CER101_ccs_forward_model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "eef7da55-8ab1-4df2-930c-7a19ff90a442",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Make forward model (Y) with AVISO data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "eba03433-3df6-408a-9ef4-f937f98110df",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy\n",
    "import xarray as xr\n",
    "import cmocean as cmo\n",
    "import matplotlib.pyplot as plt\n",
    "from aviso_rossby_wave import skill_matrix, reverse_vector, build_h_matrix\n",
    "from aviso_rossby_wave import forecast_ssh, inversion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d3eacd2-fb1b-47de-9353-c1c28ec048f7",
   "metadata": {},
   "source": [
    "## Starting Date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "15e8bedd-e465-4553-82cc-b2936777c1e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "day0, day1 = 335, 375\n",
    "#day0, day1 = 0, 40 # 2016-01-01\n",
    "#day0, day1 = 31, 71 # 2016-02-01\n",
    "time_range = (day1 - day0) * 2 # forecast time range\n",
    "exp = 1 # R_over_P = K^-1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c5020eb-5d1d-42bd-b734-02977d31c65c",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Stratification paramters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bc53da7-1aad-4136-8004-3ca36af7fdf1",
   "metadata": {},
   "source": [
    "## Subset 10 degree by 10 degree of ocean\n",
    "### the aviso data is sampled at 5-day intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "df3f6974-bcee-4d12-8fac-5221b4718457",
   "metadata": {},
   "outputs": [],
   "source": [
    "# lonidx_west, lonidx_east = 67, 107\n",
    "# latidx_south, latidx_north = 22, 62\n",
    "lonidx_west, lonidx_east  =  60, 102\n",
    "latidx_south, latidx_north = 34, 74"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b3335128-08dc-44f3-ae1d-687a0af0123b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "avisso_ds = xr.open_dataset('./aviso_msla_ccs_1d.nc')\n",
    "SSHA = avisso_ds.msla[latidx_south:latidx_north, lonidx_west:lonidx_east, :]\n",
    "T_time = avisso_ds.time.data[:] * 86400 # in seconds\n",
    "#T_time = avisso_ds.time.data[day0:] * 86400 # in seconds\n",
    "# SSHA.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4ab59b1e-175f-48f2-92b8-b5d2d35daf84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.datetime64('2016-12-01T00:00:00.000000000')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_time = avisso_ds.date_time.data[day0:]\n",
    "date_time[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "547bdf00-a1fd-48f7-824b-a4f2166541b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#ssha_time_mean = SSHA[:, :, day0:day0+time_range ].mean(axis = -1) # remove 80-day mean insead of multi-year mean (climatology)\n",
    "ssha_time_mean = SSHA[:, :, : ].mean(axis = -1) # remove multi-year mean (climatology)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a0bdfb34-8a6a-4e3e-9dad-45ceb056a93e",
   "metadata": {},
   "outputs": [],
   "source": [
    "SSHA = SSHA - ssha_time_mean # remove 80-day mean  SSHA[day0 + day0 + 30].mean(axis = -1) \n",
    "SSHA_masked = np.ma.masked_invalid(SSHA)\n",
    "ssha_mask = np.ma.getmask(SSHA_masked)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5df8cf36-6d6a-47a5-a83f-4c4c1d51c6e1",
   "metadata": {},
   "source": [
    "#### MSLA is the AVISO SSH anomalies to fit\n",
    "#### Fit multiple days of SSH anomalies: day0 to day1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0ea9c343-6a14-4cf2-9f69-305b045afc73",
   "metadata": {},
   "outputs": [],
   "source": [
    "MSLA0 = SSHA_masked[:, :, day0:day1] #AVISO input "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ef232f52-a498-4f69-b785-49fc016bf599",
   "metadata": {},
   "outputs": [],
   "source": [
    "lon, lat = (360 - avisso_ds.lon[lonidx_west:lonidx_east].data) * -1, avisso_ds.lat[latidx_south:latidx_north].data\n",
    "# lon, lat "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eecfc5f6-b0cf-4d98-8c3c-419a6b56b0a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "dlon = lon - lon.mean()\n",
    "dlat = lat - lat.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b3466a8f-8fb6-43c4-a0c7-e8745b9aec21",
   "metadata": {},
   "outputs": [],
   "source": [
    "SSH0 = avisso_ds.msla[:, :, day0]\n",
    "SSHA0 = SSH0 - avisso_ds.msla[:,:,:].mean(axis = -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9a56a41c-a646-467e-8c11-6ce025ccd21e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12, 5))\n",
    "plt.subplot(121)\n",
    "plt.title('a) SSH Anomalies, ' + str(date_time[0])[:10], fontsize = 14)\n",
    "plt.pcolor((360 - avisso_ds.lon[30:140]) * -1, avisso_ds.lat, SSHA0[:, 30:140], vmin = -0.2, vmax = .2, cmap = cmo.cm.balance)\n",
    "plt.xlabel('Longitude (\\N{DEGREE SIGN}W)', fontsize = 14)\n",
    "plt.ylabel('Latitude (\\N{DEGREE SIGN}N)', fontsize = 14)\n",
    "\n",
    "import matplotlib.patches as mpatches\n",
    "left, bottom, width, height = (lon[0], lat[0],\n",
    "                               lon[-1] - lon[0],\n",
    "                               lat[-1]- lat[0])\n",
    "rect=mpatches.Rectangle((left,bottom),width,height, #latidx_south:latidx_north, \n",
    "                        fill=False,\n",
    "                        color=\"black\",\n",
    "                       linewidth=2)\n",
    "                       #facecolor=\"red\")\n",
    "plt.gca().add_patch(rect)\n",
    "    \n",
    "plt.colorbar()\n",
    "plt.subplot(122)\n",
    "plt.title('b) SSH Anomalies, ' + str(date_time[0])[:10], fontsize = 14)\n",
    "plt.pcolor(lon, lat, SSHA[:, :, day0], vmin = -0.2, vmax = .2, cmap = cmo.cm.balance)\n",
    "plt.colorbar()\n",
    "plt.xlabel('Longitude (\\N{DEGREE SIGN}W)', fontsize = 14)\n",
    "plt.ylabel('Latitude (\\N{DEGREE SIGN}N)', fontsize = 14)\n",
    "plt.savefig('AVISO_SSHA_10deg'+ str(date_time[0])[:10]  +'.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37cc881a-b75d-402a-8da4-cc53107fa75f",
   "metadata": {},
   "source": [
    "### parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bfa3f995-b440-4177-a36c-5816c9bb41d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.309199134434463e-05, 2.1796846310544133e-06)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Phi0 = lat.mean() # central latitude (φ0)\n",
    "Omega = 7.27e-5 # Ω is the angular speed of the earth\n",
    "Earth_radius = 6.371e6 / 1e5 # meters\n",
    "Beta = 2 * Omega * np.cos(Phi0) / Earth_radius\n",
    "f0 =  2 * Omega * np.sin(Phi0) #1.0313e-4 \n",
    "f0, Beta"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcf96f49-0494-4902-9d7a-d0ae20721fba",
   "metadata": {},
   "source": [
    "#### Rossby wave vertical modes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "30509b54-3340-41d7-9233-dde066810494",
   "metadata": {},
   "outputs": [],
   "source": [
    "MModes = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84daa1f5-0e18-4831-a462-25bf424decca",
   "metadata": {},
   "source": [
    "#### define wavenumber interval based on domain size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ee8f4ee3-5c83-4f09-8bc4-7d61f47aeac4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.235987755982989\n"
     ]
    }
   ],
   "source": [
    "L_lat = 10 # domain latitude length degree \n",
    "L_lon = 10 # domain lognitude length\n",
    "\n",
    "domain_factor = 1.1 # the smaller, the less waves\n",
    "\n",
    "l_interval = 2 * np.pi / (domain_factor * L_lat) # zonal wavemenumber interval\n",
    "k_interval = 2 * np.pi / (domain_factor * L_lon) # longitutional wavemenumber interval\n",
    "\n",
    "lamda_min = 1.2 # 100km = 1 degree minimum wavelength resolved , the smaller, the more waves\n",
    "\n",
    "#l_min = 0\n",
    "#l_max = 2 * np.pi / lamda_min\n",
    "#k_max = l_max\n",
    "#k_min = -1 * l_max\n",
    "k_min = 0  # stg:  changes to maintain consistent variable names\n",
    "k_max = 2 * np.pi / lamda_min\n",
    "l_max = k_max\n",
    "l_min = -1 * k_max\n",
    "print(k_max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "78f37ab3-d119-4bc8-8439-f91e02def039",
   "metadata": {},
   "outputs": [],
   "source": [
    "#l_n_orig = np.arange(k_min, k_max, k_interval) # degree^-1\n",
    "#k_n_orig = np.arange(l_min, l_max, l_interval) # degree^-1\n",
    "k_n_orig = np.arange(k_min, k_max, k_interval) # degree^-1  ###stg:  changes for variable name consistency\n",
    "l_n_orig = np.arange(l_min, l_max, l_interval) # degree^-1\n",
    "l_n = l_n_orig.reshape(len(l_n_orig), MModes) #* 0 # lon, zonal propagration \n",
    "k_n = k_n_orig.reshape(len(k_n_orig), MModes) #* 0 # lat, meridonal propagration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e9897c25-eae5-4c9e-8fd8-0cc59bd3900e",
   "metadata": {},
   "outputs": [],
   "source": [
    "strat_ds = xr.open_dataset('./stratification_sample_ccs.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a4cba4a-6155-4163-b13f-0a737fefbc2b",
   "metadata": {},
   "source": [
    "#### Wavespeed and Rossby wave deformation radius"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "41f5c3e5-97e0-41aa-aebd-4b345e40dc57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.1545995672172316e-05, array([0.5]), array([2.85035991e-05]))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Psi = strat_ds.Psi.data\n",
    "Rm = 5e4  / 1e5 # 50 km to degree\n",
    "wavespeed = Rm * f0  # deg / s strat_ds.C2[:MModes].data\n",
    "Rm = np.array([Rm]) #unit: degree \n",
    "wavespeed, Rm , np.sqrt(strat_ds.C2[:MModes].data)/1e5 # deg/s"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e089777-398e-4dce-bfb1-f3b7b70037b5",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### evaluate the skill of each wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c17d0b2b-24ff-43e3-b2fa-8cf9d89e9f2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "skill, SSHA_vector, Iindex, Jindex, Tindex = skill_matrix(MSLA0, Psi, l_n, k_n, MModes, Rm, lon, lat, T_time[day0:day1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "84ddd7d6-c14e-4511-839e-3d6e13891db4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((19, 10, 1), (67200,))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "skill.shape, SSHA_vector.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1727d247-399c-4942-a6c7-9f30861304ce",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x13d677040>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(131)\n",
    "plt.pcolormesh(MSLA0[:,:,39], cmap = cmo.cm.balance, vmin = -.15, vmax = .15) \n",
    "plt.subplot(132)\n",
    "plt.pcolormesh(SSHA_vector[(39*40*42)+0:(39*40*42)+40*42].reshape(40,42), cmap = cmo.cm.balance, vmin = -.15, vmax = .15) \n",
    "plt.subplot(133)\n",
    "plt.pcolormesh(MSLA0[:,:,39]-SSHA_vector[(39*40*42)+0:(39*40*42)+40*42].reshape(40,42), cmap = cmo.cm.balance, vmin = -.15, vmax = .15) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5c2e621-95d6-4607-976a-c82d053c5d7a",
   "metadata": {},
   "source": [
    "#### Number of models/waves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0116f215-042b-42e7-9f19-4eeee3b0efd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "190"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M = k_n.size * l_n.size\n",
    "M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9f45e56b-a645-48a1-b640-2191e096586f",
   "metadata": {},
   "outputs": [],
   "source": [
    "kk, ll = np.meshgrid(l_n, k_n)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b441127-b055-4608-bf12-83d1f9f47e29",
   "metadata": {},
   "source": [
    "#### Signal to noise ratio matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9949948b-b20a-4b2c-ac74-02a4e472b7b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/tb/ynf00vf51q52gx0ngbt970v00000gn/T/ipykernel_2604/1595550062.py:14: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n",
      "  k_[counter] , l_[counter]  = kk, ll\n",
      "/var/folders/tb/ynf00vf51q52gx0ngbt970v00000gn/T/ipykernel_2604/1595550062.py:15: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n",
      "  kl[counter] =  np.sqrt(kk ** 2 + ll ** 2) # wavenumber\n"
     ]
    }
   ],
   "source": [
    "counter = 0\n",
    "exp=-2\n",
    "k0 = l_n.max() # flat at or below k0 \n",
    "\n",
    "kl, P_over_R = np.zeros(2 * M), np.zeros([2 * M, 2 * M])\n",
    "p_diagonal = np.zeros([2 * M])\n",
    "k_, l_ = np.zeros(len(l_n)*len(k_n)), np.zeros(len(l_n)*len(k_n))\n",
    "R = 0.01 # noise = 1. cm\n",
    "#R=0.\n",
    "counter=0\n",
    "\n",
    "for kk in k_n:\n",
    "    for ll in l_n:\n",
    "        k_[counter] , l_[counter]  = kk, ll\n",
    "        kl[counter] =  np.sqrt(kk ** 2 + ll ** 2) # wavenumber\n",
    "        p_diagonal[2 * counter] = (kl[counter]+k0) ** exp \n",
    "        p_diagonal[2 * counter + 1] = (kl[counter]+k0) ** exp \n",
    "        counter += 1   \n",
    "\n",
    "P_over_R = np.zeros([2 * M, 2 * M])\n",
    "p_factor = .16/p_diagonal.sum() # variance of the model,  convert sum of variance from waven number to meter\n",
    "np.fill_diagonal(P_over_R[:],  R / p_diagonal / p_factor)\n",
    "# for kk in l_n:\n",
    "#     for ll in k_n:\n",
    "#         kl[2*counter] = np.sqrt(kk ** 2 + ll ** 2)\n",
    "#         kl[2*counter+1] = np.sqrt(kk ** 2 + ll ** 2)\n",
    "#         P_over_R[2*counter, 2*counter] = kl[2*counter] ** exp\n",
    "#         P_over_R[2*counter+1, 2*counter+1] = kl[2*counter + 1] ** exp\n",
    "#         counter += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "42235b57-f101-4745-ad03-757c400d3820",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1616,)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "T_time.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "99e25de4-0b6e-4e7a-af6b-bb76c6984ae6",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "H_all = build_h_matrix(MSLA0, MModes, k_n, l_n, lon, lat, T_time[:], Psi, Rm, day0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f5935c2c-3ca9-413b-b445-117718e1c821",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.1796846310544133e-06"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Beta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "bfe66a1e-74cf-40a9-b2b0-07071457080e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((67200, 380), (380, 380))"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H_all.shape, P_over_R.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "95d5fc2c-d418-4ffd-a17c-906a1dd411db",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ds_H_all = xr.Dataset(data_vars={'H_all' : ([\"values\", \"wavenumbers\"], H_all)},\n",
    "                      attrs = dict(description='H matrix from fit to AVISO SSH, fit with 40-day record.'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9ab5ea80-0d3d-4119-8d6a-7ddc8cbfe5ff",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ds_H_all.to_netcdf('./H_all' + str(date_time[0])[:10] +'_' + str(k_n.size * l_n.size) +'waves_data'+ str(int((day1 - day0))) +'days.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b80faabb-fc72-4604-86dd-6cf0d1d0dce5",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### solve for amplitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "bd6a3e9b-88b2-46d0-a685-d563b0237839",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7026.20898647558\n"
