GS_interanual_variability-checkpoint.ipynb 315 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Once deleted, variables cannot be recovered. Proceed (y/[n])? y\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%reset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/h/shkifmwr/TM/software/miniconda3_20180110/envs/py3_std/lib/python3.5/site-packages/cmocean/tools.py:76: MatplotlibDeprecationWarning: The is_string_like function was deprecated in version 2.1.\n",
      "  if not mpl.cbook.is_string_like(rgbin[0]):\n"
     ]
    }
   ],
   "source": [
    "## Load required modules\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "import cmocean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def smooth(y, box_pts):\n",
    "    if (box_pts % 2 == 0):\n",
    "        print(\"Choose odd wpacws size!\")\n",
    "    else:        \n",
    "        box = np.hanning(box_pts)\n",
    "        y_smooth = np.convolve(y, box/box.sum(), mode='valid')\n",
    "        out=np.zeros(y.shape[0])*np.nan\n",
    "        out[int((box_pts-1)/2):-int((box_pts-1)/2)]=y_smooth\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Load data\n",
    "dir=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/DATA/1_VIKING_K301/\"\n",
    "trajdir=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/DATA/\"\n",
    "meshdir=\"/gfs1/work/shkpwagn/ARIANE/GRID/\"\n",
    "figdir=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/FIGURES/\"\n",
    "naodir=\"/gfs1/work/shkpwagn/DATA/NAO/\"\n",
    "\n",
    "file_mesh=meshdir+\"1_VIKING20_mesh_mask.nc\"\n",
    "file_u=dir+\"1_VIKING20-K301_1y_19490101_20091231_grid_U.nc\"\n",
    "file_v=dir+\"1_VIKING20-K301_1y_19490101_20091231_grid_V.nc\"\n",
    "file_traj=trajdir+\"GB_arrival.nc\"\n",
    "file_nao=naodir+\"nao_station_annual.nc\"\n",
    "\n",
    "data_u=xr.open_dataset(file_u)\n",
    "data_v=xr.open_dataset(file_v)\n",
    "data_traj=xr.open_dataset(file_traj)\n",
    "data_nao=xr.open_dataset(file_nao)\n",
    "\n",
    "data_mesh=xr.open_dataset(file_mesh)\n",
    "\n",
    "nav_lat=data_mesh['nav_lat']\n",
    "nav_lon=data_mesh['nav_lon']\n",
    "#lon_add=data_mesh['nav_lon']\n",
    "#index1=np.where(nav_lon < 0)\n",
    "#index2=np.where(nav_lon > 0)\n",
    "#lon_add[dict(x=index1[1],y=index1[0])] = 360\n",
    "#lon_add[dict(x=index2[1],y=index2[0])] = 0\n",
    "#nav_lon=nav_lon+lon_add\n",
    "tmask=data_mesh['tmask'][0,0,:]\n",
    "\n",
    "data_u=data_u.sel(time_counter=slice('1961-01-01', '2009-12-31'))\n",
    "data_v=data_v.sel(time_counter=slice('1961-01-01', '2009-12-31'))\n",
    "timeax=data_u['time_counter']\n",
    "\n",
    "fc=data_traj['count'].values\n",
    "nao=data_nao['nao'].sel(time=slice('1961-01-01', '2009-12-31'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Calc clim transport across 50°N\n",
    "\n",
    "yy=50\n",
    "\n",
    "dummy=abs(nav_lat-yy)\n",
    "index=dummy==dummy.min(axis=0)\n",
    "\n",
    "lon_transp=nav_lon.where(index==True,drop=True)\n",
    "\n",
    "xstart=-60\n",
    "xend=-40\n",
    "e1v=data_mesh['e1v'].where((index==True) & (nav_lon >= xstart) & (nav_lon <= xend),drop=True)\n",
    "e3v=data_mesh['e2v'].where((index==True) & (nav_lon >= xstart) & (nav_lon <= xend),drop=True)\n",
    "v_transp=data_v['vomecrty'][:,0,:].where((index==True) & (nav_lon >= xstart) & (nav_lon <= xend),drop=True)\n",
    "area=e1v*e3v\n",
    "\n",
    "transp50n_west=(v_transp*area/1e6).sum(axis=(1,2))[:,0]\n",
    "\n",
    "xstart=-40\n",
    "xend=-10\n",
    "\n",
    "e1v=data_mesh['e1v'].where((index==True) & (nav_lon >= xstart) & (nav_lon <= xend),drop=True)\n",
    "e3v=data_mesh['e2v'].where((index==True) & (nav_lon >= xstart) & (nav_lon <= xend),drop=True)\n",
    "v_transp=data_v['vomecrty'][:,0,:].where((index==True) & (nav_lon >= xstart) & (nav_lon <= xend),drop=True)\n",
    "area=e1v*e3v\n",
    "transp50n_east=(v_transp*area/1e6).sum(axis=(1,2))[:,0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Calc transport across 20°W\n",
    "\n",
    "ystart=40\n",
    "yend=60\n",
    "xx=-20\n",
    "\n",
    "dummy=abs(nav_lon-xx)\n",
    "index=dummy==dummy.min(axis=1)\n",
    "\n",
    "lat_transp=nav_lat.where(index==True,drop=True)\n",
    "\n",
    "e2u=data_mesh['e2u'].where((index==True) & (nav_lat >= ystart) & (nav_lat <= yend),drop=True)\n",
    "e3u=data_mesh['e2u'].where((index==True) & (nav_lat >= ystart) & (nav_lat <= yend),drop=True)\n",
    "u_transp=data_u['vozocrtx'][:,0,:].where((index==True) & (nav_lat >= ystart) & (nav_lat <= yend),drop=True)\n",
    "\n",
    "area=e2u*e3u\n",
    "transp20w=(u_transp*area/1e6).sum(axis=(1,2))[:,0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Calc tau\n",
    "\n",
    "data_u\n",
    "\n",
    "taux=(np.roll(data_u['sozotaux'],1,2)+data_u['sozotaux'])/2\n",
    "taux[:,0]=(data_u['sozotaux'][:,0]+data_u['sozotaux'][:,1])/2\n",
    "\n",
    "tauy=(np.roll(data_v['sometauy'],1,1)+data_v['sometauy'])/2\n",
    "tauy[:,0,:]=(data_v['sometauy'][:,0,:]+data_v['sometauy'][:,1,:])/2\n",
    "\n",
    "tau=(taux**2+tauy**2)**0.5\n",
    "\n",
    "tau=tau.where(tmask==1)\n",
    "taux=taux.where(tmask==1)\n",
    "tauy=tauy.where(tmask==1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Calc long term average\n",
    "\n",
    "taux_mean=taux.mean('time_counter')\n",
    "tauy_mean=tauy.mean('time_counter')\n",
    "tau_mean=tau.mean('time_counter')\n",
    "\n",
    "dummy=tau.sel(time_counter=slice('1963-01-01', '1968-12-31'))\n",
    "tau_low=dummy.mean('time_counter')\n",
    "dummy=tau.sel(time_counter=slice('1988-01-01', '1993-12-31'))\n",
    "tau_high=dummy.mean('time_counter')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Average tau\n",
    "\n",
    "## Cut data\n",
    "\n",
    "xmin2=-40\n",
    "xmax2=0\n",
    "ymin2=50\n",
    "ymax2=60\n",
    "\n",
    "index=(nav_lat>=ymin2) & (nav_lat<=ymax2) & (nav_lon>=xmin2) & (nav_lon<=xmax2)\n",
    "\n",
    "tau50N=tau.where(index,drop=True)\n",
    "e1t=data_mesh['e1t'].where(index,drop=True)\n",
    "e2t=data_mesh['e2t'].where(index,drop=True)\n",
    "\n",
    "area=e1t*e2t                            \n",
    "\n",
    "areasum=area.sum()\n",
    "tau50N=((tau50N*area).sum(['x','y'])/areasum)[:,0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Normalise\n",
    "\n",
    "transp20w_norm=(transp20w-transp20w.mean())/transp20w.std()\n",
    "fc_norm=(fc-fc.mean())/fc.std()\n",
    "tau50N_norm=(tau50N-tau50N.mean())/tau50N.std()\n",
    "nao_norm=(nao-nao.mean())/nao.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.          0.88520177]\n",
      " [ 0.88520177  1.        ]]\n",
      "[[ 1.         -0.07334545]\n",
      " [-0.07334545  1.        ]]\n"
     ]
    }
   ],
   "source": [
    "## Correlation\n",
    "\n",
    "s=1\n",
    "b=15\n",
    "ii=int((b-1)/2)\n",
    "\n",
    "#corr20w=np.corrcoef(transp20w.values[:-s],fc[s:])\n",
    "#corr50n=np.corrcoef(transp50n_east.values[:-s],fc[s:])\n",
    "\n",
    "corr20w=np.corrcoef(smooth(transp20w.values,b)[ii:-ii],smooth(fc,b)[ii:-ii])\n",
    "corr50n=np.corrcoef(smooth(transp50n_east.values,b)[ii:-ii],smooth(fc,b)[ii:-ii])\n",
