DQV7YObDueKKxtzZc0qZx/nptCrg3nnnHR599FEyqz+9btq0if79+3PjjTcycuRI7qr54CzSnNWEQz+2aEFmpqlsO0kVvgEUBcWS74zlkCOWg8SyryKO9KOx2FvH8vI/qhcziIigZ6L9uKFau0p4Mdb7fffuJiSqHabVPI6Lq3vsunUnP7yxUQFSWZn5JZeRYTpTM0R93z4YNcrsb+Deubt2J/2Ku0hPh33fdafVyD/zdVVvkgv78l2Gk/sX/Y67eIlWlDKdriygO/FUEEQplThIpSsrAn5ORpshFPUYzM6cSL74AkaOhH+9airP9u2DceNMqHjppfCzn5nX3rvX5IGtW3v7ExBgFk4oLKwbsNV+XGtNGhERERGR5uGqq+oNTXFcOdz8Rbr2cNadOwkoL6cd+2nHfkbymad9GX5k0I4Sgj372rMXgO/L2/D66/D66xBIKaWM5Tpgds9c4uIiuPJKsK1cwQP+O/lP7OU8+mhv7rzTvOwHH8D69X5k+HZid0Unlh2Ce5+BTgNMkcC4f8G7N5rpXIaE92Ro55n0Dt5DZ589BGXvwbY/w3we2bfPjJi5tnqamX/+0wxzBfOP/Lg4M/wlONg73FXVb9IETjmA+8c//sGECRMYO3Yso0ePZlKtUpn+/fvz4YcfKoCT85fbbcqRs7LMu3btraF9p7BwwRHfUHL9Ysm21Qz9jGV/ZSz+7WN5+k3vSqHdLwrl+90Nl5K1K4OXe3m/v/JK89egYyvVWrY0vytq+9e/Tv42nJG5xdxuU9YdUD1fXH4+/OEPJlSr2Q4d8ra/+27429/MoWEtsNcae1kcHEt6WB+22fuy/kgflr09kL1vVdKL7Yzh31zGe/SgkumYVRxu5EOCKeWQTxx9OlcQczVEBN7Hmha3csNTfckp9GPVf2Cwv5n2ovhfpir/66/NsNKSkrqXsn+/93G3bibM7NSpbptt20zIpsUPREREROSCFhUF119vthpVVWa4Te1QbscOrNRU/MvKiImxcf+vHJ5pmnsf2kYZfiT9piv5lbB2LTi27WQbvQiilN89G8HvnoXwcJgf/D7/74c3uG7CE0Ql9qZ3bxh5eRkTlown7crOZN0znYsH+5Kaaqa5ycoyazXk5JhupaVBGt2ZR3dPdx0OyNjt4qGbM2jj2sPIsv5Ef2tytaM/FBMcHIqjpMicLCur7vWvWmWGBYmcYac8BLV///7069ePv//971RVVeHr68vmzZvp378/ixYt4r777uNAQ/M0nUdUjnlhKcx3U56ZR+WBbKoOZmNlZWNlZWE7lE1gcTYtK73hmjv7EPaqU1gNFChwRHCQOA5UmWq1TGLxaRPLtBdiPaFa76tj2b6n4WHYxy5U8PjjUFBQP1CrqVo7r4YslpebX0C1Q7WMDJNY7d9vlj+qDtUoLm5wAtNKZyCFYfFsansDL0c9TXq6GQ57SfkqfqANP9CGcvwJo4Br+YSbeZ84MunAHkIwSZkF2IB/zfqW1kk96LL272zf5ceYV6+hw8WRbNrkfb2WLU0WeKJ5We12Myy3poLtl780w0VFREREROQUVFWZISS5uTBwoHd3TByO7EzYvt0zL930kBeYXjKNCrsfGQFd2FLWne1V3WnND3Tie17i/7HEfi2dO8O43t/y+Ie9cIeFY8/P8/4V/JFHcK9ew+Hx9xN51y/IzIQd37r5x/wKPk12YrebQUw1dRf+/qaL11xjFoXw8THFbocOWQzunMeM2/fQ1W8PrV172PzBHlqV7CF80Tu06Nm6gYttPpR5nJ9OOYALCAhg8eLFjBw5sl4At2bNGkaOHElZWVlT9feM0A/jmWFZJkgqKzM5TVlZ3ceRkd45QCsr4c03G25XVmba3XOP97yjktz4leQRVJJNSGkWIUeyCS/PpoUrm56tshjRzVulVnHwEL6cWqiWRwuyiSaLGLKJJpto7LHRTHk6xiRg0dFc/stoNu6LwoWzzrFhYWYJ7uRk775XXzUjKY8N01q2NMNCz7uqqcpKM3T22FAtIwMGDYLHHjPtjhOq1SgdNpp1jy1lzx4Tqg1Y/Ht2l8bwTV48O0rakkE8eUQA4KSccvxxUEkC6dxme5eB/tsJCLbToXIXrQtSsB37dhQaivuSwazY0oIHDz/E+Of68sA0czPfe8/MjernZ36Gau7x4MGwfr15HBfX8JDRhARTESciIiIiIk3A7TbBXNu24OsLQMUTf8D+3GwcZQ1P3+PCl110ZgfdySCeluSQSyR/bDGHXr3MlGwPLL2C4I2fw9tvw223mQNTU70LUHzzDZYFhw9Di0NpbNgWwPdlbVj2qZ2lSxuektvpNFPNBAaabmdkmG43Z8o8zk+nPAQ1MDCQwuNMVHjgwAFaaCKks6KqyrxJNBRmlZWZitnERNO2sBDef79+m5rjLr8cbr7ZtM3NNXNXNnTe8nLT7uWXTduiIvPXg+O5+WZYsMD7/T13u4kktzruMlsMWbQlm8Q22bDIVKrZsrP5d2bO8UO1fdVbNd/qr7lEkGOPJtcnmjyfaPKcMfjHR3PTb0ygRkwM056L5kBlFL6Bfvj7mzdbf3+ztW4N3OE970N/9gaJNWFaZKRnIdE6ai9acM7VJKO1Q7XYWG8JeWmpSRGPt6JA9bBby4Ls0hACew2h2NGCLN+2pLvjSTsSz86cSPIPV5GVHMVXtYLIhwmmK5vZygh20IOBLb5jknM2t2b/if0xA1g+Yx0XFSTT/6GrTFnb0eqtWklEW4rzKllnv4wVlz7Biszu7F5h93Q1Yik8MM08Hj7cfA0NNZdSs+LqSy+Z/0adOnlXcBURERERkbPIbjdDgWrx/cMTMP335vNJ9TBWa8cOXF+n4EjbgV9ZKT1JoScpnmNWcAX5+bB6tdmC6IfT3osdbw2iQ7aZy7n7998R7nZ7PhDYbObzG7dO4dLly7n0zTe5fcGvsSzI3JZD7nv/YVtld1YUXkxqqskH3W74/e/N9NWtWp3NGyUna9asWXz88cfs3LmTgIAAhgwZwuzZs+nSpYunjWVZzJgxg9dee438/HwGDRrEq6++So8ePTxtXnvtNebPn8+WLVsoLi4mPz+f8PDwOq+1a9cuHnzwQb744gtcLhe9evXi6aefZsSIEY26hlMO4C699FJeeeUVbrjhhnrPvfXWWwyv+VQsTWrnzvorTNc2bRo895x5nJ/vrS5riGV5AzjLMgu+HE9+vvex0wk23LQkl3b+2bTxySLOJ5s4uwnX+nyTBaNMlZpPdjYVtkM4rOOEPj9Ub9VqQjVXSASuFtFUtoyhqmU0VlQ0PnHRhHf1Vqq5WkTj2zqKSKcfkcfvOgDPv/8jDWqpmZT/vONymd8MlZXeyUErKuDnP/dWsx07ydno0d4ALigIKzgYSkpwx7XlaFQ8+cHx5JSHUPpDPmnbuvCnHqai7ehRmE88/fia+3icjQwC4DoW8m9+wZcM5rddlnJZy1T6OXcwau3LRLoyqRx7PTfN70HIw3+Cv/4VgLLMPO68E+xZ3eDJAHIrQjhS6cdK31EstY1hlWswh/Kqx9+6gTXe7gcEmEDtmmu8+1q3Nn/ZijzmP3qtyncRERERETmf1MwF0749jBmDDcx4I7fbFA9Uzy1X8U0K5Vt2EBI9kDEBZl65koNFTHPPATe0+Hw6BZ+bU95OLv1sU2kX2Jrwl7fR64bO2AL8aVHlxubj4/nMZLNB3IFNxD1/O7169+bWb77x9uvFF5kRWA6/v5Eq34Sze0/kpCQnJzNp0iQGDBhAZWUljz32GElJSezYsYOgIDMd1LPPPsucOXN466236Ny5M08//TQjR44kLS2NkJAQAI4cOcKoUaMYNWoUjzzySIOvNWbMGDp37szKlSsJCAjgxRdfZOzYsezevZuYYydjPwWnPAR18+bNXHbZZfTq1Ytx48Yxbdo0HnnkEb755htWrFjBxo0b6XmiZOg8cCGUY+7eVsoDfZZzxBbMusCrPNVcsb6HCfZz8fPbW3D/Y2Zy/Lw8uPNOb6VX7aovf38YMMCsygwm2/nnh25CXYcJPZpNcKnZAoqy8C/MJqgkm8AiU6lmZWdDTg6241VSHU9kpCc8q6lMa/D7Vq0aLje7AFVWmqK1qqpac8C53ex/6M9U7Mkg1pVBQI4J16zsbGyWxd7uo2mfstRzjnL/UJzlxd6TtmxJWXAkufuPsNfZhdSXlnuGij71YRc6uXcxlGTWMBSAa/mET7ieL7mEIXwJmN+P66xLGGRt4Ldhb2K1jSehLJU+eSsZnLcECxv+lNe5lpeZzOqek/nn9i7w5puUvfIGf/h6DC/yW7KLAgkJtsCy6NPPzrZt3uN8fKBjR1Os16ePWQyhZshoXNx5OIxXRERERETOGndmNkVTHuPo3izm3/Jv1q410wK9n59EEss97aqws8fWiRSrOwdCu+Hu2o2Ww3vRdmRX+h75guAX/whdu8Jf/uI9eadOZuLuzz/3DrVpxi6EzOPH5OTkEBUVRXJyMkOHDsWyLOLi4pg6dSoPP/wwAOXl5URHRzN79mzuvvvuOsevWrWKESNG1KuAO3z4MK1atWL16tVcXj1ReHFxMaGhoXz22WdceeWVp93nU66Au/jii/nPf/7DfffdxwMPPADAzJkzSUxMZOnSped9+HahSCjfySdcD35OeP5FiI8328yZZtyn72zgIQAiyjNZuLqnWU55yRLvap8ffWSWdlwRBy8HQnY2fllZjDt0yJTC/Yg6eUhEhAnOjhem1WxRUZ45AM6F8nITcjmdZmWcmn0lJSYACgvzts3MNENQY2K8C31mZcGmTWbY47Bh3rZvvGFWt77tNu/Q36++gqeegnbtzLDIGlOS0ji0OYPf35ZBrzATqhV9k0HB13v5Iagr0SVLTEO7nZZ/eoQAd60xmpj77saG/86tWJZZ/Sc9HTq4Q2hFMY93eI81kdfz3YFABu79hIVcT8aR1tRenPg3RNAJaEE+ERGmOrwlCXy0+Rek0p1PP4UOLYto/9JU9iwoptgVxJ8K74CGR5/zA61JpRupdOOv9sn0711dmXfHHdh/dQc7boRbIqurwm02sNn4+99NBVt4uBne2769dxipiIiIiIhIbfbYaML/+QbhwAPAAw+Yj60ZM25hy7/bE/LDDqJyUghzF5Bo7SKRXVD0CWwENkLVs3b20IHdzh58XXQlZU9C797mj/8dJvwa+85UUwXwU1VaevznHA5TvXMybe127wfoE7UNangRw5NVMzVaRPW8WOnp6WRlZZGUlORp43Q6GTZsGOvWrasXwB1PZGQk3bp145133qF///44nU7mzp1LdHQ0F110UaP6fMoVcLXt3r2b7OxsWrZsSeeaoXDNwIWQBhd/sJSQm8c0+JwFuP38cYQGg2XhPnIE+9GjDbY9ESsyElt1gFa44wfCsnaR3W040Q/dboZ+BobhN/xSAI5mFxEQZUo6t/ziKTr960XSrryPAcueqj6ZxeYWV1Fu86f7V+/RooOZK/A/D3zGwXc/I+CKwYx7/1rPa0+L/5DSch8eXT2Ktl0CAXj3pTxeeSqfS8e2YM5b3snnOnY0eeLGjdC9euXpN96AiRNh7FhYvNh7TQkJZi7Q9evNWgNg8spx4+DKK+Gzz7xte/Y0UxOsWuUN2z7+GG64AYYMgS++8LYdMAC2bK7iv29lcVVnE6rt/lcK3/7fN1S1aMUv8t7wtHXZnfhZrgbveYktGNfhYvLzTUVc58ERhFTks+6iKfgmjeD7inhyk79l8qYJrLddwlWBX3rezxZyHQmkM5lXWItJ6hPYww18RDoJfMQvPa8TTSZHCeDG/w3n9deBRYuofPQJ5u0YyL2O1ykvB4dVad4UXaavbpud3LAO5Ed3o7htd8o7dMPdpRs+PbsS0jqU8HATpgUGqlpNRERERETOAcsiNyWL1I92sH9ZCrbUHbQuTKEHKUTgnU/pQZ7leR4EoCupLLGNxT1gEJ02zD9XPT+jTivzONGHuGuuMcU8NYKCzCqEDRk2zHyIrtGqlam8ONbpR1FYlsW1115Lfn4+a9aYuYvWrVvHpZdeyoEDB4iLi/O0nThxIvv27eO///1vnXMcrwIOzPoG1157LVu2bMFutxMdHc2SJUvo27fvafcZTqMCrraOHTvSsWPHRnVATsPGjQTcMx43YG/gaRvgcJXBYbMabZ02wcFmCGhkJDm7cnGUFFHYrjcJM35tgrZSO1/88k+UEMQNnz6Ow9cOdjubJ7xLi6xPyYwZw5gJEwBwH8yjhCD8KaMyJx/cpWC3U5lxkNDKPIqzas1DVlHBxYUrAcg+UmnK0Ox2Qrau4c6c2az85l7AG8DN2n8rvlSyN2c/VAdwCZ+/yYbcB1mz6lfAu562a/a2wek+yuH0DdC9EwDtv17ISuslfki7Enjc0/a3BU9yhHIc2b8BzP+UIdnfM44NROa1Ay7ztO3MLhxOi8rS9oATiorolvJflkYswlEUDbzgafvFN0H4cgTbBO8ld6zeykuDAW8Ah90BVbAzbCC7Avqyz4rHWZzDxCMv8a3Vg8G15jT7I/fQksO89NXd7PjKTBwZSTs+JJksK4bSUvM+2bo1/LrkEwoKzHGBgaZKr2VYS0oChzKUVO6oeJj4I6nEFqTSIn8PyZP/Sejt1fPCWRY+O7ZxRx8f/vfrmvdeH5gzx7xhduuGPTGRVv7+aE5SERERERE5L9lsRPaM5bKesfCkGSpYVgZfbbb4elk2+/+7g6rtO/i0fKjnkB6k0MHaw5atrbj3XrOwQ1KSGbwl56fJkyezbds21q5dW+852zFBomVZ9fadiGVZ3HfffURFRbFmzRoCAgJ44403GDt2LJs2bSI2Nva0+31KFXA5OTnMnTuX1atXc/DgQQDi4uIYMWIEEydOJPLY2dDPU82+Ai4l5cQrMADF7XoQcsVAKC+n4mAOvquWH7dtYdeBhKVuAKB8xVqcV11+3LYF/UcQ/s6foW1bqhx+OIIDjt92yGjCv6ieo6yyEsvPD1sDP24WUNa1LwGpX5sdbjdu/wBsVZUQHIzN4QCbDXdZGbYjR6lq0w6f/ene4+12bJZFVZt4bE4nlt0O+fk4Dh+iIjaew1/tw+02mV+bTk7sFS4qe/TGJywY7HaqMrNx7P6Oiug2+Gbt95y3KjgMR2kRJbGd8Cs4hN9R75rVR32CufVnxRQUmEq1L7/2x0k5bpsde3xbaNuWwqO+HP0qhd3OnnQ9sMIz/9qae/+P0rxyljGKzOoQ0IcKHFRRTq2y3lr8/U01dIcOJmw7cMCMOL7nHjPE1VmQTcGXqfjuTiUgfYcpn05Nher/Txs0ezY8ZIYpc/iwKQvs0cOUCYqIiIiIiFyA3G5ISzMjmr74Ar5eVUiLvVuw42YlJrRbuBCuu+7c9rMxTivzaCZDUKdMmcInn3zC6tWrSaj12XXPnj107NiRLVu20K9fP8/+a6+9lvDwcN5+++065zleBdyKFStISkoiPz+/zr1LTEzkzjvv5He/+91p9RtOoQJuxYoV3HDDDRQVFeFwOGjZsiWWZZGWlsZnn33G888/z8KFCxk6dOiPn0waJaW8E08ELmVq+WyqbD7YbRYOmxsHbuw2N3YslpbexP99MQWHA6LdmfzFfwx2m5tAfzc+djd23NiPluJwHWVrZR+2vWjWO2i35RDXcMz8brWEb/ncE/4d9QkjsKal3Y4NC5vb7Wl78LCT8JpvfHywrIbPawM27I1hfFuqgzI7uyt8CcIFRd7Qq6aSb0dxW3rXOj7PiiCSXBw/ZNQ79+7MALp5q0/JJZAIXPikeGf/r54KjuKco0TUOrbySDkOIDjze8++AkKpxJc9lQksXOhtexMLKCSM+OsHMmBEMOnpsH07rHaaBRaqWtbu1a31b4KPLzGtfenQwcz/mZhocrAOHczXFi2q2xUVwdq15mvN0rUAl1xC+N699c8LZlWDbt3qb7VXb2nZ0ozXFRERERERuYDZ7d6PRP/7vwBhZGePYN066LvWhHJDhpzrXp4DpxKINVXbE7AsiylTprBw4UJWrVpVJ3wDSEhIICYmhuXLl3sCOJfLRXJyMrNnzz7p1zlSPbTWbq873tBut+OulXecjpOqgMvJyaFbt24EBQXxwgsvcM011xAYGOjp3L///W+mTZtGWVkZqamp530lXHOvgNu40Tt/WVPwoYI4DhJPBm3ZX+drzePa4+cBnJThwonNBm9zO+Otd3jc/kfejHkUPz9IsO3l+vQXOEDr6i2OTGLJJRI7FhX4kof356Yde3FQxegkNz27u/HzcZO+x2Lhx26i2wVw58yO+PmZ0HDOr7ZQVuwyoWL1ZsPCjptSgthsG4jDYd5or2AlwbZS7pjgZvTVbnC72ZVm8fyzbsJaB/NcyjWePjx90UJKDhZxJCyW0sh4CkPb4vINorLSu3BDQYFZBCG/7u1oUFxc3VCt9uO4OO+iELhc8P33poJtxw4YOBCuvto8t2ULXHSRCcxycrwn/9nPTNuGgrZjxrOLiIiIiIjIhau5Zx4Nue+++5g/fz6LFi2iS5cunv1hYWEEVFfczZ49m1mzZjFv3jwSExOZOXMmq1atIi0tjZAQM2d9VlYWWVlZbN68mbvuuovVq1cTEhJCfHw8ERERHD58mK5duzJs2DCeeOIJAgICeP3113nppZfYtGkTffr0Oe1rOKkA7plnnmH27Nls376dNm3aNNgmIyODPn368Mgjj/BQzbC281Rz/2EsKzMh3BNP1H+u5r+mZTW8DRliVgB1ucwqy+npZgHT2FgTKh09Crt2meGaVVV4hm5WVnr3VVaCf2UJsZX7iavKIJps3uU2Tx/e5Vf8kn9yB2+ygHEAXMMSllC/wqoMJz/Qpjrai2c/bet8TaMLbk+N2pnhcJjgzunEE+Id77HNBhkZZoVTV8PrJniEhJhArSZUq/21Xbu6VbiASfB27jRBW+3t++/Nja5xzz3w17+ax6WlcMklJlh7913TWTD/oewNzQgoIiIiIiIiPyXNPfNoyPHmcZs3bx4TqueptyyLGTNmMHfuXPLz8xk0aBCvvvoqPWtN4TV9+nRmzJhxwvNs3ryZxx57jM2bN1NRUUGPHj144oknGD16dOOu4WQCuCuuuIJ+/frxwgsvnLDd/fffz9atW1m5cmWjOtXULsQfxnPFskxW5HKZAM/lqt7KLcqPVOFy++BygWPHdloufRu/zAychzLwz9lPQEFmg3PC1XBj47d3H+VIlZPycrhq+5+IKvyOz2LH803gYFwuqCqrwOWCIxW+9fpQ87ii4sxcq4+PCdIaCtgSEkyQ+aNzO/7lL2ZZ1h07YP/+47cLDvZWsI0aBbfccmYuQkRERERERC5oyjzOTyc1B1xqaipTpkz50XaXX345CxYsaHSnpPmw2Uww5eNjVt6s9Qx1frwG9oIJz9c92OUyiwRkZJgwKiOjzmN7RQUv/c3pbT9iMWxdxainL4Nxg82+JZ+a4ZexsWZVgvh4aNu2zlerTVsqwltR7rLVC+dO9NjlMtV+bdqYgK1Nm1rDRI/ldkNxiVl6FEwp4dVXm9k99+zxjnvftg1qL38cFdXwsNHWrU8izRMRERERERGR5uCkAriCggKiTmIN3qioKAoKChrbJ/mp8POD9u3NdjLuvRcuu8zMgVZj/35ThnfwoNnWr693mA3w8/fHr61ZnZR27eDvf/cGXJmZZvxocPCP96GiwozdPXbY6M6dMGwYLFli2gUEmCq33FwTwvXvb/bfeitcfLE3aIuIOP5riYiIiIiIiMgF4aSGoNrtdtavX8/AgQNP2G7Dhg0MGTKEqtrzV52HVI55AXG7zWIEx6miY/9+E7DVFhNTd9/w4ZCcDB98ADfeaPZt3w5Ll5rFDvbuNWFazfxsxxvTmphoJtCr8emn0KoVdO/unatNREREREREpAkp8zg/nVQFHEBaWho+PiduvnPnzkZ3SOSU2O0QHW22AQMablNeDgcOeEO5YwO0mqrNuDjvvrVr4Xe/a/h8QUHQtWv9YaMdO9Ztl5R0WpckIiIiIiIiIheWk66AO96KE7VZloXNZlMFnDQ/hYVm2Kifn/n+00/hvffg0CEzZLV20NamjVYcFRERERERkfOSMo/z00lVwM2bN6+p+yFyboWF1f0+KUkVbCIiIiIiIiJyRpxUAHf77bc3dT9EREREREREREQuSBpHJyIiIiIiIiIi0oQUwImIiIiIiIiIiDQhBXAiIiIiIiIiIiJNSAGciIiIiIiIiIict2bNmsWAAQMICQkhKiqK6667jrS0tDptLMti+vTpxMXFERAQwPDhw0lJSanT5rXXXmP48OGEhoZis9koKCio91pbtmxh5MiRhIeHExkZycSJEykpKWn0NSiAExERERERERGR81ZycjKTJk1i/fr1LF++nMrKSpKSkigtLfW0efbZZ5kzZw6vvPIKmzZtIiYmhpEjR1JcXOxpc+TIEUaNGsWjjz7a4OscPHiQq666ik6dOrFhwwaWLVtGSkoKEyZMaPQ12CzLshp9lmamqKiIsLAwCgsLCQ0NPdfdERERERERERE5I34KmUdOTg5RUVEkJyczdOhQLMsiLi6OqVOn8vDDDwNQXl5OdHQ0s2fP5u67765z/KpVqxgxYgT5+fmEh4d79r/22ms8/vjjZGZmYrebmrWtW7fSr18/vvvuOzp16nTafVYFnIiIiIiIiIjIT1lp6alvlZXe4ysrzb6jR0/uvI1UWFgIQEREBADp6elkZWWRlJTkaeN0Ohk2bBjr1q076fOWl5fj5+fnCd8AAgICAFi7dm2j+qwATkRERERERETkpyw4+NS3hQu9xy9caPaNHl33vO3bN3xsI1iWxf33389ll11Gz549AcjKygIgOjq6Ttvo6GjPcyfjiiuuICsri+eeew6Xy0V+fr5nuGpmZmaj+q0ATkREREREREREmoXJkyezbds2FixYUO85m81W53vLsurtO5EePXrw9ttv88ILLxAYGEhMTAwdOnQgOjoah8PRqH77NOpoERERERERERFp3k5nlU+n0/v4+uvNOezH1Hnt3duobh1rypQpLF68mNWrV9OmTRvP/piYGMBUwsXGxnr2Hzp0qF5V3I8ZN24c48aNIzs7m6CgIGw2G3PmzCEhIaFRfVcAJyIiIiIiIiLyUxYU1LjjfXzMdqbPW82yLKZMmcLChQtZtWpVvTAsISGBmJgYli9fTr9+/QBwuVwkJycze/bs03rNmuDuzTffxN/fn5EjRzbqGhTAiYiIiIiIiIjIeWvSpEnMnz+fRYsWERIS4pnXLSwsjICAAGw2G1OnTmXmzJkkJiaSmJjIzJkzCQwMZNy4cZ7zZGVlkZWVxffffw/A9u3bCQkJIT4+3rOgwyuvvMKQIUMIDg5m+fLlPPjggzzzzDN1Vks9HTbLsqxGnaEZ+iksySsiIiIiIiIiPz0XYuZxvHnc5s2bx4QJEwBTJTdjxgzmzp1Lfn4+gwYN4tVXX/Us1AAwffp0ZsyYccLz3HbbbSxZsoSSkhK6du3KtGnTGD9+fOOvQQHchfHDKCIiIiIiIiKizOP8pFVQRUREREREREREmpACOBERERERERERkSakAE5ERERERERERKQJKYATERERERERERFpQgrgREREREREREREmpACOBERERERERERkSakAE5ERERERERERKQJKYATERERERERERFpQgrgREREREREREREmpACOBERERERERERkSakAE5ERERERERERM5bs2bNYsCAAYSEhBAVFcV1111HWlpanTaWZTF9+nTi4uIICAhg+PDhpKSkeJ7Py8tjypQpdOnShcDAQOLj4/nNb35DYWFhnfPk5+czfvx4wsLCCAsLY/z48RQUFDT6GhTAiYiIiIiIiIjIeSs5OZlJkyaxfv16li9fTmVlJUlJSZSWlnraPPvss8yZM4dXXnmFTZs2ERMTw8iRIykuLgbg4MGDHDx4kOeff57t27fz1ltvsWzZMu688846rzVu3Di2bt3KsmXLWLZsGVu3bmX8+PGNvgabZVlWo8/SzBQVFREWFkZhYSGhoaHnujsiIiIiIiIiImfEaWUeNUFWYCDYbOaxywUVFeDjA05n/bYBAWCvruuqqDDtHQ7w9//xtr6+p3dx1XJycoiKiiI5OZmhQ4diWRZxcXFMnTqVhx9+GIDy8nKio6OZPXs2d999d4Pn+cc//sGvfvUrSktL8fHxITU1le7du7N+/XoGDRoEwPr16xk8eDA7d+6kS5cup93nZlUBV1JSwtSpU4mLi8Pf35++ffvy/vvvn+tuiYiIiIiIiIg0X8HBZjt82LvvuefMvsmT67aNijL7MzK8+1591ew7ppqM9u3N/tRU77633mp0d2uGjUZERACQnp5OVlYWSUlJnjZOp5Nhw4axbt26E54nNDQUHx8fAL788kvCwsI84RvAJZdcQlhY2AnPczJ8GnX0WfaLX/yCTZs28cwzz9C5c2fmz5/PLbfcgtvtZty4cee6eyIiIiIiIiIi0oQsy+L+++/nsssuo2fPngBkZWUBEB0dXadtdHQ0+/bta/A8ubm5PPXUU3Wq47KysoiKiqrXNioqyvMap6vZBHBLly5l+fLlntANYMSIEezbt48HH3yQm266CYfDcY57KSIiIiIiIiLSzJSUmK+Bgd59Dz4IU6eaIai1HTpkvgYEePdNmgR33WWGoNa2d2/9thMmNKqrkydPZtu2baxdu7bec7aa4bPVLMuqtw/MMN0xY8bQvXt3nnzyyROe40TnORXNZgjqwoULCQ4O5n/+53/q7P/1r3/NwYMH2bBhwznqmYiIiIiIiIhIMxYUZLbaIZOfn9lXe/632m3ttSIlX1+zr/b8bydqe5qmTJnC4sWL+fzzz2nTpo1nf0xMDEC9KrVDhw7Vq4orLi5m1KhRBAcHs3DhQnxr9ScmJobs7Ox6r5uTk1PvPKeq2QRw3377Ld26dfOMy63Ru3dvz/MiIiIiIiIiInJhsSyLyZMn8/HHH7Ny5UoSEhLqPJ+QkEBMTAzLly/37HO5XCQnJzNkyBDPvqKiIpKSkvDz82Px4sX4HxMYDh48mMLCQjZu3OjZt2HDBgoLC+uc53Q0myGoubm5dOjQod7+mgn3cnNzj3tseXk55eXlnu9rJusrKio6w70UERERERERETl3arIOy7LOcU/OnEmTJjF//nwWLVpESEiIp9ItLCyMgIAAbDYbU6dOZebMmSQmJpKYmMjMmTMJDAz0rBlQXFxMUlISR44c4b333qOoqMhzr1q1aoXD4aBbt26MGjWKu+66i7lz5wIwceJExo4d26gVUAGwmonExERr1KhR9fYfPHjQAqxZs2Yd99gnn3zSArRp06ZNmzZt2rRp06ZNmzZt2n4S2/79+5sypjmrjneN8+bN87Rxu93Wk08+acXExFhOp9MaOnSotX37ds/zn3/++XHPk56e7mmXm5tr3XrrrVZISIgVEhJi3XrrrVZ+fn6jr8FWfSHnvcGDB1NVVVWnDBAgJSWFnj17MnfuXCZOnNjgscdWwLndbvLy8oiMjGz0JHrnSlFREW3btmX//v2Ehoae6+5csHSfm57u8dmh+3x26D43Pd3js0P3+ezQfW56usdnh+7z2aH73PQulHtsWRbFxcXExcVhtzebmccueM1mCGqvXr1YsGABlZWVdeaB2759O4Bn6dmGOJ1OnMdMGhgeHt4k/TzbQkNDm/UbQ3Oh+9z0dI/PDt3ns0P3uenpHp8dus9nh+5z09M9Pjt0n88O3eemdyHc47CwsHPdBTlGs4lCr7/+ekpKSvjoo4/q7H/77beJi4tj0KBB56hnIiIiIiIiIiIix9dsKuBGjx7NyJEjuffeeykqKqJTp04sWLCAZcuW8d577+FwOM51F0VEREREREREROppNgEcwMcff8xjjz3GE088QV5eHl27dmXBggXcfPPN57prZ53T6eTJJ5+sN7RWzizd56ane3x26D6fHbrPTU/3+OzQfT47dJ+bnu7x2aH7fHboPjc93WNpSs1mEQYREREREREREZHmqNnMASciIiIiIiIiItIcKYATERERERERERFpQgrgREREREREREREmpACOBERERERERERkSakAE5ERERERERERKQJKYATERERERERERFpQgrgREREREREREREmpACOBERERERERERkSakAE5ERERERERERKQJKYATERERERERERFpQgrgREREREREREREmpACOBERERERERERkSb0/wGkSWvaX75j6wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot the coldest and warmest years only; Supp Fig. S5\n", "\n", "fig, ax = plt.subplots(figsize=(14, 2))\n", "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n", "cmap = plt.get_cmap('tab10')\n", "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "\n", "ax.plot(xticks, monthly_array_temp_slicemean[1,:],color='b',linestyle='-',label='2008')\n", "ax.plot(xticks, monthly_array_temp_slicemean[3,:],color='b',linestyle='--',label='2010')\n", "ax.plot(xticks, monthly_array_temp_slicemean[4,:],color='b',linestyle='-.',label='2011')\n", "ax.plot(xticks, monthly_array_temp_slicemean[5,:],color='b',linestyle=':',label='2012')\n", "ax.plot(xticks, monthly_array_temp_slicemean[8,:],color='r',linestyle='-',label='2015')\n", "ax.plot(xticks, monthly_array_temp_slicemean[11,:],color='r',linestyle='--',label='2018')\n", "ax.plot(xticks, monthly_array_temp_slicemean[12,:],color='r',linestyle='-.',label='2019')\n", "ax.plot(xticks, monthly_array_temp_slicemean[13,:],color='r',linestyle=':',label='2020')\n", "\n", "ax.set_title('Surface Temperature',fontsize=14)\n", "ax.legend(frameon=False,loc='center left', bbox_to_anchor=(1, 0.5),fontsize=10)\n", "ax.set_ylim(0,22)\n", "ax.set_ylabel('Degrees C')\n", "ax.xaxis.set_tick_params(labelsize=12)\n", "ax.yaxis.set_tick_params(labelsize=12)\n", "ax.set_xticklabels([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data for Figure 4: Calculate monthly standard error values for cold and warm years" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "NPGO_W_years=[monthly_array_temp_slicemean[8,:],monthly_array_temp_slicemean[11,:],monthly_array_temp_slicemean[12,:],monthly_array_temp_slicemean[13,:]]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.10085818, 0.4890846 , 0.37887922, 0.15664109, 0.40595597,\n", " 0.20241134, 0.40119105, 0.67801848, 