     ]
    }
   ],
   "source": [
    "amp, ssh_estimated = inversion(SSHA_vector, H_all, P_over_R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5855a5a2-ddbf-4a84-b400-50bf00a3dc93",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x13fae3760>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pcolormesh(ssh_estimated[(40*42)*30:(40*42)*31].reshape(40,42), cmap = cmo.cm.balance, vmin = -.2, vmax = .2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11dc78fe-a5ec-44cc-b2e1-58c191fbd571",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Fit AVISO data to Rossby wave model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "53cea74b-1f42-4db3-a647-5e7beafb4489",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssh_estimated.shape\n",
    "67200/40/42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "988dae96-103b-4eae-b497-7c35abc30bea",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(40, 42, 1616)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SSHA_masked.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "efd251f1-09a6-4159-973d-f413230c6227",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "SSHA_predicted = np.zeros([time_range, MSLA0[:, :, 0:1].size])\n",
    "SSHA_true = np.zeros([time_range, MSLA0[:, :, 0:1].size])\n",
    "variance_explained_inverse  = np.zeros(time_range)\n",
    "MSLA_fwrd = np.zeros([MSLA0.shape[0], MSLA0.shape[1], time_range])\n",
    "for day in range(time_range):\n",
    "    # SSH data\n",
    "    MSLA = SSHA_masked[:, :, day0+day: day0+day+1]\n",
    "    # Build basis function H matrix\n",
    "    H_all = build_h_matrix(MSLA, MModes, k_n, l_n, lon, lat, T_time, Psi, Rm, day0 + day)\n",
    "    # forecast SSH\n",
    "    SSHA_predicted[day], SSHA_true[day], variance_explained_inverse[day] = forecast_ssh(MSLA, amp,  H_all)\n",
    "    # reverse vector\n",
    "    MSLA_fwrd[:, :, day:day+1] = reverse_vector(MSLA, SSHA_predicted[day])\n",
    "\n",
    "#     plt.figure(figsize = (15, 5))\n",
    "\n",
    "#     plt.subplot(131)\n",
    "#     plt.pcolormesh(lon, lat, MSLA[:, :, 0], cmap = cmo.cm.balance, vmin = -.15, vmax = .15) \n",
    "#     plt.colorbar()\n",
    "#     plt.xlabel('Longitude (\\N{DEGREE SIGN}W)', fontsize = 14)\n",
    "#     plt.ylabel('Latitude (\\N{DEGREE SIGN}N)', fontsize = 14)\n",
    "#     plt.title('a) AVISO data ' + str(date_time[day])[:10], fontsize = 14)\n",
    "\n",
    "#     plt.subplot(132)\n",
    "#     plt.pcolormesh(lon, lat, MSLA_fwrd[:, :, day], vmin = -.15, vmax = .15, cmap = cmo.cm.balance)\n",
    "#     plt.colorbar()\n",
    "#     plt.xlabel('Longitude (\\N{DEGREE SIGN}W)', fontsize = 14)\n",
    "#     plt.ylabel('Latitude (\\N{DEGREE SIGN}N)', fontsize = 14)\n",
    "#     plt.title('b) Rossby wave model, 450 waves', fontsize = 14)\n",
    "\n",
    "#     residual = MSLA[:, :, 0] - MSLA_fwrd[:, :, day] \n",
    "#     plt.subplot(133)\n",
    "#     plt.pcolormesh(lon, lat, residual, cmap = cmo.cm.balance, vmin = -.15, vmax = .15)\n",
    "#     plt.colorbar()\n",
    "#     plt.xlabel('Longitude (\\N{DEGREE SIGN}W)', fontsize = 14)\n",
    "#     plt.ylabel('Latitude (\\N{DEGREE SIGN}N)', fontsize = 14)\n",
    "#     plt.title('c) Residual variance ' + str((variance_explained_inverse[day]) * 100)[:4] + '%', fontsize = 14)\n",
    "    \n",
    "#     plt.tight_layout()\n",
    "#     #plt.close()\n",
    "#     plt.savefig('./forward_model/diag_ssh_' + str(date_time[day0+day])[:10] +'_' + str(skill.size) + 'waves.png', dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e9c8d554-3466-48d4-97fe-e8d8a3e59497",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((40, 42, 80), (40, 42, 1), 80)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MSLA_fwrd.shape, MSLA.shape, time_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "92991d55-ada1-4641-928f-e6a634fda5a5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ds_output = xr.Dataset(data_vars={'l_n' : l_n[:, 0],\n",
    "                                  'k_n' : k_n[:, 0],\n",
    "                                  'Amplitudes': amp,\n",
    "                                  'variance_explained': (('time'), 1-variance_explained_inverse),\n",
    "                                  'MSLA_forward' : (('YC', 'XC', 'time'), MSLA_fwrd[:, :, :time_range]),\n",
    "                                  'Rm': Rm,\n",
    "                                  'XC' : (('XC'), lon.data), \n",
    "                                  'YC' : (('YC'), lat.data),\n",
    "                                  'time': date_time[:time_range]},\n",
    "                      attrs = dict(description=('Data sample of the selected waves, amplitudes, estimated SSH anomalies and residual, fit with ' \n",
    "                                                + str(day1 - day0) + '-day prior data.')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "12eed950-921a-4237-b87e-970583dcfe13",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('residual variance',\n",
       " array([0.20521664, 0.19039173, 0.17657443, 0.16264307, 0.1490021 ,\n",
       "        0.13590611, 0.12294611, 0.11016143, 0.09919928, 0.08806218,\n",
       "        0.07708251, 0.06669116, 0.05639971, 0.04658673, 0.03850986,\n",
       "        0.03149068, 0.02563329, 0.02115483, 0.01847379, 0.01749181,\n",
       "        0.01878164, 0.02258089, 0.02843992, 0.03612493, 0.04611721,\n",
       "        0.05719372, 0.07038622, 0.08296349, 0.09796339, 0.11395383,\n",
       "        0.13160874, 0.14702322, 0.16267526, 0.17914503, 0.1976988 ,\n",
       "        0.21549397, 0.23279446, 0.25245487, 0.27428036, 0.29602783,\n",
       "        0.31824036, 0.34199352, 0.36882442, 0.3943822 , 0.42222349,\n",
       "        0.45132785, 0.4771861 , 0.50276993, 0.5289804 , 0.5560221 ,\n",
       "        0.58421481, 0.61085282, 0.6368062 , 0.6614063 , 0.68365473,\n",
       "        0.70941407, 0.73437675, 0.75757452, 0.78450946, 0.81097747,\n",
       "        0.83679927, 0.86169864, 0.88654351, 0.90909743, 0.93255252,\n",
       "        0.95419317, 0.97606485, 0.99801064, 1.01812465, 1.03818762,\n",
       "        1.05656472, 1.07489   , 1.0934541 , 1.10710995, 1.12095729,\n",
       "        1.13441668, 1.1470264 , 1.1568007 , 1.16326277, 1.17002312]),\n",
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       "        '2017-01-16T00:00:00.000000000', '2017-01-17T00:00:00.000000000',\n",
       "        '2017-01-18T00:00:00.000000000', '2017-01-19T00:00:00.000000000',\n",
       "        '2017-01-20T00:00:00.000000000', '2017-01-21T00:00:00.000000000',\n",
       "        '2017-01-22T00:00:00.000000000', '2017-01-23T00:00:00.000000000',\n",
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       "        '2017-01-26T00:00:00.000000000', '2017-01-27T00:00:00.000000000',\n",
       "        '2017-01-28T00:00:00.000000000', '2017-01-29T00:00:00.000000000',\n",
       "        '2017-01-30T00:00:00.000000000', '2017-01-31T00:00:00.000000000',\n",
       "        '2017-02-01T00:00:00.000000000', '2017-02-02T00:00:00.000000000',\n",
       "        '2017-02-03T00:00:00.000000000', '2017-02-04T00:00:00.000000000',\n",
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       "        '2017-02-17T00:00:00.000000000', '2017-02-18T00:00:00.000000000'],\n",
       "       dtype='datetime64[ns]'))"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'residual variance', variance_explained_inverse, date_time[:time_range]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8cb6fdf0-5f4f-4e8a-b270-08143e5ac994",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'residual')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(variance_explained_inverse[:])\n",
    "plt.title('residual')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b5c3f627-0304-44c6-81b0-c2c4bd2592bc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#ds_output.to_netcdf('./rossby_wave_estimate_' + str(date_time[0])[:10] +'_' + str(k_n.size * l_n.size) +'waves.nc')\n",
    "ds_output.to_netcdf('./rossby_wave_estimate_' + str(date_time[0])[:10] +'_' + str(k_n.size * l_n.size) +'waves_data'+ str(int((day1 - day0))) +'days.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3638cc3-8ef2-4e85-969d-feb892bbc11c",
   "metadata": {},
   "source": [
    "### Plot the Rossby wave model versus the AVISO data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "263d703c-a018-4111-81d4-ebf06cd567bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "time = T_time[day0:day0+time_range] / 86400"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c4559531-584c-4d19-bec7-1f5bead1c58d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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W//PPP2G1Wkucv63I66+/Dl3X8c477/isnLh48WJMmzbNc+2k3W7HwIED8e9//xtHjx7F66+/jsjIyGIFMAJlNpsxZcoUvPDCC55rmoxGIzp16oR169bh999/93md1O+//45du3ahe/fupV7XGejflFj2YqtcuTIMBgOOHj1a7LEjR44AODcoL3Lfffdh9OjR+OGHH/DLL7/g6NGjuO+++8qtP/7aKjoL+NBDD/lcpl69esXuC/asUmZmJmrWrOn5v9PpxMmTJ1G1atUS+yW1jZKCPR6ostlsKCgoKHb/hYO/ypUrQ9M0ZGZmFlv2/PvK+nqX5sSJEzh27Bhmz56N2bNnF3u8cuXK6NWrF959910AwPXXX49ly5bB6XR6XWdZVABJek7HqVOnIiUlBSkpKXjiiSeCWjeQdEawNE3DzJkzkZSUhFdffVWsXSKi8/GMJVEI0jQNVqvV674PP/wQhw8f9rn8L7/8gkaNGpXapsvlwuLFi1G/fn18+umnxW7//Oc/cfToUXz00Ude640YMQIulwvPPfcc1q5diwEDBgQ0zYOvL+cAPNG98+ebS05Ohq7rGD16dLHiPC6XCw8++CB0XUdycrLY3wxm2fIQHh6Oli1bYtWqVV5nLtxuN5YsWYJatWrhmmuu8dw/cOBA2Gw2pKWlIS0tDTVr1kSXLl3KrT+lCQsLQ6dOnfD111+jSZMmPs/gljT4C8abb77p9f+33noLTqezxMIwwWxj0fvzUpwxDPR4EEyfSlu2bt26OH78OI4dO+a5z+Fw4OOPP/ZaLjw8HDfffDNWrVrllZbIycnBmjVrPP+/GK93bGysz+NY165dYbPZ8Omnn2LatGme5Xv37o0zZ85g5cqVXu0sXrwY8fHxXtMtqXr66aeRkpKCJ598ElOmTAlq3aysLHzwwQdo2rRpsQSBqttuuw1JSUl46qmncObMGdG2iYgAnrEkCkk9e/ZEWloaGjRogCZNmmDXrl147rnnfJ7Nc7vd+PLLL/3GUz/66CMcOXIEM2fO9PnFunHjxpg7dy4WLlzodQ1eixYt0KRJE6SmpkLX9YBjsF27dkWtWrVwxx13oEGDBnC73di9ezdmz56NiIgIjBkzxrNs27ZtkZqairFjx+KWW27Bww8/jNq1a+PgwYOYN28etm/fjtTUVLRp00bsbwazbHmZMWMGkpKS0KlTJ4wfPx4WiwXz58/Hd999h2XLlnmd0ahUqRJ69+6NtLQ0nDp1CuPHjxefNiWY/vjz4osv4pZbbkG7du3w4IMPom7dusjJycFPP/2ENWvWiFSwXLVqFUwmE5KSkrB3715MmjQJN9xwA/r166e8jddff71nO4YNGwaz2Yxrr70WkZGRAM7Fbjt06BDwdZabNm3Cr7/+Wuz+22+/PeDjgb8+Bbps//79MXnyZAwYMACPPfYY8vPz8dJLL/msyPz000+jW7duSEpKwj//+U+4XC7MnDkT4eHhnphp0d8J9PUO5Lmz2Ww+j2NpaWkwGo3FHuvevTuSkpLw4IMPIjs7G1dffTWWLVuGdevWYcmSJZ4kRHp6Om699VZMnjwZkydP9mrjo48+Qm5uLnJycgCcq3RblPy4/fbbERYWhtmzZ2Py5Mno1q0bevToUexa4fPnqxw0aBBq166NFi1aoFq1ati/fz9mz56NY8eOIS0trcRtVzFz5kw0b94cx48fL7FKLRFRmZVT0SAiKkVWVpY+YsQIvUaNGnpYWJh+yy236J9//rneoUMHvUOHDl7LfvLJJzoAfdeuXaW2eeedd+oWi0U/fvx4icsMGDBAN5lMemZmptf9L774og5Ab9Sokc/1fFW2XLFihT5o0CA9MTFRj4iI0M1ms167dm19yJAh+vfff++znYyMDL1v3756TEyMbjKZ9Bo1auh9+vTRt27dWuq2leVvBrqsv6qdPXr0CKoqbLDtfP7553rnzp318PBw3W63661atdLXrFnjs43169d7KsyeX7W3SFFVzz/++MPr/pIqafqqHBlIfwKpCqvrun7gwAF9+PDhes2aNXWz2axXr15db9OmjT5t2rSA+l2SouV37dql33HHHXpERIQeGRmpDxw40KuqsK8+BbqNuq7rycnJenx8vG4wGHQA+qeffup5DECx96ov/qoFHzhwIKjjQUl98rWtpfV/7dq1etOmTXW73a5fddVV+ty5c31WhdV1XX///ff1Jk2a6BaLRa9du7b+7LPP+lw20Nc70OfOl5L2ZV0/VwH7kUce0WNjY3WLxaI3adJEX7Zsmdcyn376aYkVX+vUqVPq66Tr594zpb2e55sxY4betGlTPTo6WjcajXr16tX13r17619++WWZtv18pR1vBg0apANgVVgiEqfpepCTsBFRSBkyZAh++eUXfPHFF+XdFaKQkJKSgqlTp+KPP/4ol2siiYiIrkSMwhJdxn7++WesWLGCE18TERERUbli8R6iy9jBgwcxd+7coOdSJCIiIiKSxCgsERERERERKeEZSyIiIiIiIlLCgSUREREREREp4cCSiIiIiIiIlLAqbAncbjeOHDmCyMjIoCb9JiIiIiIib7quIycnB/Hx8TAYLq9zW/n5+XA4HAEvb7FYYLPZLmKPQhMHliU4cuQIEhISyrsbREREREQVxqFDh1CrVq3y7kbA8vPzEWUPQyECr3caGxuLAwcOXHGDSw4sSxAZGQkAmPrGStjCwpXaapVQXbk/V9WorNxGQaFTuQ0A+PiHg8ptrPwhR7mNHw6rn0nOOWZUbgMA4o5lKrehG9TfjgW2KOU2AMB++jflNpyn/6vchsEcqdwGABjCa6s34jyr3kSu+vMKANDdyk0YbVWV29DC6yq3UWBX7wcAuA3qx4M8q1m5jXyLTMLFZVFvwxqmvp9IBXYKCtQbsmart+EWOkniCFNvw3ZGvY3qB3cpt1GQ85N6RwBAdyk3YRQ45puqNlduAwBybohRbuPWRur96HNtNfVGADSJVj++ZX+3XWn9M3l5aP/A457v2JcLh8OBQuhoZasEYwAHRZeuY1tmJhwOBweWdE5R/NUWFg5buNrAMiIiQrk/UQJvwnyhgaVd8fkAAJNN/QuPwar+JUMzywwsjSb1bxkSA0uDWf21AQCjya7chtuo/s3YaLQqtwEABoHtAdT3WV1oe3SJL3BG9Q87TeB5NZgFvqEDgECsymBW/+KlmWVGYprAwFKzCBxnhQZimq7+vBgEnltdansEXh+D+u4Go0n9fWwQOFYDEBlYSvRF4vMLAAxW9c9Ti0BXwgW+QwJAZIT6DucOk3luL9dLzMyaASbN/0HEKfB94XLFgeUl4BKYKtTlDo02AMAocGbgMovW+6UJfKBqLvU2TM5C5TYAAG71HyEkBj+6LvNjCDSBQ51J/UuGQaANAHA7c9Ub0WR+VCFvutTTKnCMlDjOWkwynxtOk/rnhiOEvrFoBoHPZIHPUgj8IKkJHQskjvkiBD6/AMBdwcYGbmfg1weW2EZBfrmuX96MmgHGAAaWMkfNy1MIHaaJiIiIiIhCjwEaDPD/g1Agy1RUHFgSERERERGVwqBpAV1j6ebAkkoS6E5UGtX1AZn4qc0s83JLbI8EYwWL00rEdwxuoSiSVAQ1REhc26gb1GOsmsC1uACgCbw+mkA82C3wvLqFcvEugXZEoolCJKKWEsdIqcsWDALbUyhwjaWlQLkJAIDLrd4Xl8RzG0KRds2gfn2kSCxX6PPL4RSIb7vU93uHSyqTK3CNsuJ3DF2g8Fx54hlL/ziwJCIiIiIiKkWg11he3sNnNRxYEhERERERlcIIDcYAzkYyCktEREREREQ+MQrrHweWlw2JnVSmALJF4MKdULk+0iUwj5gYgetCDC6hC4hChMR1gIDMHKG6Qf3aH4PQ9kgQm8pFkcS1kVKMAlMyuYWu05RoxShwXaNFaJd1W9T7UiCwqxhDKKMm8vkjMR+twPERAHShaT4qEonvOhI1NqS4C/IU17/cpxth8R5/QudbDhERERERUQjiGUv/OLAkIiIiIiIqBa+x9I8DyyuIUShyJhHLsAhUFDebBKK9oZPCAypYjFWEUCl9p1l9mo+zNrtyG5XyopXbAADNmavehkAsVyJcH0pR2FCabiRUnhaJaUIAwGxSf241gWO+1GssMR0M1GfngG6OUm7DYJSZBknXBD7DJC4X0GWm3crPV99XzjjUs9cugYj+Oerb4y50lOv65c0Q4MDSxYElERERERER+cIorH8cWBIREREREZUi0ChsIMtUVBxY+mEyaDCFQDzK5Q6dUnYSVWFtZvXn1KgJxENC52kVoUlV5ROIIxkM6jkvzWhVbgMACizq7eRZ1ff7SqZw5TYAuSqO5M0lET8NkQirFKPUx59AjNUksNuLvMZCLAKVcgutAlFY5RbO0QUiqJpEtWqXTOVR3SkQHRX4jiEVhZX43NCMapenqK5f3gyaBkMAVWGv5DOWIXSIJSIiIiIiCj0WABZoAdyCN3/+fNSrVw82mw3NmzfH559/XuKyR48exaBBg3DttdfCYDBg7NixPpdbuXIlGjVqBKvVikaNGmH16tVl6FlwOLAkIiIiIiIqhUHXAr4FY8WKFRg7diwmTpyIr7/+Gu3atUP37t1x8OBBn8sXFBSgevXqmDhxIm644Qafy2RkZKB///4YMmQIvvnmGwwZMgT9+vXD9u3bg97uYDBP5Uegk6FebC5dYKJroQiC3ay+24jFq0KELlC9VCICpAlVw4NEHCmESFQedagXhYXDVlm9EQCW/OPqjQjss7pBvQ2X0MFAotono7DFuaQKUoYIo9DlDxLNSFT+dZrMym3YhC45cLvOirSjTKKyLFDh3su6W/37ge5Sa0N1/fIWaFXYYKOwc+bMwYgRI3D//fcDAFJTU/Hxxx9jwYIFmDFjRrHl69atixdffBEA8Prrr/tsMzU1FUlJSUhOTgYAJCcnIz09HampqVi2bFlQ/QtGBXvbEBERERERyTIGcQOA7Oxsr1tBQfEpeRwOB3bt2oUuXbp43d+lSxds3bq1zH3NyMgo1mbXrl2V2gwEB5ZERERERESlKKoKG8gNABISEhAdHe25+Tr7eOLECbhcLsTExHjdHxMTg8zMzDL3NTMzU7zNQDAK64dEFNZiUo+LycRYQyfTJFBYVqQNqXeALlFtTaAfUtXwJEhUdNWEqqiesavvLNYw9fBbTrjMRORVc9UrQUpMIq4LRM6MIZW1VH8XagaZ7TEJVFGViFpahIo4uipYBW6R51bgNc6zqkdh7UJRWAkSlWXFLuUQ2GfNAlF/i4nngEKFAYGdkSta5tChQ4iK+uvz2mot+b2mXTDW0HW92H3Buhht+sOBJRERERERUSmCnccyKirKa2DpS7Vq1WA0GoudSTx+/HixM47BiI2NFW8zEPwZhIiIiIiIqBTBXmMZCIvFgubNm2PDhg1e92/YsAFt2rQpc19bt25drM3169crtRkInrH0w2jQYBSoNliR2ASivXazxHMaOhE6ieqYMNpCow0hBrNAXNMcrd4GAESq7yuVItTbOJEl9FueVNVDRW6B/T7PGjq/b+oCb2OTVEFKkailehthQinJQoGEo0Q82CH0eS4x8b2EPItAfNtSRaAngMGRrd6IRIxVqjq6wGssUdHf5Zb5rqMJXLJzpdMQ2Bm5YN+V48aNw5AhQ9CiRQu0bt0ar776Kg4ePIgHHngAwLmKrocPH8Ybb7zhWWf37t0AgDNnzuCPP/7A7t27YbFY0KhRIwDAmDFj0L59e8ycORO9evXCe++9h40bN2LLli1B9i445f6JXrduXWiaVuz20EMPATiXB05JSUF8fDzsdjs6duyIvXv3+m23PCYFJSIiIiKiiudinLEEgP79+yM1NRVPPfUUmjZtis8++wxr165FnTp1AABHjx4tNqfljTfeiBtvvBG7du3C0qVLceONN+L222/3PN6mTRssX74cixYtQpMmTZCWloYVK1agZcuWZdv4AJX7zxc7duyA67x5bb777jskJSXh7rvvBgDMmjULc+bMQVpaGq655hpMmzYNSUlJ2LdvHyIjI322WTQp6NNPP43evXtj9erV6NevH7Zs2XLRn1AiIiIiIqpYAh00liX8Mnr0aIwePdrnY2lpacXu0wM4G963b1/07du3DL0pu3IfWFavXt3r/88++yzq16+PDh06QNd1pKamYuLEiejTpw8AYPHixYiJicHSpUsxatQon22WZVLQgoICr/llsrPPRToMGpSrwhpEKjCpRyHczkKBfkhVuVV/TswCe69UBUeXQFU9oeKLMgSilppEXFMouiMRKzQbBSJNQrFCXaLirkBaTCIK6xLKzUjEWN0Cu5tZ6JgiUfVaYp+1qRcdBSBzvBapJi4UYXU5Q+MSGZfQ6yNCqhqrKqFq4uX/DVmWJnC8Npgtaus7QyRDXkYG7dzN73IXvyshK6S23eFwYMmSJRg+fDg0TcOBAweQmZnpNcGn1WpFhw4dSp3gsyyTgs6YMcNrrpmEhAT1DSIiIiIiosvexYrCViQhNbB89913cerUKdx7770A4CmTG+wEn2WZFDQ5ORmnT5/23A4dOlTGrSAiIiIiooqk6IxlILcrVUid6F+4cCG6d++O+Ph4r/vLMsFnsOtYrVafE5dajAZYFPM3MlVlJSbulvkNRTUaDABhJoEorMDmSEQkxWih8xuXSNRSoA1d6DkxCMQTwwQK7lrDZGJAhVb1irvmAvUKjm6BN5BEhBWQibFqAlVHJSKfAGCzCMRY1VJrAIBwofi2QyB6bRZ4ffKkjvkC7Yh8/ki0IXCsDiluoUiuwOG6UKArDpfM54ZmVD/Y6m61N7Lq+uXtYl5jWVGEzMDyt99+w8aNG7Fq1SrPfbGxsQDOnYGMi4vz3O9vgs/ymhSUiIiIiIgqHs2gw6D5/4FLE5hm5nIVMudrFi1ahBo1aqBHjx6e++rVq4fY2FivCT4dDgfS09NLneCzvCYFJSIiIiKiiseAAKOw5d3RchQSZyzdbjcWLVqEYcOGwXTe7NKapmHs2LGYPn06EhMTkZiYiOnTpyMsLAyDBg3yLDd06FDUrFkTM2bMACA7KajRoClHWY0hlbdUJxHtlYjTSpB6aSSqY0pwC0WadIHtMQpU5tOFqsJKxBMlqmOG2WR+xSywCFQhFihR6xJ4A7kr1uFRJK4JADazQHxb4HAgFYU1CyTgLALvY6notURFcZEqtwKRaV2oiqrE5Q9u51n1joRKdVoIvcZC35ckLodSbUPqkqzyYtTO3QJZ7koVEgPLjRs34uDBgxg+fHixxyZMmIC8vDyMHj0aWVlZaNmyJdavX+81h+XBgwdhOO8LTtGkoE8++SQmTZqE+vXrX5JJQYmIiIiIqOIxGXWYAvhRyRRAXLaiComBZZcuXUqc6FPTNKSkpCAlJaXE9Tdv3lzsvvKYFJSIiIiIiCoeg0EPqBigQWDu+ctVSAwsQ1noVIVV30ndhQ6BfgA2gVyhRSAnIBExcQvN1StRHRNG9bKjUlFYiWivQSBe5bBG+l8oABLxRIkobLhV5sPmpFX9PWjPV29DIgordTGKRCTQJLGfCPTjXDvqbUjEWMMtQpkuh/rzIlHdWYruDo2sm8Rb0G2S+dzQDALVxA2hUzXUWKDeRl6hehsuoUIwjMKqMxgCe89VsCs8gsKBJRERERERUSl4xtI/DiyJiIiIiIhKwTOW/nFg6YfZoB6FNYtMSque2ZSamNZuVs8ERlrUnxOJaKJE9A2QiQTqmvpzIlWdVqLqKBCl3EK+RSAPCCDMov7+kYgVhqmnnQEARwWO3E6T+nPrkih9J/QJLBEJlKgeLHBoAwCYBdqRaMNuDo3IJyBTKVeM0GUUqiTiwYXmMIGeAFaJSzEKs9XbcAlkWAEYBV7jUKoKK0Ezq31uaM4QeeOUkRbgwDJ0XrFLjwNLIiIiIiKiUhiMgf2YI1Ja5TLFgSUREREREVEpDFqAUdgQCldcahxY+mE0GGBUzFiprh9qbAKzVIdKFFYi+gYITRQvUJlPJsIKnLGrPzEOgRxenlBFykoCmSaJiKPEPgsALoGXWaSSsQCjUBxdItYuUT1Y6pgi0Y5EDE8q2isRDpN4faRIVAx1CaQCJaoQS11yYBOoBG4wnVXviIFfbX3RJA4IVziD8dzN73IXvyshi+8+IiIiIiKiUmiGcze/y4XOb2CXHAeWREREREREpeAZS/84sPTDbDTArBgfMIbIVby6RO4GgNmqno2KEIjTSkTFpKJV+QKxT10LjfgpADgEopYOq/p+rwlNNh9pV29DYqL4cKvQRNcC+61EfNthUn9OpCa9F6m+KFFZVig6KhFBlWgjzCzzFSlMIAYeZVP/DHPLpD4Bp3oToZJMzBd6jSEQhdWMAlVhySdNoGq8plhNXDPKzE5QXnjG0j8OLImIiIiIiEpx7oyl/x9UQ+Q3o3LBgSUREREREVEpeMbSPw4s/bAYjbAY1eIDZsX1AUB3C+RuhBig/o6xm0KjKqxAIhcAkC3QjsNiU25DqoqqOSw0jooSlT4BmX0lQiDaGy4U7Q0XeH3yrOo7rUvgZ1mpX3aNApFakSis0DFFYp+1mdX32QipmKSAMIGIvlQVYpdb/bkNlfj2aZli4oBR/TMMmkB+2yCzQU6B92AAJ7f8tyF0OZUm8F3UYFZ7Ugzm0PkuWxaaQYMWwIuq6aFxCVx54MCSiIiIiIioFJqRA0t/OLAkIiIiIiIqhcGgwRDAGeRAlqmoOLD0w2w0wBICVWGdBQ7lNtxO9TYAwFWgnr2JsKpnTCwCGROpipS6QHpHokqnRD8AmQiqRaANm1AFR4kInV2gAmqUTebDJtym/tz+IfCcuAVieCah96BEBNVmFthnBeJzAFApTH1fqR6u/gJVtYfO14Rwq/pnmEUojp7nCI0vjmaj+vboAscTAHBaopTbMBWoV5aVqE4LyBzfXAJPrUOoor/BpH5wUq0KC9PlXRUWAZ6xBM9YEhERERERkS8GsxGGAGqEXMEnLDmwJCIiIiIiKo1mNEALIMWo6aFRALE8cGDph81shE0xY+UqyFfuh7uwUKANmSis0ape+c2oqf+cIzH5txSJyIxElU6pSFOUQNVRiVihVSgKGy4Q+wwzqb/IdoHnBABsZoGJ4iWO/gIJLYEEOIDQqegqFYWNFohNx4SpHyRrSOTIAbgEvmhFW/OU25DYTwCI7PsSCUeJ/c0k9E3QqRqTBGDSBDpjENqgECmI7HJfuYOUUKMZAhxYXsGvWUi8bQ4fPox77rkHVatWRVhYGJo2bYpdu3Z5Htd1HSkpKYiPj4fdbkfHjh2xd+9ev+2uXLkSjRo1gtVqRaNGjbB69eqLuRlERERERFQBaQZDwLcrVblveVZWFtq2bQuz2YyPPvoI33//PWbPno1KlSp5lpk1axbmzJmDuXPnYseOHYiNjUVSUhJycnJKbDcjIwP9+/fHkCFD8M0332DIkCHo168ftm/ffgm2ioiIiIiIKoqiKGwgtytVuUdhZ86ciYSEBCxatMhzX926dT3/1nUdqampmDhxIvr06QMAWLx4MWJiYrB06VKMGjXKZ7upqalISkpCcnIyACA5ORnp6elITU3FsmXLAu5fuMWCCMU8njMvV2l9ANBd6pW0NEPoZEfNAm86kYmHhS6w1gQqDeZBYDJzgQgrAESHq7cTLhBjlZpsXqKiq0QVYqn4tsTzoglNFK9K6vNXosKzxI/MdqmqsDb1zkQLxOvt5tD53Iiwqj8nNotMhc0zIq2ok7hcIMwm85zk2tVj07Yz6hVddU1onw2RsYHEzALnqLejmdV2OM3sVO5DeQr0bKQmVO38clTub5v3338fLVq0wN13340aNWrgxhtvxL///W/P4wcOHEBmZia6dOniuc9qtaJDhw7YunVrie1mZGR4rQMAXbt2LXGdgoICZGdne92IiIiIiIhg1M79Gur3duWWhS33geUvv/yCBQsWIDExER9//DEeeOABPPLII3jjjTcAAJmZmQCAmJgYr/ViYmI8j/mSmZkZ1DozZsxAdHS055aQkKCyWUREREREVEHwGkv/yj0K63a70aJFC0yfPh0AcOONN2Lv3r1YsGABhg4d6llOu6CKqK7rxe67UDDrJCcnY9y4cZ7/Z2dnIyEhAQaDBoNiDEEixqq7Q2dSWYkKtZYA5gHyx25W/0XILBQHlDiGuATejeFCVWErham3EaVePFgsJhlhVd9XwszqnZFoA5CpCitRCdItkKAzCkWGJGLGEhU2bQLHJQCIENhXKlnVNyjKJlOa2S1QJTFMINIuFr0OkaqwEidGwoQ+N46Gq3emUnaUchua1PelEHmNparCOgS+ixoUo7AG02UehQ10uhGJqQIuU+W+5XFxcWjUqJHXfQ0bNsTBgwcBALGxsQBQ7Ezj8ePHi52RPF9sbGxQ61itVkRFRXndiIiIiIiINM0IzRDATeo638tQuQ8s27Zti3379nnd9+OPP6JOnToAgHr16iE2NhYbNmzwPO5wOJCeno42bdqU2G7r1q291gGA9evXl7oOERERERHRhVgV1r9yj8I++uijaNOmDaZPn45+/frhyy+/xKuvvopXX30VwLk469ixYzF9+nQkJiYiMTER06dPR1hYGAYNGuRpZ+jQoahZsyZmzJgBABgzZgzat2+PmTNnolevXnjvvfewceNGbNmyJaj+2Sxm2CxqcSJntkNpfSlSVWHdherbE25Rz0lKVOmUqjpqEagK6xQ4DtnMMpEZiRhr5TCB2JrQ9e+VBKpJ2k0SbchskMSc9RKVIB1O9e2paJeiSO2zkQLZ3miBbG+VMIGDAQCXQG460qK+s5iNMlE8k/oVIch3SOws6sd8iQg4ABgFIrWFZvXrMAxCUViJytmhNL4odKo/L8ZwtTSfEZf3mbzAq8KG0At/iZX7wPKmm27C6tWrkZycjKeeegr16tVDamoqBg8e7FlmwoQJyMvLw+jRo5GVlYWWLVti/fr1iIyM9Cxz8OBBGM57Idu0aYPly5fjySefxKRJk1C/fn2sWLECLVu2vKTbR0RERERElzmD8dzN73JX7nQj5T6wBICePXuiZ8+eJT6uaRpSUlKQkpJS4jKbN28udl/fvn3Rt29fgR4SEREREdGVKuDiPaF0qvoSC4mBZSgzG42wGNVO3TsEqqhK0CTK2AEwCMRm7Hb1XU8iFmUxykRmRI4hArEbicmyASBcoIpqFbv6k2ISmhhaIsYq0RerUE5SIromEwNX32ctQp9CEtsjUVlWolo1IFNBOELxMg4ACBeoLAvIVLaMtqq/yDaLzKUpToGnJVRCgaF0SUiuXT3nbymU+VyXqJx9BU9nWCGdi8L6f+dKfd++HF25Q2oiIiIiIqIAXMziPfPnz0e9evVgs9nQvHlzfP7556Uun56ejubNm8Nms+Gqq67CK6+84vV4WloaNE0rdsvPzw+6b8HgwJKIiIiIiKgUAU018r9bMFasWIGxY8di4sSJ+Prrr9GuXTt0797dM/XihQ4cOIDbb78d7dq1w9dff40nnngCjzzyCFauXOm1XFRUFI4ePep1s9lkCrKVhFHYy4QuUIkVipHeIi6BimvmiCrKbRi10KlIaRaIsUoEzsKForBV7OrPbUwYDy8Xi0T0WmKfLRSoCitF4r0sEQmUurTGIrBBZoHOGDWZDZL4+AkzqTciUVEZANwS0WuB92C40PZIqBShHv87Gqn+xFrypD571F8fh0Aq1+GSiVVKVIU1RUSrrR8yAfAy0gIs3qOde82ys7O97rZarbBai79p58yZgxEjRuD+++8HAKSmpuLjjz/GggULPLNdnO+VV15B7dq1kZqaCgBo2LAhdu7cieeffx533XXXX93QNMTGxga6dSJ4xpKIiIiIiKgUmtkMQwA3zXzuVEFCQgKio6M9N1+DRIfDgV27dqFLly5e93fp0gVbt2712Y+MjIxiy3ft2hU7d+5E4Xl1Xc6cOYM6deqgVq1a6NmzJ77++mvVp8AvnlIgIiIiIiIqRaAx16LiPYcOHUJU1F9zf/o6W3nixAm4XC7ExMR43R8TE4PMzEyf7WdmZvpc3ul04sSJE4iLi0ODBg2QlpaG66+/HtnZ2XjxxRfRtm1bfPPNN0hMTPS7DWXFgaUfroI8uBTLFrryzij3Q3epRxgMZpmcpMFqV27DKBDzkqiwKVWxTSL+JtGGVCyqklU9rlIjTH1/c+kyc0HlCOSRnAJVLaVIVC+VaKNQ4BPEUMHm+7IIHVQiBMrlRghUdA2zyXxuuN3qcT6J50SiojKACpX3kqoKK/H5Yw1T308KhK5xibap90Xic13qc9Ah8D3SYlZ7AxkU1y93Ri2wF/V/nwNRUVFeA8vSaBdc3qXrerH7/C1//v2tWrVCq1atPI+3bdsWzZo1w8svv4yXXnopoD6VBQeWREREREREpQj8jGXgv9xWq1YNRqOx2NnJ48ePFzsrWSQ2Ntbn8iaTCVWrVvW5jsFgwE033YT9+/cH3LeyqEC/uREREREREcm7GFVhLRYLmjdvjg0bNnjdv2HDBrRp08bnOq1bty62/Pr169GiRQuYSzgrrOs6du/ejbi4uID7VhY8Y+mHXlgI93kXwpatDfWKrrpAJVZdqCosBPpiFJhsXqYN5SYAADazelQllKKwVe3qh4YqdvUInVQ1vFBhF6hqCQDhFvV9X6IqrFHt0AhAJpIr1Y5ZoA2JiD4AWAQOCDaBjKNFqpq4QBVvu8ALJBWFNQq8f1xuiX1FoCK50HswUmAWg0oR6ttzCjKfGxIpcIn9TeJYAAAugTi6yR6htr7z8r70QTMYoAUQtQ5kmfONGzcOQ4YMQYsWLdC6dWu8+uqrOHjwIB544AEAQHJyMg4fPow33ngDAPDAAw9g7ty5GDduHEaOHImMjAwsXLgQy5Yt87Q5depUtGrVComJicjOzsZLL72E3bt3Y968eUH1LVhBf+ps3rwZH374Ib744gscPnwYeXl5qFatGho1aoTOnTvj7rvvRvXq1S9GX4mIiIiIiC49gzGwuZOCnMeyf//+OHnyJJ566ikcPXoUjRs3xtq1a1GnTh0AwNGjR73mtKxXrx7Wrl2LRx99FPPmzUN8fDxeeuklr6lGTp06hb///e/IzMxEdHQ0brzxRnz22We4+eabg+pbsAIeWC5evBjPPvss9u3bh4iICNxwww1o0aIFbDYb/vzzT3z77bdYtWoVxo0bh379+uHpp5/2PCFERERERESXq4txjWWR0aNHY/To0T4fS0tLK3Zfhw4d8NVXX5XY3gsvvIAXXngh6H6oCmhg2bx5cxw4cAD33HMP3njjDTRv3hwGH6d5//zzT7z77rtIS0tDw4YN8cYbb6Bv377inb6U3M5CuJ1qUVa3QBQWAhEGvQw7us92TDJVAlUZBaJVUrGoUJlY3WaWieFVsqpvUGWBmcgLhaKwElX1XAJVYc8KTFANyOwrEvE3s/HyjjVdSKS6s1ClaYmKrlF29WyixGUYgEwl8AiL+nMidbmASSAKKxFHl/gMi7JJxbfVt6fQFTrHFIlLXKSqRIeKsgyYJNcvb+eisIEMLK/cEjYBfXvs0aMHxo8f77dkbpUqVTB8+HAMHz4cn332Gf7880+RThIREREREZUboyHA6UY4sCzVU089FXTD7du3D3odIiIiIiKiUHMxo7AVhVhV2Pz8fNhsAiXBQozudkEXmFRWoh+h0AYA5WgwANgEJskNM0tUTVRuQqwdiThttFCkSaKia5Uw9eOBQyg6KjEx9Ol89RKoEvHtc+2otyGxzwo8JWI/7EpEeyWeE7tJZoOk9hVVUp8bEu2YBXYWqWhiRUq6SVVmlqjUXilMPX6aXxg6cVoJoXIsAACD4nc3TeC7X3niwNK/oA+NK1aswPz58z3//+mnn9CoUSOEh4ejXbt2yMrKEu0gERERERFRuTIYA79doYIeWD7//PPIzc31/P+xxx5DVlYWxowZg//+97+YPn26aAeJiIiIiIjKk2YwQjMGcLuCB5ZBh+9++eUXNG7cGMC5+OvHH3+MV155BUOHDsW1116L559/Hs8995x4R8uL2+lQjn7qTvW8mERlWYNVJqp8Jb9hSiIRY5WI4UVaZPJZ0QIzQ0fZ1MsvnikQqKgsRKIqrBSJyJnRoL49oVKdFpCZzFwiJmkVilraBA4qEm24zp5RbgMANIkYq0l9Z5GKfUoQKPYOiSKqUnH0CKGq5KpyC2SO1RLPbYRF/TmxhFAhGKPi90ijQ+D6iXLEKKx/Qe+tZ8+eRXh4OABg+/btKCgoQPfu3QEAjRo1wuHDh4NqLyUlBZqmed1iY2M9j+u6jpSUFMTHx8Nut6Njx47Yu3ev33ZXrlyJRo0awWq1olGjRli9enVQ/SIiIiIiIgIAGLRzF1j7vYXGjyzlIeiBZVxcHHbv3g0AWLduHa699lpUr14dAJCVlYWwsLCgO3Hdddfh6NGjntu3337reWzWrFmYM2cO5s6dix07diA2NhZJSUnIyckpsb2MjAz0798fQ4YMwTfffIMhQ4agX79+2L59e9B9IyIiIiKiK1tAMdj/3a5UQedk+vTpg4kTJyI9PR0fffQRHn/8cc9je/bsQf369YPvhMnkdZayiK7rSE1NxcSJE9GnTx8AwOLFixETE4OlS5di1KhRPttLTU1FUlISkpOTAQDJyclIT09Hamoqli1bFlTfdJcbuuIk7SJVZSWqwoZAddu/qGdM7AKxKJtQdEdiYmiJiJbdJLM94QKTs0fa1aOwZoHXGACyzuYrtyFRFVaKRDJKoqqlRIw1lKrC2gUi7XaBatWATPxNIjItkNYUE0rVMSW43OrbIxHRF0pvC12Kob7HVQoXisIK7PwiUVihStMyVLfn8n4PMwrrX9B769NPP43Bgwdj//79GDRoECZMmOB57IMPPsBtt90WdCf279+P+Ph41KtXDwMGDMAvv/wCADhw4AAyMzPRpUsXz7JWqxUdOnTA1q1bS2wvIyPDax0A6Nq1a6nrFBQUIDs72+tGRERERESkmSwB365UQf8+a7fb8corr/h8bNu2bUF3oGXLlnjjjTdwzTXX4NixY5g2bRratGmDvXv3IjMzEwAQExPjtU5MTAx+++23EtvMzMz0uU5Re77MmDEDU6dODbr/RERERERUsQUac2UUNgizZ8/GiBEjUKlSJZEOFBX+AYDrr78erVu3Rv369bF48WK0atUKAKBdEH/Rdb3YfRcKdp3k5GSMGzfO8//s7GwkJCTAXZAPt2LGSlesKgsA7oI85TaM9gjlNkKJRFTMLjRXr0RF13D15CgihUoeRkmU2CwsUG4i3GpX7weACIFob0hV5hNIE0nsKhLVkOUmZ5doQ/2JDROKb0cJRMkd2aeU23AJfPYAgFHgvSxSDTmEkniFzvLuwTkWoUsoIgRi4BKXc5zOl4nCOgTKwlayqh8Pwi0yX1Qkqio7FC+pKgypS7KCp2mGwKKwWuh8X7jUgt7yxx9/HDVr1sTIkSPxzTffiHcoPDwc119/Pfbv3++57vLCM43Hjx8vdkbyfLGxsUGvY7VaERUV5XUjIiIiIiKCwRj47QoV9MDy559/xkMPPYR3330XzZo1wy233ILly5fD6ZT56a2goAA//PAD4uLiUK9ePcTGxmLDhg2exx0OB9LT09GmTZsS22jdurXXOgCwfv36UtchIiIiIiLyRTMaAr5dqYIOMtWpUwezZs3C008/jTfffBPz58/HoEGDMG7cOPz973/HqFGjEBcXF3B748ePxx133IHatWvj+PHjmDZtGrKzszFs2DBomoaxY8di+vTpSExMRGJiIqZPn46wsDAMGjTI08bQoUNRs2ZNzJgxAwAwZswYtG/fHjNnzkSvXr3w3nvvYePGjdiyZUuwmwvd7YKuWJHVXagehVXtg1Q/pNpxO9UrbEpUCJSYEB0AbGb1yEy4QPW4SlaBbCKAcKt6FLbwzGnlNiT2ewAwC1zvUNEqUkqQePtIVKcFZCK1ofRdwCKwz7rOqhehcxfKVEM2mNWPKWajQKRdKPYZKiT2e5lqrkAlW2icpTkVLlPL+HS+ejtWgYNkKH32uN1qz4nq+uWNVWH9K/PRxGq1Yvjw4di5cye++OILXHPNNXj66adRt25dDBw4MOCY7O+//46BAwfi2muvRZ8+fWCxWLBt2zbUqVMHADBhwgSMHTsWo0ePRosWLXD48GGsX78ekZGRnjYOHjyIo0ePev7fpk0bLF++HIsWLUKTJk2QlpaGFStWoGXLlmXdXCIiIiIiulIxCuuX8umNjRs3Yu7cudiyZQuqVKmCO+64Ax9//DHeeecdLFiwAPfff3+p6y9fvrzUxzVNQ0pKClJSUkpcZvPmzcXu69u3L/r27RvIJhAREREREZUswDOWHFgGKScnB4sWLcL8+fPx448/onHjxnjllVdwzz33wGazobCwEA888ABSUlL8DixDndvpgLtQLX4jURVWF4gjSfRDqh2JOK1ElU6pipThVvWoSrRNoA2B6qcAEGW3KbeRm3VMoCcy7NaKVRFZojqmVARVlVT8VGJ7JCpS2oWqwhoEXmOJGKvY54ZL/ZhiNKrHaaUuf7CY1CN9Lrd6X0QqMwvsawAQKdAZiWNbJWuIlNsFECHwJUOimisAGAUqlTqcapenqK5f3s5dPxnIdCMh8gFbDoLe8gcffBA1a9bEuHHj0KBBA3zyySfYs2cP7r//fths5z44zGYz7rvvPhw5ckS8w0RERERERJcUo7B+Bf3z0vLlyzFy5Eg8/PDDqFevXonLNWjQAIsWLVLqHBERERERUXlj8R7/gh5Y/v777wgPD/e7XLVq1TBs2LAydaqikdjBXIW5ym3oQhPThsobxm5W70eYwITOAJBXqP7cSvRF4jkBzkXAVbnyzgj0RIYtorJyGxIRLZNQ5EwizSeR1KloaR+J10ciog8ANoFJ0R0CVZWlPjckKjxbBCabl6jSCchEr/MFUsb5MkV7RUgcIyUu56gRJhWFVX9yrSKX7MgcUyTi9Vc6zWAMLAobIt+Ty0PQA8tABpVEREREREQVBc9Y+lemK63379+Pf/3rX/jhhx+Ql5fn9Zimafjkk09EOkdERERERFTuDIbA4gqhUh2vHAQ9sPzuu+/QqlUr1KxZEz/99BOaNGmCEydO4PDhw0hISED9+vUvRj8vaxIRIJFKrI48/wsF0o5ARVeJaoU2gQp0EUJR2AKrrtyGRF/sEiUCATjPqkevQykKG2WVqCYZOh8UEpFNiUSgxGenUHpbpKKrRHVMqf3EEkDcyp8CiWO1VFVYgc9BCUJJWFgEDrX5EnF0ge2RqpQbIfCkRNvUj9VnHDJR2DyneuVfoxY68VOJ6rIut9p3HeNlPuDSjAFGYQWO35eroF/hJ554Al27dsXevXuh6zoWLlyIQ4cOYc2aNcjPz8e0adMuRj+JiIiIiIjKhWYweOKwpd8u7wG0iqC3/KuvvsKwYcNg+N+T5naf+0WnR48eGD9+PJKTk2V7SEREREREVJ443YhfQecWsrKyUKVKFRgMBpjNZmRlZXkea9GiBZ566inRDpY7t+vcrZyJxGkF4qcAoDsFJt2WqBAoEDWQqgp7plA9MiNRrdAmNJGyq0A9Nu08k63chlRFSok4n8T+JiVUqsKGEontCTOrP7ERAlUtAZn3YCjF0XWX+jFSglQ00WBQv/xBooqqS70bIpFPQD0mCQBmgTeyVHV0iX1Foi8Sl/0AgFngM8zllqq4e3kymCwwmP3HtQ2mECrXfIkF/Q6uWbMmTpw4AQC4+uqr8dlnn3ke27NnDyIiIuR6R0REREREVM4Ci8EGVjm2ogr6Z5BbbrkFW7duxZ133onBgwdjypQpOHr0KCwWC9LS0nDPPfdcjH4SERERERGVCxbv8S/ogeXEiRNx5MgRAMDjjz+OzMxMvPnmm9A0Df369cPzzz8v3kkiIiIiIqJyYzAEdv3kFVy8J+iBZf369T1TihiNRrz00kt46aWXxDsWKtwFBXArXrcmcW2jRBtugWt2AJnpRiSunbMY1a87sJtk3vwSUx3YQ2i6EVee+vWRrtzT6h0Rur7ZlZ+v3IZBZIoPmeu7JKYHMAu0YRS5zky5CQAyz4ld4BpliWvEgNCZnkOqH6GyPXL7m0w7qiQuXZW4TlOK1DXKEiSuGY2wCnxPMcs8JxLX9Kq2IdGH8hRozJVRWCIiIiIiIvJJMxqgBfDrVCDLVFQBDSyDqfSqaRomTZpU5g4RERERERGFEp6x9C+ggWVKSorX/zVNg67rxe4rwoGlPIkYkcSUCwCgC0RhXQXq0USLNVq5jTCh6TnCTOqvj0RfpMqSu88IxJ0l4tsGmfi2xNQNEjFWqSisSF9C5AdVialTAJloosT0Q1JxdLfEJRQhEj8FAINAnE8imig33YhIM8oKBWZ/KAihLKzElBh2s8z2WAQOkhLTVElchgEAujs0pvy5nHFg6V9A7xq32+257du3D/Xq1cMzzzyDAwcOIC8vDwcOHMDTTz+NevXq4b///e/F7jMREREREdEloxmMnsqwpd6u4IFl0D+tjhkzBkOHDkVycrLnvjp16uCJJ55AYWEhHnnkEXz00UeinSQiIiIiIiovmsEQ4BnLEIk0lIOgB5aff/45/vnPf/p8rG3bthVuuhG30wF3oVq0SaKKqlRFVwmhEq+SiH3azTK/KolUWxOIaFmEor2uvDMh0YYUiei13Ryh3IZURTyJYsYS0VGJt08oVYW1CHwZkIjPAULVtwXitCGT+QwxIhFUh/o+WyjwcewQisI6BErUShwjo+xW5TYAoLJD/f0TUp/rAt8jbXa1z0GHUIXb8sIorH9Bf2JYrVbs3LnT52M7d+6ExWIpc2dmzJgBTdMwduxYz326riMlJQXx8fGw2+3o2LEj9u7d67etlStXolGjRrBarWjUqBFWr15d5n4REREREdEV7H9VYf3dQqaIQTkI+pRP7969MXXqVERERGDQoEGoXLkysrKy8Oabb+Kpp57C4MGDy9SRHTt24NVXX0WTJk287p81axbmzJmDtLQ0XHPNNZg2bRqSkpKwb98+REZG+mwrIyMD/fv3x9NPP43evXtj9erV6NevH7Zs2YKWLVuWqX8X0nUgP8Af5xxu9V+sHLr6TmpwC82vJvALqdGp/stmXqF6Gw6nzC+1hQK/+Er8aizxnACAU+B5yRfY740CbQCAWWB/yxcofBBK+5tEIRS3QBsS8/ABgDNE3oP5Qu/BPIPAMVIiXCL0+ugCz0ueSb0NifcOgGIFDMvYSkj0wynwPgZkjm8S7x+pk+wFAp8bBoEzlnkSp6UBmAS2x2gMrC92s8GrqGdFcTHPWM6fPx/PPfccjh49iuuuuw6pqalo165dicunp6dj3Lhx2Lt3L+Lj4zFhwgQ88MADXsusXLkSkyZNws8//4z69evjmWeeQe/evYPuWzA0PcijUk5ODnr16oXNmzdD0zSYTCY4nU7ouo727dtjzZo1JQ74SnLmzBk0a9YM8+fPx7Rp09C0aVOkpqZC13XEx8dj7NixePzxxwEABQUFiImJwcyZMzFq1Cif7fXv3x/Z2dle13p269YNlStXxrJly3yuU1BQgIKCAs//s7OzkZCQgK/fWojIsLBiy+e5gJ5bg9tOIiIiIqKKbNuYFgjzcb1Fdk4OEupdhdOnTyMqKqocelY22dnZiI6Oxm/79yEqgDFOdk4O6iReG/B2rlixAkOGDMH8+fPRtm1b/Otf/8Jrr72G77//HrVr1y62/IEDB9C4cWOMHDkSo0aNwhdffIHRo0dj2bJluOuuuwCcO8nWrl07r5NskydPFj3J5kvQv+tERkZi06ZNWLt2LR577DEMHToUjz32GD766CN8+umnQQ8qAeChhx5Cjx49cNttt3ndf+DAAWRmZqJLly6e+6xWKzp06ICtW7eW2F5GRobXOgDQtWvXUteZMWMGoqOjPbeEhISgt4OIiIiIiCqeojOWgdyCMWfOHIwYMQL3338/GjZsiNTUVCQkJGDBggU+l3/llVdQu3ZtpKamomHDhrj//vsxfPhwrzo3qampSEpKQnJyMho0aIDk5GTceuutSE1NVXkK/Cpz9ZNu3bqhW7duyh1Yvnw5vvrqK+zYsaPYY5mZmQCAmJgYr/tjYmLw22+/ldhmZmamz3WK2vMlOTkZ48aN8/y/6IxlSWwG4IM2OSU+fr7C478HtFxp8jMPKbdhsMpc0G6rdbVyGxHXNFVuw10lVrmNrw8dV24DAH49rX5RfLRVvRhRu6vilNsAAO2Xb5XbyN33tXIbUvtsZONWym3kVKqp3MYPx7KU2wCAgznq+9u+kwX+F/LjaLZ69C1M5iVGvUrq75/rq4Urt9GsVjXlNgAgMk99Xzn72z7lNgxWu3IbAGCPr6vcxhl7ZeU23vv+oHIbALDsa/X3z6Hj6gU+EmqoxySb1ZGJLHZIUE9xtamn/rkebpUpEJN5Sr0AnVEgl1urivqc3QBQmHNKuQ1zZGB9sQvMCRyKzlWF9b9tRctkZ2d73W+1WmG94HuNw+HArl278H//939e93fp0qXEE2IlnUBbuHAhCgsLYTabkZGRgUcffbTYMiExsMzNzUV4ePAfuP7WO3ToEMaMGYP169fDZrOVuNyFOW1d1/1mt4Ndx9eLDZScp9YAhAX4mZAP9fJxuq5eIVBzyOT0LQXqB1urS71Kp8Ve9kJRRSJtMpOZh+epH0SjBfoSZZP5QHUKXN/ltgpMDG2R2R67Sf2Lk8T22C0yH7bhAu1I9MUscM2bRDVXAAgT+CITIfAaR9ll9llrnvrnhsut/rlhhPpxFgDCBL7suwRe43CJcsgA7BaJ/Va9DadLvQ2XLvMedAlckCtxPIiyyeyz+WEy7aiyGWS+uxkEvotaAvxuoLvcPq8gdjsFKlWXKw2BvW/PLXPhCaopU6YgJSXF674TJ07A5XIFdUKspBNoTqcTJ06cQFxcXJlOskkI6Chdr149vPDCC8VG3iXZsWMH/va3v2HOnDmlLrdr1y4cP34czZs3h8lkgslkQnp6Ol566SWYTCbPE3Lhk3D8+PFiT9b5YmNjg16HiIiIiIjIF5fbHfANOHcC7fTp055bcnJyiW0He0LM1/IX3l+WE3OqAhpYPv/885gzZw7i4uIwYMAA/Otf/8KOHTvw22+/4dixY/jhhx/wwQcf4Mknn8T111+PVq1aITw8HMOHDy+13VtvvRXffvstdu/e7bm1aNECgwcPxu7du3HVVVchNjYWGzZs8KzjcDiQnp6ONm3alNhu69atvdYBgPXr15e6DhERERERkS9OlwuFAdycrnNnmaOiorxuvpKR1apVg9FoDOqEWEkn0EwmE6pWrVrqMhf7JFtA2buhQ4fi7rvvRlpaGl555RW89dZbPkfBdrsdffv2RVpaGpo3b+633cjISDRu3NjrvvDwcFStWtVz/9ixYzF9+nQkJiYiMTER06dPR1hYGAYNGuTVv5o1a2LGjBkAgDFjxqB9+/aYOXMmevXqhffeew8bN27Eli1bAtlc7+1yu6C7ZWIIKiQmuna71eOnAOB2qF/fJTH5t9moHmmSmLwYAKwCcxZJTKwuNZGyQ+D1cZ3NVW5Dd8m891x56vFtu8DEzhKvMSCzv0kkUEXaELoUR6IdicnZJY5LgMwxEgKfXVKff6HwOQrI7W/hAtcGm0wC0/UIzBSSXygz3UiB1NxBiiTex4DM56lRU9/hXPky392ceeqfyaYwtevQRY5r5cjl1gOaqiuY6bwsFguaN2+ODRs2eE0FsmHDBvTq1cvnOq1bt8aaNWu87lu/fj1atGgB8/++qxSdZDv/OstLcZIt4Iu67HY7HnzwQTz44IM4fPgwtm7diiNHjiAvLw/VqlVDgwYN0LJlS88GSZkwYQLy8vIwevRoZGVloWXLlli/fr1X9dmDBw/CcN7FtG3atMHy5cvx5JNPYtKkSahfvz5WrFhxUcvrEhERERFRxXR+zNXfcsEYN24chgwZghYtWqB169Z49dVXcfDgQc+8lMnJyTh8+DDeeOMNAMADDzyAuXPnYty4cRg5ciQyMjKwcOFCrykVJU+yBaNM1UJq1qyJu+++W7ovAIDNmzd7/V/TNKSkpBS72LW0dQCgb9++6Nu3r2zniIiIiIjoiuN263AHcDYykGXO179/f5w8eRJPPfUUjh49isaNG2Pt2rWoU6cOAODo0aM4ePCvitb16tXD2rVr8eijj2LevHmIj4/HSy+95JnDEii/k2wyJTHpopOIEUnEaQGZiKO7QD1OK1HGW6INKQ6BGJHDKRM304TifKrcBTIRIIl9trJdPfsWIVTlNsKs/l6WqKIqUxVWuQkAQJhJoCqsRf0j0Sb0GueFSHRUSrDzuvkiEXEME7pcQKIAt82iHkEVKqocMiwCnz16kGeLSmITSOCZBfY3558y01TpAjFUXfV7SojEpcvKpbvh0gM4YxnAMhcaPXo0Ro8e7fOxtLS0Yvd16NABX331ValtlsdJNg4siYiIiIiISnExrrGsaDiwJCIiIiIiKoU7wGss3UJnzS9HHFj6oRcWKscHJOJ8EjFWl1CsUHcKxCkEJsmViAdLVYV16QLV/QR+4ZKK9jokqrGGUEVKiaqwmlt9cmmbWeaQK1X1UNUV/NlZIqljisTlAi6BKpAQiLACMu/lUDoLIBOFVW9DoipsntCc9Q6BzpQlQlisDYH3DgDYrGHKbUh8JucKXcbkFvjuptqGW+C7X3ly6QGesRT4Tni54sCSiIiIiIioFG5dhzuAQWMgy1RUHFgSERERERGV4tw1loFMN8KBZVD++9//YurUqdi8eTNOnjyJbdu2oVmzZpg6dSrat2+PTp06Sfez3GhGg3qFTIEohEiEQarCpkC8SiLmJRGtEol8AshxhEYsN9i5k0oiEXeW2GelSGyPxCTVdrNMrFCiemmERFXYECpJKREPlogqGyDzhULi8gdd4Pgm8d4BALdEnM8u0IRQVdgom8T+pr6v5Beq96NQIk+LEKpsbpS5JETimCJS0V/okhCJqrBu1UvDQuh7QVmweI9/Qb/7du/ejZtuugnp6eno2LEjXOd9cJ05cwavvPKKaAeJiIiIiIjKk0vXA75dqYIeWP7f//0fmjRpgp9++gn/+c9/oJ/35N18883YsWOHaAeJiIiIiIjKk/t/Zyz93dxX8BnLoHM/X3zxBZYsWYKwsDCvs5UAEBMTg8zMTLHOVRQiFVAFIiYiUSTIRLRU4xSATMxLilQlSFViBzOhSpChQmKfdQpUlrWZI5TbAGQiWiaZtFjIkHgPSkzOLlWRUqIdkUh7gVBVWIFjvsTrIxVHjxaIwlotElFY5SaQL5ROPFuovj2FIt91hKqJG2QuH1Il8d4BZL53qc4uIDU7QXlxBTjdiNRlSZejoAeWuq7DYvFdIzsrKwtWq1W5U0RERERERKEi0Jgro7BBaNKkCVavXu3zsXXr1qF58+bKnSIiIiIiIgoV7v/FXAO5XamCPmM5ZswYDBo0COHh4RgyZAgA4ODBg9i0aRNef/11vPPOO+KdLE+ayQLNpDaLsSYRKxSoCuYuKFDvB6SqwqrHISSivRLRqnPtqMeiQiVOCwjtswIkIqwA4BKIsTrPZCu3ER5bRbkNALCb1KuXSlTHtBjVXx+pwrIS70GJmKRY1CuEqklKUK6uDsClq8fLLEIVQytZ1bcnyqa+PX/mKDeBHKFd9lSB+v6WV+hU74hQ3Fnq8iFVUpVURb53KUb0pWYnKC88Y+lf0N9O+vfvj59//hkpKSl46aWXAAB33XUXTCYTpk6dijvuuEO8k0REREREROWF11j6V6afvZ944gkMHToUH3/8MY4dO4Zq1aqha9euqFOnjnT/iIiIiIiIylWh2x3QfK2FHFgGr1atWhgxYoRkX0KSZjCKRHhUSUSapGIdInEKgWiiRNVEiQnRAcAkUKVTIjqRJ/QaW81q8W8AMChGyAHALVAhEJB5/0jsb2EWs3IbgMx+KxLfDqHKshLvQbPAsd5dKBP1kqh6LRFpN9rDldsAAIPVJtJOqJDY9yU+fiT6IZE+BYAzDvXPsGyBErWG6CjlNgCZ70wSnz1SVWFF+qLYhq6HTjy/LIqmEwlkuStVmQ9rZ86cwcGDB5GfX/xDtFmzZkqdIiIiIiIiChW8xtK/oAeWf/zxB0aOHIk1a9YUe0zXdWiaVmx+SyIiIiIiossVz1j6F/TActSoUdi0aRPGjBmDhg0bljinJf0lVCrz6UJ5F4l4iESVM6dAdVq7tZJyGwBgMYRQJjBESLzGUtXwJKrLugX2N6kqxEaB2KdVIEMnVdE1VEg8r7rQ5OwSl2AYrHb1fghE2oHQqTQt8RoDQKRFfXvCLerHJYmrBXILZJ6T7HyJyznUv6cYBC7lAGQqPEtcQiFWSTVEvoteznjG0r+gB5abNm3C7NmzMXLkSJEOLFiwAAsWLMCvv/4KALjuuuswefJkdO/eHcC5s6BTp07Fq6++iqysLLRs2RLz5s3DddddV2q7K1euxKRJk/Dzzz+jfv36eOaZZ9C7d2+RPhMRERER0ZWDZyz9C/on6/DwcNHqr7Vq1cKzzz6LnTt3YufOnejcuTN69eqFvXv3AgBmzZqFOXPmYO7cudixYwdiY2ORlJSEnJySJ2/KyMhA//79MWTIEHzzzTcYMmQI+vXrh+3bt4v1m4iIiIiIrgxu/a+zlqXdruBxZfBnLIcMGYK3334bXbp0EenAhfNePvPMM1iwYAG2bduGRo0aITU1FRMnTkSfPn0AAIsXL0ZMTAyWLl2KUaNG+WwzNTUVSUlJSE5OBgAkJycjPT0dqampWLZsmc91CgoKUFBQ4Pl/dva5ydA1kxmaSa2So0QESCR+KhWFlYiHnFWPFapO1AsAUZVilNsAgGiberXPQEpYXzKhEu0Vul7bJVGFOEQqGQOAXaQqrPprbDEJVEMW2u0l4ugWk8Cx+oxQ9W2BSpAS1SSlLuUQqcws8G3NqMnEPu0m9f1NoiqsxPun0CnznOQWqL8+ZxwCUVjF72xFJN6DoVJZFpCpNK3ahkQfyhPPWPoX9GFt2rRpGDFiBHr37o0ePXqgSpUqxZYpGgQGy+Vy4e2330Zubi5at26NAwcOIDMz02sQa7Va0aFDB2zdurXEgWVGRgYeffRRr/u6du2K1NTUEv/2jBkzMHXq1DL1m4iIiIiIKi5eY+lf0APLAwcOYPv27fjxxx/x3nvvFXu8LFVhv/32W7Ru3Rr5+fmIiIjA6tWr0ahRI2zduhUAEBPjfVYpJiYGv/32W4ntZWZm+lwnMzOzxHWSk5Mxbtw4z/+zs7ORkJAQ1HYQEREREVHFw4Glf0EPLP/+97/j9OnTSE1NFasKe+2112L37t04deoUVq5ciWHDhiE9Pd3zuHZBdKVoWpPSBLuO1WqF1Wotdr/BbFavMCYQ0ZKI0+pumcyZ67zIcFnpEhVDBWKFNrNMZCbCop5pkojC2oW2xy20r6iS2mclokQS+5tEJWMACBeo9mkXiH2KVIUVSl1LRHsljgdScedQqeAocawGZC6hsEWpH2dtEvlTAJECx/xoq/obSKAbOCtUdDRX/auBSBQWkIn2hsrnhkQkFwiN711iFW7LidOtwxlAzDWQZSqqoA9J27dvx8KFCzFw4ECxTlgsFlx99dUAgBYtWmDHjh148cUX8fjjjwM4dwYyLi7Os/zx48eLnZE8X2xsbLGzk/7WISIiIiIi8sUd4BlL9xV8xjLon3hjYmJQqVKli9CVv+i6joKCAtSrVw+xsbHYsGGD5zGHw4H09HS0adOmxPVbt27ttQ4ArF+/vtR1iIiIiIiIfHHp5wpm+b1duePK4M9YPvjgg/jXv/7lmWdS1RNPPIHu3bsjISEBOTk5WL58OTZv3ox169ZB0zSMHTsW06dPR2JiIhITEzF9+nSEhYVh0KBBnjaGDh2KmjVrYsaMGQCAMWPGoH379pg5cyZ69eqF9957Dxs3bsSWLVuC7p9mtkBTjMJKTHQtwZUvU63QaFWPU7gEIoESbVSyykykHGUrHqMOVr5A1V6zQLwRAPIlYngC0V6xangClfkk9rfCM9nKbQCArXqUcht2s/q+EmZWj58WCH0CS0RhwwWOB1kC1YMBmWqSEiTeO4BMnE+iaq9ERWVA5vIHu1k9sulwqr9/Cs7K5NFPnVU/5p/MEzhWC11CIRHblIjCSlR3BoQ+T1Wf2xC5zKaseI2lf0EfGQ0GA/bs2YNmzZrh9ttvL1YVVtO0YhVZS3Ps2DEMGTIER48eRXR0NJo0aYJ169YhKSkJADBhwgTk5eVh9OjRyMrKQsuWLbF+/XpERkZ62jh48CAM513H2KZNGyxfvhxPPvkkJk2ahPr162PFihVo2bJlsJtLRERERERXOE434l/QA8sJEyZ4/r179+5ijwc7sFy4cGGpj2uahpSUFKSkpJS4zObNm4vd17dvX/Tt2zfgfhAREREREfnCM5b+lWm6kSuJwWiBwSQTl1QhEYty5ktUWwM0w1nlNpzZp9TbOHNauQ2pCo4SMbwyvB2Lkap4eDZEJlYXi+EZ1CNNIvubUEwyWiCyGWFRr4BqN8lUX5RgNEj0Rf3LgNgE4BLvnxCpLAvI9MUscFmJ0U9F+UvZjsQ+azSo77MGma8GyMlT354cR+hEJSW+H0hEwMUuCQmBy1NC6ZhUFk73uVsgy12pgv4WWqdOnYvRDyIiIiIiopDEqrD+yZzeICIiIiIiqqAcLh1aAAXnHFdwWdiABpadO3fG/Pnz0aBBA3Tu3LnUZTVNwyeffCLSuVBgsNpgUJyMPBSitADgFoqYFEI9nihSbU2isqzQZL0yEVT1PJLRIDTbvACRyaWFJmeXILK/CVWFlXhezALx7TCTehtSFRwl4uhuZ2gc2861ExoxPM0gc7mAxPYYBKLKEpVlz7Wjvr8ZQyRJbhIqQJybr75BpwrUPzdy8gqU2wAAk+J3PwBwnRW4/CGE4qOqUf/LPQrr0gObSuQKHlcGNrDUzzul63a7oZVybYF+BZ/+JSIiIiKiisfp1mEMoOKrk1VhS/fpp596/u2rAisREREREVFFxTOW/gWd3/vss8/QrFkzREREFHssNzcXu3btQvv27UU6FwoMZjMMZrXqiZpZPQqr2gcA0IWqVElEap1n1SvLSkSrpCasr1w1TrmN3AL12JpUlVuJ5xYC1TElqtgBgG4IjViuRGVZQGa/jbZblduIsMjECiVITHzvylePsepC8e2QmMxckESFZ4njm1TlbItAhVqJKLnRoP4a2wtk9pPTZ9W353S++n6fJ1RNPNL/In7pEvF6oe2RODapfjeQulSgvLgDnMfSfQWfsQz6KNCpUyd8//33Ph/773//i06dOil3ioiIiIiIKFQUnbEM5HalCvqnu9KuoSwsLIQhhIqHEBERERERqXLpQCBBKg4s/cjOzsapU6c8/8/MzMTBgwe9lsnLy8PixYsRGxsr2sHyZjBZYFCMsmoCVWE1gYqHUhxn1d8xzjPqldIKs7ME2vhTuQ0AqBRfW6QdVe5CoZiJSEXX0Kmw6RKo6KoZ1KNvEv0AhCKB9srKbYQJVNjME5pJWqK6bCgdZyWisKFUmVmiQq1EFW+btfhlPGURblG/PCXSIlCZ2ar+eZwrtN8bBHaV7Hz17QkkqhgIiX1WgtRxSVcvPK8epw2hSu9l4QowCiu1D16OAhpYvvDCC3jqqacAnJtOpHfv3j6X03UdTzzxhFzviIiIiIiIyhmL9/gX0MCyS5cuiIiIgK7rmDBhAv7xj3+gdm3vMzRWqxXXX389OnTocFE6SkREREREVB5c7gCjsBexblpWVhYeeeQRvP/++wCAv/3tb3j55ZdRqVKlEtfRdR1Tp07Fq6++iqysLLRs2RLz5s3Ddddd51mmY8eOSE9P91qvf//+WL58eVD9C2hg2bp1a7Ru3RrAucqvI0eORHx8fFB/6HJlMJlhUIyyGqw25X5IxGndQj+huAQKlLkFKqBKTFgv0QYgE9EyS7zGeVKxNfUXWaIKpFw1PIGKlAL7ijNHJnrtOqveF1tUdeU27Gb1KKyxQCCfBcAVInMoq04g7mlH5D0ocJxVbuEcV656RWSnwH4fHlVFuQ0AiLCqR2Er2dQr1NrMBcptSLEKdCVXJE4r8zlYyWoXaSdUSBybVOP1ItWuy5E7wDOWFzMJO2jQIPz+++9Yt24dAODvf/87hgwZgjVr1pS4zqxZszBnzhykpaXhmmuuwbRp05CUlIR9+/YhMvKv+scjR470JFQBwG4P/j0Q9FFtypQpQf8RIiIiIiKiy5XLDQQyw0/RGcvsbO+pwaxWK6zWsk/19cMPP2DdunXYtm0bWrZsCQD497//jdatW2Pfvn249tpri62j6zpSU1MxceJE9OnTBwCwePFixMTEYOnSpRg1apRn2bCwMOVaOaFTqYCIiIiIiCgEuXQ94BsAJCQkIDo62nObMWOG0t/PyMhAdHS0Z1AJAK1atUJ0dDS2bt3qc50DBw4gMzMTXbp08dxntVrRoUOHYuu8+eabqFatGq677jqMHz8eOTk5QfdRZqbgisxoCI1KgQLxAYkIKwDk52nKbRTmqFe1dOaqTxIvNWG9UyAmaYlSj8KeFYiKAeqTIAMy1SQlIqyATKQ2VOLBgMxzaxWo6GrU1I8FUodXib5IkIp6hUpVWEhFeyU+w/LUq4lrbpnodbhAFNYu8R4UeP/YC2SOSwaBysynctW/luY6ZLZHs6i/PqFEM1as7SkPbve5WyDLAcChQ4cQFRXluV/lbCVwblaOGjVqFLu/Ro0ayMzMLHEdAIiJifG6PyYmBr/99pvn/4MHD0a9evUQGxuL7777DsnJyfjmm2+wYcOGoPrIgSUREREREVEpgo3CRkVFeQ0sS5KSkoKpU6eWusyOHTsAnJud40K6rvu8/3wXPn7hOiNHjvT8u3HjxkhMTESLFi3w1VdfoVmzZn63oQgHlkRERERERKVw6YDhIkw38vDDD2PAgAGlLlO3bl3s2bMHx44dK/bYH3/8UeyMZJGiayYzMzMRFxfnuf/48eMlrgMAzZo1g9lsxv79+zmwlGQwW2Awq0UUJSZWDyVut3rkzJmvHkeSqNIpNWG9RLVCo0D1YOXJi4tIxPAEYp+ufJmKh7pARMuVd1a5DWd2lnIbgExU2WBQz9BZQuEygf8xCmyPSBViqShsCFRwBABNaHskKhlLRGEljtUAEBnu/yyEP1Xs6pc/VApTbgK/CsR6ASAyV/0YebZA/WtppsClNgBw49Ulf+kOVGG2eiVwqUt2IFC9XvVzXepykPLiDnC6kWC/clSrVg3VqlXzu1zr1q1x+vRpfPnll7j55psBANu3b8fp06fRpk0bn+sUxVs3bNiAG2+8EQDgcDiQnp6OmTNnlvi39u7di8LCQq/BaCDK/VvBjBkzcNNNNyEyMhI1atTAnXfeiX379nkto+s6UlJSEB8fD7vdjo4dO2Lv3r1+2165ciUaNWoEq9WKRo0aYfXq1RdrM4iIiIiIqIJy639dZ1nq7SJNN9KwYUN069YNI0eOxLZt27Bt2zaMHDkSPXv29KoI26BBA8+YR9M0jB07FtOnT8fq1avx3Xff4d5770VYWBgGDRoEAPj555/x1FNPYefOnfj111+xdu1a3H333bjxxhvRtm3boPpY7gPL9PR0PPTQQ9i2bRs2bNgAp9OJLl26IDf3r18Vi+ZfmTt3Lnbs2IHY2FgkJSWVWq0oIyMD/fv3x5AhQ/DNN99gyJAh6NevH7Zv334pNouIiIiIiCoIhyvw28Xy5ptv4vrrr0eXLl3QpUsXNGnSBP/5z3+8ltm3bx9On/7rTPeECRMwduxYjB49Gi1atMDhw4exfv16zxyWFosFn3zyCbp27Yprr70WjzzyCLp06YKNGzfCGGTRp3KPwhZN8Flk0aJFqFGjBnbt2oX27dsHNf/K+VJTU5GUlITk5GQAQHJyMtLT05Gamoply5YF3D+DyQyDSS0moilGaaXoQjNdOwoFqsLmqr/r3AKxDolIoVQ7MpVLZaKwIhVdRapayuy0eqFA9FoglisVvZaIFUrEWC0m9TasQnFaiaqwIVOJFTKxdoljZEC5rwC4HerHSIn93iEURw8LC1duo7JdrUIkAFQKU9/vHSaZisoGgX0/t0C9L3lOmfeg6mVQgEwl1pC6nEq1L6G0LWUQbFXYi6FKlSpYsmRJqcvouvcpU03TkJKSgpSUFJ/LJyQkID09XaR/5X7G8kJFI+wqVaoACG7+lfNlZGR4rQMAXbt2LXGdgoICZGdne92IiIiIiIhc7sBvV6qQGljquo5x48bhlltuQePGjQGUPv9KSXO2FK0XzDozZszwmsQ0ISFBZVOIiIiIiKiCcOmB365U5R6FPd/DDz+MPXv2YMuWLcUe8zf/ii/BrJOcnIxx48Z5/p+dnY2EhAS43DpcilfhSsQpDAIVQzWhnxEKXQJVYQWKfUpEE6WqqEpER10icVqZ7ZGo3CYS7c0Xen0EorASRKKJkNlvJWLGFoGYl0SEVYpE5EwPoZ+qRbZHKNorse9LVIWVaAMACs+op5oqh6l/rtsFCrq6hL4baLr6cTY3X/14cDJPpvKowSQQhRV4D0rEaQGhSK3q8UDoeFJe9ACjsFKXnl2OQmZg+Y9//APvv/8+PvvsM9SqVctzf1nnX4mNjS12drK0daxWK6xW9esdiIiIiIioYnG5AQQwaAyh3xcvuXKPwuq6jocffhirVq3Cpk2bUK9ePa/Hz59/pUjR/CslzdkCnJvr5fx1AGD9+vWlrkNERERERHQhRmH9K/czlg899BCWLl2K9957D5GRkZ6zjNHR0bDb7V7zryQmJiIxMRHTp0/3mn8FAIYOHYqaNWtixowZAIAxY8agffv2mDlzJnr16oX33nsPGzdu9BmzLY3T5UKh4kTVRrt69TiRNmTmQBaZn8chEHdxF6hHYaWiiaFSFVZscnaJ6pgC2yNVFdZdKLA9LvV9xZkrUxRMKvIcCqSisAaDwDElhJ5XqQhqqNAFnttQqgQucelCRIT653qNcPV4o8uu3AQAQNfUv1I6nQJR2HyZ905uQegcD0SIxHLVzkdp5tC4LKWs3G5AK+eqsKGu3AeWCxYsAAB07NjR6/5Fixbh3nvvBXBu/pW8vDyMHj0aWVlZaNmypdf8KwBw8OBBGAx/7fBt2rTB8uXL8eSTT2LSpEmoX78+VqxYgZYtW170bSIiIiIioorDpSOwKCzPWJafC+da8cXf/CsAsHnz5mL39e3bF3379lXoHRERERERXel4xtK/ch9YXhEE4gcSVWGNZpnIWaFbYEJmh3obLpEorEwsSiT2GSoTokMmtiYRY5WqsCnRji6QrhLbHol9ReA1tpnUj20WxWjVX+1IVEANnTi6hFB5H0tx5vyp3IbjpPpnqZRK1ePV27Cqv3+sNpl4olvgu45ToCs5Dpl9ttCp/l6WOLrpipdjFVGNsQLqlWVFKtOWIxbv8Y8DSyIiIiIiolK4dQABxFwlapFcrjiwJCIiIiIiKoXbrQEBpPbcAsm+yxUHlpcJiUiTqzB0fkKRSFfpApPeuwUihYBMrFCijVCqJCkR+5So5goArkKJKKz6+8eVd1a5DUAuUqvKFcA18peKUaAqrEg1ZKn3YIi8xlLbIxHTd53NDYl+ADKXP0hUlrULxNENhtCp1KkLVIV1OGXeOw6BCKpdpBJr6MRHVY8HofQdpSxcbkDnNZal4sCSiIiIiIioFBxY+seBJRERERERUSncARbv4cCSLiqJGIPBqj6DsVlgImUAMBvU428S+XNXfuhUUZWoLhsqcVpAJiJ8uUdeLiQRhXULxOcAqaqw6n2RqMQqVRW2wgmR50Ui8gkALqd6jFUzm5XbMIaFK7cBAAaBvhRknVRuo6pdvR/hNqHPQYmKnwJfyPOEkr0OgaqwYRIx1su8kmpF4nJr0HmNZak4sCQiIiIiIioFo7D+cWBJRERERERUCpdLgzuAAlO6i2cs6SKSmBDWYFWf1NlololWGTSBSKBAMUmRSe+FYl5uh3oUViLeKFE9GJCJCIdK5VIpgfxK6Y9boJIxIDNhtsRk2RIkqrkCQpHairXLwuVQfx8XZp9S7whkovESn4MSlWUBwB0uUOU274xyGxEW9Wiv2SRU3VngNbYUqHcjX6gCfqHAcZYx1orF7Qa0AD4nJL4vXK44sCQiIiIiIioFB5b+cWBJRERERERUCt2tAQEU5gmkwE9FxYHlJSAThRWoChup3gYAmI0yUSJV7kL1mIpUVViJeJXzTLZ6P/KEYl4Cz4u7QCDaKxSndTvU23EJxKt0oSisROQsVEhVhTUa1NvRC9X3E4njvVQ7BpNFvQ2B6qcA4DyrftmB6+xZ9TZy1Y+zAOCKiFJuQ6KaeIQtWrkNm8xLjLMC+6xL4HBgM8t8qTcLVHQ1CsS3TQL7GgC4BaLXqtXEL/tLZAKcbqSiXVYRDA4siYiIiIiISsOBpV8cWBIREREREZXCwGss/eLA0g+DwQCDQMRKoCPKTUhVgZSY+FVgrnmZCesFKrECIVTRVSgiKVEtV6ICqjNfaHtC5CAvFu2V2N8E+iJR0VWqKqxBu3KvaSmJRCVW1eibp50C9XKfLoHPMKnLHyTakbh0IaqSVbkNsSisQBsWgasFQiltKRFp1wQi7VLt6Ir7rO6SOZ6UF80NaIEcVkNoH7zUOLAkIiIiIiIqhZFnLP3iwJKIiIiIiKgUBve5mz9uDiyJiIiIiIjIF6Nbh8Ht/zIsLYBlKioOLP0wG42wKJacVr+yBNAEyl4brDI5fYtZ/acYR6HAtTICb1yxa94Ero90O9RLz7sEyokDgEvg+qHLvqz4BSQuX9VD6GdMiWkkXG6Jo5sMqWs1lYXUdCPqr7HUtfkugWssJchNyaR+vJZow25W30+krrF0C9SCsAhM+ZPrkPlSn+tQvx4wJkJ9mjejwHRzAKCZ1b8Dql6nqRkv76myjC4dBkMAA0uJQiKXqXKvSvPZZ5/hjjvuQHx8PDRNw7vvvuv1uK7rSElJQXx8POx2Ozp27Ii9e/f6bXflypVo1KgRrFYrGjVqhNWrV1+kLSAiIiIioorM6HYHfLtSlfvAMjc3FzfccAPmzp3r8/FZs2Zhzpw5mDt3Lnbs2IHY2FgkJSUhJyenxDYzMjLQv39/DBkyBN988w2GDBmCfv36Yfv27RdrM4iIiIiIqILiwNK/co/Cdu/eHd27d/f5mK7rSE1NxcSJE9GnTx8AwOLFixETE4OlS5di1KhRPtdLTU1FUlISkpOTAQDJyclIT09Hamoqli1b5nOdgoICFJwX1cnOzj7XB7dLpGS7KpFYlED0DQBMJvVT/E6BmIAhVKJvAHSnemRGIjoaCvtqEYnt0YxCU1FItFFYsaItEvuKRSAmaeQ0IReNW+C45MqXibC6zgrE6yWmMDpT8o/SwZCI1EpcuhAucImLTeYqGbhCYWo2AAK7CQDAJXC5jUSUXOJSKEDme+SVzuDWYQhk0HgFX2MZGkeBEhw4cACZmZno0qWL5z6r1YoOHTpg69atJa6XkZHhtQ4AdO3atdR1ZsyYgejoaM8tISFBfQOIiIiIiOiyZ3C7Ar5dqUJ6YJmZmQkAiImJ8bo/JibG81hJ6wW7TnJyMk6fPu25HTp0SKHnRERERERUUWh6YINKTb9yB5blHoUNhHZBVErX9WL3qa5jtVphtVqL3e8qyIPLovY0uZ3qFUNlorAyL7dJoBmD+lMiUhVWpNQnAN2l3o4usJ/oherRNwBwS1SFFXh9pOLOmlmgCrFAFFaqUq7E/ibBpas/J0ah+JzFpH6MlHgPSpGo4GgKj1JvI+yUchsAoAm8zs5c9eOSK++schuA0DFS4HgtEYUNF4rCOgQq1FoK1Y9tDqHDY75AplaioqtqJVZPO0KR2iuZpjuh6f73i0CWqahCemAZGxsL4NwZyLi4OM/9x48fL3ZG8sL1Ljw76W8dIiIiIiIiXwzOAhjgf4CuO0NjeqXyENJR2Hr16iE2NhYbNmzw3OdwOJCeno42bdqUuF7r1q291gGA9evXl7oOERERERGRL5ruhqa7ArixKmy5OXPmDH766SfP/w8cOIDdu3ejSpUqqF27NsaOHYvp06cjMTERiYmJmD59OsLCwjBo0CDPOkOHDkXNmjUxY8YMAMCYMWPQvn17zJw5E7169cJ7772HjRs3YsuWLUH3z11QAJdFrZqqXigQr5KIwlpt6v0AYDJXnGpXIVVFVWA/cUvsawDcAhEtZ756FMTtkDk4m8PVD3VaKP0MFyKlzCUqupoFqiaea0cgChsiEWNA5vIHieObSyDyCQCFOXnKbbgK1fd781n1fgAyUdiQqQprlrnkwBVCldorEqmK/ppJpp0rmtt57hbIcleoch9Y7ty5E506dfL8f9y4cQCAYcOGIS0tDRMmTEBeXh5Gjx6NrKwstGzZEuvXr0dkZKRnnYMHD8Jw3vUbbdq0wfLly/Hkk09i0qRJqF+/PlasWIGWLVteug0jIiIiIqKKQXeeuwWy3BWq3AeWHTt2hF5KAQhN05CSkoKUlJQSl9m8eXOx+/r27Yu+ffsK9JCIiIiIiK5ouuvcLZDlrlDlPrAMdW6nQyxeqEKimpdUnMJYgdIUUhMGS1STlKge7HZIxbzULzyXiLGG0mUKmjF0Yl4SEUeJCrUSlVjtApVlAZm+OEIoGg+BKqqhNCG67lJ/nV35AscUgUqfgNDxWuLyB4F+WIR2E5dAqt0oEPPPL5SJ1zsEovES1ZANAhWiAVaFFRECUdisrCw88sgjeP/99wEAf/vb3/Dyyy+jUqVKJa6zatUq/Otf/8KuXbtw8uRJfP3112jatKnXMgUFBRg/fjyWLVuGvLw83HrrrZg/fz5q1aoVVP9C6aohIiIiIiKi0KO7/orDlnq7eD9SDho0CLt378a6deuwbt067N69G0OGDCl1ndzcXLRt2xbPPvtsicuMHTsWq1evxvLly7FlyxacOXMGPXv2hCvIH1h4xpKIiIiIiKg05RyF/eGHH7Bu3Tps27bNUzfm3//+N1q3bo19+/bh2muv9ble0cDz119/9fn46dOnsXDhQvznP//BbbfdBgBYsmQJEhISsHHjRnTt2jXgPnJg6Ycr7yxcihE4V16ucj9EKssKkUhXGQwS8bfQiSZKkKhIKVGpEABcAlFYZ4H6ayyVTDSYJaKjFacaciiRqCwLwKuAW1lJRIw1oSq3oUIiMg0AhWfVn9v8HPX3oFWgOi0gdKwNkerOocTkVK9IfrbAKtAT4IxDPc7ocqvvs1KR9lCKxl+2gozCZmdne91ttVphtZZ9/8zIyEB0dLRXMdJWrVohOjoaW7duLXFg6c+uXbtQWFiILl26eO6Lj49H48aNsXXr1qAGlhXrE5CIiIiIiEiYrjsDvgFAQkICoqOjPbeiaRHLKjMzEzVq1Ch2f40aNZCZmanUrsViQeXKlb3uj4mJCbpdnrEkIiIiIiIqVYBRWJxb5tChQ4iKivLcW9LZypSUFEydOrXUFnfs2AHg3GwZF9J13ef9qsrSLgeWfrgLHXAXqpVBFZl0WyDCoElNsitwnlsgtQaDxGTMoRQxkYhFCU3wLlE5USLGKlUVNlRirFIxSYn9TaYv6i+QUWhSdYtAxcOzAu8fqeioLhAJlKgYKkXicyM/T31fsWfLPCeufIHK2QXqsVyJyrJS6W2JqrAShAr/isRYXQJVr41Wm3IbAKAJVJdV/dy43C8V0N0u6Jr/HazosoqoqCivgWVJHn74YQwYMKDUZerWrYs9e/bg2LFjxR77448/EBMT4/fvlCQ2NhYOhwNZWVleZy2PHz+ONm3aBNUWB5ZERERERESluUjFe6pVq4Zq1ar5Xa5169Y4ffo0vvzyS9x8880AgO3bt+P06dNBDwDP17x5c5jNZmzYsAH9+vUDABw9ehTfffcdZs2aFVRbHFgSERERERGV4tz1k/7TMUXXWEpr2LAhunXrhpEjR+Jf//oXAODvf/87evbs6VW4p0GDBpgxYwZ69+4NAPjzzz9x8OBBHDlyBACwb98+AOfOVMbGxiI6OhojRozAP//5T1StWhVVqlTB+PHjcf3113uqxAaKA0s/3I48uAvUTt1LVBoUK48ZIkRSn4UCk2ULRcVEImcC8Ua3QHwOANwCWaJC9aQY3C6ZmKTRLBBHMlesKsQSDALXdJjNMh9DEu9BkeOB0LFaM6lfumAwlX/0rYhEleizeer7SvhZoS98IfKZ7C5UP+bbhY5tLoGrbdwCn4MOoZcmz6neUKFAGyaBmD/AqrASzkVh/b+mIt/7S/Dmm2/ikUce8VRw/dvf/oa5c+d6LbNv3z6cPn3a8//3338f9913n+f/RbHbKVOmICUlBQDwwgsvwGQyoV+/fsjLy8Ott96KtLQ0GIPc/ziwJCIiIiIiKo3uBAI4Y4mLdMYSAKpUqYIlS5aU/ucvuLb33nvvxb333lvqOjabDS+//DJefvllpf5xYElERERERFQa3Q09oGssr9w5ajmw9MNdUAC3SS0+IFH57WKeVg+WRCRQoiqsZlTvRyhFQyRieLpALAoA3AITQzsL1V+fUJo/XKQaslDsU+QNJECioqtdqFq182yuchtS7x8RAju/xGeP88wZ5TYAIPe0+r6S5VBvIyxbJvZZeEZ9f5OIb0tUhbWbhC45sKnHnQtN6sdIXWA/AYAcgc9Bl8D72FDCFBXBMtojlNvQFOP1mil0vsuWha67AhpYBjT4rKA4sCQiIiIiIiqF21UAwP8PKG5X6Ez1dKlxYElERERERFSaizTdSEXCgaUfrvwzcBnUogzugnzlfkjEXaQYLOoxPItFIB4iEAeUihiLROgU9zMAcAnsawDgLlR/XhxCcSQZ6hEtieh1KNFd6vubRfEyAQAwC7QBAO780DlGSpA4Nrkc6scDZ85Z5TYA4Eyu+uusHj4F8hWrvHsIvH9ChUkg0g4ABoP6cdZhVt9PqtplPtcrWdVj+jaLTNRfgkSFZ+XLh0Lo8qOyOFcV1n9EOpQuX7vUOLAkIiIiIiIqxblrLP0P0HmNJREREREREfnEgaV/HFj6oRfkw60YgZOozCcRp5WIvgGAQSA2YxKYsD6UookSsQddIO4ssZ8AQGGuejU8R2HoRF7cAvu+0SwQI5KqChsijAKlcm1Cz0lBiFTYlIpASVSslmhDFyrNfNapfrzOhvpzm+cQil4XXrx56oIhsb9