    "\n",
    "\n",
    "print(corr20w)\n",
    "print(corr50n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aab1e7633c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot transport\n",
    "\n",
    "out=\"GS_NA_interannual.pdf\"\n",
    "#plt.figure(figsize=(10,10))\n",
    "fig,ax=plt.subplots(2,1,sharex=\"all\")\n",
    "\n",
    "#ax1 = plt.subplot2grid((3, 1), (0, 0), rowspan=2)\n",
    "#ax2 = plt.subplot2grid((3, 1), (2, 0), sharex=ax1)\n",
    "ax2 = ax[0].twinx()\n",
    "ax3 = ax[1].twinx()\n",
    "\n",
    "ax[0].plot(timeax,transp20w.values,lw=1,color='k')\n",
    "#ax[0].plot(timeax,transp50n_east.values,lw=1,color='k')\n",
    "ax[1].plot(timeax,fc,lw=1,color='k')\n",
    "ax2.plot(timeax,tau50N,lw=1,color='b')\n",
    "ax3.plot(timeax,nao.values,lw=1,color='b')\n",
    "\n",
    "l1=ax[0].plot(timeax,smooth(transp20w.values,b),lw=2,color='k',label=\"Transport 20°W\")\n",
    "#l1=ax[0].plot(timeax,smooth(transp50n_east.values,b),lw=2,color='k',label=\"Transport 20°W\")\n",
    "l2=ax[1].plot(timeax,smooth(fc,b),lw=2,color='k',label=\"GB Floats\")\n",
    "l3=ax2.plot(timeax,smooth(tau50N.values,b),lw=2,color='b',label=\"Windstress\")\n",
    "l4=ax3.plot(timeax,smooth(nao.values,b),lw=2,color='b',label=\"NAO\")\n",
    "\n",
    "#fig.title(\"Transport across 50°N\")\n",
    "ax[0].set_ylabel('Transport 20°W (Sv)')\n",
    "ax[1].set_ylabel('GB Floats')\n",
    "ax2.set_ylabel('Wind Stress (N/m$^2$)',color='b')\n",
    "ax3.set_ylabel('NAO',color='b')\n",
    "\n",
    "ax2.spines['right'].set_color('b')\n",
    "ax2.tick_params(axis='y', colors='b')\n",
    "ax3.spines['right'].set_color('b')\n",
    "ax3.tick_params(axis='y', colors='b')\n",
    "\n",
    "ax[1].set_xlabel('Year')\n",
    "lns=l1+l3\n",
    "labs = [l.get_label() for l in lns]\n",
    "#ax[0].legend(lns, labs, loc=2,frameon=False)\n",
    "\n",
    "#plt.savefig(figdir+out,facecolor='w',format='pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2aab1fbafe48>]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Gixm5IRqz9cysmF27drFs2TJkWcbD4ypeefsf1LbVkhya3ONz4gLi8Ah3bd/bHU98+wQPPv0gISEhGI1GVq5c2eOb766KXUzUTCTUOwxjU9ddmYSwnzsIYRf0SWcrpqGhYVSVpJfW6ADYtLtgyK5R22RGro+hqe303zy2bt3KihUraGpqIjAwgeTk/3DYcJgZ0TNQST2//JTq044ipe6wO+w8uetpntn9Gpdffjnh4eFkZWWxdu1arFary9iqxioMFgPxmlVs/iCsixUDEBsbS3l5+Wnfo2D0IYRd0CvOPjFhYWFoNBo0Gg3Nzc0jPa12KsyKsO86NnTCXt1gBnM0LY7TE/bPP/+c1atX09LSwty5c5kz5zdERbn1WHHamVOrT7vjmD4LS5MX72e9z9iksaxevZrIyEi++eYbbrrpJpc34K2FWwlvCufQgavQFYRibBJWzLmMEHZBrzj7xHj8sI/baPPZDS061M1RHC0dOmE3NSrC3ir3X9g3bdrE5ZdfjtVq5fbbbyclJYWQkElERnb0YO+NOP84Wt3LqdL3nOmy6ehuPE6uQqo6jyOtZurr69m8eTM+Pj68++67PPTQQ+1jtxRuwZ4fT1VVBN5yGBW13UfsZWVlo+oTmeDMEMIu6BXnwqmT0eaz17ZVkqhZRHHDiW4zSAblGs1maIzCRjMOue8inuzsbK655hpsNhv33HMPL774IpmZmfj4jCMqCvJMeaSGp/Z6Di+NFx74U9SLyb419zsmeM9n3eRf8KVhD6WlZZx33nl8+OGHqNVqnnzySdLT03HIDrYVbkO/+zfcc08jId6hVDZ0jdid6ZaiBfDZjxB2Qa84/XUnoy3lsd6hY3bUQuwBBZw8OUTXaDFDawAqh3d735ieqKur4/LLL6epqYlrr72W9evX43A4yM7ORpIiCYuwoTPr0AZo+7xuiJuWkpqerZHMut0sHjefZ29eQ7NfFserogG4+OKLefjhhwG49dZb2Ve6Dw97MDbTRO64I4hQr+4XTyVJEnbMOYIQdkGvODNinIw2YW9W65gbvQhVWAF79w78fC0tLV2ONVjMBPn6obb59dpWwOFw8POf/5wTJ04wZcoUNmzYgCRJFBQUEBERgcnkgSakjAifCNzV7n3OJcpbS4W5+7xynVlHs62BlbPH4+PpwYrYa2hIiKS5WVk0dbYdyM7O5tH1j9F07EKiol7Gw0NNVEAYtZauETsM/QLqm4ff5KZPbxqy8wsUhLD/SPlLxl9otbX2Oe5UK2Y0CXujtREHNqbHpeLQ1PHt3t6jaScFNQXkm/K7HD969ChTp07t5joNxIT6gcW/10Zgjz76KJs3byY4OJiPP/4Yb2/v9vNOmTKFqiqw+5cQHxjfr3nG+ceht3Qv7OnF3+EoncesmcpL+Im1v4RpG3n+BWU/PS8vL1588UUAtr6+FU3BZKZMUdoJxASG0mAzduulD3XE/nn+53x8/GNsDtG6YCgRwv4jpKWthQe3P0iOMafPsd1ZMaNl8bTSXIm6OZrwMBUx3glkZBf263nPf/88Gw5u6HJ8+/bt5Ofn09jo+gbRZDejjfBDbvXrsV/Mp59+ymOPPYZKpeL9999n7Nix7Y9lZma2C3uzezFjg8Z2e45TGReqpdbRvbBvOrqbkOZ5OLsQTI2agpfDxvoPD9DUpBxbtWoVK1atwmG141vzFomJSoVrdLgXkqzp9l6GUtjtDjs7S3YS4BHA7tLdQ3INgcKgCLskSW9KkmSQJClrMM4nOD0csuO0MhmOVx9HRuaE6USfY0+1YkbT4qnOrMNRH0VoKEyKSuK48QSnpG93S6Y+k3pL13twluTn5Li+4bXazSTE+mFv6d6KOX78ONdddx0Af/nLX1i2bJnL40ePHiUtLY3KSqiXSogPiO/X/U2I0tKo7l7Yvyv9julh812OpVjiUc94leef7zgWMuNScFNRVLAHu90OQFgYeDq6rz4dSivmcNVhIn0jWTdlHZ/nfz4k1xAoDFbE/i/g4kE6l+A0uXvL3bxy4JV+j882ZgN0a0ecymi2YopNOmiMxtsbJoQnEphQQGZm78+RZblbYbfb7WRkZLB06VKys7NdHrNgRhvhj9zqT3WjqxXT0NDAmjVrMJvN/PSnP+Wee+7pcs2jR4+SmDgVWQZdc/8j9onRWuw+pVgsrseb25opt2axYsoMl+Pz/efTFLWdZ/5hwmCAlhb4OPcwc6+4CFD6uVutVsLDwc0y/NWn24u2s3TsUlYnr2ZT/qYhuYZAYVCEXZbldKBmMM4lOH2O6I+wT7ev3+OzDdmMDRxLfk3fwj6as2IK9ZV426KRJEgMTiRgbN8LqGUNZdRb6qlrdbWTjh07Rnh4OEuXLnWJ2GVZxiqZiQr2wwM/9LVml8fWrVtHXl4ekydP5o033uiyWUVtbS21tbV4esYTGQnFdcX99tjHBCr9Yk7NeDygO4Bb7SQWzPZ2OZ4Ul0RcawyTr/0Pjz8Of/+7jDzuK/7+1BNoNBrKy8t5/vnnCQsDmsOGvV/M9uLtLBm7lJSg86i31PfrE6PgzBAe+zlAVmU++072Eap2Iqc6h8snXH7WR+wlJh1+UhQASSFJEHyiT2E/pj9GoGcg9a2u97Bz507OP/98UlNTXSJ2i90CsorQIHc8VX4Y6juE/c033+STTz4hMDCQjz/+uH1Ho85kZmYyefJk9HoVkZFQUlfC2MD+RewRvhHIHvWU6lwXubef2I2teD6TJ7uO12q1hJwMwaR9g/+8J/PnV0/gF9jG5MjJ7Vbdo48+it1eht0c2mtbgcEuUrLYLOwp30PelsWsu17FJUmXCDtmCBk2YZck6WZJkg5IknTAaOz6ByU4M8wWM7UtNeTX5PY70yDbkM2aCWvIN+X3+QLuLt1xtCyeltfrCNYouduJwYnUqfqO2DP1mcyPm98lYt+1axeLFy8mJSXFRdjNFjNqmx+BgeDt5kf1D+0WT548yZ133gnAyy+/3G3rXXDNiAmLsmBsNhLjH9Ov+1NJKjzbYsitcPW8t+TsZpxmHhqN6/i4uDiasptostdz4wOHSFu7hZXJyykrKyMqKoorr7yS5uZmXnjhLqx13Vsx/v7+qNXqQf8/3lO+h5SwFLZtCmTzZlgeL+yYoWTYhF2W5ddkWZ4hy/KMzhGgYGCcqDmBZ1Mymtbofn20bW5rpsJcwdy4uQCYWkw9jpVleVRXnuqbKwn3UoQ91j+WBlsNOmMTNb2YgpmGTBZqF7oIu8PhID09nfPPP5+xY8diNBoxmzvtc2pVhN1X44/J3IDD4eCmm27CbDZzxRVXcPXVV/d8vcxM0tLSqKoC35hSYvxicFP1f6thfzmOfH3HAqpDdpBZu4fzE+Z1GavVaikvK+fGqTfSMuFN/KZu4aJxF1FYWEhiYiLPPfccPj4+bNr0IZaiOgzd9IuBobFjthdtZ2HMUvbtg7Q0cBQs5YDuQJc3WMHgIKyYs5y86jwcxvHYKtI4qu/bjjlefZyk4CTcVG4kBSf1asfU19fj6enZ3icGRpcVY7LoiPZThF0lqUgISmDCvEL29bLckKnPZNGYRS6Lp1lZWQQHBxMdHY1arWbChAnk5uYCyiYbskURdn8PP+pazLz88svs2LGDsLAw/vGPf/S6CXTniN0ttP8Lp05C3LQU13QIe151HpLFnyUzo7uMDQ4OxmKxcGXilbyf/T7pJ9O5MOFCCgsLGTduHLGxse0VqVLxdspM3bcrGIrMmO3F2/E3LWX2bPj5z+HLz3xYOGYhWwq2DOp1BAqDle74HrAHSJYkqVySpF8MxnkFfZNrzMeiS0ZTm0bGib6FPduQTUpYCgDjQ8b3GuWfasPA6BL2OruOuKCo9p8TgxOJm9KzHdNqa6WotogxHudhd9ix2JR0E6cN46Szz262mHG0KMIe4OWHvqyC++5TNvZ47bXX6O3Tp81mIycnh8mTJ1NZCXb/4l5THZubYd8++O9/4emn4de/BsNHD/DFCxeTlAR/+AN8eeQQjpPzmd1Nc0hJktBqtVAPM6JnkBKWQoh3SLuwA9xxxx1ERUXhaDzJsZ3Hup3HYEfsDZYGjhmOUZoxjxUr4LLL4PPPYeW4c9OOKakrYWvh1hGdQ/8/E/aCLMvXDMZ5zlb0jXoOVx3m4sThz/g8Wp5HgG0FYyN92Fv8rz7HZxuzSQ1TGlCNDxnfa8R+akYMjB5hN1vMOHAQE+LffiwpOAnjmAL2ftL9c3KNuYwLGsd113igWRhIvaWecLdwdu3axZo1a9rHdfbZTY1msPrh6QlBXj58989dtLS0cN1117k8pzsKCgqIjIzEz8+PqirwmV1CcjcRuyzDv/8N99wDXZefJirnMsLjj4NK8xNUodNo7aFoOC4ujtLSUh5b/Bj6Jn37PGbNUrpJent78/vf/55bb72Vgk+ysb9sR61WdznHYEbs6SfTmRU9i22veHHXHRAXB/HxEF53CV8WPITNYTste2q08MorsHkzuLmBRqP8a3c38VXscuxSCz8zlqKSJFQq2r8kCZ56ii7rI4ONsGIGgZ0lO1m/e/2IXPu4MZ84r2TmJaRxoqHviD3HmNPeWXB8yPheUx5P9ddBWVxraGjoc+PkoaaysRJPazRhYR02SGJwIrYAJTOmuzXhY4ZjhDoms2MHqG0B1LXWIcsyu3bt4vzzz28f1zli19eacXcobx5lB7fSUl5DdHQ0L7zwQp9zdNowAFVVUK8q7pIRk5sLF1wA69Ypop6crES0d9wBzzwD19x5GP+rb2PHDuW4w6bGVpnCxInKz99+63qvWq2WsrIyZsfO5tLkSwFcInaAX/ziF3j5xmI1tPLvf/+7y7yd7XsHi+1F25nsuxSAicr7FGvWwO4vY9EGaNlTtmfQrjWcvPkmLF4M110HV14Jy1e2cmTCGuYFXY6vhzdBqQeYPBlSUmD8eEhIgDFjFHEfaoSwDwKmFhO1rbXDfl1Zliltymd8yHiWTEug0VHdJY3vVDpH7EnBSadtxbi5ueHt7d2l7H640Zl1qFuUqlMnicGJ6FoL8PGBgm7asx+tyiQvPY3rrgO1VUl5zMnJwd/fn7i4uPZxqamp7bnshnoznpIfWVlZHNiqbJr9xhtvEBQU1Occna0EACorobqto09MczM8+CBMmQK7dinVoG+9pQj9J5/ACy/AXXfBFWs8aI3ezpwFLbz+n2o0t85k+gwHHh7w2WewaJEiKs42AqfaKLIsU1RU5CLs7u7uzJqreO2PPPIIllMqoAbbitlevB1H4VJWrOgQtTVr4OOP4ZKks9OOcTggJwd++UtYuxauvMrBFq8bmTIuis13PcmNc9aiSvmYW2+F225TbLXf/AbuvFOJ7IcaIeyDQHVzNTUtw1+fVdVYhVr2IjE2kBnTVUjGSWTqu/dNQcmIqTRXMi54HC+8AHE+SZyoOdFjj/HurBgYHXaMzqwDc7SLsCcFJ1FQU8CcOXTrs289mklgaxq/+hXIrUrEfmq0DhAfH091dTVms5lqsxlPyZt169Zht7XhNiWQiy/un+XmbCVgt0N1NVQ0KYunX3wBqanw5JPQ1gY33wzHj8P113cIn0N28H3592wxbsDql4/3n72Z/I/J4F/J/Dte48vDmTz8Bzv+/rBxoxI5VlUpEXtpacdiq16vx8vLq73XupNFc2+CMCVt87XXXnN5bDAXTw1NBsoaysjaOp0VKzqOp6aCuzsks/qszGcvKYGgINp79fx+x+85WXeSt9a8hUpSsXbiWj7K/WjENi0Rwj4IVNSaMDYOv7DnmfLwtYxnzBiIjQW1KY1ve1lAzTXmkhSSRE21G7/9LWQf8sffw18RyW7ozoqB0SPstlpXYY/1j6W6uZpps5q7CHtrK+SYMnn812mEhoK9SfHYd+7c6bJwCqBWq0lOTiYnJ4eaRjPW7GMcOnSI8MhYpCWu1Z6fffYZV111FY8++igbN27kxIkT7T1ZnFZMdTUEhjVR19LA849HsWqVIgxTpsB338Grr0JwMLTZ2/i66Gtu23wbcc/FMfeNuWzIeh4kGQmJqsYq2jwqebHof1nywRRe8Axi0l+XE3bB/3HggMycOeBwTHCJtgsKCrrNsY+O0uC+WFGlJ554giZnyE9HxD4YorTJhQTMAAAgAElEQVSjeAfzYhaxf68bS5Z0HJckJWrP3zWd2tZaCmv618BttJCdDZMmKd+/fuh1/i/7//j06k/x0ngByuJ1c1szudW5IzI/IeyDQE5xNS32RtrsbcN63XxTPm51yWi1ygtlrFca3+b1LOzZRiUj5ptvlJ+//ZZeUx67s2JgdBQp6cyVtBiiCQnpOKZWqYkPjCdmUlEXYf/r3/Wo3S1ccWEsoaHQZg6ktqW224gdOnz2kwWF1B3OAOD3j72E3avJZdyGDRuIjY3FarXyr3/9i2XLlhEQEMCsWbOor68nPj6eykoI0Jai+XATTz0l4eamLKAdOABzlXICDlUeIuXlFJb9exkvH3gZnVlHnH8cd8y6A1VdApsv30NywFQC82/n2snXEh8Yj9lq5jv9NoznX03AbSs5WV/CXXfN5vjxjlTIU/11J2Fh4D42hknTJmEwGNpb/AL4+vri4eFBTW8FAf1ke9F2oluXMmsW+Pm5PrZmDXz6iYpVSavOOjsmK0sR9q2FW3l4x8N88bMvCPPpCIIkSWLthLVszN04IvMTwj4I1FiUIp/h9tnzqvOwVCoRO8D02DSyqnsW9hxjDqlhqezYARdeCOnpvac89hSxj4YipdJaHRpLFJ6erseTgpNwjzxBVhbtmSN1dfDcf44xJTINSZIICgJrQwB5J0/g5eXFGOcvsBOpqalkZWVx+J0vkB12/vd//5fLVq7E4WZuj2Tb2tpIT0/noYce4k9/+hOfffYZJSUl6HQ6nn/+eT777DNUKhXHjoEuL5qmYxcSGAhffaVkwLi5KR743/f9nblvzKWgpoCEoAQeWvgQB351gJO/PckLK17AuzmFbN1JShpOsELzZ95d+y7Fvymm4q4KXlr5ktIiIewr1HekYp70PLqq1/jXv5Q5OouTTiU8HFSt4Vx/5/UArF+/ntrajr/fwbJjvi7+moajS1m5sutjc+Yo9tHMgLPPjsnKAv+kY/x848/58CcfMj5kfJcxl0+8XAj72UyDVRH24fbZ8035NBQqETvAhWmTqbQf69Ezdy6c7tgBv/+94kOPC+w55XE0e+xltToC1V2LdBKDEylrKmDiRDh8WDn2l7/AhEXHmD1Waa7i5gYeBHLk+PEuNoyT1NRUPv/8cxorqvEKCOWvf/0rYSFuYPegydoMwPfff09iYiKhnf0glMyhefPmsXjxYg4cUDJcWuoC8I8y8P33sFRJEKGutY4r/3slv/7y11jtVm6dcSvZt2bzxJInmB49vb3wKUDW8mXRp/hYklgwqyPsjfaL5taZt5J7Wy4/Tf0pdlUzXHQP/Go+Nz54iD/+EQoKeo7YHeYwtNO0LFmyhLq6Op566qn2xwdjAbWotohWWyvfb0px8dedqNVw6aVQc+BC9lXs63PhfzSRnQ1b7Q/w6OJHWaBd0O2YBdoFlDWUUVxbPMyzE8I+KJjt1dAUTm3L8EbsOYY8PJvGt3/EXTQzCFqCKKkr6XZ8tiGbIFsq9fWwYIGSfqWqS+ox5bE3K2akhb2ysZIwj+6FvaCmgNmzlTeusjLYsAHGzMokLSKtfZyfJoCC8rJubRgAjUbDiRPKJ5l5l/8aPz8llx1rRyOwbdu2dem93pkPP1SyVurqwG9MAb/Z8B7Jycpj+yr2Me3VaWzM3Yi/hz8fXPkBL616CU83zy7nCdFo2V39KZTN44d0dBcifSN5/8r3+fyaz5W9VKMOw69m8die+9iZvrhbYQ8PB2ud0gjsT3/6EwAvvPACVVVVwOAI+/ai7UwPXgKy1J7meCqXXw5ffurDAu0CthSeHVWoNhvk5cvkmve2p5R2h5vKjcuSL+OT4z0UVgwhQtgHgWZMYEqiqmH4IvY2exvl5lLiAzpetGPHgmRIIz2/qx3TZG2iqrGKwgMJLFmiFEssWgSG3O6tmO76xDgZaWGXZRljq45I36gujyUFK5k+TmF/5BG45RYoaHQV9gCPACprq7sVdpvNxh//+EcAvKZEMmnqwvbH1DY/Kowdwn7hhRd2eb7DoRQTXXWV0hM9JQXG3PgwqWMikWWZ5/Y8x4I3F1BSV8KM6BkcvuUwV6Ve1eP9RnlrschNNOXOJy2tx2GsGr+K7FuzSdAnKNk185+icsl/2fhF142zAwOhrT4MvbmaOXPmcNlll9Hc3MwTTzwBDI4Vs714Oz4G1zTHU1myBDIzYXHU2WPHFBZCWOJJNGq39pYWPbF24lo2Hh9+O0YI+wCx2q3YaIW6MZQah0/Yi2qLCHaLJT6uY1NkSYJotzR2ZHUV9txqJSNm546O7ISFC+H4d+MoqSvp0hmyuz4xTkZ68dRsNSPLEBHk1+WxzhH7li1K6fpd99jINeYyKXxS+zhPyQM8JJct7Jw8++yz7Nu3D41Gg3pRCGH+HdfROPzRmRqor68nKyuLBQtcP4abzXDFFUr5v7PKMDUVmjxOEBcQx682/Yq7tt5Fm6ON38z+DRk3ZpAQlNDr/WoDFGFO8ZuHex97YPu6+7JCtYI7/H+NnyoMxm3j2frl/P4518R+lQp8VaGU1Silrk888QSSJPHqq69SUFAw4IjdITvYUbyD8vSl3dowTjw9YflyUBVcwpcFX57x9YaTrCyImHaAmdEze+0TBLB07FKyDFlUNVYN0+wUhLAPEFOzCY0tGFqC0dUOn7Dnm/IJciRz6rrf5LA0DlV0FfZsQ4e/7vR4Fy6EPd96EuUX1cW+6Slah5FfPNWZdfgRTVho1xeVNkCLoclA3NgWZBl+9zsw2k8Q7ReNr7tv+zi5pQ2PAM8uL8zjx4/zhz/8AYCFCxdidW8mPKBD2N3xo6rWzDfffMPcuXPx7LR6m58Ps2crBUaBgUq5+T33gF4PRlsRf/zmj7xx+A283Lz46Ccf8fzFz+Ph1vWN81QmhCVB+SwWpnVd5O0OrVaLm86N9y74J2414RB2nCeqZnPfy7tcxgVqwtDVKcI+adIkbrjhBmw2Gw8++OCA2wpkGbLwc/cnM32MS5pjd6xZAzs3xdLS1tLrZuGjhawscBuzn5nRM/sc6+HmwcWJF/Pp8U+HYWYdCGEfINXN1ahaQ9HYg9HXD5/HnmfKw7NxfBdhP39CGidbuwp7jjGHcCkVNzfFWweIioKQEIhy71qBeqq/3traUfQz0lZMpbkSb7trDrsTZ8pjSX0RX3+tVP0dMxxzsWEAmmtqUXm55mnb7XZuuukmLBYLN9xwA8uXL8emanT5ZOCl8sNQZ+7ir2/eDLNmKZWjqamwfz/tkepJcyFN9ga+Lv6aEK8QdqzbwdqJa/t9v0nR4fD6XubM7l8tujPabq5s5uKKWaS4rQLvGp6qWsbN/3ijfVyodxiGxo7WvY899hienp7897//xWQyDShi3160nSR192mOp7JqFaTvkojyjemxpmI0kZ0NDb77mRnTt7ADStrjMNsxQtgHiKnFhNwcQphv8LAWKeWb8pGrOzJinKycPZ4mdTlNVtd862xjNi0nU1m61NXvXLQINA1dM2NOzYj597/hFz/07BxpYdeZdWhao7oVduiwY6ZPV6obM/WZTA7v2G5IlmWMZeXYNa6l9M899xx79uwhKiqKZ599lpSUFByaRqJDOgm7Wtlswynssgx/+hOsXg319Up5+Z494MwwLKotovSCJcg4iA+MZ/dNu5kTO+e07tf5/tpdR8fucFafFhQUMGHsBDIf+JT5qrtA3cYGwy+57KV7sDvsRPiFYmrt6DoWGxvbvnnIiy++OKAipZ0nd2IvXNKrDeMkIEDJ5/ewRlPRUNHva7TaWjE0dd96eCg5luWgtO0gM6Jn9D0YWJG0gj1le4a197wQ9gFS3VyN3RxKVGAQpubhE/Y8Ux5NpV0j9onJbkimCewpdN2QOduYTcm+1C4fixcuBHNJV2E/1Yp56y2l3wmMDmGXGruP2KGjtYCTTL3rwmlRUREqazNWVcfH/oMHD/Lggw8CSjveoKAgJkycAJpWokI7trzz1fhTZqikrq6OmJg0rrgCfmhxzhNPKC13nRHqQd1B5rw+F9m/FH8Pf7676TuSQ5NP+37j4pTK4m6WA3oYr0TszuIktUpNxu+fYaVtA9jd+Kz6Gc7/+08JD/Cjvs11s43777+fkJAQdu/ejUajwWTqeSOW3jimP0bO9vP6Jeyg2DFNVacXsf/n2H/42cafndH8zhSLBYrqTxDiE0yodw9/gKfg6+7LBWMvGNbF4XNC2B0OB9OmTcNqtQ77tY2NJuzmEOJCg6mzDJ8Vk2/Kpzqva8SuUkGofTJfHu6wYxqtjegb9ezfltBF2BctgpJDXatPO1sxBQWKf9zYqFgyI714qjPrsNf3LOyJwYmcqOmwlk4V9p07d5KWHI9VMuOQHZjNZq6++mra2tq49dZbueSSSwAIjQ4Fqy9u6o6GZ/4efpToykhJuYspU1R8/DH4+ysNuR56SPn9A3ye/zmL31qMsdmAW/14rk69mii/rlk8/SE6Wvk/6G9XwOjoaAwGA3l5eS7FSZ8/9kuuaNkKrQHsrv2ILV430OgwukTlAQEB7WsMbW1tFBeffg52k7WJSnMVqvqxpKT07zmXXgqVedGUn0bEXlpfyq6SXZgt5r4HDxL5+RAyeT+z+mnDOBnuKtRzQthramo4cuRIe97xcFJRa8LDHkpUYDANbcMTsTdYGjBbzDTro+kmzZzxgWnsLe4Q9lxjLnHe44kIUxN9SnbW2LGgqR9PrsH1d9fZinn7bbj2WoiMVCoFR3rxtLKxEkt131YMQH1rPdXN1S6ZJ9u2bWPB/Imobb6YLWZuv/12CgoKmDx5Mk8//XT7OFNjE1j8KCrKaT/mqw6i6JuV7Nr1OyorlXqAI0fgh/cC2uxt3LftPla/t5pGayPLIq8lpG5Zt5WJp0M3yUk94ubmRkREBPv27XPJYZck+O/6C1hb9y00RKP3/BbZ5kmOMcfl+f/zP/9DQkICFouFf/7zn6c91zxTHkFyEisvduv3m1FMDMgNMZys6X/EXt5Qjs1hY1vRttOe45mSlQU+Sf1bOO3M6uTVbC/e3sUiHSrOCWE3GBSfrfMmxMOFrq4abymEqMAgmhzDI+x51XlofcajjZPaI8TOzE1II79Tb/YcYw4+Tant2TCdkSRYPG0M+qYqWtpa2o87rRiHQ/HXr79eWWzV6UaHFdNU1YsVE5LUHrEfMxwjNTwVtUrZTMJms7F161YuvngmkjWAf771T95++228vLx4//338fLy6riOyYzU5kNOjvJ3tX8/7Pnb/2IpWo5GI/Pkk7BzZ4dFUlpfyvn/Op+nvnsKtaTmyaVP8quQfyMFlp32lngDRavV4nA4XNoRg/L//cHfJ3OJ/jswTgBNExe8uZxcY0ezKnd3d5588kkA3nnnndNu0ZxrzEU2TKSfTTDbCdFEU1Td/4i9vKGc5eOWszl/8+ldaABkZUFraP8XTp0EewUzM3rmsBVhnRPCbvxh2xlnD+3hRG824e8WQkxwMK0MjxWTb8onXD2+iw3jZOX0NEzqzPaP2NnGbBqLu/rrTs5f6IZP21gKazs67DmtmG+/BV9fmDZNEfbKSvDz86Opqam9i+FwozPraKx0bQDWGW2AlqrGKlptrRzTHyMtvMOG+f7774mPjyclJRxHpRcP3f0QoFRdppziG1TVmFHbfDh2LI/HHlMW+MyGYPA7yd69Er/7nVIWD4r1Mu3Vaewp30OMXww7b9jJ7xb8Dn2VCqt31w02hpq4uDji4+Nx66b5t1oNH705hplZGVA2F6NFx7zXF7hseHHVVVcRGxuL2WzmmWeeOa1rZxtzqC9IaW9w1l8ifWIorz+9iP2W6bfwRcEXPbbRGGyOZbdhlI5yXtR5p/3ctRPX8vHxj4dgVl05J4TdYDCg0WhGJGI3NlUT6B6KNjyINnXtsPRfzjPl4WfpmsPuZMHUCBw2Dcd1SvRzTJ9N2aFUemiLwqJF0FblmvLotGLeekvZ3UeSFK9XpwOVSoWvry8NDcOfcyzLMpXmSvyI6nHDAjeVG2MCxlBcW6xkxER0ZMR88cUXrFy5Eh8fK46vdDQ3NXPVVVfxy1/+sst59HVmVCXL2LDhDv74R7DbQTttB+6X/IZp05QxbfY27t16L6vfW01NSw0rk1Zy5H+OtPcPqaySadJ0bLAxXGi12m6bfzlxd4c3/haCtPU5yFtNnbWGJW8tbfeBJUniuuuuA+Cpp55qbzXQHw6czMGrMYXIyNObc2xANIaW/kfsZQ1lXDD2Avw9/DlcebhfzympK6G5rfn0JtaJwxU5xPhq8ffw73vwKayZsIbN+Zux2od+LfCcEHaj0cjMmTNHRNhrW00Ee4UQEeoOdg/M1qFfyMk35aOu6zlid3MD/5Y0Nu1T7JgjFdkk+KUQHNz9+JQUcBjHc6C4YwHVaDTi4xPOxx/Dz35IPHBG7DByPrtSwKIiLKD35GinHZNpcF04dQr7H/7wIFQ3EhoVzmuvvdZNoRK8+FAq1i/X09wcy/jx8PXX4B37JJKXIgy7SnYx5405PL3nadSSmvUXrmfTNZtcsiVOGmpQSSqCvPrecWkwmTZtGnPm9J5WGRcH6vPeIv7YK3Dwl7TaW7jigyu4/YvbaWlr4cILLyQkJISmpiYeffTRfl87S5/D1Jh+rpp2IiE8ijpbVb+i7wZLA3aHnQCPAFYlrWLzib7tGFmWWfWfVfxf1v+d9txA2fWqSrWfufGnZ8M4ifaL5r0r3juj554u54SwGwwGFixYQHFx8bBnxtS3VRPuE0pICEitwcPSCCzPlEdbVc8RO/zQmz0/k0ZrI6ZWAyvm9Fy2rlIp7Xu/y1eE3dkn5rvvwpk7VxF0gPCoNnQ/fFIeKZ9dZ9YR4t6zv+4kMSiRfFM+x/TH2nPYKyoqKCsro7a2VrEXJImf3HsLgYGB7c+rq1O2pJs8GQqORiK5N+Pu/jsyMuqZN6+F4uNZ2DyNrH5vNYvfWsyhykPE+ceRfmM6986/F5Xk+pIqrism0jN+sH8NfXLNNde097vpiYAAcLT6cs2fPiC1+DX46jmwa3hp/0vMfn02Fn8LXl5eqFQqNmzYwKFDh/q8rsVmwWgpZdGknj8t9IQ22gN3RwDVzdV9jq1oqCDWPxZJkvot7BmlGeQYc9i87/hpzw2U4jP/ifuZfZr+emcuSrwId3UffSEGgXNC2I1GI3FxcWi12mHPjDHbTUQGhBAcDI7m4CHPZZdlmROmE9QVds1h78x5MUpv9hxjDu7mZC5cou55MDA3OYk8o/K7c/aJee89d9atUx5/P+t9/lZ/4YjnsuvMOgJUfQt7UkgS24u34+/hT4i3YsZ/+eWXzJ8/nxtuuAEA3/Nm4RGlpBU1NMCzzyqbDj/3nGK7JMzJJumXjzB58tcUFubyyfZP8L6wDXvYET7P/xxfd18eXfwoObflMC9uXrfzqGwuQes/vP56f5Ek8JXCMLWV8/U2iVTzb+H171HXJXHMcIwrtlxBVUwVt91+G3a7nRtvvLHPwOlEzQncm+OZO+v0xSsqCjysMf0qUipvKCfWPxaAhWMWkled12ex0vodr0LJIg6WnJmwZ2WBHLW/34VJI8k5IexOPzglJWVYF1BtDhtWuZHIwEA8PUFlCaJiiPvFVJgr8PPwo6LIv0crBmDZlDQq7ZkcrsihtSyVhQt7HgtwydzxGB1KxG40GgkKmsyBA0p+cautlfu/vp9yS/aIR+yVjZX4OHpOdXSSGJzI9qLtLjbMJ598woEDB6iuruaiiy4i4rwLKC5xcO+9ii1x991gNCpFWwcPQtKqTQQGScSnxfP4d49z/YHrqY1QCnZ+OeVWCn5dwB/O/4NLD5pTMdmLSQyNH4xbHxIC3EOpqDMSGQm7d8Pyyedhf/kQqmPraLG1YFtho2BaAWMmjCEzM5M///nPvZ4vS5+DVZfC9OmnP5foaJAao/tVpNRZ2N3V7ixNWMqXJ3puIlbdXM3Wks3MbfkzurYzE/YjWa00eh5nauTUM3r+cHJWCfuukl08svORLsedGRzO7cyGi5qWGtwdgYQEK79GD3swZcahtWLyTfkkBY9Hp1OqEXti1ayJWLwL2bT/ELHuqfj49DwWYPmcaGyqRkoq6zEajcjyz7jySvDygr/t/RtTI6fSam9CZ1TycEeqSEln1uFu7YcVE5xIm6Ot3YZpbGzkq6++orKyksmTJ/PQQx9Sm34dnz50G08/rUTs55+vFBrt2gXJk5optOyhQPMRG8ds5AvzF9gkG/NC5yFZA3h42ktE+Eb0OgeHAxrdSkiJGp0RO0CIZ0e/mIAApRvmzTf44vjoX/DRO0hWD748+SWN1zfCfHjimSc4cuRIj+fLyMvBp2VijxlLvREdDbbaaCrMpxexA6xKWsXnJ3qu7Hz5u38hH7+Md/46E6tnKVXG/lu2Tk3ZW3KUWK/k9n1NRzNnlbD7e/jz35z/djnuzLke7ojd1GzCrS2EoB/Wxbykoe/wmFedR6xnMqGhvRet+Ht74tmSwLbyjcwZ1/dClru7hK81kY27TqDXG6itXc26dco9rv9uPesvXI82QEuDVIrFMnKLpzqzDnVT38IeHxiPm8qNtIg0ZFlm7dq12O0+BATchZfXPhYt8qUmLwUZuPpqJUd9xzcOAtO+5Vebfknk05EUuH1GDYW4SW4EVgTi874PW27aAppmavvx/l1dDerQYpJCR6+wR/iGYWrp6Bej0cArryjthqWsnyH/Ixt/8xRMVhMsA/sddpY9u4w8Q1635ztQksuE4NNfOAXFimkxxFDRcHoRO8DKpJVsK9zW7b7DDtnBi9+9ylL/W0gY4453m5aN3/Rv8+znnnuOSZMmUV5eTm5D/ypOS0pKePvtt/t1/qHirBL2SeGTKKkr6dLa02AwjEjE7uzs6Mw28VUHUVk3tMKeb8onSO7dX3cS7ZaG1bOCS+ek9uvcY3zHs+PoCQ4ckFGp3Jk3Dx5Pf5yfpPyE5NBktIFaAuNPUlU1sh673NC3sDtFfWr4TK677n22bbsJqKK+/hn27fPE1xeSFmQSfccVTLntL/wxfxUh60NY9K9FvHH4DcxWMx62MBb4Xce+n+yjbkMdS5KW4Oul2C56k6X3CaBU6aqCi4c91fF0iAoMpc5qdDkmSUq74Q8/BDdzHA3PHmLS0S+YFXoBuEP1uGom/mMiV35wJRmlGdgdHfUMBQ05zE08M2H39QV1czQlNf2I2M2uwh7pG0licCIZpRldxm4r2EFDtTeP36JkCcV5T2Dr4b7tmA8++IBnn32WRYsWsWnTLhr997M4uW9//Z///Cc333wzlc4FqRGgh0zg0YlGrWFq5FQO6g5ywdgLAKXVal1dHSEhIfj7+1NUVERbWxsajWbI52NqMUFzR8Qe4B6MsXForZg8Ux4pTUt69dedTApLo6juEy5f3BEx1rfWk2PMobiumOSQZKZETsFNpfwZTNOO55vt+VQXrCIt7SiFtQm8k/kOObcpn4LGBIyhIKa0vfr0TBtEDYTKxkrsNb177LKseOQLcw4y794WGhrGg8oGIXlMvOAI2tlHaPD7nn26vdhp44HtHb2y4wPjuWbSNaybso7zH3uIhRNWkzY+DW9v7/Y2vRqHPxXVDUD3/erb51op0+ZzclQLuzYkjEZr91koa9fCzTf/h7feuoKsj1eg/mwFi67YRrp1NfJkCx/lfsRHuR/ho/FhauRUpkVNo0bKY8JEO3aHvb3a93QIdY+hxPRZn+PKG8qJ8YvFbu8oErtk/CVsPrG5XRucPLLpVeIM/8OMGUpK69TYZL7b0buwp6enc/vtt7Nt2zb27dvHf/+bj1vaAWbH/LbPuW3ZsoVJkybxzDPPuLSoGE4GRdglSboYeAFQA6/LsvyXwThvd8yMnsm+in3t/3kmk4nAwEDUajVqtZq4uDhOnDjRpYpwKHB2dnQKe5BnMKbm/n3EO1PyTflM6KYPe3csTNOyc3cED++6j2xjNtnGbMobXDdP8HX3ZX7cfBZqFxIVLVNpy8V09G7uvvt9Hti+gbvm3kW4j5I5MiZgDJqwk1RWKsJeVFQ0FLfYKzqzDn9D9xF7QQG8+y68+x8HJ+qyYcy3cP5hiPweInLBzU4ukGsGzCAhoXJ4ccusG1igXcAC7YL23YoAWuUGwvz9UKlUrFu3jksvVfa3dMcPfa2ZvoT9eLkeDd74efTRkHwEiQ3zw1ZhpdXW2u1+q3PnulFZeR8REf/gtdcg/YNlaDS1tG2/j4hLPsZrloaS+hJ2l+1md9luUMH/HJ7BXVneRPpG4q3x7vKlUWmwOWzYZTs2h0353mHHLttpmGZmvyGbi9+5GEmSlP8jSYW3xht/D3/8PfwJ8AjghOkEz3+yk52bTrD77eXEhir57Nd/cj1PL+8Q00pzJftrvuaNNR196M+fNIEPv9pFczN4e3f9neTm5nLVVVfx7rvvMmXKFPz9/bnrd89im1visgtXd9TU1JCTk8ORI0eYOXMm999/f48b1gwlAxZ2SZLUwEvAMqAc2C9J0meyLA+J2T0rZpZLl7RT28s6ffbhEHZTswlrfUi7FRPiHUxe69BZMRabhfKGchorEpjSy9+XscnIX3f/lZf2v0SrqpVnv3+2/TGVwwOqJ+IwxUPEMRqDC9lSuKWjh0WyGvtVNRijx/J9+fe8teat9udqA7QQsA2dDkJChn/xVJZlpWWvriNir66Gd9518PqmTLIbd0H8LliTDt5dP02MDRzL1MipTI2cyvSo6VTkh/Gb9Ot4edXL3V7PgpnwQEWUX365Y4yn1LGhdW/kG0oIYvT66wARERKaklCqm6tdrA0nsbGxVFdns3Ej/PrXcN99sHmzF7T9Df1797HWcpiM1+eRXXOIF3f9m6/yvyY20oOT9Scpqj2DN35/wE6/eqq8bbgTZsONt+ex5T8BTI+eTm1LLUW1Re1N3x7f/CaehT/hZ490VIpOiZ6AZ+yr7AGfYv8AACAASURBVN0LF7gG91RWVrJy5Uqeeuqp9k9oY8eORY70IcwxAY26dyfg66+/ZtGiRSQkJPCTn/yE559/vn2z8OFkMCL2WUCBLMtFAJIkvQ9cBgyZsP/u69+1/+z01504ffYrr7xyKC7vgqHJhN0ciu8P2W7h/kHsH8INrYtqi9AGaCn/TsPqlV0fr22p5Zk9z/D898/T1KZkr4TWrKQ+ex5tFalgSMVRmwCy0uWxoQEaJR1ov1Wi2zHpEJ5F27htvGaQmOB1PuX1FYwPTQJgTOAYrF6lVFbCuHHDv3hab6lHo9JgqvSltFTmN89ksLX6TRxJn8JCVwtMMkvIxTKTAifh2+jLzZfdzI3X3ugyJr2xijZ1z29ONpWZqOCupePebn5UN/Qt7EW1xUQEjG5hDw8HdWsYxiZjt8LeeYu8lBQla2b7drjlFjOFhXFs3BjHl1/aWbFiOVUeFsb5JJH3lz9Q21JLTUsNzW3NXb6sdituKrf2L7VKjZvKDZWk4rUNDj72uoSPf7oRN7UbrZZWfvazn3Hn/Xey5+Ae9h/bj2+cLw3aBiJqryIosgmzIYRHHoHHHlOxImkFm/M38+vZv8busPN21mvclPaJS/uJ5JBk2gKOk54uc8EFHRXHZrOZVatW8Ytf/ILrr7/e5feg1joIau09CwoUG+aiiy4ClN7206dP55577iEoaHgrjwdD2GOAzntolQP93Ovl9BkXNI5GayOV5kqi/KK6jdg/+6xvj24w0NVV401ye2vS6MBgmuqGzmPPM+WRHJpMcSkuVozZYuaFvS/w9HdPU29RxDZAv4r6Tx6julJpVpScDIuuUFL6Fi1S8rZlGQyGaAoKfkph4U8pKIAnN/8LW+gBmLGB4607Sf7bRBb6/oI31v0ebYAWs/rkiHV4LDZW4pn3M4yTnmTZZ29CdAH80IY41G0My5PPJ7DWlw0Pb6DN0MZVV13Fa8+8hlarZc0ra7qcb2xUIHa3nu/Bpja77J7kxFfjj8nUd5+ciqZitLHx/b6/keD/2Tvv8KbK9o9/TtomXWnTkZamEyi0jFb2kCFg4RUQcIKgoAiCOHDhQN7Xn4PXPVFBQEGQ4QsyFRDKkC2zzA6gQAdt6W7TmaY9vz9O00GSDmiBYD7XlYtwzsnJc5rkmzv3cz/fW62GigJPMooyTO739fUlJSWFiooKZJVWovfeC+fOKYmIWMKuXeEUF3dm7VqAESDcT98YGDHCje7d3fD3hzb+UtPqhnDWG7bmarirxV0EqgLZsWMHnZ068+G4DykfAxkZZXz260IWH19P4vI3COibztKlHvTvDx07wvCOw/nx+I+82PNFVh75k5Isb959tXOt5/Bw9MDBTsGO/Vf5PyRDm7Iy6f3SrVs3Zs2aZTSuYrdLlCfW/QtVFEW2bt3Km2++CUBQUBCjRo1izpw59a4CbmqaQthNOS4bOWEJgjAFmAKSQdF1P5kg0MO3B0dSjjAyZKRRC7cOHTpUWY42N+naLJS21QW7vu7uFF9uvojdUMP+VwJVk6cHkw7y8KqHSS2QZuA98+8lc9UH5CX3xsurjNa9F7N27USThkyCAN7e0q1PH2nbtoAfOBQTz/Cs9ezM+Y3itj+zt2gBbb9dQnemkVui50qq/qYKe0JiOa8t+J0NyfPRB26DlpKXiHOFhvHhT/HSPRMI8Qxh7ty5vPDCC4iiyAsvvMDXX39NZGQkd911l8mIyUdtD4gUlpbgpKitPCUlgFyLp4mGnUqFkpyi+iP2TP1lBrl3rve4W4mXF5Tlqc0u47e3t8fFxYX09HRa1HgTyWSwefMYBg8ezL59Cfj4TOGq7QBkqXezf7/A/v21z6NWS+9Zf3/w9KxuGlLz34oKadl+adoyHt7uio0eLl7siE63GVdX6Rcm2AHPVd5gz54OXL2awYYNagYPhjWbBrM/aSKFukI+2DKfPopnTXoktfcK5ejlWPT6Ftjawvfff49er2fu3LlGvkGZmaD3Pk7imjRKSkpqNTCvSXR0NHZ2drRp06Zq28yZM7n77rt55ZVXcHFpvHHY9dIUwp4M1DR99gOMClFFUVwALADo1q3bDVkg9vDtweErhxkZMtKo6XJISAjx8fE3pTImozATN0X1LF6Alxs6m+YT9rjMODq69UQmA5UKFkUtYtqmaejKdXiX9SDj14/JjB+IkxO8+T6I4hz+7/9mkJXVgxYtGlby2NajLYczDvPbgoHIZEOZs+INPjz4DjmaVRzha7BzZo/tLC6mPN3sOfad+wqYsXwxUYqvwe0itATK7bCPf4gVbzzNiPaDsZXZIooi//nPf5g9ezYA//3vf5k5cyaCIFSZfpnC1hYEnYqEq7m0D6j9zZebK4Jci4u9sbC72itJKqlf2PNkl2inebDxF34TcXYGCtVcyTUdsUN1OqbFNdGBvb09GzZsoE+fPsTG/gcCZJyKSSfulAebN8P585CYCMnJ0orejAypWql++nOsqrNhdfpDEKRFVIJDDnKnItLjfQkKimLZsh3MmTODuXNh/KOu3PXv7vx49GfOl+5n2UTTplsdW4SS0CaWqKgBdO6s5+uvv2bVqlUmbY4PnMhC5pRJmKYjBw4cYJAZ/2tDGqbmF0ObNm0YMmQIc+fO5a233jL5uOagKerYjwBtBEFoKQiCHHgMaNZciKEyBownTx0cHPDz8+PChQvmHg7AuXPnWLRo0Q2NI6ckC3f76ojdT62kQlbabLac57LPodS1JSCojJe2vMSkjZPQleuwP/kiVz/aB5cG8swz0gfqP/+Bw4d3ERYWxoIFCxr8HDO6zsBxqyP29vbI5TDjqRCyfvgfi3ocxzt/GCgKKO3+KSN39CKtzWC27iqgsU7FRUWS74YpdDqY83MSPhPe4N5NfkS1mA5uF3HStaK30zhG+T1D98urebDjUGxltuj1eqZMmcLs2bOxsbHhp59+4u2330YQBERRZNOmTWaFHcBW70rCVeNfHunZpQjITBo2uTu5oC2tPxVTorhMp8DbO8cuCOAkeJKUad54y9BD1RTu7u5s2bIFN3c1JFbw33de5IEHKvjxR2kF76VL0q+fK1ekJt+rVsH8+dLthx+k27x50u2HH+Dzz8Gh70KmfbOWP//Mw9GxB3FxOnJyQK+HnBx4bOEsps1ZT0AAbN3qzMqVn1BYWMijj0oW08m7hvPG9jfwy36c7neZXnId6hmKR0gse/fCmjVr8Pf3p0ePHiaP3Xr6KF4VXRgcMZjISPPdmmrm12vy9ttv89VXX1FYeHO6J0ETCLsoinrgBWArEAOsEkWxWVcJdfftztGUo4iiaDR5CjRoBeoPP/zAZ599dkPjyNVlonaujtg9PQWEErdmcXisECuIyYihOFNNasR9zDk8BxvssPnjR0rWzWHgPXacOAELFkgr+CoqKjhw4AA//vgjy5cvp7i4uP4nARxKHYyWygsCTBzambQvNtFbORqSe4BDLuKgpdy3uTVBY7/mo69yOXlS+jldF/HxUsOKIUOo+kLIyIBFy/MY+MJqXCaN4aVLLUlr/RnY5+FX0Y8Fg9aS98E5unfwRCUGV1XEnDp1invuuYcff/wRBwcH1q9fz9NPP131XOfPn6ekpITw8HATI5GQV6hIzjT+5ZGSpcWm3HSZooezksKyuiN2bUE5FcpEwvwbUJd6i3G1qzti9/PzMxJ2rVbLiRMnqhqXDH763whyG1auXMnMmTNrHWtjI9kF9OoFjz4KU6ZIt6lTpduzz0o3w/0y2yyc2x1Cq43knns8adtWjkpV3U82OT8ZQetHUJAUEffr16+qhd+770JwxXB0YhFvRkw1e02hnqEI6lj27hX54osveO2118weezTlKO1cujF48GC2b99u8pji4mKz0XyHDh3o169fowKsG6VJVp6KorhZFMW2oii2FkWx2Wt7Wji3QKlQciH7glHEDtS7ArWiooJVq1YRHx9/3Xni8opyiipy8Xapzt26uYFY7EZmYdOnYw4lH8LNwY33zo8gy2UnTqI35T/9RfnRSbz8MkRGSlazBs6ePYuHhwc9evSgZ8+erFq1qkHPY+rvWZP+4S1Rpo5kXq/tCFcCwDmdxHav8HauB52+7Y3ziHe4Z/w+vp5TxpkzUFwMeXmSeP/yC/TsCaNGQalOZPTzMfiN/hyv1wcyKc6Tv9SjKQ2WxtnDYSx7njhM0nt7eKbfg9jIbEgpSMGuWIOLi5bXXnuNLl26cODAAby9vdm+fXtVE2oDhjTMtTnTmjgIKlKyjN8Dqdn52FaYFnZPFyVF5XUL+4n4VGx07jjKb39fEQ97T65q647YV61axcSJE+nXrx8+Pj54e3szfvx4Bg4ciE6n47JeR/j4kdja2vLpp5/y3XffXddYnJzAtljD5awrbN++nYiICKNjkvOTKcuShB1gxowZfPnll+j1emQyWLcwhOdsjjPtYfPpx1DPULJlsezapScrK5sRI0aYPTa++Ah9Wnand+/exMXFmVyYt3v3bjp16oSrq6vJc8yaNYvPP/+ckpKSuv8ATYRFrTytiSHPbi5i/+MP84ZABw8eRKVSERQUxLFjx8zmzOoityQXBS54ulf/CW1twabUnaTMHDrUXxnVKL48+CUJuQmUVZRhn92Nwp/XYVPox3fzpCjnWvbt20e/SkvHqVOn8tFHH/GkwYO3Dq6dsxBFkaKiIrKysigtLcVb7o29VyydXGcRECkwY/5Cvo9aRlzxfkT/vyn2/5s9fMCeNCV8OACyg8G2GOyKwK4YhhTzQUIRPHGR39wuV6VQBdGGIFl/RoYO59XBYwlQ+RuN7Ur+FbL/juXwplcpKEhBJpPx4osv8sEHHxh9oPR6PWvWrOHVV1+t83qdbF1JMzFXkJ6rRYHpyS5vVxd0XKCiApM9ZwH+jk7CueL6iwRuJmonNYlmqmIARowYQU5ODq1bt+bJJ58kODgYjUaDTCajXbt2xMbGcj4vmmnDh/Jy35FMnDiR6dOno1arGTNmTOPHYy81tT6+PZHnn3/eaH9SfhIF+dXCfvfdd+Pj48O6det49NFHUSoFvv933ZPWga6BZJZcRRCTGTfufWxsTK+SLS+HbIcjjOj6FXK5nH79+rFz504effTRWseZS8MY6Ny5M126dGHRokU899xzdf8BmgDLFXaNJOzmIvZPPvnE7GNXrVrFmDFjyM7O5siRI9cl7FnFWSjKq+0EDMgr3EnMaNqIfeuFrayJWYOIiDz2cUp+W4irkwOrt0DlGgoj9u3bx72V3auHDRvG888/z6lTp8ymJVJTU9m5cyfz5s0jPj6e8PBwsrKyqgS9JoK9HeP+OkxOdg57f4pkYtdhhPR6hdIWpWyO28/WC9tIIxZCfq/zumxKPBngN5Qnew/n/nZD6uwyFBMTw4nPTlAcJ/Xl7NGjB/PmzaNLF+Pek+np6Tz22GMoFAruq6ejsoudigytccSeka/FXjAdsbs6KLF1yicvD6PX30DUxSS8FHXYb95GaFRqTurMC3v79u35+GPTi8nDwsI4diyaXLtoIjpNYmDrPiQnJ/Of//yHxx57jKNHj/Lhhx82qpBB46whITeBCm0BHTvWXolXoi9BW6ol47KaTjWC+RkzZvDRRx/xyCOP1PkLzYCNzIYApwAuua7Cy8u8TcB7317Azk6kW+sgAAYPlvLspoR9yZIlJs5Qzb///W9Gjx7N5MmTkcubt9mGRQl7SQlkZ0v5uh6+PVgTs4bc3Fzcr6lnCgkJ4cKFC+j1eqNZ7oqKClavXs3OnTs5fvw4a9eu5Xq41tnRgIPgxpXsphP2bfHbGPXrKEREnKKfpXD192h8ZERGSgtGzLFv376q2llbW1smT57M/Pnz+f777wHIz89n9+7dbN++nR07dhilrmr2uLS3t8fDwwO5XE7ylWTKSsq4dEmybl21alVVmkcmkxEeHs7Dfe4ltMfzJNqVsmgFhLVz4PHRDsTnnmPJySXkXM6hxLUU5aJoItPUmPociqLI2bNnWbt2LWvXruXkyZMAyOVujBv3MT/9NLmqrromf//9N6NHj2b8+PG8/775SMyAysGVzALjiD1Lq8XRxrSwK+VKbJ205OSYF/ZzackEBFmGsPu5e1JQUn/XIlN07NiRnbuyEQJiuEvTDpDSDgqFgpkzZ/L5559z4MABfv31V/z9jX+FmSLQ3ZdjpamMjnjQSKSv5F9Bo9SQcFlWFbEDjBw5kjfffJO9e/fSv3//Bj1PeXo57ftf5fBh0zapycnw5YatDHuqutJl8ODBzJkzp9ZxSUlJpKenmwwyatKzZ08+/fRTKuqbiGoCLErY9+yB8eNhzhwY9kAXTl09hZunm9GH19HREV9fXy5cuEBoaGitffv27UOtVhMaGoqNjY3RRE9DySzKxKbU06hG1lnmTloTLVKKjI9k1K+jKC0vxfbU0xSu+x47WxlbttQt6omJiRQXF9eqp500aRLh4eGMGjWKRYsWsXbtWsrKqi1OHR0d6d+/P6mpqfTu3ZupU6fi4eGBh4cHjjUMNXKLc1G/o2F81m5On36O8PBwnJyc+Pvvv4mKiuLEiROSX7f0/YGTkzc6bWs+Op2G1lXL4z0eZ93v6xAniVx1+5u4uKG0aFFAQYF0S09PZ/Pmzaxdu7ZWNyxnpTO6djr6OMXy6KNeRikQURSZN28e7777LgsXLmTUqFEN+hu7O6q4nG0csecUanEy4/GiVCixcdDWad2blJ9Eb03DhOxWE+TlQXFiDhVihVFrv/oICwtj2cY4FEEOuDtIHwZBEHj99dfp3bs3jz32GAcOHKBz584sXbq0zgolAwEtlFRUVNBnUB+jfQa73ouXqCXsNjY2vPbaa3z22WcNEvbs7GySTyQzdowNu8ysHXrpJdDc8ydjuj5eta19+/aUlJQQHx9P69atASlaHzx4cL1BBHBdqanrwaKEfcgQaUnz+PGwYYOSFl18oXW5yWMNlTHXCvuqVasYPXo0AMHBwWi1WpN5+vrIKs5CLDSO2F3k7qQX3HjEHhkfychfR1KiL0E4NQH9uoUMuEfG/v3SCru62LdvH3379q2KMgoLC9m8eTPl5eVVeUCZTEafPn249957iYiIoGfPnixatIhvvvmGjz/+2OwkkMpBhVypoCSnFe3ataN///5VufuioiIOHz7M/v372b9/P9u2HaSw8CoHdl+tevzX//saAPkncnTFD9KunenXD8DT05NRo0bx0EMP4RPmw7iN49D+7GVkAFZUVMSzzz7LiRMn2L9/f60vtPrwVLpySpdmtD23WIvSxbSwuyhcwD7frLBXVEBWWTKdg5ttAXaT0sLLFttLSnKKc6raCDaUsLAwkoqPE+hgHGn07duXqKgoJkyYwJ9//snw4cN58803mT17tsl6cQMaHxHxkorQ7qFG+5Lzk/Fx9uNQBvj61t43YcIE3nnnHWJiYmjXrl2d454/fz49WvagxCmZoiJISpIWTxnYuBFOntGR3m03g1v9XLVdEAQiIiKIjIysJezDhw+v8/luNhblxw7QvTscPy6tXks9ejc6dWuTx5mqjCkvL+e3336rEnZBEOjWrRtHjhxp9DiudXY04GbvRtYNVsVsv7i9StSdYp9BXLeYvn0Evv5a6ppkbsLOgGHi9NKlS7z88sv4+voydepU8vPzsbW1ZdasWVy+fJl9+/bx3nvv0a9fP/bv38///d//8fvvv5sVdQNe9gFczkkwWn3q6OjIgAEDmDVrFn/8sRlhyCR6fdqXRf9bxMcff8wTTzyBnZ0dCoUCXaEOKsoBGS4uLmg0Gtq2bUvXrl158cUX2bVrF6mpqfz4448MGzaMTF0mGqWGzExqCXtaWhq9e/dGFEUOHjzYKFEHaOGqokBvnIrJL9HiamJxEkipGNFOi7mMW0IC2LglEeJtGRG7lxfIStRmbQXqolWrVpS4lNNebbp5tVqtZtOmTXz44YfIZDI++eQTevfuzU8//WR2gZtOl4Cs0BvR2XiBRHJ+Mi6iH97eV1i0aAFPPvkkYmXdrIODA88//7zUqLwOdDod3377LdNGTyM2K5a+fWHv3ur9BQWS4dm0D/dL9e7XfNkZ8uwgTdLv2LGDIUOG1PmcNxuLE3aQrDbnzIEBbTxIs1HzwgvSopeamKpl37t3LxqNptaHv3v37tcl7AZnx2uF3cPRnZyS60/FbL+4nRErR1CiL8Hl/BQK//cDXm0T2LRJIDOTBtn17tq1i4MHDxISEsI333xDXl4evXv35pdffsHHx4eHHnqoVr7zwoULjB07lpUrVxIcXH93+QCXQFKKEupsj3f5MsgCD/HfR95j4uiJvPnmm0yZMoWQkBAKCwuJvRyL7VtylK7p5ObmceXKFeLi4jh69Chz5sxhwIABtaK6FG2KkbCXlJTwwAMPMHLkSJYuXYpTff3/TODj7kpRhXEqRqvTonIwn4qpsDWfiomOBsE12aSp1u2IWg0USkZgjaWwUAbqqwQ4mrcmlslkzJw5k127duHj48PRo0eZPHky3t7ePPTQQ6xZs6ZWGWBCwkHsSoNq9T6tqKjg0KFD/Pb9b6x/fQVJSX5MnTqVpUuXEhUVVXXcc889x5o1a2rNEV3LypUr6dChAyN6j+Bc1jn69K2oJez/93+Sp1KG61buCzaefI+IiGDXrl2Ul5dz5MgR/Pz80Gg0Df2T3RQsUtgNhLnbomy3jZwc6NFDKk0yYCpir5mGMXC9wp5ZlElxtodRjt1b6U5+2fVF7Dsu7qgSdVX8FPJXzMPR/zw/rLyMi4sUCdYl7Dk5Obz66qvExsayevVq9Ho9jz/+OMeOHePAgQM88cQTTJkyhfnz51c9Ji8vj5EjR/Luu+82uDoo2DOQzLLEOtvjnTpdQbn6JJ1bVJedrVy5krFjx2JjY0NIYAgatxYUu56gIbbuKdoU1PY+lJaCUinl1J955hkCAwN5//33G1QJYQo/TxWlgvGXU6E+H3dn0+WOLgoXymTmUzGnz+opk19Fo7y9PuzmkPxiPM36xdTF8eNg53MaIbP+CcH+/fsTGxvLTz/9xKBBgygrK2PdunU88sgjeHt78/jjj/Pcc8+xdu27lO29wJdvfMnYsWN54IEHaNGiBb169eLor0fJTLyCra0jI0eOZMGCBQTW+FB4enoybtw4vv32W5NjEEWRL7/8ktdeew1nuTPuDu606ZZUJexRUdJ6iy++kKyD/9XauITRx8cHX19fjh07Vm+Z463ConLs12KXY0ehXT4/LNISHqokPh7atpX2hYaGcv78+arKGENd88GDB2udo3v37jzzzDOIotgocUgvzIJCTxyuWX/SQuVGYWW5o16vp3///jg7OxMWFkZYWBjh4eG0b9/eyEho56WdVaLudukZcpbNI6RdOVcfuZ/7w6VfHgk1zL9qUlhYyLfffssnn3xSFUGPGjWK2bNnG5WLTZo0iQ4dOvD555/j6OjIY489xqBBg3jWVDG8Gdq2CKDILgEnpw7k5ZnuRLP79AWcBY+qEsaysjJ+++03Dh06VHXM4LaDWez3C5s29WL69Lqj7QPJB/iXZmyVgdTHH39CTEwMe/bsuW5RB/BXq9Db5NXqxANQXK7FU2n614uDrQMVQhlZOXpMfYSOxaWiDFLX6919u+DkBEKxmuScxkfsR46IiJ7nyD3XMC8iFxcXnn76aZ5++mlSUlL49ddfWbFiBceOHWPFihW1jj2RCCeobpwdFBREUcsiwr3fplfwVD74wLQZ1yuvvELXrl05cOAAwcHBtGnThuDgYIKDg0lISECv11eJcahnKLbesSQmBpKRIa1+/fhjKHdI43LuZXr6mZ4nMaRjtm7dygcffNCga7+ZWHTEnpWehZ+tH8dSjxEWVtt/xNHREY1GQ3y81NFo9+7dBAQE0KpVq1rn8PX1xc7OjoSEhEY9t8HZ8VpN8XV3pxhJ2Pfu3UthYSEvvfQSarWabdu28eSTT+Lm5kZoaCirV0uNuf+6/Bf3r7ifYn0xngmTyVn6AyFtZTz5+S+M7Hx3lUAkXmPXW1FRwdKlS2nTpg0zZ84kNzeXgIAAnn76adavX28k6iBFGwMHDmTFihW8/vrrlJWV8dVXXzXq2lu6BaLwTkAUvcxG7IcTowh2ro7Wd+zYQevWrWnZsto7ZUCrATi3P8Fvv9UtKAW6Av66/Bd3OQ7D0xM2bNjAd999x4YNG2pV7FwPHk6uCI65XJtRKhG1qF1NpxcEQUAhOFd2UTLmTHISvs6WkV834ISahDr8Ysyx/0QGtnZw4VTd3kym0Gg0vPrqqxw9epSYmBjmzp3L9OnTadmyJfKgZ+k0tRsrVqxg1apVnDlzhosXLyIME3C2e5Q2bcz7AAcHBxMTE8OsWbPo2rUrV69eZcmSJYwdO5bRo0fz5ptvVgUDoR6hnM+JpWdPyWfGwQEmTpTKjAe1HFTVNvJaBg8ezOrVqzl79ix9+/Zt9LU3NxYdsWdkZBDaIZQjV47QseMATp+W+jQaaN++PWfPniUkJMRkGsaAIR0TVLN+qr7nLsxEJTfuzxagdkcnk36jr127ltGjRzN8+PBas+Y6nY4DBw4wevRo0hRpvHXmLYr1xXglP036z/Np1VLGjh0wYcdypveYXvW4hAQYN066f+jQIaZPn87hw5IZWrdu3fjoo4949913GTt2bJ1jnzp1Ko899hienp4cOnSo0S6Yga6ByNwSKStTm82xn9NG8ah/tbCvWLHCaFz9AvpR7vs8R1c4I4qYrGcH6UPWy68XunwV9vYFTJ48mU2bNuF7bVnEdaCyVyEo8sjKAo8ac2Q6QYu3ynze2NHGhUytFqg9ySKKcCkrmSFqy8ivG3C18+RKjmmjr7o4fCmaNt1COXvmbKN/9dYkNDSU0NBQ3n77bcaNG8eyPUMRO5yo9Z7RlevILs7marw3LZ+p+3wajQaNRmNkSXDtGEM9QzmTfoZ+/WD2bDh5UnofmkvDSPPUzAAAIABJREFUGOjfvz/R0dFERESYtfG9lVh0xJ6enk4X7y4cTjlMWBicPl17f4cOHYiOjkav17N27Vqj1WIGrifPnlOShYeDcWlYoLcbersc9OV61q1bx8MPP2x0jFwuZ8CAAbzx/RtMPzydorIiWqROJP2nhfj7ydi5ExRumRxNOcqQ1tJse0WF5JRnb5/ChAkT6NWrF4cPH8bHx4elS5dy6NAh+vbty4kTJ+jZs+4yu4iICIYNG8bGjRuvq7NLgGsAeqcESkvdTUbsOh1kK44T0VFasFFcXMzvv/9u9MUaqArExcmJEsdzxMebz9FuiNvAqJBRxMfncfbsbubMmWPWia+xKBVKKuwKuJpRPUFTUgKinRYPZ/PC7mynJKvA2OExMREUnkm08rSsiN1doSYtv3GpmKwsyJLF0LNVOLa2tqSkGLl1NxqDP4yv0pfUgtrnS9Gm4KP0IeGyDY2IwWpx7RdPiGcIsVmxPPmk1C+3XTvJcC8yPrJOYXdycqJPnz71rmy+VVi0sGdkZNAnqA+Hr5gWdkPEvnPnTlq1amU2Im+ssIuiSJ4uC7WzsbC3UNuB3oG/DvyFi4uLUR29gb0Je3n3/LtgBzan7yNtwY/4tJBEPTAQfo/7ncGtBuNg58CpU9CrVzHwEUOHtuWXX35BLpczc+ZM4uLiGD9+PDKZjGPHjhEaGorSRHOImshkMpYtW2Z2bPXh7exNuW0+OQW2JoU9Lk5E8ImiV6AUsW/atImuXbsa+XkDDGw9EEXb/7F0qelUmL5Cz6Zzm7iv5X188slPtGvnWe8vksYgE2TYlitJulqdVsnLAxsH017sBpQKJbkmmm1ER4NrgOVUxBhQOzd+8nTfPvDqEE0Hr/aEhYVx+toPYCPJyckhJiaG3r17E+ThQ7YujQqx+gs/OT8ZjbMfmZnS6vOmINQzlNjMWAIDJedJgKjUKDwcPQhU1V2Ctnz5cqZMmdI0A2liLF7Yu7XshrZUi6tvGomJkpugAUPEbvCGMUf37t05fvx4g5f65pfmYyc44KEy9ntwdQWK3Pl1wxoeqpkXqsHGuI3ct/w+CssK8c+eQPnaP7CzzWfLFh2GasO1sWsZ3uohZswoo0+f+Zw/H8zly29TWFjIAw88QExMDB9++GEtEd+7d+9NyffJBBmugj8phbkmhX3PiSvY2sjwcfYBqqthTNHXvy9ud51k40bT/ub7EvcRqArkq3e/Qi7XMHRo00TqNVHgypWs6pRSbi4I9lqUcvPC7uqgJLfYtLDL1Un4u1hWxO7joiantHER+549YKeJpr26aYR9165d9O3bF4VCgZ+PAgUutb5skvOTcbPxw8+v9kT3jeCr9KVAV0BuSfXrX18axoBGo7kt0zBgwcJeVlZGfn4+Hh4edPftzon0I7RpI32wDISGhnLu3DnWr19fZ3Nrd3d31Go1cXFxDXruzKJMHDEudQQpP2dT5samXXuN0jCiKPLFgS944NcHKCoromXeRJK+XYTKVcbdd7/LV19NQRRFtKVatp/7izdGFDN/fnsKCp4lNzeFTp06ERkZybp164wmgaG2o2Nz4yUPIKXwqklh3x0XhZ9tZwRBIC8vj+3bt5v9kusX2I9y3wvExHiZbNixPnY9HWw68Pvvv9Ov34Oo1ddfAWMOR0FFSnb1BzsvD6l7ksJ8KzN3Rxe0OuMvo7NnocLJ8iJ2f3c1+eWNi9h374Zcu2jaebZrEmGvadOr0YC9XsOV/CtV+5Pzk3Eo86PG/PsNIwgCIR4hxGVWf/YbKuy3MxYr7FlZWbi7uyOTyao6Kl2bjnFycsLHx4e2bdvW22e1MemYrOIs7CuMV50asNOrKLOR06lTp6ptZeVlPPvHs8yInIGISJec2Vz66ieUzjZs3SqwadN/OX36NO+88xk9Rs6mdI5AZtpkCgou0LZtW/73v/9x7Ngxk/7UUN1Yo08fY3+N5sBPGUhacRJ6vd7I/fFUxnHC1VJ+fd26dQwcONBsLr+9uj1622J0igyOHavtcy2KIuti1rH1m60sXrwYrVZhZCfQFEjWvdVfULm5UG6Xj9KMVwyAm5OSElGLXl97e3Q0aGVJ+LtaVsQeqPakiIZH7Pn5EJN4lXKhGD8XvyYR9sjIyFrCblvsW2uRUnJ+MjYFftedXzdHqGcocVmSsOeX5nM89Tj3BN3TtE9yk7FYYa/p72Jobm0qzx4WFtYg453u3btXVZjUR2ZRpklnRwNCiSMhd3WumqjJKc5h6PKhLDi+AHtbe7pd+h/Hv5mFo6PA5s3QvbvI+fPn6devHx9++Cmx2z5FzNbi5+fHwoULOXv2LKNHjzbpZmggOjoaDw8Pk3ns5qCVRwDpuiSTi5SS9FHc01bKr9eVhgEprdMnoA9undaxYEHtX0yn00+TlZnFmIFjuPfee43sBJoKF7mKTG11xJ6dU06FrAQnO/O19S4KJQ6u2lplkqIIZ2PLyC1Lr0pDWQr+LZwQRSjUNax924ED4D9oM0NaD0EQBDp06EBcXBz6a7/pGkhMTAyFhYWEVXaL8fEBMU/DFW3tiL1mg42mwpBnB2k9SS+/Xjja3VgZ7a3GYoW9pg+7IWLv0LHCSNgXL15s0tj+ZNpJPthdvbCgURF7URayUvMRu14rwztIitjis+O5e9Hd7Li0A08HL1rv+YujS0bj5iby5ZfRbNz4BsHBwXTu3JlvvvmGiooscIR3Zr/D+fPnmTx5cp2GSQYMxl83i1CfQPIFY7+YwkIodo3iX3d1Jj09nUOHDtXZnQakskd111NERtYWhdm/zUZ+Uc7HH0le4M0l7G4OrmQVVV/D1ZwC7ESnOkv3XBQu2LvWXn165Qo4eKbh5eRlMYuTDKjVYFPa8AnUPXuA0I2MDBkJSL+ONRpNvb2GzbF8+XLGjh1bFbxoNFCaaRyxF6Q0r7BvvWD5aRiwYGFPT0+vEnYfpQ9qJzUyzQkjYXd3dzdZp73k5BLe3/M+yfnJAHTp0oUzZ86g09XfiDqrOAsKTefYz507h1gkQ3CUs3L/Sjp934nYzFjcdN4UffMHZ7f1xM7uCjpdD559tgOfffYZFy9exNvbm6lTn8W+9Yc4P+1OSMuQRk3M3KyJUwMd/QIpsU/AxcWjlrAfiMpCcMylrboVq1atYvjw4fUuIuob0JcKv3MkJgZRXukLkZKSwrrodfx3wn+rHt9cwu7hrCK3uDr0vpqnRUHdlUVKhRK5c22/mLNnISAsyeLy6yDZClDUcCOwnXuLSbLdybA21Ta815uOEUWR5cuX88QTT1Rt8/GBwlQNydfk2LMuN5+wi6LI1njT/jCWhsUK+7Ut3IYFD+O4djNFRZIA1MeWC1vo7debuUfmAlLE0apVqwa9Mc05O4K0KEnt7E1WcS4//fUTBRUFcN6VnC8OUJTSHThGWVk3CguP4ufnx/Tp09m9ezdXrlzh6afnoeyiY0j7AUZm/vVxMydOAVq6B2Djloi9fWAtYd96KgpPfScEBBYsWMBTTz1V77m6arqSWnoJwUHP+vUnEEWRcdPGYae245l/SStRRLH5hF2tVKEtq76GzHwt9rJ6hL1Gsw0D0dHg2SrZ4ipiQIrYy1M7sj/xQL3HFhXBibyddPHpXOXBDlLTjesR9gMHDuDg4FBrTsrBARQ6XxKzpYhdX6EnvTCdlDifJp08BQh2D+ZS7iViM2PRlevooG6YPcLtjMUKe82IHWBYm2FsubCZjh1rWwuY4lLOJXKKc3i3y48sPL6QojLJGrKh6Rhzzo4gCXtLnyByirOZ0W0Gbc6OxmZVCpS2IizsCuvX53Hq1DYyMjJITEzkm2++oX///tjY2LBtGzi1PcS4/uNIS0trcM7fVGON5sbfxZ8KpxTs5AG1Vp8eToyijXNn9u7di06nMzvZWxO5jZzuvt3x6fEnP/98mQULFnDR7iIPhz9ctaS7qEiqOLpBBwGTtFC51rLuzdJqcbStW9hdFC7YONa27o2OBieNZUbsDg4gjxnP4qi627sBHDoErj028mD7kbW2X2/EvmzZMp544gmj1JeXg4bEXCliT9Wmonb0IjfbFp8mnr6wt7XHV+nLvKPzquYMLB2LFfZrI/b+gf05k36GNuFZRumYa9lyYQtB+n/x7KNt6e3Xm2WnlgFSH82GCHtmcSYl2cbCnpiYyMWLF2kX1Ib8smwSLt9H/Jr/UV7myKRJcOyYL6NGDSIsLAxPT0+jN9DWbSLZDofpHdCb559/3qxD3bXs37+/VmONm4HCVoG83AO9g0utiP2cNooeAZ35/vvveeGFFxo8pn4B/dD0Os1ff4nMmjULvwg/Hmz3YNX+5orWAXzcVJSSh2EZQ06RFme7+lMxgiLfKBVjo7LMiB2gRclA0gqucia97sjor90VFPn9zoi2tedOrkfYdTodq1evZpzBK6MGfq6+pBVKEXtyfjKecj/8/evvR3A9hHiGsPjE4jsivw4WLuw1I3aFrYIBQQMQ2mxrkLCXxQzl4kUYrHyFr//+GlEUGxWxF2QYp2LWrVvHyJEj0bh5Ulieg5ublEJ47z1YuBDqsmTRauH4xYs429ujUWqYNGkSf/zxR52+0gZWr17NgAED6j2uqXElgGKFUEvYM+2O0903gMjISCZMmNDgc/UL6EeZ5jRFRd15bdZrnMk5U+tD1pzC7u7oiq1ztRFYbnF+nTXsUNlsQ16dihFFKWIvVlhmxA7grbbhXs8n+OXkL3UetynqGCoHV9p41P6F2KZNG1JSUigsbFhlDcCff/5Ju3btTK4KD1KrKdDnUqovJTk/GaXY9Pl1A6EeoRTqColoVf8vTEvAYoXdVDu7YW2GccVxc53CXqIvYU/CHs7/OYRXX4WTGwZgZ2NH5MVIwsLCiI+Pr/eNmV6Qia3Og2vnNteuXctDDz2Er7s7RWQzerSUFnrnHfMGVwb++guC+h6ml7/k8+Lu7s6jjz7KggUL6nzc6tWriYmJ4Zln6nFFagbUdoEU2ZVWCfvllALKnZM4s3sHY8eOxcWlbnGsSS+/XsTlR+Hh7cmR3AB6a+7BSV5dbticwq6yV2HrnFs1N6Mt1eJqpsmGAaVCSXmNZhupqSCXQ0ZJssXVsBuIiABOTmDZ6WWUV5huWajTwanSjTzcYaTRPltbW0JCQoz6INSFIQ1jCo2PDGdakFaQRnJ+MvLSpl2cVJNQz1C6+3ZvdGvA2xWLFfZrI3aAocFDicrfypmzFZhzB9ibsBd/RUfat3Tn5Zdh7RqBaZ1f5uu/v0Yul9OxY8daHVlMkVmUZeTsePXqVU6ePElERAT+ajd0Min5WlfT6Zps2wZuHQ/RQ1O9ZP7FF1/khx9+MFupc/XqVV588UV+/vlnHK41hr8J+DoHUmhbUJVj/+PIKZyK2rNo4U88//zzjTqXUqGknWc7vvpfFFHFG9m78AFefFEyPoPmFXZXe1dkjnnVwq7ToqqjIxBUN9sw5NjPnoUOHaQm1pYasU+bBluWtsfbUcOOSztMHnPkCNi238ij4cbCDo1Lx+Tl5bF161az5nwaDdiXSbXsyfnJiHnNF7GP6