0.50271186, 0.33871933,\n", " 0.18173575, 0.33064517])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_W_years)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "NPGO_W_SEM=[0.10085818, 0.4890846 , 0.37887922, 0.15664109, 0.40595597,\n", " 0.20241134, 0.40119105, 0.67801848, 0.50271186, 0.33871933,\n", " 0.18173575, 0.33064517]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "NPGO_C_years=[monthly_array_temp_slicemean[1,:],\n", " monthly_array_temp_slicemean[3,:],\n", " monthly_array_temp_slicemean[4,:],monthly_array_temp_slicemean[5,:]]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.21721438, 0.33888804, 0.33143871, 0.15566903, 0.06565611,\n", " 0.28891357, 0.22434856, 0.30571173, 0.24001654, 0.23185627,\n", " 0.14982848, 0.25240781])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_C_years)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "NPGO_C_SEM=[0.21721438, 0.33888804, 0.33143871, 0.15566903, 0.06565611,\n", " 0.28891357, 0.22434856, 0.30571173, 0.24001654, 0.23185627,\n", " 0.14982848, 0.25240781]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(-0.4, 20, '(a)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "## Preliminary Figure 4a\n", "\n", "fig, ax = plt.subplots(figsize=(15, 3))\n", "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n", "cmap = plt.get_cmap('tab10')\n", "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "border = 0.25\n", "\n", "ax.errorbar(xticks, NPGO_C, yerr= NPGO_C_SEM, capsize=3,label='NPGO+ coldest',linewidth=2)\n", "ax.errorbar(xticks, NPGO_W,yerr= NPGO_W_SEM, capsize=3,linestyle='--',label='NPGO- warmest',color='r',linewidth=2)\n", "ax.set_title('Sea Surface Temperature',fontsize=18)\n", "ax.legend(frameon=False,fontsize=14)\n", "ax.set_ylim(0,25)\n", "ax.set_ylabel('Degrees C',fontsize=14)\n", "ax.xaxis.set_tick_params(labelsize=14)\n", "ax.yaxis.set_tick_params(labelsize=14)\n", "ax.set_xticklabels([])\n", "\n", "a=2\n", "b=5\n", "c=5\n", "d=8\n", "\n", "ax.text(-.4, 20, '(a)', fontsize=15, color='k')\n", "\n", "#plt.fill([a, a, b, b], [0, 25, 25, 0], color = 'lightgreen', alpha = 0.1)\n", "#plt.fill([c, c, d, d], [0, 25, 25, 0], color = 'wheat', alpha = 0.2)\n", "\n", "#plt.savefig('Fig3a_SST.png', bbox_inches='tight',dpi=1000,transparent=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data for calculating seasonal mean values for box