TiGJQ/UP79gKVissF87eQqSW6CXsxqH1kcxZ6+++fxm3DKH8q9/SW+cXr1AHjeW46nHic2MrXehkiiKJp0dN27cyNChQ7G3tyfI2x29XePa40VGgtblcC1j/7CwMEJCQlizZo3JcUybNo2JEyfW6+bYXAS5BVAkz6qK2Pecj8K1qDXt27enfUO/0WrQL6AfF8p3kOO+lYM/34+TE3TrBo89JtVNN2fELipyyapc+Fqk1+LhVH9VjI7qiD06GkLal5FRmGFxi5MM+PrCv/4FQXkTWHpyqcljNuy+DMpUevn1Mrk/LCyMM/VVL1Sydu1aBg0ahLupumGkz6dNkYYUbQrJ2mRKrjafsLsoXAj1vD5TvNsRixR2nU5HQUGByWXqw4KH4dLNfDpmy4UtpO0bisFt86mnYMVSe6Z2ncqcQ3PqzbMXlhUiwwYP19oR8po11aZfAd7OiLJSSvWlpk5hREICZObouFBwkm6abrX2TZ8+3eQk6sqVKzl37hzvvvtug56jOQj1CaRYnlYl7KcyjqNL0PPCCy9c1/n6Bfbjm0Pf0MGrA3cFe/Pxx1LE3r07bN5suntUU+CqcKXCrjpiLy7X4lGPQ6ZSIVkK1BR235BU1E6W0znJFC+9BMeXjOWPc3+gLTU2Ofvj3O/09hiOjcy0C1djIvZly5bx+OOPm93v4wMVub5cyZci9ryk5hP2O40bEnZBEB4VBOGsIAgVgiB0q/8RTUNmZiYeHh4ml9gPbTOUIp8tJoX9Us4lsotyyTzdme7dpW0jR8KJE3B/i2msPLOSNne1qVPYs4qycLapXRGTm5vLwYMHGTp0KABOTgKUuJFirinmNURGQrdhp2nl1gpnuXOtfSNGjODKlSscPXq0altKSgqvvPIKS5YsQaFQNOg5moMw/0BK7VOqhD1Rdwx9ck69K03N0ce/DzklOTwQ8kDVNhcXeO016cvvtdeaZNhGuNq7opPlkpEhUloK5bZa3OvwYgdwljtTWl5EVraU8zt7FtwCLbcixkDPnuDl7Emo/QB+i/6t1j69Hs7JNjKhl+k0DDRc2K9cuUJUVBT333+/2WM0GijJqIzY85NJv9B8OfY7jRuN2M8ADwF7mmAsDebaUsea9A3oS65tLEei0432bbmwhbay+xgyWIZhlb69PYwZA3/+1oKRISPZrd1NQUEBJ0+eNHl+g7NjTWFftGgRQ4YMwdlZEmVBABudO5fSGtbUOjIS1J0P0dPXOKVia2tbq/RRFEWmTp3K1KlT6dq1a4PO31x0ahlAhTKRnFwtpXodxU7neGbkkAZZIJjC29mb4W2G83B74+YkMln9E9DXi72tPTJBxtXsEvLyQK7U4lKHARhIHjcOto5kFxRUVcTI1ZabXzcgCFLUXnRwAktP1U7H7DuSh6g5xMOdBpt9vEajQafTkZ5u/PmrycqVK3nooYfqXF3t4wPaFF+S8pNIK0ijIFWDt3fjruefyg0JuyiKMaIoNszrtgkxNXFqQG4jp3eLezmSs9Vo3+bzm6mIk/LrNXnqKfj5Z3ix+0vMPTqXf7/zb1599VVEEz6yWcVZKCo8q+wEsrKy+Oijj3j//fdrj6PCnaTM+iP28nLYvh1KPA/Tw9e01/ikSZPYuHEj6enpLFmyhKSkJP7973/Xe+7mxtNZhYCMDC1sOPg35Pgz46WJN3TOP8b9QSs3Y0vi5sZRpiI1Wyp5tHWs27LXgFKhJKdIy9Wr0hdPPpYfsYPUcCJ933BOpJwmIbd6smrRnq34VfQz+lVZE0EQGhS115eGASnocizXcCT5OC527gT6yZulhv1O5Kb9mQRBmCIIwlFBEI5mZDS+G3pNTJU61uTh8KGkOW+hppusocwxZtNgI2Hv1k1aeVcU34VWbq1w7+tOWloaf/zxh9G5M4sysavh7Pjee+8xZswY2rVrV+s4B9xIzqo/Yj9+HFq0gDM5piN2AA8PDx555BHeeecdXn/9dZYsWYJcbtzk41agKPEnV5Tx3W+/Yp/bts7X5XZGaafial4eublg45hfZ5MNAy720gTqiRNS9VOyBVfE1EQuh2lTFGhyxlQt3gPYmbKRIQHm0zAG6hP2M2fOkJWVxT331G+N6+3gy4XcONxk1vx6Y6hX2AVB2C4IwhkTt1GNeSJRFBeIothNFMVu5qLthlJXxA4wsv1QCN5KdGx1Le6ehD20dAzH39Oda3sgC0J11P5yz5eZc3gOX3zxBTNmzDAqNcwqykJWIi1Oio2NZeXKlSYnMJ0Ed1Jz6xf2yEi4Z0geSXlJdPAy71Hx4osvMn/+fKZPn85dd91V73lvFsqKQIrs4HDSCdqpbm1q6EZwkbuSWSBF7IJCW6cXe9VjFC44e+Szf79U6picb7k17Nfy7LOQ+PsEFkctQRRFSsvKSHHYwrQI8zlxA/UJ+/Llyxk3blydNtQG/FRSDzxHvVXYG0O9f1lRFCNEUexo4rbhZgzQFPVF7H4ufihFP9YfOVS1bcv5LXjkGKdhDDzxBKxbB4N8R5JWkIZHmAetWrXihx9+qHVcVnEWYpEUsb/++uu89dZbeJqow3OxcyddW38qZts28O1xhC4+Xap8UUwRHh7Ohg0beOutt+o9581EbRcEKjvK1XlEdLDc5gRujiqyiyRhF+V1t8UzoJQrUXpo2bdPitgtuYb9Wry94YHuPcjLEzh05RDL9+5HXtSSLsG+9T62LmGvqKhg+fLl9aZhDAR4u6AQnJAVWidOG4NFZqzqi9gBwuyHEnl5S9X/N1/YTObB6jLHa2nRAvr2hfXrbHi227PMOzqPzz//nNmzZ5Ndw+nJ4OyYkBBFTEyM2dI+lb0bmQV1R+wFBXD0KJR5mc+v12TkyJEmLYhvJT6OAcg8BMrVCQy5q1P9D7hN8XR2Ja9ESsVU2DYsYlcqlDiotBw6ZEjF3Bk5dgMvvyRQduRJfo5ayrIjG+lgW38aBiSXx+jo6Fo9hPV6PadOneLjjz9GpVIRHh7eoHNpfAScRQ36bGvE3hhutNzxQUEQkoHewCZBEIxnLJsBU4uTruW+1sM4q9sMwMWci+QW53HpYCfqsiyfOBEWL4ZJnSexLnYdPq18eOSRR/jgg+qGHFnFWehy3Vm06As+/fRTs+WGHo7u5JTULey7d0OPHhCVYT6/frsT5BaIfWgGFHrR6y4znUcsALVSRUF5LtnZoLdpWMRuaLZRXAxtQysXJyktc3GSKbp2heCiJ1hxchWH8tfxQLuGCburqyseHh7MmzeP119/nf79++Pm5sbo0aOJjY1l7ty5DR6DRgP2Ot9mabBxJ3OjVTHrRFH0E0VRIYqityiKN8Uara5yRwMP9+yN1vYiaQVpbDm/hXZ2Qxlwj4y6yr7vv1+qR9ZeVXN/2/tZHLWY9957j2XLlnHu3DlAitizkh1wc4MHH3zQ7LnUzu7kl9Wditm2DSIiRA4lH2pQxH470tY7kALnWBzyOuNsvljitsfNwRWFSx6XLovohAZG7HIlCqUWNzeocErFy8mrznSaJfLG1ABkGeGUlJYzfnDD53bGjBnDtm3bUKlUvPPOOyQlJREbG8vSpUsb1RBGo4HWCf8l7+hQq7A3Aot8FzYkYm/b2g7Z5QjWnvqTLZe3wPkJZvPrBuRyGDcOliyB5yY/x/h143ml9yu88cYbvPHGG6xfv56MggzyUlV8tOT1Oi1pvV3dKLhcd8S+bRt8vjAJ/oYA12ZaVtnMdPQPgHMQYNf5Vg/lhlDZq3Bwy+VcfCkyHxvkNvVXHRmabdxJFTHX8uCD8NyXr+PiHkNQUMMXEnz66adN8vw+PpB98m6Ks7HWsDcCi82x1xexy2QQUDqMFVFr2ZOwh9hNg83m12vy1FOSsPfQ9EKpUBIZH8n06dM5deoUu3bt4tLVS1AUyD331B29GBwezZGUJBlbFaokfxhLNfcPC/KBcjvC1V1u9VBuCFd7V+yUecQnaXGop3uSAUOzjTutIqYmdnYwa8xQxgS8ekueX6ORfkUHBjbfArU7EYsTdp1OR1FRESqVqt5je3ncx4HMP2jtHI6zrRvBwfWfv3Nn6c185ozA892fZ+7RuSgUCj799FOmTZtGvl6LI+o6vdUBAtTu6GTmUzGRkXDvvXAkpbajo6Xh00IGpx4nop1lzhEYMFj3Jmfm19s9yYBSoaR1u3xee62yIkZ550XsAK+8Ao1IizcpPj6S1701DdM4LE7YMzIyTHYfMkXPDj54lHXCO998maMpIiJgxw4Y23Es+xL3kZCbwMMPP4xao8bGVoZ7PQZRAIFebpTZmo/YN2yAoUPhcEptR0dLw9YWNEcW06ezZftYq+xVyBzyEO20ODdg4hSkVIxgr6Vt2zs3Yjdwq1Z8KhTg4WEV9sZikcLe0AVOYWHgH/UjBbunNigNYyAiQlrm7yR3Ynz4eOYfm48gCCxdvRQ3ey883Ov/Umnl44aoyKXchDH8lSuwdy+MelDP8dTjRo6Oloah3M+ScVW4UiHPBXn9PjEGlAolWp3kgJicn3xH5thvB3x8rMLeWCxO2BsycWqgY0e4sLcLJw96MnBgw59j4EDYt0/qFjOt2zR+ivqJUn0p+WX5KG2MW+KZwsnBDsocSckytj5dtEgyHkssjsbPxQ+Vff1ppdsZvztAz1T2KvR2uaCov3uSAReFC/ml+YCUirmTathvJ/z9oXXrWz0Ky8LiqmIaMnFqwMtL8oDp2JFGleK5u0NICPz9N/TvH0K4dzhrYtbg7eSNo2DcxNocNmVuXErNxl/tWrWtvBx+/BHWr8eiyxzvNFztXSkT8kCuxa2e7kkGlHJllWe5NWJvPhYvBjO9OKyY4Y6O2AHCw2lUft2AIR0D8Fy355h7ZK7k7FjesIgdQK53JzGjdp592zbpC6dzZzh85bDFLky601DZqygmF5mDFjenhvVqNaRiysrvvMVJtxPe3nU3grdijMUJe2MidoDvvoOpUxv/PPfeK02gAowIGUFCXgI7Lu7ArsyjwdGDPe4kZ9WujFmwoHo8h65YI/bbBWe5M7qKIuzdcnFp4OSpi8IFbamW1II7c3GSFcvF4oS9sRF7SAi4utZ/3LX06QOnTkF+PtjKbJnadSqLTyzGprThEbuTrLbDY0qKZCPw2GNQoCsgPieecO+GeWZYaV5kggxnuQsOXskNWnUKUiomvzSfpLykO7oixorlYXHC3tiI/XpxcJDahO3eLf1/cpfJiIhVzo4NQWnrxtX8amFfvBhGj5by/cdSjhHuHd6gFY5Wbg5uDq70GZbUIJ8YkFIxBbqCO8rV0cqdgUUK+436uTeUmnn2Fs4tmNx5MjY5IQ1OxagU7mQWSsJeUQELF8KUKdI+a3799kNlryKtqOERu63MFrmNnHNZ56wVMVZuKyxO2BubirkRago7wLz752EpM88vAAAJYUlEQVSfNKzBEbuHozs5xVKOPTISPD2hSxdIL0zn+yPfc3/b+psWWLl5uNq7kpTX8IgdpKg9OiPaGrFbua2wOGG/WakYkCpX0tIgNbV6W04ODRZ2tbMbeWVSxD5/vhSt68p1PLLqEcaHjyeiVUQzjNrK9aKyV5FWkNbgiB2kPHtMZoxV2K3cVliUsJeWllJcXIzr9cyGXgc2NjBgQHV1DEB2dsOF3dvVnQJ9NqmpsGsXPPaYyAubX8DdwZ33Br7XLGO2cv2o7FWIiA1qZG1AqVASlxlnTcVYua2wKGE35NdvphPitemYnJyGL5bwdXenSMxh8WKp8/svsXM5kHSAXx78BZlgUX/6fwSuCilgaEwqxkXhQml5qTVit3JbYVHqcjPz6wYMwi6K0gSoVtvw8kl/TzdKZdksXAidH9rJB3s+YOPYjY36qW/l5mGwdmhsKkYmyKyLk6zcVliUsN/M/LqB4GApJRMXB3l5UqmijU3DHhvo5Y7OJhtH34u8d2YcKx9eSSu3Vs07YCvXzfVE7EqFEh9nH+viJCu3FRYl7E5OTgwaNOimPqcgVEftjcmvA7Rs4Q4OWeTcN5J37nmHgS0b4URm5aZzPRG7i9zFujjJym2HRYUZffv2bVS/xKYiIgJWrYJevRpnRuRi74Rgq+df7fswrdu05huglSbB1d4VAQEnO6cGP0apUFrz61ZuOywqYr9VDBoEf/0FGRmNi9gFQWDD2LXMH/Wtxba++yehslfhLHdu1GulslcR6BrYjKOyYqXxWFTEfqvw9pY8oSMjGyfsIBmIWbEMXBWujZ7YfqHHC1SIxs1UrFi5lVgj9gYSEQG//Wb1hb6TCVIF8a/WjfN4VtmrcHewvims3F5Yhb2BRERAUlLjI3YrloPaSc2iUYtu9TCsWLlhrMLeQPr3lxo3W4XdihUrtztWYW8gzs7Qu7dV2K1YsXL7c0OTp4IgfAaMAHRAPDBRFMXcphjY7ch330kd061YsWLlduZGI/ZIoKMoiuHAOWDmjQ/p9iU8HG6yo4EVK1asNJobEnZRFLeJoqiv/O/fgHWlhhUrVqzcYpoyx/40sKUJz2fFihUrVq6DenPsgiBsB1qY2DVLFMUNlcfMAvTA8jrOMwWYAhAQEHBdg7VixYoVK/VTr7CLolhnmx9BEJ4E7gfuFUVRrOM8C4AFAN26dTN7nBUrVqxYuTFutCrmPuBN4B5RFIuaZkhWrFixYuVGuNEc+3eAEogUBOGEIAg/NMGYrFixYsXKDXBDEbsoisFNNRArVqxYsdI0WFeeWrFixcodhlDHfGfzPakgZAAJN/2Jrx9PIPNWD+IW8U++dvhnX7/12m8/AkVRrHeZ5C0RdktDEISjoih2u9XjuBX8k68d/tnXb712y712ayrGihUrVu4wrMJuxYoVK3cYVmFvGAtu9QBuIf/ka4d/9vVbr91CsebYrVixYuUOwxqxW7Fixcodxj9S2AVBWCQIQrogCGdqbLtLEISDgiCcFgThd0EQXGrsC6/cd7Zyv33ldrkgCAsEQTgnCEKsIAgP34rraQyNuXZBEB6vXFFsuFUIgtCpcp/FXTs0+vrtBEFYUrk9RhCEmTUeoxIE4bfKa48RBKH3rbiextDIa5cLgrC4cvtJQRAG1HiMxb32giD4C4Kwq/K1OisIwkuV290FQYgUBOF85b9uldsFQRDmCIJwQRCEU4IgdKlxrgBBELZVnitaEISgW3NVdSCK4j/uBvQHugBnamw7guR5A5IF8QeV922BU8Bdlf/3AGwq778HzK68LwM8b/W1NeW1X/O4MOBijf9b3LVfx2s/Dvi18r4jcBkIqvz/EmBy5X05oLrV19bE1/48sLjyvhdwDJBZ6msP+ABdKu8rkRoDtQc+Bd6q3P4W8Enl/WFINuQC0As4VONcfwGDK+87A463+vqMrvdWD+AWvtBB17zB86mec/AHomu8wMvMnCMJcLrV19Jc137NYz4E/mvp197I134s8DvSl7tHpRi4Ay7AJcNjLOnWiGv/HniixnE7gB6W/trXuJ4NwGAgDvCp3OYDxFXenw+MrXF8XOX+9sC+Wz3++m7/yFSMGc4AIyvvP4r0JgdoC4iCIGwVBOG4IAhvgPRTvHL/B5XbVwuC4H1zh9xkmLv2mowBVsIdd+1g/vp/AwqBVCAR+FwUxWygFZABLBYEIUoQhB8FQXC6yWNuKsxd+0lglCAItoIgtAS6Av53wmtfmTrpDBwCvEVRTAWo/Ner8jBfpC8wA8mV29oCuYIgrK187T8TBMHmZo29oViFvZqngecFQTiG9FNN9//tnbtrFUEUh78j0cJYGAshEnw1dhJjfBSKISEWNmIhiIoR/ANUVLDwDxARsbNSbAQhvrAQBVMoxAcKisEkKLHQ4CNooUWaRH4WZxaukntBvOZmh/PBsMuZYZgfM/fs7Jm5s8neBGwB9qXrLjPrSfY2YFBSB/AYODvrra4P1bQDYGabgElJRWw2J+1QXf9G4CewDFgFHDOz1bj+DuCCpHW48z85662uD9W0X8Kd2XPgPPAI/5hOqfvezBYB14Ejkn7UKjqDTbj+rcBxYAP+kD9Y52b+M+HYE5JGJW2XtB6fmY6lrHHggaSv8jPn7+A/6m/AJHAzletP9tJRQ3vBnmQvyEY71NS/F7graUrSBDAIdOJjYlzS01TuGiXVX027pGlJRyW1S9oJLAbeUuK+N7P5uFO/IulGMn8xs9aU3wpMJPs4v7+5tgEfk/2FpHfy7z3fYg7qD8eeMLOl6ToPOAUUZ8vfA9aa2UIzawK24XFI4fHXrlSuBxie1UbXiRraC9tu4Gphy0k71NT/HuhOOySa8UW0UUmfgQ9mtiaVK63+atrTeG9O973AtKTSjnszM+AiMCLpXEXWbaAv3ffhsffCfiD1/WbgewrVPANazKw4iKubuai/0UH+RiR8ZvIJmMKfwIeAw/ji2BvgNBULY8B+4DUejzxTYV8BPMR3zQwAyxut7T9o7wKezFBP6bT/rX58x0N/6vth4ERFPe14mOIVPmtrabS2OmtfiS8YjgD38VMFS9v3eBhVqc0vU9qBL4oP4G8jA8CSVN7wBeQxYAjorKirN9UzBFwGFjRa358p/nkaBEGQGRGKCYIgyIxw7EEQBJkRjj0IgiAzwrEHQRBkRjj2IAiCzAjHHgRBkBnh2IMgCDIjHHsQBEFm/AIDFdLaAAGPRQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aab1fb53f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot transport\n",
    "\n",
    "\n",
    "\n",
    "out=\"GS_NA_interannual.pdf\"\n",
    "#plt.figure(figsize=(10,10))\n",
    "fig,ax1=plt.subplots(1)\n",
    "\n",
    "#ax1.plot(timeax,transp20w_norm,lw=1,color='k')\n",
    "ax1.plot(timeax,fc_norm,lw=1,color='k')\n",
    "ax1.plot(timeax,tau50N_norm,lw=1,color='b')\n",
    "ax1.plot(timeax,nao_norm,lw=1,color='g')\n",
    "\n",
    "l1=ax1.plot(timeax,smooth(fc_norm,b),lw=2,color='k')\n",
    "l2=ax1.plot(timeax,smooth(tau50N_norm,b),lw=2,color='b')\n",
    "l3=ax1.plot(timeax,smooth(nao_norm,b),lw=2,color='g')\n",
    "\n",
    "ax1.set_ylabel('Normalized Anomaly')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aab1e7737b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "l1=ax[0].plot(timeax,smooth(transp20w.values,b),lw=2,color='k',label=\"Transport 20°W\")\n",
    "l2=ax[1].plot(timeax,smooth(fc,b),lw=2,color='k',label=\"GB Floats\")\n",
    "l3=ax2.plot(timeax,smooth(tau50N.values,b),lw=2,color='b',label=\"Windstress\")\n",
    "l4=ax3.plot(timeax,smooth(nao.values,b),lw=2,color='b',label=\"NAO\")\n",
    "\n",
    "#fig.title(\"Transport across 50°N\")\n",
    "ax[0].set_ylabel('Transport 20°W (Sv)')\n",
    "ax[1].set_ylabel('GB Floats')\n",
    "ax2.set_ylabel('Wind Stress (N/m$^2$)',color='b')\n",
    "ax3.set_ylabel('NAO',color='b')\n",
    "\n",
    "ax2.spines['right'].set_color('b')\n",
    "ax2.tick_params(axis='y', colors='b')\n",
    "ax3.spines['right'].set_color('b')\n",
    "ax3.tick_params(axis='y', colors='b')\n",
    "\n",
    "ax[1].set_xlabel('Year')\n",
    "lns=l1+l3\n",
    "labs = [l.get_label() for l in lns]\n",
    "#ax[0].legend(lns, labs, loc=2,frameon=False)\n",
    "\n",
    "#plt.savefig(figdir+out,facecolor='w',format='pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "xmin=-90\n",
    "xmax=0\n",
    "ymin=30\n",
    "ymax=65\n",
    "\n",
    "lat_ts=np.round((ymin+ymax)/2,0)\n",
    "lon_0=np.round((xmin+xmax)/2,0)\n",
    "R=6371009\n",
    "width=R*np.cos(lat_ts*np.pi/180)*(xmax-xmin)*np.pi/180\n",
    "height=(ymax-ymin)*np.pi/180*R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/b/shkifmwr/TM/software/miniconda3_20170516/envs/py3_std/lib/python3.5/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.minimum.reduce will be axis=0, not the current None, to match np.minimum.reduce. Explicitly pass 0 or None to silence this warning.\n",
      "  return self.reduce(a)\n",
      "/home/b/shkifmwr/TM/software/miniconda3_20170516/envs/py3_std/lib/python3.5/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.maximum.reduce will be axis=0, not the current None, to match np.maximum.reduce. Explicitly pass 0 or None to silence this warning.\n",
      "  return self.reduce(a)\n"
     ]
    },
    {
     "data": {
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EXnwjjZfeTGPEyHsY0DeSjCwd/w38cSiHU6lFXLt2rcaKwt8Bv//+O40aNapym40bN/L1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n12ml/PH4BaLfdZJdAe324/6/j322958MEH2bt3LydPnmT16tWufbKzs5k4ceIlU6D+T8LTTz9N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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aaba43b52b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot tau long term mean\n",
    "\n",
    "# Plot Curl\n",
    "\n",
    "out=\"GS_NA_surface_tau.png\"\n",
    "\n",
    "fig, ax = plt.subplots(1,3,figsize=(15,5))\n",
    "clev = np.arange(0, 0.21, 0.01)\n",
    "dx=20\n",
    "dy=20\n",
    "\n",
    "m1 = Basemap(width=width,height=height,projection='stere',lat_ts=lat_ts,lat_0=lat_ts,lon_0=lon_0,\\\n",
    "             resolution='l',ax=ax[0],suppress_ticks=True)\n",
    "m2 = Basemap(width=width,height=height,projection='stere',lat_ts=lat_ts,lat_0=lat_ts,lon_0=lon_0,\\\n",
    "             resolution='l',ax=ax[1],suppress_ticks=True)\n",
    "m3 = Basemap(width=width,height=height,projection='stere',lat_ts=lat_ts,lat_0=lat_ts,lon_0=lon_0,\\\n",
    "             resolution='l',ax=ax[2],suppress_ticks=True)\n",
    "m1.drawcoastlines()\n",
    "m2.drawcoastlines()\n",
    "m3.drawcoastlines()\n",
    "parallels = np.arange(ymin+10,ymax+10,10)\n",
    "m1.drawparallels(parallels,labels=[1,0,0,0],fontsize=12)\n",
    "m2.drawparallels(parallels,labels=[1,0,0,0],fontsize=12)\n",
    "m3.drawparallels(parallels,labels=[1,0,0,0],fontsize=12)\n",
    "meridians = np.arange(xmin+10,xmax,10)\n",
    "m1.drawmeridians(meridians,labels=[0,0,0,1],fontsize=12)\n",
    "m2.drawmeridians(meridians,labels=[0,0,0,1],fontsize=12)\n",
    "m3.drawmeridians(meridians,labels=[0,0,0,1],fontsize=12)\n",
    "m1.drawlsmask(land_color='grey',ocean_color='white',lakes=False)\n",
    "m2.drawlsmask(land_color='grey',ocean_color='white',lakes=False)\n",
    "m3.drawlsmask(land_color='grey',ocean_color='white',lakes=False)\n",
    "xx, yy = m1(nav_lon.values, nav_lat.values)\n",
    "\n",
    "c1=m1.contourf(xx,yy,tau_mean,clev,cmap=cmocean.cm.speed)\n",
    "c2=m2.contourf(xx,yy,tau_low,clev,cmap=cmocean.cm.speed)\n",
    "c3=m3.contourf(xx,yy,tau_high,clev,cmap=cmocean.cm.speed)\n",
    "\n",
    "cb = fig.colorbar(c1,ax=ax.tolist(),location='bottom',aspect=70)\n",
    "cb.set_label('Wind Stress',labelpad=10)\n",
    "\n",
    "plt.savefig(figdir+out,facecolor='w',dpi=600,format='png',bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "SSH shkpwagn@hdata1.hlrn.de python_py3_std_/gfs2/work/shkpwagn/NB_WDIR",
   "language": "",
   "name": "rik_ssh_shkpwagn_hdata1_hlrn_de_python_py3_std_gfs2workshkpwagnnb_wdir"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}