plots" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "Spring_C=(((monthly_array_temp_slicemean[(1,3,4,5),2]+\n", " monthly_array_temp_slicemean[(1,3,4,5),3]+monthly_array_temp_slicemean[(1,3,4,5),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "Spring_W=(((monthly_array_temp_slicemean[(8,11,12,13),2]+\n", " monthly_array_temp_slicemean[(8,11,12,13),3]+monthly_array_temp_slicemean[(8,11,12,13),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "Summer_C=(((monthly_array_temp_slicemean[(1,3,4,5),5]+\n", " monthly_array_temp_slicemean[(1,3,4,5),6]+monthly_array_temp_slicemean[(1,3,4,5),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([11.72465165, 11.13348375, 10.47916834, 10.70108273])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Spring_W" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "Summer_W=(((monthly_array_temp_slicemean[(8,11,12,13),5]+\n", " monthly_array_temp_slicemean[(8,11,12,13),6]+monthly_array_temp_slicemean[(8,11,12,13),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([17.94220457, 19.22289418, 19.45471819, 18.36878465])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_W" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Preliminary figure 4a\n", "\n", "def color_boxplot(data, color, pos=[0], ax=None):\n", " ax = ax or plt.gca()\n", " bp = ax.boxplot(data, patch_artist=True, showmeans=False, positions=pos,widths=0.4)\n", " for item in ['boxes']:\n", " plt.setp(bp[item], color=color)\n", " for item in ['whiskers', 'fliers', 'medians', 'caps']:\n", " plt.setp(bp[item], color='k')\n", "\n", "\n", "data1 = [Spring_C]\n", "data2 = [Spring_W]\n", "data3 = [Summer_C]\n", "data4 = [Summer_W]\n", "\n", "fig, ax = plt.subplots(figsize=(3,3))\n", "bp1 = color_boxplot(data1, 'royalblue', [1])\n", "bp2 = color_boxplot(data2, 'r', [1.5])\n", "bp3 = color_boxplot(data3, 'royalblue', [2.5])\n", "bp4 = color_boxplot(data4, 'r', [3])\n", "#ax.autoscale()\n", "ax.set(xticks=[1.25,2.75], xticklabels=['Spring','Summer'])\n", "ax.set_ylim(8,20)\n", "ax.set_ylabel('Degrees C', fontsize=14)\n", "ax.xaxis.set_tick_params(labelsize=14)\n", "ax.yaxis.set_tick_params(labelsize=14)\n", "#ax.legend([bp1[\"boxes\"], bp2[\"boxes\"], ['A', 'B'], loc='upper right')\n", "\n", "\n", "#plt.savefig('Fig3a_SSTboxplots.png', bbox_inches='tight',dpi=1000,transparent=True)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### t tests for differences between spring and summer of cold and warm years" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=-3.8497070052027342, pvalue=0.00846285561469824)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.ttest_ind(a=Spring_C, b=Spring_W, equal_var=True)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=-2.2041881462513184, pvalue=0.06969892841658737)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.ttest_ind(a=Summer_C, b=Summer_W, equal_var=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py39)", "language": "python", "name": "py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 4 }