ZxKKwEvtK6HyuS1S9liH0+ihWdKX/DSzdHFiWJjRq1gdg/vz5qFevHmw2G5o3b47PP/+81OXT09PRvHlz2Gw2XHXVVXjllVcuUU+JiIiIiKgiKZpuJJDbleqyGFiuWLECY8eOxcSJE/H111+jXbt26N69Ow4ePOhz+QMHDuD2229Hu3bt8PXXX+OJJ57AI488gpUrV17inhMRERER0eWOA0v/Lotc1pw5czBixAjcf//9AIDU1FR8/PHHWLBgAWbMmFFs+VdeeQW1a9dGamoqAKBhw4bYuXMnnn/+edx1110+/0ZBQQEKCgo8/8/OzgYAuPLPwqUpVoV1qEdhdYGYl5RQiaDqLvU4rRhXaBxExKrcCiSaCgSib1IKC/wv44/brb6/GYRinwZzaESaJGLxFNqkLqEoFDhc50A9fnrWLROFlYoIq3ILVCSPFKj0DgBhNvXX57RdvS8JVuUmAAAWgSqqRk39GOkS2teMVrtyG5pR7f0jUZm2POluF/QAzsldyVVhQ/4Vdjgc2LVrF7p06eJ1f5cuXbB161af62RkZBRbvmvXrti5cycKSzgIz5gxA9HR0Z5bQkKCzAYQEREREdFlTdfdAZ6xDI0fnspDyJ+xPHHiBFwuF2JiYrzuj4mJQWZmps91MjMzfS7vdDpx4sQJxMXFFVsnOTkZ48aN8/z/9OnTqF27Ns7kqRdDcQm04cxXP+WSXyAw1yKAXKf6LzFnJYqpCPTD7JB5TgoLQuOMcr5DpqDEWYEzsPl66JzNOivwi69R4KnVhAp+2AWOKWE5Ocpt5BnVz5y6HDJnXx1nzii3cfas+pyNhQKvDQA48ySO+erHJYnjPQDkC0TDHAJf1vIFCgABQK7AXL82gc/1MIH9Pv+sxAyhgFtgf9MFiiu58oU+B3PVj03ZAsdZKfpZ9X0lR/EYeebsuQSfrodQ4iwIbmcBdIP/977uDo3iXuUh5AeWRbQL4gS6rhe7z9/yvu4vYrVaYbX+lZ8oisJ2GptSlu7SpfCzQBsZ+wUaoZB3WqCNXwTa2P6TQCMA3t4m0MhUgTaIrlDrJdr4Vr2NKQvU26hgdgu1M0SoHSouJycH0dHR5d2NgFksFsTGxiIz84uA14mNjYXFEhqXrVxKIT+wrFatGoxGY7Gzk8ePHy92VrLIuRe/+PImkwlVq1YN6O/Gx8fj0KFDiIyMLHUAS+UjOzsbCQkJOHToEKKiosq7OxTCuK9QILifUKC4r1AguJ8Up+s6cnJyEB8fX95dCYrNZsOBAwfgcAR+Vt5iscBms13EXoWmkB9YWiwWNG/eHBs2bEDv3r0992/YsAG9evXyuU7r1q2xZs0ar/vWr1+PFi1awGw2B/R3DQYDatWqVfaO0yURFRXFAzYFhPsKBYL7CQWK+woFgvuJt8vpTOX5bDbbFTlQDFbIF+8BgHHjxuG1117D66+/jh9++AGPPvooDh48iAceeADAuesjhw4d6ln+gQcewG+//YZx48bhhx9+wOuvv46FCxdi/Pjx5bUJREREREREFVbIn7EEgP79++PkyZN46qmncPToUTRu3Bhr165FnTp1AABHjx71mtOyXr16WLt2LR599FHMmzcP8fHxeOmll0qcaoSIiIiIiIjK7rIYWALA6NGjMXr0aJ+PpaWlFbuvQ4cO+Oqrry5yr6i8WK1WTJkyxavgEpEv3FcoENxPKFDcVygQ3E/oSqTpl2vNXyIiIiIiIgoJl8U1lkRERERERBS6OLAkIiIiIiIiJRxYEhERERERkRIOLImIiIiIiEgJB5ZERERERESkhANLCnnPPPMM2rRpg7CwMFSqVKnY4ydPnkS3bt0QHx8Pq9WKhIQEPPzww8jOzvbZ3k8//YTIyEifbdHlS2I/2bx5M3r16oW4uDiEh4ejadOmePPNNy/hVtDFJnU8+fbbb9GhQwfY7XbUrFkTTz31FFhkvWLxt6988803GDhwIBISEmC329GwYUO8+OKLxZb7+OOP0apVK0RGRqJ69eq46667cODAgUuwBXQpSO0nuq7j+eefxzXXXOM59kyfPv0SbAGRHA4sKeQ5HA7cfffdePDBB30+bjAY0KtXL7z//vv48ccfkZaWho0bN+KBBx4otmxhYSEGDhyIdu3aXexu0yUmsZ9s3boVTZo0wcqVK7Fnzx4MHz4cQ4cOxZo1ay7VZtBFJrGfZGdnIykpCfHx8dixYwdefvllPP/885gzZ86l2gy6BPztK7t27UL16tWxZMkS7N27FxMnTkRycjLmzp3rWeaXX35Br1690LlzZ+zevRsff/wxTpw4gT59+lyqzaCLTGI/AYAxY8bgtddew/PPP4///ve/WLNmDW6++eZLsQlEcnSiy8SiRYv06OjogJZ98cUX9Vq1ahW7f8KECfo999wTVFt0eZHYT853++236/fdd59AzyiUqOwn8+fP16Ojo/X8/HzPfTNmzNDj4+N1t9st3VUqZ8HsK6NHj9Y7derk+f/bb7+tm0wm3eVyee57//33dU3TdIfDId1VKkcq+8n333+vm0wm/b///e9F6h3RpcEzllThHDlyBKtWrUKHDh287t+0aRPefvttzJs3r5x6RqGkpP3kQqdPn0aVKlUuUa8o1PjaTzIyMtChQwdYrVbPfV27dsWRI0fw66+/lkMvKVRceLxo0aIFjEYjFi1aBJfLhdOnT+M///kPunTpArPZXI49pfJ04X6yZs0aXHXVVfjggw9Qr1491K1bF/fffz/+/PPPcuwlUfA4sKQKY+DAgQgLC0PNmjURFRWF1157zfPYyZMnce+99yItLQ1RUVHl2Esqb6XtJxd65513sGPHDtx3332XsIcUCkrbTzIzMxETE+O1fNH/MzMzL2k/KXRkZGTgrbfewqhRozz31a1bF+vXr8cTTzwBq9WKSpUq4ffff8fy5cvLsadUnnztJ7/88gt+++03vP3223jjjTeQlpaGXbt2oW/fvuXYU6LgcWBJ5SIlJQWappV627lzZ1BtvvDCC/jqq6/w7rvv4ueff8a4ceM8j40cORKDBg1C+/btpTeFLqJLvZ+cb/Pmzbj33nvx73//G9ddd53E5tBFUh77iaZpXv/X/1e458L7KbRcjH0FAPbu3YtevXph8uTJSEpK8tyfmZmJ+++/H8OGDcOOHTuQnp4Oi8WCvn37sthTCLvU+4nb7UZBQQHeeOMNtGvXDh07dsTChQvx6aefYt++fZKbRnRRmcq7A3RlevjhhzFgwIBSl6lbt25QbcbGxiI2NhYNGjRA1apV0a5dO0yaNAlxcXHYtGkT3n//fTz//PMAzn0JdLvdMJlMePXVVzF8+PCybgpdRJd6PymSnp6OO+64A3PmzMHQoUPL0nW6hC71fhIbG1vszOTx48cBoNiZTAotF2Nf+f7779G5c2eMHDkSTz75pNdj8+bNQ1RUFGbNmuW5b8mSJUhISMD27dvRqlWroP4WXRqXej+Ji4uDyWTCNddc47mvYcOGAICDBw/i2muvDepvEZUXDiypXFSrVg3VqlW7aO0X/RJcUFAA4Fz0xOVyeR5/7733MHPmTGzduhU1a9a8aP0gNZd6PwHOnans2bMnZs6cib///e8X7W+TnEu9n7Ru3RpPPPEEHA4HLBYLAGD9+vWIj48P+ssmXVrS+8revXvRuXNnDBs2DM8880yxx8+ePQuj0eh1X9H/3W63WD9I1qXeT9q2bQun04mff/4Z9evXBwD8+OOPAIA6deqI9YPoYuPAkkLewYMH8eeff+LgwYNwuVzYvXs3AODqq69GREQE1q5di2PHjuGmm25CREQEvv/+e0yYMAFt27b1fMkr+uWvyM6dO2EwGNC4ceNLvDV0sUjsJ5s3b0aPHj0wZswY3HXXXZ6zUhaLhQV8KgiJ/WTQoEGYOnUq7r33XjzxxBPYv38/pk+fjsmTJzMKW4H421f27t2LTp06oUuXLhg3bpzneGE0GlG9enUAQI8ePfDCCy/gqaeewsCBA5GTk4MnnngCderUwY033lhem0aCJPaT2267Dc2aNcPw4cORmpoKt9uNhx56CElJSV5nMYlCXnmWpCUKxLBhw3QAxW6ffvqpruu6vmnTJr1169Z6dHS0brPZ9MTERP3xxx/Xs7KySmyT041UPBL7SUltdOjQoVy2ieRJHU/27Nmjt2vXTrdarXpsbKyekpLCqUYqGH/7ypQpU3w+XqdOHa92li1bpt944416eHi4Xr16df1vf/ub/sMPP1z6DaKLQmo/OXz4sN6nTx89IiJCj4mJ0e+991795MmTl36DiBRous6rx4mIiIiIiKjsWBWWiIiIiIiIlHBgSUREREREREo4sCQiIiIiIiIlHFgSERERERGREg4siYiIiIiISAkHlkRERERERKSEA0siIiIiIiJSwoElERERERERKeHAkoiIiIiIiJRwYElERERERERKOLAkIiIiIiIiJRxYEhERERERkRIOLImIiIiIiEgJB5ZERERERESkhANLIiIiIiIiUsKBJRERERERESnhwJKIiIiIiIiUcGBJRERERERESjiwJCIiIiIiIiUcWBIREREREZESDiyJiIiIiIhICQeWREREREREpIQDSyIiIiIiIlLCgSUREREREREp4cCSiIiIiIiIlHBgSUREREREREo4sCQiIiIiIiIlHFgSERERERGREg4siYiIiIiISAkHlkRERERERKSEA0siIiIiIiJSwoElERERERERKeHAkoiIiIiIiJRwYElERERERERKOLAkIiIiIiIiJRxYEhERERERkRIOLImIiIiIiEgJB5ZERERERESkhANLIiIiIiIiUsKBJRERERERESnhwJKIiIiIiIiUcGBJREREVIGsXbsWXbt2xZQpU6Drenl3h4iuEBxYEl1CKSkp0DQNJ06cKHW5hQsXombNmsjNzQ2o3bS0NGia5rmZTCbExcVhwIAB2L9/v0TXyyzQbaa/XsedO3f6fLxnz56oW7fupe1UGbzzzjvQNA2bN2/Gr7/+Ck3T8Pzzz3stU7Stv/76a6n3lTeVPm3duhUpKSk4deqUSB9K2i+k+nThtkr135ei48Kl9tprr0HTNERERPh8/MyZMxg7dizi4+Nhs9nQtGlTLF++PKC2c3JyMGHCBHTp0gXVq1eHpmlISUkpttymTZswfPhwNGjQAOHh4ahZsyZ69eqFXbt2FVt28+bNXsf282/btm3z2Y/8/HzMmDEDy5Ytg9vtxqpVq3wuV/R622w2/Pbbb8Ue79ixIxo3bhzQthMRARxYEoWkYcOGITw8HLNmzQpqvUWLFiEjIwMbN27Eww8/jPfffx+33HILsrKyLlJPiYrr3LkzMjIy0KxZM8TFxSEjIwODBw8u725dclu3bsXUqVMvysCsrErrU48ePZCRkYG4uDi/y16ODh8+jPHjxyM+Pr7EZfr06YPFixdjypQp+Oijj3DTTTdh4MCBWLp0qd/2T548iVdffRUFBQW48847S1xuwYIF+PXXXzFmzBisXbsWL774Io4fP45WrVph06ZNPteZPn06MjIyvG4lDfoKCgoQGRmJKlWqoH79+n6P/wUFBXjyySf9bh8RkT+m8u4AERVnMpkwatQoPP3003j88ccRFhYW0HqNGzdGixYtAJz7tdnlcmHKlCl49913cd99913MLhN5VKlSBa1atfL8//x/X0pnz54N+L1DQPXq1VG9evXy7sZF88ADD6B9+/aoUqUK3nnnnWKPr127Fhs2bMDSpUsxcOBAAECnTp3w22+/4bHHHkP//v1hNBpLbL9OnTrIysryJDRee+01n8vNmzcPNWrU8LqvW7duuPrqqzF9+nR07ty52DqJiYkBv4+io6PRqlUrtGjRAnFxcVixYkWpy3fr1g1Lly7F+PHjccMNNwT0N4iIfOEZS6JycOjQIfTp0wdRUVGIjo7GPffcgz/++MNrmcGDByM7OzvgGJYvRYPMY8eOed2/ZcsW3HrrrYiMjERYWBjatGmDDz/8sNj6f/zxB/7+978jISEBVqsV1atXR9u2bbFx48aAHg9mmz///HNomoZly5YVW/eNN96ApmnYsWOHz+3cu3cvNE3D22+/7blv165d0DQN1113ndeyf/vb39C8eXMAwE8//YT77rsPiYmJCAsLQ82aNXHHHXfg22+/9Vrn3XffhaZp+OSTT4r97QULFkDTNOzZswcAsH//fgwaNAg1atSA1WpFw4YNMW/ePJ/9luLv9Qym/0URxT179uDuu+9GdHQ0qlSpgnHjxsHpdGLfvn3o1q0bIiMjUbduXZ9n1QPdvwIR6PNZ1O+vvvoKffv2ReXKlVG/fv0S2y1a/uuvv/b7XvTF3zampKTgscceAwDUq1fPE1/cvHlz8E9CAALZl/316fworL9l7733Xp+xbF8R1w8//BBNmzaF1WpFvXr1isWiz3ex3j9LlixBeno65s+fX+Iyq1evRkREBO6++26v+++77z4cOXIE27dvL/VvFD1H/lw4qASAiIgINGrUCIcOHfK7fiAmT56MnTt3Ys2aNX5/XJkwYQKqVq2Kxx9/XORvE9GViwNLonLQu3dvXH311XjnnXeQkpKCd999F127dkVhYaFnmdjYWDRo0KDMX8gB4MCBAwCAa665xnNfeno6OnfujNOnT2PhwoVYtmwZIiMjcccddxT7ZXvIkCF49913MXnyZKxfvx6vvfYabrvtNpw8eTKgx4PZ5nbt2uHGG2/0+SVy7ty5uOmmm3DTTTf53M7rrrsOcXFxXgPajRs3wm634/vvv8eRI0cAAE6nE+np6bjtttsAAEeOHEHVqlXx7LPPYt26dZg3bx5MJhNatmyJffv2edrq2bMnatSogUWLFhX722lpaWjWrBmaNGmC77//HjfddBO+++47zJ49Gx988AF69OiBRx55BFOnTvXZd19cLhecTmexm68iHIG8noH2/3z9+vXDDTfcgJUrV2LkyJF44YUX8Oijj+LOO+9Ejx49sHr1anTu3BmPP/641zVcwexf/pTl+ezTpw+uvvpqvP3223jllVf8/o1A3osXCmQb77//fvzjH/8AAKxatcoTX2zWrJmnHU3T0LFjxyCekZIFsi8H0qciwSxbmk8++QS9evVCZGQkli9fjueeew5vvfWWz30xmNc7mOfu+PHjGDt2LJ599lnUqlWrxOW+++47NGzYECaTd5ir6L3x3XffBfT3yuL06dP46quviv0QVuShhx6CyWRCVFQUunbtii1btoj97cjISDz55JP4+OOPS4ziEhEFRCeiS2bKlCk6AP3RRx/1uv/NN9/UAehLlizxun/w4MF6TEyM33YXLVqkA9C3bdumFxYW6jk5Ofq6dev02NhYvX379nphYaFn2VatWuk1atTQc3JyPPc5nU69cePGeq1atXS32+25PyIiQh87dmyJf9ff48Fuc9F2fP311577vvzySx2Avnjx4lL/zj333KNfddVVnv/fdttt+siRI/XKlSt71v3iiy90APr69et9tuF0OnWHw6EnJiYW6++4ceN0u92unzp1ynPf999/rwPQX375ZV3Xdb1r1656rVq19NOnT3ut+/DDD+s2m03/888/S92Gou0v7VanTh2vdQJ9PQPpv67/9XrNnj3b6+80bdpUB6CvWrXKc19hYaFevXp1vU+fPkH3p2hbDxw4UGz7i+4L5vks6vfkyZNLfY4vXN7ffumrn4Fu43PPPVds3fMZjUa9c+fOfvta1IcdO3YEtG1F/fG1L5fWpwu3tbRlhw0bVmxf1PW/ntciLVu21OPj4/W8vDzPfdnZ2XqVKlW8ltP14F7vQJ87Xdf1u+66S2/Tpo3ndRk2bJgeHh5ebLnExES9a9euxe4/cuSIDkCfPn16QH9P13X9jz/+0AHoU6ZMCWj5wYMH6yaTSd+5c6fX/V999ZU+ZswYffXq1fpnn32mv/7663rDhg11o9Gor1u3LuD++HL+flVQUKBfddVVeosWLTzPU4cOHfTrrrtO6W8Q0ZWFZyyJysGFhUz69esHk8mETz/91Ov+GjVq4Pjx43A6nQG126pVK5jNZkRGRqJbt26oXLky3nvvPc8v8Lm5udi+fTv69u3rVRXRaDRiyJAh+P33373O1N18881IS0vDtGnTsG3btmJncfw9Huw2Dxw4EDVq1PA6a/nyyy+jevXq6N+/f6nbfuutt+KXX37BgQMHkJ+fjy1btqBbt27o1KkTNmzYAODcWUyr1YpbbrkFwLkzmNOnT0ejRo1gsVhgMplgsViwf/9+/PDDD17tDx8+HHl5eV5n3RYtWgSr1YpBgwYhPz8fn3zyCXr37o2wsDCvM42333478vPzS6zieKE33ngDO3bsKHYr6neRYF5Pf/2/UM+ePb3+37BhQ2iahu7du3vuM5lMuPrqqz0VJYPdv0pT1ufzrrvuCqj9IoG+F4tIbqPT6fQZTy6LYPblSyU3Nxc7duxAnz59YLPZPPcXnd09X7Cvd6DP3cqVK7FmzRr8+9//DiimWtoyF6uK7aRJk/Dmm2/ihRde8MT0i9x4441ITU3FnXfeiXbt2uG+++7D1q1bERcXhwkTJoj1wWKxYNq0adi5cyfeeustsXaJ6MrCgSVROYiNjfX6v8lkQtWqVYtFSG02G3RdR35+fkDtFg1INm3ahFGjRuGHH37wFKEAgKysLOi67qn6eL6iSonn92HFihUYNmwYXnvtNbRu3RpVqlTB0KFDkZmZGdDjwW6z1WrFqFGjsHTpUpw6dQp//PEH3nrrLdx///2wWq2lbntRvHXjxo3YsmULCgsL0blzZ9x2222eL6AbN25E27ZtYbfbAQDjxo3DpEmTcOedd2LNmjXYvn07duzYgRtuuAF5eXle7V933XW46aabPBE+l8uFJUuWoFevXqhSpQpOnjwJp9OJl19+GWaz2et2++23A0DAU640bNgQLVq0KHaLjo72Wi6Y19Nf/y904X0WiwVhYWFeA4Si+4v2z2D3r9KU9fn09bdLE+h7sYjkNkoKZl++VLKysuB2u4s9x0Dx513y/VPkzJkzeOihh/CPf/wD8fHxOHXqFE6dOgWHwwEAOHXqlNeUTiW97n/++SeA4u8JCVOnTsW0adPwzDPP4OGHHw5onUqVKqFnz57Ys2eP6Gs7YMAANGvWDBMnTiz1R0IiopKwKixROcjMzETNmjU9/3c6nTh58iSqVq3qtdyff/4Jq9Va4pxrFyoakADnqhm6XC689tpreOeddzwFTQwGA44ePVps3aLrEKtVq+a5r1q1akhNTUVqaioOHjyI999/H//3f/+H48ePY926dX4fL8s2P/jgg3j22Wfx+uuvIz8/H06nEw888IDfba9VqxauueYabNy4EXXr1kWLFi1QqVIl3HrrrRg9ejS2b9+Obdu2eV2rtWTJEgwdOhTTp0/3auvEiROoVKlSsb9x3333YfTo0fjhhx/wyy+/4OjRo55qu5UrV/actXrooYd89rFevXp+tyMYwb6epfW/PPrjr62yPJ/BnlUKdL88v19S2ygp2H1Zlc1mQ0FBQbH7zx/8Va5cGZqm+fyh6cL7Lsb758SJEzh27Bhmz56N2bNnF3u8cuXK6NWrF959910AwPXXX49ly5bB6XR6XWdZVABJek7HqVOnIiUlBSkpKXjiiSeCWlf/3/XWkmdRNU3DzJkzkZSUhFdffVWsXSK6cvCMJVE5ePPNN73+/9Zbb8HpdBYrRvHLL7+gUaNGZf47s2bNQuXKlTF58mS43W6Eh4ejZcuWWLVqldcv3W63G0uWLPEMznypXbs2Hn74YSQlJeGrr74K+vFAtzkuLg5333035s+fj1deeQV33HEHateuHdD23nbbbdi0aRM2bNiApKQkAOcKF9WuXRuTJ09GYWGh58wmcO6L1IVnQj/88EMcPnzYZ/sDBw6EzWZDWloa0tLSULNmTXTp0gUAEBYWhk6dOuHrr79GkyZNfJ5xLGmwUlbBvp6l9b88+lOaS/V8BrpfFglmG4v2rUtxxjDQfTmYPpW2bN26dXH8+HGvitMOhwMff/yx5//h4eG4+eabsWrVKq/URU5ODtasWePV3sV4vWNjY/Hpp58Wu3Xt2hU2mw2ffvoppk2b5lm+d+/eOHPmDFauXOnVzuLFixEfH4+WLVsG9fdL8/TTTyMlJQVPPvkkpkyZEtS6WVlZ+OCDD9C0adNiCQJVt912G5KSkvDUU0/hzJkzom0TUcXHM5ZE5WDVqlUwmUxISkrC3r17MWnSJNxwww3o16+fZxm3240vv/wSI0aMKPPfqVy5MpKTkzFhwgQsXboU99xzD2bMmIGkpCR06tQJ48ePh8Viwfz58/Hdd99h2bJlnl/AT58+jU6dOmHQoEFo0KABIiMjsWPHDqxbtw59+vTx+3hZtrnImDFjPF/ifFWPLMmtt96K+fPn48SJE0hNTfW6f9GiRahcubLXNUw9e/ZEWloaGjRogCZNmmDXrl147rnnSqwcWalSJfTu3RtpaWk4deoUxo8fD4Phr9/nXnzxRdxyyy1o164dHnzwQdStWxc5OTn46aefsGbNmotScTHQ1zOQ/l/q/vhzKZ7PYPbLYLfx+uuv92zHsGHDYDabce211yIyMhLAudhthw4dAr7OctOmTfj111+L3X/77bcHvC/761Ogy/bv3x+TJ0/GgAED8NhjjyE/Px8vvfQSXC6XVxtPP/00unXrhqSkJPzzn/+Ey+XCzJkzER4e7omYFgnm9Q7kubPZbD5/IEhLS4PRaCz2WPfu3ZGUlIQHH3wQ2dnZuPrqq7Fs2TKsW7cOS5Ys8cxhmZ6ejltvvRWTJ0/G5MmTvdr46KOPkJubi5ycHADnKt0WzZl5++23IywsDLNnz8bkyZPRrVs39OjRo9i1wufPVzlo0CDUrl0bLVq0QLVq1bB//37Mnj0bx44dQ1paWonbrmLmzJlo3rw5jh8/XmKVWiIin8qzchDRlaaoYuKuXbv0O+64Q4+IiNAjIyP1gQMH6seOHfNa9pNPPvEs609pVSPz8vL02rVr64mJibrT6dR1Xdc///xzvXPnznp4eLhut9v1Vq1a6WvWrPFaLz8/X3/ggQf0Jk2a6FFRUbrdbtevvfZafcqUKXpubq7fx8uyzeerW7eu3rBhQ7/bfr6srCzdYDDo4eHhusPh8NxfVOnz/OqlRcuPGDFCr1Gjhh4WFqbfcsst+ueff6536NBB79Chg8+/sX79ek+F1h9//LHY4wcOHNCHDx+u16xZUzebzXr16tX1Nm3a6NOmTfPbf3/VP3v06OGzEmcgr2eg/S96vf744w+v+0uqpOmrcmQg/QmkKqyuB/58ltTvkgS6X/rqU6DbqOu6npycrMfHx+sGg0EHoH/66aeexwCUuJ+dz1+14AMHDgS1L5fUp/9n797Dm6jy/4G/J9deaMu9pVihIgoVkZtyEwtoi4ouggiCAgq6uugK8nNxK14KulQQsboo3pDiF7msAiK7yE2lilQEFF1B0VW0CFQEgQK2TZvM7w+2WULSZtLzKZmm79fz5HlgMjk9SWYmOZn3fE6g51pd/1evXq136tRJj46O1s877zx9zpw5flVhdV3X33nnHb1jx466w+HQzz33XP3JJ58MuJ6uG3+/jb52gVS1Leu6rh8/fly/77779KSkJN3hcOgdO3bUFy9e7LPOBx98UGXF11atWlX7Pun6qX2muvfzdDk5OXqnTp30hIQE3Wq16s2aNdMHDx6sf/rppzV67qer7ngzcuRIHQCrwhJRSDRdDzAxGhGF3ahRo/DDDz/g448/DndXzrovv/wSl1xyCZ5//nmMHz8+3N2hCJSdnY2pU6fi119/Dcs1kURERJGGUVgiE/r++++xdOnSejdZ9ffff4+ffvoJDz30EFq0aIHbbrst3F0iIiIiIgNYvIfIhAoLCzFnzhy/eQsj3eOPP46MjAycOHECb775JmJiYsLdJSIiIiIygFFYIiIiIiIiUsIzlkRERERERKSEA0siIiIiIiJSwoElERERERERKeHAkoiIiIiIiJRwupEqeDwe7N+/H3FxcdA0LdzdISIiIiKqs3Rdx/Hjx5GcnAyLpW6d2yotLYXL5TK8vsPhQFRUVC32yJw4sKzC/v37kZKSEu5uEBERERFFjL179+Kcc84JdzcMKy0tRXx0DMphfCKNpKQk7Nmzp94NLjmwrEJcXBwAYOnVnRBjt6o1ZlU/4xmdlKzcRoN2HZXbAIAG7bupt9HqAuU2rE71nbXst1+V2wCA499/pdxGyZ5vlNtwnyxWbgMAnEnnKreR0El9Ds5f7XHKbQDArl+OKLdxpLRcuQ2LUPqhZZz6tn9RiybKbUQdP6zcxu8//0e5DQDQy9XfH3tD9dck9pw2ym0AwHGLQ7mN7w6qb/ff/nZSuQ0A+Pm48V/6q1LuVp8drWmMzNee8xtFK7dxicA+GPPbPuU2fn3vLeU2AOBwQYFyGyWHypTbiG/TWLkNAGjUtYdyGzHndVBuQ7PbldsAgPJDRcptlBUVKj3+ZJkLV8+Y7/2OXVe4XC6UQ0ePqIawGvgcd+s6Pikqgsvl4sCSTqmMv8bYrYhVHliqn+6PdqofWBpEy2zccbGx6m0IHFQkBpalrhLlNgAAMTHKTVijncptuN3qbQCAU2BbiWvQQLmNErt6GwAQc0J90FFiVf9ibOQDyYiYWPUvtRL7YJSu/iXQKrDvAIBerv7+2GPV+xIr9YVJYGAZ87v6dh9VqtwEAMDpVv8M0wQGllFCA8sYgW2lgcC2EutS/zwuiVLf1gCg1Kb4XQmAJvB9KdYu8x43iFL/PI2NUT9Wa3aZ98cl8LluF3hNANTZS8zsmgU2Lfg2WgHPWeiNOXFgeTa41TcwvUL9S5PEL/oAAI9buQldoA0JmlX9gxAANItMO6rEXleTvMd2offHaqmbH2JVcevqX7DdHvU2JL4ESpHY3nS3ehsegQEuANgFvpA6BPYfE73FIlwCg1MAKClX31ZKyyuU24hzqm8nFoEfaQHA4lD/SmkRSHhJfOcCZL4zSRyXpD69RL7vqB4Q6vgBxapZYDUwsJQ5ytRNHFgSERERERFVw6ZZYDcwsKzPOLAkIiIiIiKqhgUaLAbOIRtZJ1JxYFlH6BJxWqGYpETUS+L5UO3xiESv1dtwCFyzA8hd2xhJ3B71fVAiAm6WGDkAQOA1kTrOWgVK8Uts92badyRSrBIxcgBwCWwrLoHPQYlaAxaHepwWACxC1zaq0gXem1PtmOOSHTNRPV6b6nhfA0ajsPX5G645jgJEREREREQmZYUGq4GzkR6esSQiIiIiIqJAGIUNjgPLs0AiliFS8VCoWqGZ4mKqpGIZUtVlVUm9riLVMQXitFLVXCXakYgESsXwJCq6ilSFNVOsySSVjKX2QbtADNwSadWQBfJlZUJVYcsEOlMiUBXWKlA92CI0nYUmEN82U10UkX3ZJN91AHNcumCqz4wasGqaoe8CPGNJREREREREAfGMZXAcWBIREREREVWD11gGx4HlWSBS0dVEVWHNEmOlAAQirACgVwhMDC0QvbYLRYzNVNlSgkSk1iPQhlki4FJEIuACk6oDMtusQ+D9sQnFaWXaEYiAC81c7hJoqFQiCutMUG7DIlBZFgA0gaqwmlV9OxGrOi9wPOD3pchiMTiwdHNgSURERERERIEwChscB5ZERERERETVMBqFNbJOpOLAso6QiSbKRLQ8AhHHSIuH1PVKZ2eSiQSqbydRApUxAcBhUy81KBHlcwvl8GSqwqrHxTS7QJVBE8VpzVQFUqSSsUAbDoFKn2Yise8AgEsgbinRhlUgxmpxqleWBQBrlFOknUgiFsuVIPE9RbWNOv5dyaJpsBi4TKE+n7GMrE8MIiIiIiIiYVb876xl9bfQvfDCC0hNTUVUVBS6du2Kjz76qMp1Dxw4gJEjR+LCCy+ExWLBxIkTA663bNkypKWlwel0Ii0tDStWrKhBz0LDgSUREREREVE1rCHcQrF06VJMnDgRU6ZMweeff44+ffrgmmuuQWFhYcD1y8rK0KxZM0yZMgWXXHJJwHUKCgowfPhwjBo1Cl988QVGjRqFYcOGYcuWLSH2LjSMwp4FukDkTCJOITFh/amGBCqliVRbE4jymSiWIdEXidcEgEycT6AvrApbeyQigZrFPB8hZomxSkTAAZl92WFV/+1YIk4LAALFPmUi4ELPp0wg1l5Srr69ScRpxarC2uzqbUhsKELEPk9VmejSIdVLF8z0nasmLLrB4j16aNvx7NmzMW7cONxxxx0AgNzcXKxduxZz585FTk6O3/qtW7fGs88+CwB47bXXAraZm5uLjIwMZGVlAQCysrKQn5+P3NxcLF68OKT+hYJnLImIiIiIiKphMRSD/d/gs7i42OdWVlbm16bL5cL27duRmZnpszwzMxObN2+ucV8LCgr82hwwYIBSm0ZwYElERERERFSNUKOwKSkpSEhI8N4CnX08dOgQ3G43EhMTfZYnJiaiqKioxn0tKioSb9MI8+SYqFoiMS+B+CkgFWM1T7RDRIRVTpSITUtEAq1Cr6tEO2aK07p19RieRIROE4hamikaZaZjm1n2HzNt9xKkinRKtCOxD5a61Ku9WxwyVWEtdvUorEUgqiwVYTVLvF6KGY7XZjre10So043s3bsX8fHx3uVOZ9WVk7UzjrW6rvstC1VttBkMB5ZERERERETVsEOD3cDA0vPfdeLj430GloE0bdoUVqvV70ziwYMH/c44hiIpKUm8TSMi6zQLERERERGRsNqoCutwONC1a1esX7/eZ/n69evRq1evGve1Z8+efm2uW7dOqU0jeMYyGKsGKMYHJCq6ylSFVY/MAIAuEJOMtCisWSZ5F3tdJbZZE20ndonqmCaKBIpUxzRLVWUTxcgltjeJOC0AeMrVj9ci271YVVhz7D8S+w4AuATaKalQ31ZKyyuU27A4zROFNVdVWPNE48kcNBg7IxfqVjxp0iSMGjUK3bp1Q8+ePfHyyy+jsLAQd999N4BTFV337duH119/3fuYHTt2AABOnDiBX3/9FTt27IDD4UBaWhoAYMKECbjiiiswY8YMDBo0CCtXrsSGDRuwadOmEHsXmrB/ordu3Rqapvnd7rnnHgCn8sDZ2dlITk5GdHQ0+vbti507dwZtNxyTghIRERERUeSprXkshw8fjtzcXEybNg2dOnXChx9+iNWrV6NVq1YAgAMHDvjNadm5c2d07twZ27dvx6JFi9C5c2dce+213vt79eqFJUuWYP78+ejYsSPy8vKwdOlSdO/evWZP3qCwn7HcunUr3Kf9wvvVV18hIyMDN910EwBg5syZmD17NvLy8nDBBRfgiSeeQEZGBnbv3o24uLiAbVZOCvr4449j8ODBWLFiBYYNG4ZNmzbV+gtKRERERESRxeigsSZZnvHjx2P8+PEB78vLy/Nbphso4jd06FAMHTq0Br2pubAPLJs1a+bz/yeffBJt2rRBeno6dF1Hbm4upkyZgiFDhgAAFixYgMTERCxatAh33XVXwDbDNSlobZKociYVyZCJi5lj4mGJKmmRSOI9lqhqKTXZvEQMTyoSaBYSlWXNEgE3FRMdZ60W9WiiQ+gYaZZDrVsmCYsygYbKJKrCCkRhGzijlNsAAItAOxa7iY4pIpcxRVgUVvXShTr+OWrRjD0FkxzuwsJUz93lcmHhwoUYO3YsNE3Dnj17UFRU5DPBp9PpRHp6erUTfNZkUtCysjK/iUyJiIiIiIhqKwobSUw1sHz77bdx9OhR3HbbbQDgLZMb6gSfNZkUNCcnx2cS05SUlBo+CyIiIiIiiiSVZyyN3OqrsEdhTzdv3jxcc801SE5O9llekwk+Q31MVlYWJk2a5P1/cXGx2OBSJPYpEckQqDIo1U6kVVtjdcwAROK0Mtusw6b+/pilqiUgE2P1CFS1tNgkqkCa6Lddk0TApdpxRKlHE6W2e7PsP1JXYUhUl3UJxGlLBKKw8UJVYTWRqrDm+RyMNBLfU1SP16Y63tdAbV5jGSlMM7D86aefsGHDBixfvty7LCkpCcCpM5AtWrTwLg82wWdNJgV1Op1wOp017T4REREREUUozaLDogX/QUgT+PG3rjLNT0Pz589H8+bNMXDgQO+y1NRUJCUl+Uzw6XK5kJ+fX+0En+GaFJSIiIiIiCKPBQajsOHuaBiZ4oylx+PB/PnzMWbMGNhs/+uSpmmYOHEipk+fjrZt26Jt27aYPn06YmJiMHLkSO96o0ePRsuWLZGTkwNAdlJQzWKBZoKIYqRVhZWqnEi1RKCSnUSM1VPBqrC1RSJOG/o00AFakIiRC5E5tslkLSX6YhHYZqW2e1v4P0ZFuQQ2lZIK9UYkorC2mAbKbQCA1SFRFVb9a6nE96VT7Zjju07EVZatw6zaqZuR9eorUwwsN2zYgMLCQowdO9bvvsmTJ6OkpATjx4/HkSNH0L17d6xbt85nDsvCwkJYThv8VU4K+vDDD+ORRx5BmzZtzsqkoEREREREFHksFh0WS/AfZS2ov1FYUwwsMzMzq5zoU9M0ZGdnIzs7u8rHb9y40W9ZOCYFJSIiIiKiyGN4HkuesSSzk6gsK1KdFoAuUK0w4qIdJqi2BkjGnQX6IhBjlaqw6bDFKLchEqcVqowpEWN1C8TFJNqQ2HfMRGoflIiSS1RDdghV6TRLHN1dIXMmQaIqbJlAVdhygc91S7R6hBUALALVZc1UFTbSqtdLUL10wUyXPtQEz1gGx4ElERERERFRNSwWYzPDmefnkbOPA0siIiIiIqJq8IxlcBxYBqFZLaaIZohUhRWqsGmWeIhEnFYqllHXJ/09k8j7IxGZFooRWQRKtLEqbO20IbXvSOzLEvFTqZi/xLZvF3htHULvT+TtP+ptuAQakagKa22ofqkAAGh2u0AbAlVh3TLfdcgfo7A8YxkMB5ZERERERETVsNoBm4EzllaZkiZ1EgeWRERERERE1bBoBs9Y1t8kLAeWdYWZqsJKVOqMtEppEswUETFL3FkimggAjmj111aiqqVNKA5YIVCRUqKqpUcgom+m7V6CWGVmgeOs1cg3oCAsQtusTFVY9X4IfQzCLfCySFSFLSlX396sThNVhRXYZqWIfO8yyWcpybBYjRUyN89WfPZxYElERERERFQNzXLqFnQ9nrEkIiIiIiKiQHjGMjgOLIPQNKspoloSkQypWCEkKtQKVE6UiIeIVYU1wTYiSmR7E4hMC7QByFS2jLiqlgJRWFeFefZBERKRM6korEkidHJVYUWaMQ2XwNssUhVWYB+0CkRYAcAiEKm1CFSW9VjNUxVWqkq0CIljrWobZjre1wDPWAbHgSUREREREVE1Tp2xDP4jc4T9jhYSDiyJiIiIiIiqwTOWwXFgWUfoArE1qYiWSMSxQqANgbimmWJ4ZuqLSBU6gci0R2A7AWQqW0pEYSUqYwJABQSqwuoSVWHV27AJRS3NErGSir5JHGcl2nAIZVidAu0YOFFw1kjsPy6B0rISUdhyoS/BFod6pNZiV/9aaqbKshRZNIsGzcCBSNNNdLA6yziwJCIiIiIiqoZm5cAyGA4siYiIiIiIqmGxaIYSUFLz/9ZFHFgGoVkt0CKknJ0uEE0EIBKpNVWlNAEiMVaTRPkAmSismarCOm0CVWGFYqyRxK2rH1NsJtruJYhNZi6yD6pXApeqhiyx/8j0xTwXP0lUhS0TuCSk1CVTMd4iUF1WE6gKK8Ykl4RIXcYk8R1DU7x0QfXxYWfwjCV4xpKIiIiIiIgCMXqySRO4Bruu4sCSiIiIiIioGppFg2YgOWFknUjFgWUQmsViigpjEhVQJWJRgFClToF4iEzkTCZ2U+fjHbXBJHFaALALvD8SE8WbKU7rFqjoKtFG5FVDlomtSfRFog2JfQeQqS5rpqqwEglHgY91lJQLRGHLK9Q7AsDijFJvQyIKGyGXL5H58IxlcKbY+/bt24dbb70VTZo0QUxMDDp16oTt27d779d1HdnZ2UhOTkZ0dDT69u2LnTt3Bm132bJlSEtLg9PpRFpaGlasWFGbT4OIiIiIiCKQZrF4B5fV3kxwQipcwv7Mjxw5gt69e8Nut+Pdd9/Frl278PTTT6Nhw4bedWbOnInZs2djzpw52Lp1K5KSkpCRkYHjx49X2W5BQQGGDx+OUaNG4YsvvsCoUaMwbNgwbNmy5Sw8KyIiIiIiihSVKUYjt/oq7FHYGTNmICUlBfPnz/cua926tfffuq4jNzcXU6ZMwZAhQwAACxYsQGJiIhYtWoS77rorYLu5ubnIyMhAVlYWACArKwv5+fnIzc3F4sWLjXfQYjVFtU5doHqcRJwWgEh+R6xyYgSRiNNKxQpFotcCkWm9Qia+LVFNUqJ8uFSFTYnJ2UXaEMgDSlXdNkukVurYpgtcuiARJXfYY5XbAGRi4DaRfVC5CQBAqcChySWwqfxeYZ4obLRAVViJOK2ZvtRH2ncd1eOsppnnvakJw1FYgctE6qqwv8PvvPMOunXrhptuugnNmzdH586d8corr3jv37NnD4qKipCZmeld5nQ6kZ6ejs2bN1fZbkFBgc9jAGDAgAFVPqasrAzFxcU+NyIiIiIiIs1uhWa3GbiZ44fOcAj7wPKHH37A3Llz0bZtW6xduxZ333037rvvPrz++usAgKKiIgBAYmKiz+MSExO99wVSVFQU0mNycnKQkJDgvaWkpKg8LSIiIiIiihCMwgYX9iisx+NBt27dMH36dABA586dsXPnTsydOxejR4/2rqedEaPRdd1v2ZlCeUxWVhYmTZrk/X9xcXHEDS51iTJ2kIk4SkS0TBUxkZh42CRRPgAylS0lItNuqQqb6n2RqAprJhIVXcsF3mOp7d4slZmlLjmQOL5JHKsdUfHKbQCRVxVWgkQc3SVwmUyJUBS2QbR6bNpicyi3IRWvNwup7zqm+o5RRxmPwkbWNhiKsD/zFi1aIC0tzWdZ+/btUVhYCABISkoCAL8zjQcPHvQ7I3m6pKSkkB7jdDoRHx/vcyMiIiIiItI0KzSLgZtWfwfxYR9Y9u7dG7t37/ZZ9u2336JVq1YAgNTUVCQlJWH9+vXe+10uF/Lz89GrV68q2+3Zs6fPYwBg3bp11T6GiIiIiIjoTIamGjF4VjNShT0Ke//996NXr16YPn06hg0bhk8//RQvv/wyXn75ZQCn4qwTJ07E9OnT0bZtW7Rt2xbTp09HTEwMRo4c6W1n9OjRaNmyJXJycgAAEyZMwBVXXIEZM2Zg0KBBWLlyJTZs2IBNmzaF1D+JDURiA/NIVJgSqwprjknEpWKSVDtkqsKqtwHIRK8lKrpKVMaUasc0VWEZzwpI4vgmEcu122TeHzPtPxIEEqiAQAL19wr1jpwsk6m+nShQFVaz29XbMNExJeK+p6i+tiZ6b2rC6PWTvMYyjC699FKsWLECWVlZmDZtGlJTU5Gbm4tbbrnFu87kyZNRUlKC8ePH48iRI+jevTvWrVuHuLg47zqFhYWwnPZG9urVC0uWLMHDDz+MRx55BG3atMHSpUvRvXv3s/r8iIiIiIiojjM6BaGl/k43EvaBJQBcd911uO6666q8X9M0ZGdnIzs7u8p1Nm7c6Lds6NChGDp0qEAPiYiIiIiovjJcvIdRWKrKqdPedfvUfSW5qrDqsRmRmJeJqsKKbCMm2s5EXluB91giwnqqHfVtViKGJxEHNBOJyrJi832ZZf8ROi5JxMAl2rAJbbMiVWEFvquZqbKsRJxWpCpshUxVWKtAFNbijFJvw86vtlQ7jI4JNIvQpWd1UP0dUhMRERERERlQm8V7XnjhBaSmpiIqKgpdu3bFRx99VO36+fn56Nq1K6KionDeeefhxRdf9Lk/Ly8Pmqb53UpLS0PuWyg4sCQiIiIiIqqGoalG/nsLxdKlSzFx4kRMmTIFn3/+Ofr06YNrrrnGO/Ximfbs2YNrr70Wffr0weeff46HHnoI9913H5YtW+azXnx8PA4cOOBzi4pSTwVUh3mBIMxSNlgXiLt4hCZBlohJSlX7NAuJbUSkDbPEASETvRarCisxUbxN/XBpqqqWAjFWicqyUtusWbZ9qYi+xOUCElFyu1XmdZWIwjrNlGMVIFGo3SVQFbakXGabtcQLRGFtDoGOmONYIEWiujMAaALf+M0wS0JYaQaL92in3rPi4mKfxU6nE06n02/12bNnY9y4cbjjjjsAALm5uVi7di3mzp3rne3idC+++CLOPfdc5ObmAgDat2+Pbdu2YdasWbjxxhv/1w1NQ1JSktFnJ6KOv8NERERERES1K9QobEpKChISEry3QINEl8uF7du3IzMz02d5ZmYmNm/eHLAfBQUFfusPGDAA27ZtQ/lpNSVOnDiBVq1a4ZxzzsF1112Hzz//XPUlCIpnLImIiIiIiKpjNOb63+I9e/fuRXx8vHdxoLOVhw4dgtvtRmJios/yxMREFBUVBWy+qKgo4PoVFRU4dOgQWrRogXbt2iEvLw8XX3wxiouL8eyzz6J379744osv0LZt2+DPoYY4sAyiJllpvzZMcupfKk6hC1TYFInTmqgqrASzRPkAmW1F5D0W2NYAoUigXT2ixaqw/sy03ZuJWY6RUtusQyBSK1OZWbkJMRKF2l0CH4NSUVirs4FyGxJVYcW+c0kcmyLse0p9Z3RMUFkVNj4+3mdgWe1jzji+6brutyzY+qcv79GjB3r06OG9v3fv3ujSpQv+/ve/47nnnjPUp5rgwJKIiIiIiKg6Vs3Yr1MhXA/etGlTWK1Wv7OTBw8e9DsrWSkpKSng+jabDU2aNAn4GIvFgksvvRTfffed4b7VhIl+uyMiIiIiIjKf2qgK63A40LVrV6xfv95n+fr169GrV6+Aj+nZs6ff+uvWrUO3bt1gt9sDPkbXdezYsQMtWrQw3Lea4MCSiIiIiIioGrU13cikSZPw6quv4rXXXsPXX3+N+++/H4WFhbj77rsBAFlZWRg9erR3/bvvvhs//fQTJk2ahK+//hqvvfYa5s2bhwceeMC7ztSpU7F27Vr88MMP2LFjB8aNG4cdO3Z426wtjMIGY7S0cB0gdo2lSa6dk3o+EsxynZhmMc9vRWa5FhcAPAJ9sTrVX1tTTTciMFWIW+AiMUsVv66GShOaFkOVxDQhAESuzdIFri32VMhc52wXuO5N4npPM81YIjCLmMw1lhUy26wtJla5DYtTYMoSoWMK+VOuOWKS70o1pdns0AxsX1qIO/fw4cNx+PBhTJs2DQcOHECHDh2wevVqtGrVCgBw4MABnzktU1NTsXr1atx///14/vnnkZycjOeee85nqpGjR4/ij3/8I4qKipCQkIDOnTvjww8/xGWXXRZS30IV8sBy48aN+Ne//oWPP/4Y+/btQ0lJCZo2bYq0tDT0798fN910E5o1a1YbfSUiIiIiIjrrjBfvCX0APX78eIwfPz7gfXl5eX7L0tPT8dlnn1XZ3jPPPINnnnkm5H6oMvwT4oIFC9C+fXv0798fL730EqxWK7p164aMjAy0atUK//73v3HvvfciJSUFo0ePxk8//VSb/SYiIiIiIjorNIvFYBTWPOmxs83QGcuuXbtiz549uPXWW/H666+ja9eusAR40X777Te8/fbbyMvLQ/v27fH6669j6NCh4p0+m06f6LTGbZhkA9MFpgYAzBNxjLTpRiIlcl1JJjKtHuUDAL1CvR2R6RKEpm6wmWTaEok4rVSEVSJiJdGGVBRWYv+RmGZHog0AcNjUX1uHQI5VbsofiSi5ei/KBfK0vwtFYa0CMVYjMcOgbQh9lpplqjgyEavFYFXY+rvtGBpYDhw4EA888EDQuVgaN26MsWPHYuzYsfjwww/x22+/iXSSiIiIiIgoXGozChspDA0sp02bFnLDV1xxRciPISIiIiIiMhsOLIMTqwpbWlqKqKgoqebMowZlg89kljiFqarCSsTFTBSFNUsMDyapjAkIRfkEIqyAzPZmF4jyycXw1EnEWD0C8XqxD2CTXHIgdVwSOV4LVO2VqKgMyFREdopUllVuQozA2yNTFbZc5ruBB+rvscVhjjitqZjou069ZzE4U0Q9HliGfIhdunQpXnjhBe////Of/yAtLQ2xsbHo06cPjhw5ItpBIiIiIiKicNIsVmhWAzcOLI2bNWsWTp486f3/X/7yFxw5cgQTJkzAN998g+nTp4t2kIiIiIiIKJyMVYSt3wPLkKOwP/zwAzp06ADgVPx17dq1ePHFFzF69GhceOGFmDVrFp566inxjoaLWTYQXWImZSES0SiJKp0S8UYzVZY1ywTvgFTcWT1eJVVhUyJSaxeIsUpUlgVkYoUSUViRqrBCEVYz7T8iIq4qrFO5DYntXqCwrBiRqrAV6m38XiEThT1Zpr6tWAQqy1psDuU2AHN9PzAN1e/DJvg+rcSiGbvswkSXvZxtIX+i//7774iNjQUAbNmyBWVlZbjmmmsAAGlpadi3b19I7WVnZ0PTNJ9bUlKS935d15GdnY3k5GRER0ejb9++2LlzZ9B2ly1bhrS0NDidTqSlpWHFihUh9YuIiIiIiAiAsRjsf2/1VcgDyxYtWmDHjh0AgDVr1uDCCy9Es2bNAABHjhxBTExMyJ246KKLcODAAe/t3//+t/e+mTNnYvbs2ZgzZw62bt2KpKQkZGRk4Pjx41W2V1BQgOHDh2PUqFH44osvMGrUKAwbNgxbtmwJuW9ERERERFS/MQobXMhR2CFDhmDKlCnIz8/Hu+++iwcffNB735dffok2bdqE3gmbzecsZSVd15Gbm4spU6ZgyJAhAIAFCxYgMTERixYtwl133RWwvdzcXGRkZCArKwsAkJWVhfz8fOTm5mLx4sUBH1NWVoaysjLv/4uLi0/9w6opl5GTinqpkorTikQcJaKWJoqpiPw6ZZbKslIk3uMKmYqUukCczy7wHktE+czELVDW0i1QWRYQ2vZNtP+Y5RgpVZnZLhBxdIhUhZXZB80SqZWoCusS+m5QKpDLtTjVZxeQqgqrl5nnOwaZA6cbCS7ko/Tjjz+OW265Bd999x1GjhyJyZMne+/75z//iauuuirkTnz33XdITk5Gamoqbr75Zvzwww8AgD179qCoqAiZmZnedZ1OJ9LT07F58+Yq2ysoKPB5DAAMGDCg2sfk5OQgISHBe0tJSQn5eRARERERUQSqnG7EyK2eCvmMZXR0NF588cWA933yySchd6B79+54/fXXccEFF+CXX37BE088gV69emHnzp0oKioCACQmJvo8JjExET/99FOVbRYVFQV8TGV7gWRlZWHSpEne/xcXF3NwSUREREREhq+frM/XWIY8sHz66acxbtw4NGzYUKQDlYV/AODiiy9Gz5490aZNGyxYsAA9evQAAGhnxMd0XfdbdqZQH+N0OuF0+letE8lKm2RGZonJzE81JBDRkqgsa6IoLPkTifIJVaSUqGwpEaGziMXw1NspE4i0m6WyLADT/EIsdlySqHotUhVWJo7uiFV/fySisE6zZFgBSCRQrQIFXX+vME8UNlqkKqxQFFZo26fIoWkWY1FYzRzf+8Mh5Gf+4IMPomXLlrjzzjvxxRdfiHcoNjYWF198Mb777jvvdZdnnmk8ePCg3xnJ0yUlJYX8GCIiIiIiooAYhQ0q5IHl999/j3vuuQdvv/02unTpgssvvxxLlixBRYXAZEo4VUTn66+/RosWLZCamoqkpCSsX7/ee7/L5UJ+fj569epVZRs9e/b0eQwArFu3rtrHEBERERERBaJZLYZv9VXIUdhWrVph5syZePzxx/HGG2/ghRdewMiRIzFp0iT88Y9/xF133YUWLVoYbu+BBx7A9ddfj3PPPRcHDx7EE088geLiYowZMwaapmHixImYPn062rZti7Zt22L69OmIiYnByJEjvW2MHj0aLVu2RE5ODgBgwoQJuOKKKzBjxgwMGjQIK1euxIYNG7Bp06ZQn65IFFaiKqwmEN+RqgrrEYi7iMQkJaJiEjNUC5GoImamSmRmqR4MyFSX9Qi04RC67kKqsqUqiYquHoHKsoDMNS2m+jJgkqqwUnH0KIFKnSJVYYV2HbNsKhJVYUvKZb4bnChTP0Y2EIjCanaHchsAAFepTDsUMTSbA5ot+Pal2ervpVo1PjQ6nU6MHTsW27Ztw8cff4wLLrgAjz/+OFq3bo0RI0YYjsn+/PPPGDFiBC688EIMGTIEDocDn3zyCVq1agUAmDx5MiZOnIjx48ejW7du2LdvH9atW4e4uDhvG4WFhThw4ID3/7169cKSJUswf/58dOzYEXl5eVi6dCm6d+9e06dLRERERET1ldE5LE30I//ZFvIZyzNt2LABc+bMwaZNm9C4cWNcf/31WLt2Ld566y3MnTsXd9xxR7WPX7JkSbX3a5qG7OxsZGdnV7nOxo0b/ZYNHToUQ4cONfIUiIiIiIiIqnQq5mqkKqxJIg1hUKOB5fHjxzF//ny88MIL+Pbbb9GhQwe8+OKLuPXWWxEVFYXy8nLcfffdyM7ODjqwNDvNYhGJspqBVBTWNPEqE1WFFYmxSsQkI+xgJlWVT6IqrET02iwRVikSUViJNgBzxcBNwyRxWgCw28xRFdYhlIU1y9cCiSS5S+i7gURVWIszSrkNTSB2DfCYEojya1LXX1OjZyPr+vNUEPKh8U9/+hNatmyJSZMmoV27dnjvvffw5Zdf4o477kBU1KkDgt1ux+233479+/eLd5iIiIiIiOhsMhKDFZmmsA4L+YzlkiVLcOedd+Lee+9Fampqleu1a9cO8+fPV+ocERERERFRuGkWq7EoLAeWxv3888+IjY0Nul7Tpk0xZsyYGnXKTDSbQ7nCWKRlrc1S7VMi3mgmEVcV1kQxPLNMFC8R5QMAq2aOSK1bV4/QlVfIvMdW7j9+JLZZqeOsREVkmaqwMvuOTDvq+49MVVj1NgCgRGDaOYtAVViLgaqdRpjleCD1OUjqjJ6NNMu2Ew4hDyyNDCqJiIiIiIgihsVi7AJrs1yEHQY1Kt7z3Xff4aWXXsLXX3+NkpISn/s0TcN7770n0jkiIiIiIqJw06wGo7BCc1bXRSEPLL/66iv06NEDLVu2xH/+8x907NgRhw4dwr59+5CSkoI2bdrURj/D5lRVWLUNxCynxHWZecihC5ShE6n2KdEPM0VMTPQLl8Q2KxHDk5qcXSRWWKHeF6tFeYan/7ZjkiisRFVYoQOTLcI+yEWOTRJxdIHtHpB5PhJxWqdQVVizXOEiURW2XKgqbEm5+ntsaaAehVW9fMnbjsRnskm+/5EMo2OCSJlNoiZCfuYPPfQQBgwYgJ07d0LXdcybNw979+7FqlWrUFpaiieeeKI2+klERERERBQeldONGLnVUyEPLD/77DOMGTMGlv+Oxj3//bls4MCBeOCBB5CVlSXbQyIiIiIiojCqjMIaudVXIeeyjhw5gsaNG8NiscBut+PIkSPe+7p164Zp06aJdjDsrBblzItEVVhNIr5TLhN30QUmQTZLxVCpKKxEFTqJA5FZYtdSJGLXgEycT6I6pl0oomWWqrASJOK0wKkK3soibv8ROEZKXLYAof1HoiqsUIxcKFGrTKBIu1hV2BMu9e8Gtug45TYszijlNgC5SG0kUf2eUtdnSdA0g1Vhtcj6LAlFyO9wy5YtcejQIQDA+eefjw8//NB735dffokGDRrI9Y6IiIiIiCjMKqcbMXKrr0I+Y3n55Zdj8+bNuOGGG3DLLbfgsccew4EDB+BwOJCXl4dbb721NvpJREREREQUFqwKG1zIA8spU6Zg//79AIAHH3wQRUVFeOONN6BpGoYNG4ZZs2aJdzKcJH55MEt1KI9Q5TddIHsjUe1Td5uooqtZmOlXMhNFlSXifBJVbq1OmWOBaarC6gJVYYXiziKXHAjsP1K/VEtERyWOkRL9ONWO+v7jsKm/tg4TVYWV6IpMVVj1NgCgpEK9IatTvSqsxKUpQORdWkICLBZj37NM8r0/HEIeWLZp08Y7pYjVasVzzz2H5557TrxjREREREREZmD0ZFN9/lFCZlI1IiIiIiKiCKVZLYbSMXW9SJEKQwPLUCq9apqGRx55pMYdMhuRi3Aj7JcLiUqdMm0IRC2l4rQCP9GIxPBMlOsXeY9NVJFSorKsxATvgExVWJtAnFaioqtYVdgI239EmCiO7hHZf9S/rDmFvvCZpSqsBIFC7wCA38vVj/nWKPWKrhaBOC0Akbwzq71HFovNYShqLRXHrosMfR3Ozs72+b+madDPuLZGO+2LTiQNLImIiIiIqH7TLAaL99TjHwMM/Rzj8Xi8t927dyM1NRV/+9vfsGfPHpSUlGDPnj14/PHHkZqaim+++aa2+0xERERERHTWaBaLwelGGIU1bMKECRg9ejSysrK8y1q1aoWHHnoI5eXluO+++/Duu++KdjKcNJtDeZJciay1RSC2pssUX5SpCisycbdMtULTMFFFSrNcHyAVw5OIBIpM8C5Q1RIwT1VYCR6ByrKA0LZvpl+ZzXK5gFhVWIH9xxqr3IZD6Aufw6a+D1otElFy5SbgMlFVWIkIoWa3K7cB1O84IwXG4j3BhXyE/eijj9C7d++A9/Xu3RubNm2qcWdycnKgaRomTpzoXabrOrKzs5GcnIzo6Gj07dsXO3fuDNrWsmXLkJaWBqfTibS0NKxYsaLG/SIiIiIionrsv8V7gt1E5iOqo0I+Y+l0OrFt2zZceeWVfvdt27YNDkfNfuHZunUrXn75ZXTs2NFn+cyZMzF79mzk5eXhggsuwBNPPIGMjAzs3r0bcXFxAdsqKCjA8OHD8fjjj2Pw4MFYsWIFhg0bhk2bNqF79+416t+ZdB0o041tOKUClV3KLOq/nJUJbeh2i/qvgaW6+q85JQK/stoFig0AgNWi3k5Jhfqv16UemfdYYput0NTb0CHzq5/dI1DsRuD9sQpNGFdWob69uQTmtXVpAtus0D5YAoF9UODtKRfY1gDALbAvWwT6IlbfTOB9LhU4iyux3QNAhUDRKYmz9RIn/IXqZ6Fc4LX9XeD0aYlbZh80+h2vOprAfuwROqZoAvuy0RP+URZAoMac6dTmGcsXXngBTz31FA4cOICLLroIubm56NOnT5Xr5+fnY9KkSdi5cyeSk5MxefJk3H333T7rLFu2DI888gi+//57tGnTBn/7298wePDgkPsWCk0/swpPEHfeeSfeeOMNPPXUUxg5ciQaNWqEI0eO4I033sDkyZNxyy234JVXXgmpEydOnECXLl3wwgsv4IknnkCnTp2Qm5sLXdeRnJyMiRMn4sEHHwQAlJWVITExETNmzMBdd90VsL3hw4ejuLjYJ5J79dVXo1GjRli8eHHAx5SVlaGsrMz7/+LiYqSkpKDgqb+iQbTTb/1SjwVD93UN6XkSEREREUWyf/Y4iugAY6vjv/+Ozjf/EceOHUN8fPzZ71gNFRcXIyEhAT99txvxVZzU8ln/+HG0anuh4ee5dOlSjBo1Ci+88AJ69+6Nl156Ca+++ip27dqFc88912/9PXv2oEOHDrjzzjtx11134eOPP8b48eOxePFi3HjjjQBOnWTr06ePz0m2Rx99VPQkWyAh/5Qye/Zs9OjRA3/+85/RtGlTOJ1ONG3aFPfddx8uu+wyzJ49O+RO3HPPPRg4cCCuuuoqn+V79uxBUVERMjMzvcucTifS09OxefPmKtsrKCjweQwADBgwoNrH5OTkICEhwXtLSUkJ+XkQEREREVHkMVa4J/RpCmfPno1x48bhjjvuQPv27ZGbm4uUlBTMnTs34Povvvgizj33XOTm5qJ9+/a44447MHbsWMyaNcu7Tm5uLjIyMpCVlYV27dohKysLV155JXJzc1VegqBCzqrFxcXh/fffx5o1a7Bx40YcPnwYTZo0Qb9+/ZCZmekz7YgRS5YswWeffYatW7f63VdUVAQASExM9FmemJiIn376qco2i4qKAj6msr1AsrKyMGnSJO//K89YVsWpefBWy+1V3n+647t3GFqvOse++l65jdJimcmqYpv7n8ENVcNLLlZuI6FbX+U24tt1UW4DAGzRDZTb+L2o6m3aqOIvqv7xJBTHv/5MuY2KkyeU23A0bqrcBgA0aKu+vTVo3025jZjzOyi3AQA7Cqs+lhn147HflduIFpijLa15Q+U2AOAcp3oMr/jbL5TbKD/4s3IbAOAuUX9/JIqY2Bs1V24DABpccIlyGydjmyi3sa3woHIbALCl6LhyGzsPqEd7fzmq3ATihKZ9zLhAfXv7Y/e2ym2c3Pa+chsAUPLTt8ptWBSLPwKAvaH6dg8AWlSMchtGn09UhF5ieKoqbPAnV7lOcXGxz3Kn0wmn0/c7tMvlwvbt2/HXv/7VZ3lmZmaVJ8SqOoE2b948lJeXw263o6CgAPfff7/fOqYbWFa6+uqrcfXVVyv98b1792LChAlYt24doqqZFPfMwaqu60EHsKE+JtCbDQCwaAFD5RoAo9P4VghUfivT1CeK190yk807KtSD806PeoXAaIELBqKsMheX2O3qR1FdoMqgS+BaT0Bmm3VJTIjulqlI6XSXBV8piGiB17aBQ/26UwCIEWgn2qa+zToEZom3C2z3ABDjFLgu2K4+UC4TeF0BwC2xL+vqx3yHJvODZBTU27FFqQ9cGjhlrtuOETjm2wQ+fySO+AKXbAMAXAIXfGoCzyg2RmakrAkcU0LPBfqzC3weAzJFry2qx8g6Xy1V++/NyHrwO0H12GOPITs722fZoUOH4Ha7QzohVtUJtIqKChw6dAgtWrSo0Uk2CYb2mpMnTyI2NvQy38Eet337dhw8eBBdu/7vWkW3240PP/wQc+bMwe7duwGcegFbtGjhXefgwYN+L9bpkpKS/F64YI8hIiIiIiIKxO3xwG2giFjlOnv37vW5xjLgCaz/CvWEWKD1z1xekxNzqgz9lpKamopnnnnG75RuVbZu3Yo//OEPQa+3vPLKK/Hvf/8bO3bs8N66deuGW265BTt27MB5552HpKQkrF+/3vsYl8uF/Px89OrVq8p2e/bs6fMYAFi3bl21jyEiIiIiIgrEo+twG7hVVnyOj4/3uQUaWDZt2hRWqzWkE2JVnUCz2Wxo0qRJtevU9kk2Q2csZ82ahSlTpuDhhx/G9ddfj379+qFLly5o3rw5oqKi8Ntvv+H777/HJ598gpUrV2LXrl0YNmwYxo4dW227cXFx6NDB95qj2NhYNGnSxLt84sSJmD59Otq2bYu2bdti+vTpiImJwciRI72PGT16NFq2bImcnBwAwIQJE3DFFVdgxowZGDRoEFauXIkNGzbUaI5NzWqFpnodkcTE9yaaE0cXmJHZU64e0ZJoQ+K5SJGYUFd5WzUbgQneAZmJ4iUmeLdaZH4ptJqkjrtbYJ4CiTYAwCJwPWHk7T/qxzdd4DgLyOw/UQIRcIfQZ6lTIAZulo91qY9BialcSlzqkekYgesaAZlrlM1E4jtGfefxeOAxcFw1sk4lh8OBrl27Yv369T5Tgaxfvx6DBg0K+JiePXti1apVPsvWrVuHbt26wf7f7bbyJNvp11mejZNsho7So0ePxk033YS8vDy8+OKL+Mc//hHw9Gp0dDSGDh2KvLw8n3irismTJ6OkpATjx4/HkSNH0L17d6xbt85nDsvCwkJYTrsOslevXliyZAkefvhhPPLII2jTpg2WLl1aq+V1iYiIiIgoMrk9uqEfQ0P9wXTSpEkYNWoUunXrhp49e+Lll19GYWGhd17KrKws7Nu3D6+//joA4O6778acOXMwadIk3HnnnSgoKMC8efN8plSUPMkWCsM//0VHR+NPf/oT/vSnP2Hfvn3YvHkz9u/fj5KSEjRt2hTt2rVD9+7dvSPlmtq4caPP/zVNQ3Z2tt/FrtU9BgCGDh2KoUOHKvWFiIiIiIgo1GssjRo+fDgOHz6MadOm4cCBA+jQoQNWr16NVq1aAQAOHDiAwsJC7/qpqalYvXo17r//fjz//PNITk7Gc889553DEgjfSbYa5UpatmyJm266SbovpmSxOWCxqcUqzBRjlaALxF1EIo5CMUmzEInCSkVdTBKZkYiwAoAuEMPTKwTi2wJtAIBd4JhinjitTA7PLPuPmeK0EvuP1D4oEYW1C7y2DqGqvRL7j0CaVkS5TOFflJSrfzcoFehMA6fRmv3VU/3uBwjtPyb5PCbA49HhMXA20sg6Zxo/fjzGjx8f8L68vDy/Zenp6fjss+qnhgvHSTaZ2vdEREREREQRyq174NYNnLE0sE6k4sCSiIiIiIioGrV1jWUk4cAyGItVOYYgE9EySWYGNTvF79eGREVXE8W8zCLSqr5JVe31VKjH8CSifBJtAIDVEjnxerfApOqAUAQ1gl5XANDdAsdIoW1WF9gHJaoqO4Siyg6BHKtZNjeJq1sAoEQgUlsiEIW1OKPVOwLIRFAj7DtGfVfudsNVEfw9LRc49tZVHFgSERERERFVw3PaHJXB1quvOLAkIiIiIiKqxqkorJGqsBxYUhU0q1U5YiUxya6ZKstKVIUVibFKRLRMFFORifLJxLzMsr2JRZUFIrUS25tEBByQiQRKtOESeF0lovWAeSq6RlwcXawyszmqKkfZZN4fp0AU1mGSTaW8QuZSm1KBqrAnXervsVQU1mJXrwrrEdh/zPJ5TLzG0ogaba3ffPMNRowYgRYtWsDhcHjL3U6dOhUffPCBaAeJiIiIiIjCya3rhm/1VcgDyx07duDSSy9Ffn4++vbtC/dpF6ieOHECL774omgHiYiIiIiIwsnz3zOWwW5SSZy6KOQo7F//+ld07NgR69evh8PhwNKlS733XXbZZVi2bJloB8NNs9qhKU6SKxPRMk8UQiQKKxFNlIjTmqlyl0mifIB54nxmqgorUdVSqiqsw6oer5eY4F2CWFVYif1HYEJ0U01mbqLK2RLbvru0VLkNh1AU1iHwmWyWj3WhwyxcAptKSbl6I5ZY9eMjIHQZk4kut5Ggepw1y3eLmnJ7PAavseQ8loZ9/PHHWLhwIWJiYnzOVgJAYmIiioqKxDpHREREREQUbkZjrvU5ChvywFLXdTgcgX/VPXLkCJxOp3KniIiIiIiIzMJjMObKKGwIOnbsiBUrVuCaa67xu2/NmjXo2rWrSMfMQrNalGOoFptAnMIsMykL0QWq+0lEq8SqjpqEVMzENHEVsaqw6u1IVHSV2t7s1ijlNiSqwpqJRPRIKkpuFjLVt2UqGYtEyQXakIiwnmpHff+xC7Rh1dS/wEql9sor1NsoMTD5fDBWZ6x6RyATjdcE9h+xz/UIO76FA89YBhfywHLChAkYOXIkYmNjMWrUKABAYWEh3n//fbz22mt46623xDtJREREREQULrzGMriQB5bDhw/H999/j+zsbDz33HMAgBtvvBE2mw1Tp07F9ddfL95JIiIiIiKicPEYPGPp4RnL0Dz00EMYPXo01q5di19++QVNmzbFgAED0KpVK+n+hZ1msarHECQm3TZL+TgAusAPMSLVPgV+ETJTFFYk7mKWCKvJ6BK/HgpsKxJxWgCw2iUidOaIwkr9sisRPYq0Ct4SzFQVVqKNKHsD5TYAIEaguqxZNhW3R+ZYUFquvg9KVIW1OtUvFQAAi109CuspU69kTObh1k9NJ2JkvfqqRgNLADjnnHMwbtw4yb4QERERERGZTuU8lUbWq69qPLA8ceIECgsLURpgXqkuXboodYqIiIiIiMgsWLwnuJAHlr/++ivuvPNOrFq1yu8+XdehaZrf/JZ1msWqHC8UiVeZqCqsx62+w4hUK5RoQ2hbleiLRIROLIZnkoyWSIQVMtUkRaoQC/QDkJnk3SxVYaU+gD0SVWFFjtWRFUcXO0aK7IPqUXJHtMz7I1Fd1iHQFZMcqgEALoFN5XeRqrDR6h0BYBFoRys5IdCRyDqm1GU8YxlcyIeku+66C++//z4mTJiAF198Ea+99pr3Nn/+fLz22mshtTd37lx07NgR8fHxiI+PR8+ePfHuu+9679d1HdnZ2UhOTkZ0dDT69u2LnTt3Bm132bJlSEtLg9PpRFpaGlasWBHqUyUiIiIiIvKesTRyq69CPmP5/vvv4+mnn8add94p0oFzzjkHTz75JM4//3wAwIIFCzBo0CB8/vnnuOiiizBz5kzMnj0beXl5uOCCC/DEE08gIyMDu3fvRlxcXMA2CwoKMHz4cDz++OMYPHgwVqxYgWHDhmHTpk3o3r27SL+JiIiIiKh+4BnL4EIeWMbGxopWfz1zepK//e1vmDt3Lj755BOkpaUhNzcXU6ZMwZAhQwCcGngmJiZi0aJFuOuuuwK2mZubi4yMDGRlZQEAsrKykJ+fj9zcXCxevDik/ml2u3JlMM1uV3o8AJG8i2aiyIxEVVhdIJooUenTTMQmUjZJ9EakejAASGxvJonTAoBdoNK0earCynwAS7QjMoG41L4jcPmDSERf6BipC8RYPWUlym1I7DuAVBRWfR+0WNS3e6nDbHmFehslFeqd8UDm2KbZ1L+7aTb1yrJiRKpeh//SsHAqd+twGdhhygUuGaurQj4yjho1Cm+++WZt9AVutxtLlizByZMn0bNnT+zZswdFRUXIzMz0ruN0OpGeno7NmzdX2U5BQYHPYwBgwIAB1T6mrKwMxcXFPjciIiIiIiJGYYML+YzlE088gXHjxmHw4MEYOHAgGjdu7LdO5dlFo/7973+jZ8+eKC0tRYMGDbBixQqkpaV5B4KJiYk+6ycmJuKnn36qsr2ioqKAjykqKqryMTk5OZg6dWpI/SYiIiIiosjHqrDBhTyw3LNnD7Zs2YJvv/0WK1eu9Lu/JlVhL7zwQuzYsQNHjx7FsmXLMGbMGOTn5/u0ebrK6rPVCfUxWVlZmDRpkvf/xcXFSElJYVXYAHSB2IwukJkxS2VZKSIRkQiLwkqReJ/NMsE7ANgFjgdmqQorxS1QFdbCqrB+pI6RIvugQBw92iFwaQpYFTaQcomqsOXq+3GpRCYXUL4MCoi840F9V+HRUWHgsgsj60SqkAeWf/zjH3Hs2DHk5uaiffv2cDjUdzyHw+Et3tOtWzds3boVzz77LB588EEAp85AtmjRwrv+wYMH/c5Ini4pKcnv7GSwxzidTjidTpWnQUREREREEchj8Iylh2csjduyZQvmzZuHESNG1EZ/AJw6u1hWVobU1FQkJSVh/fr16Ny5MwDA5XIhPz8fM2bMqPLxPXv2xPr163H//fd7l61btw69evWqtT4TEREREVFkcuvGil3V49o9oQ8sExMT0bBhQ7EOPPTQQ7jmmmuQkpKC48ePY8mSJdi4cSPWrFkDTdMwceJETJ8+HW3btkXbtm0xffp0xMTEYOTIkd42Ro8ejZYtWyInJwcAMGHCBFxxxRWYMWMGBg0ahJUrV2LDhg3YtGlTyP3TLFblKINEVTCxie9NQmLie4kqg1KTf5uFXFVYgSrEAtusxITogFCcT2KbFYjyAYDdJlAVViAKK1FZVqoqbLnAvhxlgqqJ0u2oEovCCsTAJdpwCL2u0Xb1dmSqwio3IXFoA2CeqrClQp8bNokorEn2Y5LBayyDC3lg+ac//QkvvfQSrrnmGpEO/PLLLxg1ahQOHDiAhIQEdOzYEWvWrEFGRgYAYPLkySgpKcH48eNx5MgRdO/eHevWrfOZw7KwsBCW046uvXr1wpIlS/Dwww/jkUceQZs2bbB06VLOYUlERERERCHjPJbBhTywtFgs+PLLL9GlSxdce+21flVhNU3ziaAGM2/evGrv1zQN2dnZyM7OrnKdjRs3+i0bOnQohg4dargfREREREREgfCMZXAhDywnT57s/feOHTv87g91YGl2msWqPiGsQBTCYlevZGcRiN0AQHm5+g4jMfG9WeKNgHmqy4rFbiIsviMyObtIlE8moiUR55OIsUqQ+gCW+IVY4jgrVZnZNASO1YBMRVeRysxCcXSJfdAp8Jks9LEuwiXwMVgmcHFaiUumKmxDZ7RyGxKXQkl9v5CZoSD8sySEU4Xn1M3IevVVjaYbISIiIiIiqi9YFTa4kAeWrVq1qo1+EBERERERmZLbY7AqLM9YUlU0mx2aTS0epfp4QKZKp5mIVIUViIeYJcIKCEVExKrCSkRmzLPNimwrJonyATLPx2qi90eCW+CYYoaomHQ7qsSqwgpU7dUrzBFpB4Aou/rXJ4mqsALdEOPxqD+fkgr1Mz2lEuVpIRNjtQhUlpXaZkkdr7EMztAhqX///njhhRfQrl079O/fv9p1NU3De++9J9I5IiIiIiKicHPrxuao5DyWQeinjbw9Hg+0aoo+6PV4lE5ERERERJGnwqPDaqBQXAWnG6neBx984P13oKk9IplmNUdVWImIo2ai5JtIVViTVPoEZGJeEiIuhid0oYJZqhBLxGkBme3WblU/IFgt6tE3qfm+JNqROFZH2oToYlFYk8RYPWKVmdX3n4irCiuQQC0RqDpfIhSFtUZHqTcicMlBpB1T6jKesQwu5C3+ww8/xIkTJwLed/LkSXz44YfKnSIiIiIiIjILj0eH28DNU4/PWIY8sOzXrx927doV8L5vvvkG/fr1U+4UERERERGRWVSesTRyq69CridW3TWU5eXlsERYpUHNYlGOBVpEKosJVJYVyszoAr/EmCWaCBNVhZUgFpkRiHmZaaJ4kRirmaLXElVhq7lWvi6SmDeMVWFrj0hVWIH9x11WotwGAETZY5XbiLapv8fmqgqr3oZL4CO5tELmc91ijxZoQ6AqrMQLK0X1O34dHyO43DpgoHKxqx6PLA0dkoqLi3H06FHv/4uKilBYWOizTklJCRYsWICkpCTRDhIREREREYUTr7EMztBPB8888wxSU1ORmpoKTdMwePBg7/8rb2lpaXjppZcwZsyY2u4zERERERHRWeP2GL/VliNHjmDUqFFISEhAQkICRo0a5XPyLxBd15GdnY3k5GRER0ejb9++2Llzp886ffv2haZpPrebb7455P4ZOmOZmZmJBg0aQNd1TJ48GX/+859x7rnn+qzjdDpx8cUXIz09PeROmJrFqh7pk4hXCUQTpaKwEkTitALRRKlqrhLRRInIDGN4gZklei1XFVZ927cKRJLMFKd1C8TFNItArlAq6mWWfVCq4rVJ9h+xqrBO9ffHIfCZ7JAoOi+0ybo96s+ntFx9PxarCutUrwqrCXyuQ+gSCpGscj3nMXjGsjZr94wcORI///wz1qxZAwD44x//iFGjRmHVqlVVPmbmzJmYPXs28vLycMEFF+CJJ55ARkYGdu/ejbi4OO96d955J6ZNm+b9f3R06HFwQ5+iPXv2RM+ePQGcqvx65513Ijk5OeQ/RkREREREVNe4PYDFwPi8ts5Yfv3111izZg0++eQTdO/eHQDwyiuvoGfPnti9ezcuvPBCv8fouo7c3FxMmTIFQ4YMAQAsWLAAiYmJWLRoEe666y7vujExMcqXNIb8O9Vjjz3GQSUREREREdUbbl03fANO1ag5/VZWVqb09wsKCpCQkOAdVAJAjx49kJCQgM2bNwd8zJ49e1BUVITMzEzvMqfTifT0dL/HvPHGG2jatCkuuugiPPDAAzh+/HjIfTRRPTEiIiIiIiLz8XiMJYor10lJSfFZ/thjjyE7O7vGf7+oqAjNmzf3W968eXMUFRVV+RgASExM9FmemJiIn376yfv/W265BampqUhKSsJXX32FrKwsfPHFF1i/fn1IfeTAMgiLzaF87ZuZrp0zC9Nc8yY03YhUO8qELpYRmXZBYsoSExG5plfo+i6JaUscVnMc/t0C04QAgFvgohaZa9kj61gtxWOS6yM9UtONNFLff2IEphsx0+wNEvE/ielGSsqlphsRmCpOYLo5j9AxpR4XKhUTahR27969iI+P9y53Op0B18/OzsbUqVOrbXPr1q0AAC1AbQNd1wMuP92Z95/5mDvvvNP77w4dOqBt27bo1q0bPvvsM3Tp0qXatk9njm8WREREREREJuXWAUsI043Ex8f7DCyrcu+99watwNq6dWt8+eWX+OWXX/zu+/XXX/3OSFaqvGayqKgILVq08C4/ePBglY8BgC5dusBut+O7777jwJKIiIiIiEiKx+BUIqEW4G3atCmaNm0adL2ePXvi2LFj+PTTT3HZZZcBALZs2YJjx46hV69eAR9TGW9dv349OnfuDABwuVzIz8/HjBkzqvxbO3fuRHl5uc9g1AgOLIPQLFb1WKBErNBuV27DYjHP1AC6wOyxZpr+IeJEWPRaZKoDk7QByMQKrRb1Y4rVRMcUiUitmS5bMEukVpeaokDi8geJOK3QMT/aob7/OASi1xLTjUhdtSAxy0epwNUCLqGSnB6oH98k9uNIuhTKLMe1mvLoBq+xrKXccfv27XH11VfjzjvvxEsvvQTg1HQj1113nU9F2Hbt2iEnJweDBw+GpmmYOHEipk+fjrZt26Jt27aYPn06YmJiMHLkSADA999/jzfeeAPXXnstmjZtil27duH//b//h86dO6N3794h9THs6fycnBxceumliIuLQ/PmzXHDDTdg9+7dPusYmdgzkGXLliEtLQ1OpxNpaWlYsWJFbT0NIiIiIiKKUG7d+K22vPHGG7j44ouRmZmJzMxMdOzYEf/3f//ns87u3btx7Ngx7/8nT56MiRMnYvz48ejWrRv27duHdevWeeewdDgceO+99zBgwABceOGFuO+++5CZmYkNGzbAGuKPAWE/Y5mfn4977rkHl156KSoqKjBlyhRkZmZi165diI2NBWB8Ys/TFRQUYPjw4Xj88ccxePBgrFixAsOGDcOmTZt8yvQSERERERFVx+0BtDDOYwkAjRs3xsKFC6tdRz8jwaNpGrKzs6usSJuSkoL8/HyR/oV9YLlmzRqf/8+fPx/NmzfH9u3bccUVV4Q0sefpcnNzkZGRgaysLABAVlYW8vPzkZubi8WLF/utX1ZW5jO/THFxMYBTp+1VT91bBGKsMlU6zRNb8wjkBESqdArt/VLtqJKKmURafEcizidTFVYmhidRHdMeo/7+WINUoTNCqiqsBJFtVioKK3HMN9U+KBAlF9h/pPZBh8AxMtqu3oZd4Fuc1Ug1EgPKPOohOIk4bUmFzCUH5W71djSBqrCaQEQfAHShisj1WajTjdRHYY/Cnqny1G3jxo0BhDax5+kKCgp8HgMAAwYMqPIxOTk5SEhI8N7OnHuGiIiIiIjqJ7fH+K2+MtXAUtd1TJo0CZdffjk6dOgAoPqJPauaDLTycaE8JisrC8eOHfPe9u7dq/JUiIiIiIgoQpjhGkuzC3sU9nT33nsvvvzyS2zatMnvvmATewYSymOcTmfgiUstFuVok0wUQiBOG2kT1ktU2BSq0ilV7VOVWEVKkei1ebY3iaiyxHssVZFSIs7nEJicXaIqrFvoE9gtEK/XBGabF6t6aKIYqwSz7D+eslLlNgCZvkhEYaNt6vugwGYPQCb+5xL4KP1dKApb6lLP5TpNcimUZDtqfTDP94Ka0A1GYXWesQy/P//5z3jnnXfwwQcf4JxzzvEuP31iz9MFm9gzKSkp5McQERERERGdiVHY4MI+sNR1Hffeey+WL1+O999/H6mpqT73nz6xZ6XKiT2rmgwUODWJ6OmPAYB169ZV+xgiIiIiIqIzlbuN3+qrsEdh77nnHixatAgrV65EXFyc9yxjQkICoqOjDU3sCQCjR49Gy5YtkZOTAwCYMGECrrjiCsyYMQODBg3CypUrsWHDhoAx2+poFqtyfEAiGmWRiNOaaDJzXSD+ZpZ4o6lIRV0kIoEmiN1IkqlqKTD7N2RieBIxVomqsFLcImX4BCZEl4qtCUTJJfoidYzU3OrPR2L/8QhVhXWXqkdqJSrLOgQ2NxNdtSBTFbZc5nSRS6AqbLRARVexz1KJdiLtO1OI3DoAI9ON8BrL8Jk7dy4AoG/fvj7L58+fj9tuuw3AqYk9S0pKMH78eBw5cgTdu3f3mdgTAAoLC2E57ctwr169sGTJEjz88MN45JFH0KZNGyxdupRzWBIRERERUUg8BuexrM/TjYR9YHnmJJ6BBJvYEwA2btzot2zo0KEYOnSoQu+IiIiIiKi+c3tg7IwlB5ZUFYvdDotiVS+RqrAi1Qpl8i6aQDMiUViTTLgNwDTxEKmKlGKVLU1CZFsR+KSQiuFJbLd2gfdYIk4rxW3gR8qgbQj8zBxJFRwl6QKvrch+LFSZWSKOHiVQmdkhUBXWapHJ7UmcpZG4Nq1MKIdYKpDLbeSUmBVAvQ0A0AS2WeVXto4f1zw6DL0IAkXK6ywOLImIiIiIiKrh8WiAJ/iPOR4D60QqDiyJiIiIiIiq4fYYm6OS11hSlcxSFVYiCmGmCeslSFQIlKp4qAtUjzMTkRieQBtm2mZFInRC25tEpFYihmemKKwEiTitVGxNJDJmotiZWS5dEKsKW1ai3Ea0PUa9DYEorMVinm/BEtemlVTIPJ8SgSispUGschtmitdH2nedUHFgGRwHlkRERERERNXwGCzew4ElERERERERBeT2aNB5jWW1OLAMQrNYlaOsmk2tqiwAaIqVaQHAYjfP220kShC8DXNUGZRsR5WZIjOmirEK5KtEqsIKVaTUK9Rj4CJVYTXzfHh6BMrweVgVttaIRGEF2vCUlSq3IdVOVIN45TacVvV90GGiTU0gfSpWFdZVob69WZ1Rym2ozkxQyVMm8bke/kvDwolR2ODMM9IgIiIiIiIyIV03NmgUuFy/zuLAkoiIiIiIqBoejwbNQMzVSFw2UnFgGYRmsShHkiwSFV0lookWmWiiRELLIxBVEYk3ClSWBSIvCitS0ZVRPv82hLY3icqWVoHjgUQbZuIWiNNKRcBFqombKXZmkuO1SHVnyOyD0Q71r2DRNvXtzURXyaDcrf6FvKRC5nRRqUAUVuSYIhWvlzimeBSjsJqJjkk14PEAmpEzlozCEhERERERUSAcWAbHgSUREREREVE1dI8GMApbLQ4sg9AsVvUYgkSs0CYw6baJqnRKMEuVQSDyJg0WicyYKE5rlqqwYtubQAxPoi8SVWGlKsu6BaoluAVK+dkZR681MnF0oShsWYlyG1EC1T5j7Oqf62ZKtAscZuESisK6BD7XywXakLic6lRDkXU8CAuD81gaWidCcWBJRERERERUDUsFoBn4IUYXmDanruLAkoiIiIiIqBqaB9CMnITmGUuqktWiXOVPIsYg04bM223k15qzQSbeKBRhNUtVWKEqkCIRugiLXku8x2JViAUqW0pUtbRYIus6Eo+ZKjhKtCOQcZR6Ph5PqXIbEjFWj1RV2DL15xMl8JksURXWYaKEpEgUVujjuKRcvSGXQGXZaBMdU1TbqOvxfCuL9wTFgSUREREREVE1LJ5Tt2AELtevsziwJCIiIiIiqobVo8NiINmiCaRf6ioOLIOQqAorEj8QqB5npgiCRExAF/hJSGqybKlqn8oirCKl1GTzeplERVfzVIX1CERqJdpwCESvrUJxWomKrm6BA5NUBUeJdqSi8WYhsg8KxdFFouRQ//IZY1N/j+1SHxsCh2uJMz0lYlVh1TsjURU2VuD7HyDzeap6TKnrxySrW4fFYmBg6a6/A8uwXwT14Ycf4vrrr0dycjI0TcPbb7/tc7+u68jOzkZycjKio6PRt29f7Ny5M2i7y5YtQ1paGpxOJ9LS0rBixYpaegZERERERBTJrB6P4Vt9FfaB5cmTJ3HJJZdgzpw5Ae+fOXMmZs+ejTlz5mDr1q1ISkpCRkYGjh8/XmWbBQUFGD58OEaNGoUvvvgCo0aNwrBhw7Bly5baehpERERERBShOLAMLuxR2GuuuQbXXHNNwPt0XUdubi6mTJmCIUOGAAAWLFiAxMRELFq0CHfddVfAx+Xm5iIjIwNZWVkAgKysLOTn5yM3NxeLFy8O+JiysjKUlZV5/19cXAzg1Gl75VP/EpEmgVihVFVYi1U9uuaWyJ+bacJ6gbiLWIVaASKRGRNFr83CVFVhBdqQirGahcRxSWy7N1FFVwkSx1qJNiQirADgKStRbsMt0Ea0QI41Sia9LRKFdXvUjynlQlFYs1SFtcREKbcBSFWaVmxDYiMJI4tHh8XIoLEeX2Np6nd4z549KCoqQmZmpneZ0+lEeno6Nm/eXOXjCgoKfB4DAAMGDKj2MTk5OUhISPDeUlJS1J8AERERERHVeRaP2/CtvjL1wLKoqAgAkJiY6LM8MTHRe19Vjwv1MVlZWTh27Jj3tnfvXoWeExERERFRpNB0Y4NKTa+/A8uwR2GN0DTfaISu637LVB/jdDrhdDr92xGoCmuRqOhqE8iqiE2yK9KMMokKgSKzMQOmmbTITJOzayJRPpNsbAB0M0WvJSaKF2jDqvkfM0NvwzxxWonKsppdZps1S/VEU+2DEnFaqUrgAu24y0qV24g2UVVYCRIfyS6h7/QugeNBucATkvpcl6g0LbHN1mWaXgFNrzC0Xn1lnk+MAJKSkgDA70zjwYMH/c5Invm4UB9DREREREQUiOZxG77VV6YeWKampiIpKQnr16/3LnO5XMjPz0evXr2qfFzPnj19HgMA69atq/YxREREREREgWieCsO3+irsUdgTJ07gP//5j/f/e/bswY4dO9C4cWOce+65mDhxIqZPn462bduibdu2mD59OmJiYjBy5EjvY0aPHo2WLVsiJycHADBhwgRcccUVmDFjBgYNGoSVK1diw4YN2LRpU8j90ywW5SiQTEVX9QiDRCQXADSBqrAQmBhaIpooURkTkIs4moZE9EYiyhdhVS09UpOzS1SFFeiLwxmj3IYUt65+TDFTVViZOLp59h8RJoqjewQigWapCusQK2Ssvv9IXFUiUMwVAFAmsL2VlKsPMCQi+oA5jil1/Zik6R5D109qujkujwqHsA8st23bhn79+nn/P2nSJADAmDFjkJeXh8mTJ6OkpATjx4/HkSNH0L17d6xbtw5xcXHexxQWFsJy2uCvV69eWLJkCR5++GE88sgjaNOmDZYuXYru3bufvSdGRERERESRwVNx6mZkvXoq7APLvn37Qq/ml2ZN05CdnY3s7Owq19m4caPfsqFDh2Lo0KECPSQiIiIionpNrzh1M7JePRX2gaX5af+91ZxEjFWTqCwrMOn9qXbMUcVRpiqsUJVOgXbMFKc1Q2QmIolVhVWPsUpUtbREqR8LrBZzHE8AwCMQpxWr5iqxDwp89ohE2iFUVdkicJyViqNLVGYWiNNG2eOCrxS0DZl9UKKAsJmKvZeUqzfkqlDfZsuFvqdYJY4pit8jpb6Hho3uPnUzsl49VcffYSIiIiIiolrmLgPcpQZuZbXWhSNHjmDUqFFISEhAQkICRo0ahaNHj1b7mOXLl2PAgAFo2rQpNE3Djh07/NYpKyvDn//8ZzRt2hSxsbH4wx/+gJ9//jnk/nFgSUREREREVJ3KM5ZGbrVk5MiR2LFjB9asWYM1a9Zgx44dGDVqVLWPOXnyJHr37o0nn3yyynUmTpyIFStWYMmSJdi0aRNOnDiB6667Du4Qz5gzChuE2+NRrsglEiu0CcRpBdowE5kJ62UyM2aJscrFnc0RhRV7PgIZLZEqxEIxPJkKtepRPofA5OxmisJKMNNk5pEWR5fY7nWB7R4APC71iq4SVWEbxDdWbiNapmA8HDb1KPnvperHaoFCrACAMrf68ykX+NyQiNMCQKzEJVX1vCpsqMV7iouLfRY7nU44nc4a//mvv/4aa9aswSeffOItSPrKK6+gZ8+e2L17Ny688MKAj6sceP74448B7z927BjmzZuH//u//8NVV10FAFi4cCFSUlKwYcMGDBgwwHAfecaSiIiIiIioGrpeYfgGACkpKd7IakJCgndaxJoqKChAQkKCzywXPXr0QEJCAjZv3lzjdrdv347y8nJkZmZ6lyUnJ6NDhw4ht8szlkRERERERNUyGnM9tc7evXsRHx/vXapythIAioqK0Lx5c7/lzZs3R1FRkVK7DocDjRo18lmemJgYcrscWAbh0XXlibctAvEDiViURD8AwGKS6JpINFGgMuaphiKrKqxERUoIxFjNFJuRiE1LvccScT6JKGykxVglJiKXiF2fakdg24+w6s6muvxBINbuEYjCRtnVv8Y5hCq9Wyzq0VEJ5UIfpS6BKKxLoKKrVFVYkdkF6nkUVve4oWvBo7CVn/Xx8fE+A8uqZGdnY+rUqdWus3XrVgCnpmH0+3u6HnC5qpq0y4ElERERERFRdWppupF7770XN998c7XrtG7dGl9++SV++eUXv/t+/fVXJCYmhvQ3T5eUlASXy4UjR474nLU8ePAgevXqFVJbHFgSERERERFV49T1k8HPulZeY2lU06ZN0bRp06Dr9ezZE8eOHcOnn36Kyy67DACwZcsWHDt2LOQB4Om6du0Ku92O9evXY9iwYQCAAwcO4KuvvsLMmTNDaosDyyA8Hg88itEZm0R1P4mqsFLVCh0S7aiXbdM9ArEboZmUJWKFZiJS0dVEVWHNQiLKB8hEuHWBNuwC1YOtQvEd1UsWAMAtcUyBzPMRqcwcYXF0iUsOpC5/kDjme8pKlduIdqh/jYu2y2yzElVhJQgdZuESOB64TFQVVrNEqbeheFwy1fGkBk5FYYO/H7V1aVP79u1x9dVX484778RLL70EAPjjH/+I6667zqcibLt27ZCTk4PBgwcDAH777TcUFhZi//79AIDdu3cDOHWmMikpCQkJCRg3bhz+3//7f2jSpAkaN26MBx54ABdffLG3SqxRkfWtjYiIiIiISJpeYfxWS9544w1cfPHFyMzMRGZmJjp27Ij/+7//81ln9+7dOHbsmPf/77zzDjp37oyBAwcCAG6++WZ07twZL774onedZ555BjfccAOGDRuG3r17IyYmBqtWrYI1xB8TeMaSiIiIiIioOroHuqFrLIVOmwfQuHFjLFy4sPo/f0aC57bbbsNtt91W7WOioqLw97//HX//+9+V+seBZRBuj64cj9Ls6qf+RSbLFqoKq0VQJUixuIJEVViByIxU5V+RGF4dj7zUCrGqsOoVKSXacNgEorBCVVTdQpUTVUlUlgUQcRVdJWK5IsdrqTi6S72iq0RV2Din+neDGBurwgZSJlAVtkSgMzIRfXNc4iJVNTtcdN1taGBpaPAZoTiwJCIiIiIiqobuqYCuBR8c657ai8KaHQeWRERERERE1eAZy+A4sAzC7fEoR5s0izlirBabVEzSHFEGmcmyhaKJtVQBLFwibXJ2kRheuUQlY6nJ2QUqUgq0YRGINUlVhZUgUllWoA1AKNYusf+Y5HgPyBxnparCSkTJJaKwUQLbSbRN5j0WKRgvQKwqrEAUVqIqbLlQzF8ipq8ehTXJRlJTtTSPZSThwJKIiIiIiKgap6YbCf4jc6SdbAgFB5ZERERERETVOBWFNXCNJc9YUlU8Hh0exYpcZogfAIAmUFkWkJp0W70fukBMRWrCevPEcmXizhIkKsuKRPlMRGx7Ezim6AKRQIfAe2wRqjJtlkitRyjuLHHMF6kmzn0wcDsScfSyUvU2BPbjGLtMFNZukm+UUoWZXRXmiMJKtAHIRGptqt//TBStrwkOLIOrM+/wCy+8gNTUVERFRaFr16746KOPql0/Pz8fXbt2RVRUFM477zyfSUCJiIiIiIiM8nhc8LgN3Dwy13LXRXViYLl06VJMnDgRU6ZMweeff44+ffrgmmuuQWFhYcD19+zZg2uvvRZ9+vTB559/joceegj33Xcfli1bdpZ7TkREREREdV1lVVgjt/rKJMGF6s2ePRvjxo3DHXfcAQDIzc3F2rVrMXfuXOTk5Pit/+KLL+Lcc89Fbm4uAKB9+/bYtm0bZs2ahRtvvDGkv+3WPXDrajEEifiBRIxVorIsUPcnuD2dRBwQgMzE92a62FvgPRaJbwvFZswS55O6oF8i/iZRFVbi+ZglwgrITEQuNZm5NcIqM0uQiLFqFql90BxVYSt+P6ncRpxQOVe7xCZrkdgH1fsBAC6BTcUlkMt1VUhVhVV/be31vCqs7nFDN3BOrj4X7zH9CMHlcmH79u3IzMz0WZ6ZmYnNmzcHfExBQYHf+gMGDMC2bdtQXkWJ8LKyMhQXF/vciIiIiIiIdN1j8Iyl0K8bdZDpz1geOnQIbrcbiYmJPssTExNRVFQU8DFFRUUB16+oqMChQ4fQokULv8fk5ORg6tSpfstPnDih0PtTPC71s41lJ9V/lTxRWqbcBgCcLFf/JeZ3gZ8U3QK/4tld6r86A4Djd/VfnnFC/T22ChQ0AoCSk78rt3GyRH17+71M5v0pc6nPQekW2O4tVvV+AICnTP1so01gm406fly5jZMCx1gAOCmwL1sFzkIdd8j8Xms9qf66HP9dfT/+Xehzo1RgX3YLvMcCJ8QAAFaBfVAvUS/eI7EPlgh8vwAAd6l6O7pLff9xl8l8qXeVqKcpSk6qb3AnT8h8VT8epd6OC2qfg8f/e7zXheb7Pds8FWXQDaQedI/MZ31dZPqBZSXtjLiUrut+y4KtH2h5paysLEyaNMn7/3379iEtLQ29e/aoaZepLij4TqadV9bItENkyCcCbSwVaIOIwuvRcHfAdI4KtfO9QBv/EGgjEh0/fhwJCQnh7oZhDocDSUlJKCr62PBjkpKS4HDIzMZQl5h+YNm0aVNYrVa/s5MHDx70OytZ6dSb77++zWZDkyZNAj7G6XTC6XR6/9+gQQPs3bsXcXFx1Q5gKTyKi4uRkpKCvXv3Ij4+PtzdIRPjtkJGcDsho7itkBHcTvzpuo7jx48jOTk53F0JSVRUFPbs2QOXy3hSweFwICoqqhZ7ZU6mH1g6HA507doV69evx+DBg73L169fj0GDBgV8TM+ePbFq1SqfZevWrUO3bt1gN1jAxmKx4Jxzzql5x+msiI+P5wGbDOG2QkZwOyGjuK2QEdxOfNWlM5Wni4qKqpcDxVCZvngPAEyaNAmvvvoqXnvtNXz99de4//77UVhYiLvvvhvAqRjr6NGjvevffffd+OmnnzBp0iR8/fXXeO211zBv3jw88MAD4XoKREREREREEcv0ZywBYPjw4Th8+DCmTZuGAwcOoEOHDli9ejVatWoFADhw4IDPnJapqalYvXo17r//fjz//PNITk7Gc889F/JUI0RERERERBRcnRhYAsD48eMxfvz4gPfl5eX5LUtPT8dnn31Wy72icHE6nXjsscd8roslCoTbChnB7YSM4rZCRnA7ofpI0+tqzV8iIiIiIiIyhTpxjSURERERERGZFweWREREREREpIQDSyIiIiIiIlLCgSUREREREREp4cCSiIiIiIiIlHBgSab3t7/9Jq2ovAAAne1JREFUDb169UJMTAwaNmzod//hw4dx9dVXIzk5GU6nEykpKbj33ntRXFwcsL3//Oc/iIuLC9gW1V0S28nGjRsxaNAgtGjRArGxsejUqRPeeOONs/gsqLZJHU/+/e9/Iz09HdHR0WjZsiWmTZsGFlmPLMG2lS+++AIjRoxASkoKoqOj0b59ezz77LN+661duxY9evRAXFwcmjVrhhtvvBF79uw5C8+Azgap7UTXdcyaNQsXXHCB99gzffr0s/AMiORwYEmm53K5cNNNN+FPf/pTwPstFgsGDRqEd955B99++y3y8vKwYcMG3H333X7rlpeXY8SIEejTp09td5vOMontZPPmzejYsSOWLVuGL7/8EmPHjsXo0aOxatWqs/U0qJZJbCfFxcXIyMhAcnIytm7dir///e+YNWsWZs+efbaeBp0FwbaV7du3o1mzZli4cCF27tyJKVOmICsrC3PmzPGu88MPP2DQoEHo378/duzYgbVr1+LQoUMYMmTI2XoaVMskthMAmDBhAl599VXMmjUL33zzDVatWoXLLrvsbDwFIjk6UR0xf/58PSEhwdC6zz77rH7OOef4LZ88ebJ+6623htQW1S0S28nprr32Wv32228X6BmZicp28sILL+gJCQl6aWmpd1lOTo6enJysezwe6a5SmIWyrYwfP17v16+f9/9vvvmmbrPZdLfb7V32zjvv6Jqm6S6XS7qrFEYq28muXbt0m82mf/PNN7XUO6Kzg2csKeLs378fy5cvR3p6us/y999/H2+++Saef/75MPWMzKSq7eRMx44dQ+PGjc9Sr8hsAm0nBQUFSE9Ph9Pp9C4bMGAA9u/fjx9//DEMvSSzOPN40a1bN1itVsyfPx9utxvHjh3D//3f/yEzMxN2uz2MPaVwOnM7WbVqFc477zz885//RGpqKlq3bo077rgDv/32Wxh7SRQ6DiwpYowYMQIxMTFo2bIl4uPj8eqrr3rvO3z4MG677Tbk5eUhPj4+jL2kcKtuOznTW2+9ha1bt+L2228/iz0kM6huOykqKkJiYqLP+pX/LyoqOqv9JPMoKCjAP/7xD9x1113eZa1bt8a6devw0EMPwel0omHDhvj555+xZMmSMPaUwinQdvLDDz/gp59+wptvvonXX38deXl52L59O4YOHRrGnhKFjgNLCovs7Gxomlbtbdu2bSG1+cwzz+Czzz7D22+/je+//x6TJk3y3nfnnXdi5MiRuOKKK6SfCtWis72dnG7jxo247bbb8Morr+Ciiy6SeDpUS8KxnWia5vN//b+Fe85cTuZSG9sKAOzcuRODBg3Co48+ioyMDO/yoqIi3HHHHRgzZgy2bt2K/Px8OBwODB06lMWeTOxsbycejwdlZWV4/fXX0adPH/Tt2xfz5s3DBx98gN27d0s+NaJaZQt3B6h+uvfee3HzzTdXu07r1q1DajMpKQlJSUlo164dmjRpgj59+uCRRx5BixYt8P777+Odd97BrFmzAJz6EujxeGCz2fDyyy9j7NixNX0qVIvO9nZSKT8/H9dffz1mz56N0aNH16TrdBad7e0kKSnJ78zkwYMHAcDvTCaZS21sK7t27UL//v1x55134uGHH/a57/nnn0d8fDxmzpzpXbZw4UKkpKRgy5Yt6NGjR0h/i86Os72dtGjRAjabDRdccIF3Wfv27QEAhYWFuPDCC0P6W0ThwoElhUXTpk3RtGnTWmu/8pfgsrIyAKeiJ26323v/ypUrMWPGDGzevBktW7astX6QmrO9nQCnzlRed911mDFjBv74xz/W2t8mOWd7O+nZsyceeughuFwuOBwOAMC6deuQnJwc8pdNOrukt5WdO3eif//+GDNmDP72t7/53f/777/DarX6LKv8v8fjEesHyTrb20nv3r1RUVGB77//Hm3atAEAfPvttwCAVq1aifWDqLZxYEmmV1hYiN9++w2FhYVwu93YsWMHAOD8889HgwYNsHr1avzyyy+49NJL0aBBA+zatQuTJ09G7969vV/yKn/5q7Rt2zZYLBZ06NDhLD8bqi0S28nGjRsxcOBATJgwATfeeKP3rJTD4WABnwghsZ2MHDkSU6dOxW233YaHHnoI3333HaZPn45HH32UUdgIEmxb2blzJ/r164fMzExMmjTJe7ywWq1o1qwZAGDgwIF45plnMG3aNIwYMQLHjx/HQw89hFatWqFz587hemokSGI7ueqqq9ClSxeMHTsWubm58Hg8uOeee5CRkeFzFpPI9MJZkpbIiDFjxugA/G4ffPCBruu6/v777+s9e/bUExIS9KioKL1t27b6gw8+qB85cqTKNjndSOSR2E6qaiM9PT0sz4nkSR1PvvzyS71Pnz660+nUk5KS9OzsbE41EmGCbSuPPfZYwPtbtWrl087ixYv1zp0767GxsXqzZs30P/zhD/rXX3999p8Q1Qqp7WTfvn36kCFD9AYNGuiJiYn6bbfdph8+fPjsPyEiBZqu8+pxIiIiIiIiqjlWhSUiIiIiIiIlHFgSERERERGREg4siYiIiIiISAkHlkRERERERKSEA0siIiIiIiJSwoElERERERERKeHAkoiIiIiIiJRwYElERERERERKOLAkIiJStHr1agwYMACPPfYYdF0Pd3eIiIjOOg4siYgiTF5eHjRNw48//hjurgTsy+bNm5GdnY2jR4+K/73s7Gxomibe7rRp05CWlgaPx+N3X2lpKXJycrB48WJ4PB4sX77cb5233noLmqZh6dKlfvddcskl0DQNa9eu9buvTZs26NKli/f/8+bNQ8uWLXHy5EnFZ0RERCSLA0siIqo1AwcOREFBAVq0aOFdtnnzZkydOrVWBpa1Yf/+/Zg5cyamTZsGi8X/Y7OsrAxxcXFo3Lgx2rRpgyNHjvit07dvX2iahg8++MBn+W+//YZ///vfiI2N9bvv559/xg8//IB+/fp5l40ZMwaxsbGYOXOm0LMjIiKSwYElERHVmmbNmqFHjx5wOp3h7kqNPfvss2jYsCGGDBkS8P6EhAT06NED3bp1w7JlyzBy5Ei/dZo2bYoOHTpg48aNPsvz8/Nhs9kwbtw4v4Fl5f9PH1jabDbcddddePbZZ/H7778rPjMiIiI5HFgSEdUDmzZtwpVXXom4uDjExMSgV69e+Ne//uWzTmWMdOfOnRgxYgQSEhKQmJiIsWPH4tixY35trly5Eh07doTT6cR5552HZ5991i+KemYUNjs7G3/5y18AAKmpqdA0DZqmeQdct912G1q3bu33twJFXP/1r3+hU6dOcDqdSE1NxaxZs6p8/t999x1GjhyJ5s2bw+l0on379nj++eeDvm4ulwvz5s3DyJEjA56trPToo49i27ZtWLVqFWJiYgKu069fP+zevRsHDhzwLtu4cSMuvfRSXHvttdi+fTuOHz/uc5/VakWfPn182rnllltQXFyMJUuWBO0/ERHR2cKBJRFRhMvPz0f//v1x7NgxzJs3D4sXL0ZcXByuv/76gNf83XjjjbjggguwbNky/PWvf8WiRYtw//33+6yzZs0aDBkyBE2aNMHSpUsxc+ZMLF68GAsWLKi2L3fccQf+/Oc/AwCWL1+OgoICFBQU+FxHaMR7772HQYMGIS4uDkuWLMFTTz2Ff/zjH5g/f77furt27cKll16Kr776Ck8//TT++c9/YuDAgbjvvvswderUav/Oli1bcPjwYZ+zhjVV2cbpZy0/+OADpKeno3fv3tA0DR999JHPfV26dEFCQoJPO0lJSWjXrp3fDwNEREThZAt3B4iIqHb99a9/RaNGjbBx40Y0aNAAAHDdddehU6dOeOCBBzBs2DCfs4Hjxo3znlW86qqr8J///AevvfYa5s2b513v0UcfRcuWLbF27Vo4HA4AwNVXXx3wbOPpzjnnHJx77rkAgM6dOwddvypTpkxBYmIi1q9fj6ioKADAgAEDArY3adIkxMXFYdOmTYiPjwcAZGRkoKysDE8++STuu+8+NGrUKODfKSgoAICQB76BpKenw2KxYOPGjRgxYgQOHz6Mr776Ck899RQaNGiALl264IMPPsC1116LvXv3Ys+ePbjpppsCttWlSxds2LBBuU9ERERSeMaSiCiCnTx5Elu2bMHQoUO9g0oAsFqtGDVqFH7++Wfs3r3b5zF/+MMffP7fsWNHlJaW4uDBg942t23bhhtuuME7qASABg0a4Prrr6/FZwPv39+6dSuGDBniHVQC8J6FPV1paSnee+89DB48GDExMaioqPDerr32WpSWluKTTz6p8m/t378fmqahadOmyv1u1KgRLrnkEu8Zy/z8fFitVvTu3RvAqYFn5XWVga6vPF3z5s1x8OBBVFRUKPeLiIhIAgeWREQR7MiRI9B13acqa6Xk5GQAwOHDh32WN2nSxOf/lYV3SkpKfNpMTEz0azPQMmlHjhyBx+NBUlKS331nLjt8+DAqKirw97//HXa73ed27bXXAgAOHTpU5d8qKSmB3W6H1WoV6Xu/fv3w7bffYv/+/fjggw/QtWtX74A/PT0dn3/+OY4dO4YPPvgANpsNl19+ecB2oqKioOs6SktLRfpFRESkilFYIqII1qhRI1gsFp+CMZX2798PACGfjWvUqBE0TcMvv/zid19RUVHNOvpfUVFRKCsr81t++uCv8u8H+ltnLmvUqJH37Ow999wT8G+mpqZW2Z+mTZvC5XLh5MmTiI2NNfo0qtSvXz/Mnj0bGzduxMaNG72DWwDeQeSHH37oLepz+lnm0/32229wOp1V3k9ERHS28YwlEVEEi42NRffu3bF8+XLvGUcA8Hg8WLhwIc455xxccMEFIbfZrVs3vP3223C5XN7lJ06cwD//+c+gjz/zDOjpWrdujYMHD/oMWl0uF9auXevz9y+77DIsX77c54zd8ePHsWrVKp/2YmJi0K9fP3z++efo2LEjunXr5nc78wzt6dq1awcA+P7774M+LyOuuOIKWK1WvPXWW9i5cyf69u3rvS8hIQGdOnXCggUL8OOPP1ZbMOiHH35AWlqaSJ+IiIgkcGBJRBThcnJyvJVN33rrLbzzzju49tpr8dVXX2HWrFl+03gYMW3aNOzbtw8DBgzA22+/jWXLluGqq65CgwYNgrZ38cUXAzg1P2RBQQG2bdvmnWZj+PDhsFqtuPnmm7F69WosX74cmZmZcLvdPm08/vjjKCoqQkZGhvfvX3nllQHPKj777LMoLCxEnz59kJeXh40bN2LVqlV45pln0L9//2r7Wjnwq+46zFDEx8ejS5cuePvtt2GxWLzXV1ZKT0/H8uXLAVR9faXH48Gnn34qUqmWiIhICgeWREQRLj09He+//z5iY2Nx22234eabb8axY8fwzjvvYPjw4TVq8+qrr8ayZctw+PBhDB8+HJMmTcLgwYMxaNAgNGzYsNrH9u3bF1lZWVi1ahUuv/xyXHrppdi+fTuAU7HUlStX4ujRoxg6dCj+8pe/4KabbsLo0aN92qgcUBYXF3v//o033oixY8f6/b20tDR89tln6NChAx5++GFkZmZi3LhxeOutt3DllVdW29eUlBT06dMHK1euDO0Fqka/fv2g6zo6d+7srVJbKT09Hbquw+FwoFevXgEfv3HjRhw7dgy33HKLWJ+IiIhUabqu6+HuBBER1X3l5eXo1KkTWrZsiXXr1oW7O2KWLVuG4cOH46effkLLli3D3R2MGjUKP/zwAz7++ONwd4WIiMiLA0siIqqRcePGISMjAy1atEBRURFefPFF5OfnY926dbjqqqvC3T0xuq6jV69e6Nq1K+bMmRPWvnz//fdo37493n///SorxhIREYUDq8ISEVGNHD9+HA888AB+/fVX2O12dOnSBatXr46oQSUAaJqGV155Be+88w48Hg8slvBdRVJYWIg5c+ZwUElERKbDM5ZERERERESkhMV7iIiIiIiISAkHlkRERERERKSEA0siIiIiIiJSwoElERERERERKeHAkoiIiIiIiJRwYElERERERERKOLAkIiIiIiIiJRxYEhERERERkRIOLImIiIiIiEgJB5ZERERERESkhANLIiIiIiIiUsKBJRERERERESnhwJKIiIiIiIiUcGBJRERERERESjiwJCIiIiIiIiUcWBIREREREZESDiyJiIiIiIhICQeWRERERCa1evVqDBgwAI899hh0XQ93d4iIqsSBJVEEmDdvHlq2bImTJ08GXTcvLw+apmHbtm0B77/uuuvQunVr4R7Ke+utt6BpGjZu3Igff/wRmqZh1qxZPutUPtcff/yx2mVmoNKvzZs3Izs7G0ePHq3x38/OzoamaYb6tHTpUlx00UWIjo6GpmnYsWNHwGXkL9j+F4rq3vcz3zuJbaQqgbads+HVV1+Fpmlo0KBBwPtPnDiBiRMnIjk5GVFRUejUqROWLFliqO3jx49j8uTJyMzMRLNmzaBpGrKzs/3We//99zF27Fi0a9cOsbGxaNmyJQYNGoTt27f7rbtx40Zomhbw9sknnwTsR2lpKXJycrB48WJ4PB4sX7484HqV73dUVBR++uknv/v79u2LDh06GHruREQ1xYElUQQYM2YMYmNjMXPmzHB35azp378/CgoK0KVLF7Ro0QIFBQW45ZZbwt2tsNi8eTOmTp0qPmgYOHAgCgoK0KJFC++yX3/9FaNGjUKbNm2wZs0aFBQUoFGjRn7LLrjgAtG+kL/q3vcz37va2kbCZd++fXjggQeQnJxc5TpDhgzBggUL8Nhjj+Hdd9/FpZdeihEjRmDRokVB2z98+DBefvlllJWV4YYbbqhyvblz5+LHH3/EhAkTsHr1ajz77LM4ePAgevTogffffz/gY6ZPn46CggKfW1WDvrKyMsTFxaFx48Zo06YNjhw5Um2/y8rK8PDDDwd9fkREtcEW7g4QkTqbzYa77roLjz/+OB588EHExMSEu0u1rnHjxujRo4f3/6f/+2z6/fffI/b1btasGZo1a+az7Ntvv0V5eTluvfVWpKenAwA+/vhjv2USIvm1rW2B3rtIcvfdd+OKK65A48aN8dZbb/ndv3r1aqxfvx6LFi3CiBEjAAD9+vXDTz/9hL/85S8YPnw4rFZrle23atUKR44cgaZpOHToEF599dWA6z3//PNo3ry5z7Krr74a559/PqZPn47+/fv7PaZt27aGj1cJCQno0aMHunXrhhYtWmDp0qXVrn/11Vdj0aJFeOCBB3DJJZcY+htERFJ4xpKoDvjmm28wYsQIJCYmwul04txzz8Xo0aNRVlbmXeeWW25BcXGx4ahXqDZt2oQrr7wScXFxiImJQa9evfCvf/3Le//bb78NTdPw3nvv+T127ty50DQNX375JYD/Ree+/PJL3HTTTUhISEDjxo0xadIkVFRUYPfu3bj66qsRFxeH1q1bBzwTG6w/ofruu+8wcuRING/eHE6nE+3bt8fzzz/vs05lvz/77DMMHToUjRo1Qps2bapss3L9zz//HEOGDEF8fDwSEhJw66234tdffw3aJyPPMTs7G3/5y18AAKmpqd5o3caNG6ts91//+hc6deoEp9OJ1NRUvwhxpTPjlLfddhsuv/xyAMDw4cOhaRpat27tt6xv377eNoy8rqe/VoFe21Db2LlzJ0aMGIGEhAQkJiZi7NixOHbsmM+6RvYpo39X2n/+8x/cfvvtaNu2LWJiYtCyZUtcf/31+Pe//+3zXKt7309/74Kte9tttwWMvweKuBrddoDae/0WLlyI/Px8vPDCC1Wus2LFCjRo0AA33XSTz/Lbb78d+/fvx5YtW6r9G5WvUTBnDioBoEGDBkhLS8PevXuDPt6IRx99FNu2bcOqVauC/tAyefJkNGnSBA8++KDI3yYiCgUHlkQm98UXX+DSSy/FJ598gmnTpuHdd99FTk4OysrK4HK5vOslJSWhXbt2hgdXbrcbFRUVfrdAxSHy8/PRv39/HDt2DPPmzcPixYsRFxeH66+/3vsL+nXXXYfmzZtj/vz5fo/Py8tDly5d0LFjR5/lw4YNwyWXXIJly5bhzjvvxDPPPIP7778fN9xwAwYOHIgVK1agf//+ePDBB32uLTLSn1Ds2rULl156Kb766is8/fTT+Oc//4mBAwfivvvuw9SpU/3WHzJkCM4//3y8+eabePHFF4O2P3jwYJx//vl46623kJ2djbfffhsDBgxAeXl5lY8x+hzvuOMO/PnPfwYALF++3But69KlS8B233vvPQwaNAhxcXFYsmQJnnrqKfzjH/8I+L6d6ZFHHvEODCrjfP/617/8llV+4Q/1dQX8X9uatHHjjTfiggsuwLJly/DXv/4VixYtwv333++938g+FerfPXNArWL//v1o0qQJnnzySaxZswbPP/88bDYbunfvjt27dwMI7X0PdRupSijbTiivXyiv3cGDBzFx4kQ8+eSTOOecc6pc76uvvkL79u1hs/kGsyqPQV999ZWhv1cTx44dw2effYaLLroo4P333HMPbDYb4uPjMWDAAGzatEnsb8fFxeHhhx/G2rVrq4ziEhHVGp2ITK1///56w4YN9YMHDwZd95ZbbtETExOrXWf+/Pk6gGpvrVq18nlMjx499ObNm+vHjx/3LquoqNA7dOign3POObrH49F1XdcnTZqkR0dH60ePHvWut2vXLh2A/ve//9277LHHHtMB6E8//bTP3+nUqZMOQF++fLl3WXl5ud6sWTN9yJAhIfen8rnu2bPH7/mfvmzAgAH6Oeecox87dsynP/fee68eFRWl//bbbz79fvTRR6t9jc98nvfff7/P8jfeeEMHoC9cuLDKfhl9jrqu60899ZTfc6pK9+7d9eTkZL2kpMS7rLi4WG/cuLF+5kdCoNfqgw8+0AHob775ZrXLdN3466rrVb+2NWlj5syZPuuOHz9ej4qK8r5mRvapUP6uruu61WrV+/fvX2V7lSpf061btwZdt1JFRYXucrn0tm3b+mxL1b3vZ7531a07ZswYv31e1//3elYKZdsJ5fUz+trpuq7feOONeq9evbzv5ZgxY/TY2Fi/9dq2basPGDDAb/n+/ft1APr06dMN/T1d1/Vff/1VB6A/9thjhta/5ZZbdJvNpm/bts1n+WeffaZPmDBBX7Fihf7hhx/qr732mt6+fXvdarXqa9asMdyfQE7frsrKyvTzzjtP79atm/d1Sk9P1y+66CKlv0FEFAzPWBKZ2O+//478/HwMGzbM0PVSzZs3x8GDB1FRURF03ddffx1bt271u1XGGiudPHkSW7ZswdChQ32qL1qtVowaNQo///yz9yzK2LFjUVJS4nNGbf78+XA6nRg5cqRfH6677jqf/7dv3x6apuGaa67xLrPZbDj//PO9lQ5D6Y8RpaWleO+99zB48GDExMT4nL299tprUVpa6lex8cYbbzTcPgC/okLDhg2DzWbDBx98EHB96ed4ertbt27FkCFDEBUV5V1eeSZUUk1eV8D3ta1pG3/4wx98/t+xY0eUlpbi4MGDhvapmvzdioqKgDHwmqioqMD06dORlpYGh8MBm80Gh8OB7777Dl9//bXI3whVKNtOqK+f0ddu2bJlWLVqFV555RVDMdXq1qmtKraPPPII3njjDTzzzDPo2rWrz32dO3dGbm4ubrjhBvTp0we33347Nm/ejBYtWmDy5MlifXA4HHjiiSewbds2/OMf/xBrl4goGA4siUzsyJEjcLvd1Ua+ThcVFQVd11FaWhp03fbt26Nbt25+t4SEBL8+6LruUxm0UmVFxsOHDwMALrroIlx66aXeaJzb7cbChQsxaNAgNG7c2O/xZy5zOByIiYnx+eJaubzyOYXSHyMOHz6MiooK/P3vf4fdbve5XXvttQCAQ4cO+Twm0N+uTlJSks//bTYbmjRpUmU/pZ/j6e16PB6//gTqo6qavK6A72tb0zaaNGni83+n0wkAKCkpMbRP1fTvSpk0aRIeeeQR3HDDDVi1ahW2bNmCrVu34pJLLkFJSUmt/d3qhLLt1Mbrd+LECdxzzz3485//jOTkZBw9ehRHjx71RpePHj3qM91SVfvXb7/9BsD/2CNh6tSpeOKJJ/C3v/0N9957r6HHNGzYENdddx2+/PJL0ff25ptvRpcuXTBlypRqI/dERJJYFZbIxBo3bgyr1Yqff/7Z0Pq//fYbnE5nlfO61USjRo1gsVhw4MABv/v2798PAGjatKl32e23347x48fj66+/xg8//IADBw7g9ttvD1t/jLRXeSbwnnvuCbhOamqqz/9DPdtRVFSEli1bev9fUVGBw4cP+w2ATu+T5HM8vV1N01BUVBSwj5Jq8roCvq9tTduojpF9qjb+bigWLlyI0aNHY/r06T7LDx06hIYNG4r/vaioKJ+iRaf/vUqhbDu18fodOnQIv/zyC55++mk8/fTTfvc3atQIgwYNwttvvw0AuPjii7F48WJUVFT4XGdZWQBJek7HqVOnIjs7G9nZ2XjooYdCeqz+3+vaJc+iapqGGTNmICMjAy+//LJYu0RE1eHAksjEoqOjkZ6ejjfffBN/+9vfgg4mfvjhB6SlpYn2ITY2Ft27d8fy5csxa9YsREdHAwA8Hg8WLlyIc845x2fOwhEjRmDSpEnIy8vDDz/8gJYtWyIzMzNs/QkmJiYG/fr1w+eff46OHTvC4XCI9bXSG2+84ROL+8c//oGKiooqC5aE+hxPPyNXndjYWFx22WVYvnw5nnrqKe+Z4ePHj2PVqlUqT9GPxOtaG++NkX3qbGwT1dE0zfueVvrXv/6Fffv24fzzz/cuM/q+B1u3devWOHjwIH755RckJiYCAFwuF9auXetdJ5RtpzZev6SkpIDR8SeffBL5+fl49913fd7LwYMH45VXXsGyZcswfPhw7/IFCxYgOTkZ3bt3V+5TpccffxzZ2dl4+OGH8dhjj4X02CNHjuCf//wnOnXq5JfUUHXVVVchIyMD06ZNQ0pKimjbRESBcGBJZHKzZ8/G5Zdfju7du+Ovf/0rzj//fPzyyy9455138NJLLyEuLg7AqUHHp59+inHjxon3IScnBxkZGejXrx8eeOABOBwOvPDCC/jqq6+wePFin1/aGzZsiMGDByMvLw9Hjx7FAw88AItFNnUfSn+MePbZZ3H55ZejT58++NOf/oTWrVvj+PHj+M9//oNVq1YpV1dcvnw5bDYbMjIysHPnTjzyyCO45JJLMGzYMJHnePHFF3ufx5gxY2C323HhhRd6t43TPf7447j66quRkZGB//f//h/cbjdmzJiB2NhYb0xQisTrWhvvjZF9KtS/a7PZkJ6ebvg6y/fff987jcvprr32Wlx33XXIy8tDu3bt0LFjR2zfvh1PPfWUX3w3lPe9unWHDx+ORx99FDfffDP+8pe/oLS0FM899xzcbrdPG6FsO6G8fkZeu6ioqIA/xOTl5cFqtfrdd8011yAjIwN/+tOfUFxcjPPPPx+LFy/GmjVrsHDhQu8clvn5+bjyyivx6KOP4tFHH/Vp491338XJkydx/PhxAKcq3VbOmXnttdciJiYGTz/9NB599FFcffXVGDhwoN+1t6fPVzly5Eice+656NatG5o2bYrvvvsOTz/9NH755Rfk5eVV+dxVzJgxA127dsXBgwerrFJLRCQmrKWDiMiQXbt26TfddJPepEkT3eFw6Oeee65+22236aWlpd513nvvPR2Avn379mrbClaVcuDAgQErRH700Ud6//799djYWD06Olrv0aOHvmrVqoBtrFu3zlth9ttvv/W7v7La5K+//uqzvKoKj4EqGhrpj9GqsLqu63v27NHHjh2rt2zZUrfb7XqzZs30Xr166U888UTQflelcv3t27fr119/vd6gQQM9Li5OHzFihP7LL78E7Wsor3lWVpaenJysWywWHYD+wQcfVNmvd955R+/YsaN3W3ryySf9KoBW1adQqsLqurHX9fTXKtBrq9pGoOdhZJ8y+nd1XdcB6Onp6X7LzxSsKvOePXv0I0eO6OPGjdObN2+ux8TE6Jdffrn+0Ucf6enp6X5/o6r3PdBzrm4bWb16td6pUyc9OjpaP++88/Q5c+YE3CaMbjuhvH5GX7tAqjpm6LquHz9+XL/vvvv0pKQk3eFw6B07dtQXL17ss07lthuo4murVq2qfZ90/dSxqbr383Q5OTl6p06d9ISEBN1qterNmjXTBw8erH/66ac1eu6nq+64PnLkSB0Aq8ISUa3TdD3ApHVEVOeMGjUKP/zwAz7++ONwd4X+Kzs7G1OnTsWvv/5ao2siiYiIiOoKRmGJIsD333+PpUuXckJsIiIiIgoLTjdCFAEKCwsxZ84cvzkoiYiIiIjOBkZhiYiIiIiISAnPWBIREREREZESDiyJiIiIiIhICQeWREREREREpIRVYavg8Xiwf/9+xMXFhTzZOhERERER/Y+u6zh+/DiSk5NhsdStc1ulpaVwuVyG13c4HIiKiqrFHpkTB5ZV2L9/P1JSUsLdDSIiIiKiiLF3716cc8454e6GYaWlpYiPjkE5jNc7TUpKwp49e+rd4JIDyyrExcUBANr0mAWrLVqprYNp6jvP5e08ym20a2pXbgMAfit1K7ex84D68/nxoPqZ5Jhvy5TbAICy7xYot1HhOinQE/OwWNW3t7jzhgv0BDjRsZlyGzFO9QLaBw5ZldsAgIa/qu+DDY4WKrfhOaneRnnJL8ptAIDuNv5LclUcca2V2yhvfplyGwBw8jz1/adTa/XjbFqizNeEBKf62YnDJerbfXGZ+msCAIdPqh8PPv5G/XgQ994rym2UlxUrtxGJouPUTy64Mocqt3FdR5nU3BXnJii30SIuVunxJ0+ewKCMft7v2HWFy+VCOXT0iGoIq4EUo1vX8UlREVwuFweWdEpl/NVqi1YeWGoOtR0RAOzR6h+GzhiZgaXDov7hbotSfz4Wp/rB1mKX+aJvsai/thZLZO2OEq+J1RYj0BPA4lTfB60CA0vNIbS92dX3QdXjGgBoVqdyG26rQ7kNANBD+CW5KlaJ52OX2mbVXxebyOeGzHEpSmBg6dTUt3uHRWZgafeY43jAz57aYxE4Nkl89jhiZAaWMbENlNuIbaD+fADU2UvM7JoFNi34sawCMseZuohHk7OgokJ9ByopV++HS+CDEADcJtlfzBTP1zSZAUMk8QicQdLcMmeUJdgFjpYOh8w+6JL4QcQq8CuqibZ7XVcfdEiweGT6YZbjrFXo+5+RX/mDibGpH/RLbDL7YJTA77QxAj+w2hzqZ37Ky44ptxGJdIHPH49J9mMAcFjV959oxc8et9CP+eFi1SywGhhYyhxl6iYOLImIiIiIiKphgQYLgv9IZmSdSMWBJRERERERUTUsmmYofeHhwJKqZLGduqk0IRDZFEgwiEWaIonHIhPLMEsML+J4ZKKwEvtPrPrld4iJkgnInBSIBHoErieUuMZSKkYu0g7341ojEcNzWAWuo5WK9gocUySOB5q9bhVBqUsqyk8ot1HqUt/g3EK5SqtFvS92q9px1i6x44QRz1gGx4ElERERERFRNYxeY2miS2vPOg4siYiIiIiIqmGFBquBs5GMwlKtkqgKVl6h3kaZVJ7CJCQSFeU2mV2AVWFriUdgw4fMtmKWSDsAVAhUpNQFYuAWTX3/sQjEaQHAU/G7chu6rr69SVWFNUs1SYlqrgDgEMigOk10PYfEzEFx6jP+oMTRSL0RMjUTbfZooDgNku6SmV4qXBiFDY4DSyIiIiIiompYWbwnKA4siYiIiIiIqmGHBXbU7QJEtY0DyyB0zQJdMeYoEWlymahYoUScT2KyebvARNe/S+QbAdiFqsvSGQSiiQBgF6gmGR+l3o9jTpk4+iGB/cctEEG1mqgqrARdIMaqCW2zHo/6L97lJvrccAp8cLgE9mOJSC4ARAvE0eMFqsKWxSSrd4QCqnCpV4UtKxXY7t0yuXiJWLvdplgVVvHx4WYxeI2lm2csiYiIiIiIKBBeYxkcB5ZERERERETVMFoV1sg6kYoDy7NAF4g0lZar96OkwjxVYev4HLlUx0hsb1EC0bcYmQKosDrU92UP49u1QhOqClshkKgVStCJkIjhxdjVd2SpyrISRdYbxqi3cSCmhXojVHtE9mMzfXdT239UHx9uFk2DxcCxjGcsiYiIiIiIKCArjJ2NrM8/2/K8ERERERERUTWsIdxC9cILLyA1NRVRUVHo2rUrPvrooyrXPXDgAEaOHIkLL7wQFosFEydODLjesmXLkJaWBqfTibS0NKxYsaIGPQsNz1gGoVts0C3hf5nMMlk2IDNZr5km/JVgpsqWEUU3T1nLKLv6RhsrVBXWIRCFLXWoT1QdZYtVbkMTqCwr2Y5ZmOUSCpeJYngSJCK5AOAUOORLHFNOxDRQ7wjVGouJvrtJsChW0ld9fLhZdIPFe/TQ9u2lS5di4sSJeOGFF9C7d2+89NJLuOaaa7Br1y6ce+65fuuXlZWhWbNmmDJlCp555pmAbRYUFGD48OF4/PHHMXjwYKxYsQLDhg3Dpk2b0L1795D6F4q6/Q4TERERERHVssrpRoLdKgefxcXFPreysrKA7c6ePRvjxo3DHXfcgfbt2yM3NxcpKSmYO3duwPVbt26NZ599FqNHj0ZCQkLAdXJzc5GRkYGsrCy0a9cOWVlZuPLKK5GbmyvyWlSFA0siIiIiIqJqhBqFTUlJQUJCgveWk5Pj16bL5cL27duRmZnpszwzMxObN2+ucV8LCgr82hwwYIBSm0aEP+Npch6rUzlipVnUo0RmSg9IVMMzC5dAlUEAiIqwGJ5pCEWMneqpTzQQaCMuWr0NAIgVmFi9WCDL19AapdyGGInYtC5QwtFEzHTZgkg1SIFYoVRF8miB55MQpd7GsXj1JxSv3AJVxSOwvTlsMjuhVeCLpGqU3EhFVTMLdbqRvXv3Ij7+f3uY0+n/XfHQoUNwu91ITEz0WZ6YmIiioqIa97WoqEi8TSM4sCQiIiIiIqqGBcainpXrxMfH+wwsq6OdMejWdd1vWahqo81gOLAkIiIiIiKqRqhnLI1o2rQprFar35nEgwcP+p1xDEVSUpJ4m0ZwYBmErlmVJxKXqO5XLpDQclXIZFijBSrZ2QW2PDNVltUsAjlJ8icUtYwVeHuaxKhHR4+VyUQt7Tb1fbnCrt4Pj0AE3CJQWRYQ2gc1fiSeySF0oHVIZVAVSVWFdevq+6BDIOnvbKCeD9YUv+NU0j3mqeJtFhJVYd1ClWXdAtMLqMZpJeK44WR0KpFQ9iiHw4GuXbti/fr1GDx4sHf5+vXrMWjQoFC76NWzZ0+sX78e999/v3fZunXr0KtXrxq3aUTY3+HWrVtD0zS/2z333APg1Gnb7OxsJCcnIzo6Gn379sXOnTuDthuOuVuIiIiIiCjyaPhfHLa6W6g/X02aNAmvvvoqXnvtNXz99de4//77UVhYiLvvvhsAkJWVhdGjR/s8ZseOHdixYwdOnDiBX3/9FTt27MCuXbu890+YMAHr1q3DjBkz8M0332DGjBnYsGFDlXNeSgn7z7Nbt26F2/2/X7m++uorZGRk4KabbgIAzJw5E7Nnz0ZeXh4uuOACPPHEE8jIyMDu3bsRFxcXsM1wzd1CRERERESRpzbOWALA8OHDcfjwYUybNg0HDhxAhw4dsHr1arRq1QoAcODAARQWFvo8pnPnzt5/b9++HYsWLUKrVq3w448/AgB69eqFJUuW4OGHH8YjjzyCNm3aYOnSpbU+Dgr7wLJZs2Y+/3/yySfRpk0bpKenQ9d15ObmYsqUKRgyZAgAYMGCBUhMTMSiRYtw1113BWzz9LlbgFMj/fz8fOTm5mLx4sUh9a/CZoPFppYZswrE1iSIVOUTakekWqHA+XaX0B5gYVXY2uGRiY5KVDKW2Gajhar7RdnVn5BHIDkqEYW1WWT2HYl9UCoSGEmcJorCuj3m+CyVEiNQlTwuRj1+6rbKXMrh9pSItBNJNIF0sJm2e9U4rUQcN5xqa2AJAOPHj8f48eMD3peXl+e3TDcQxx86dCiGDh1ag97UXNijsKdzuVxYuHAhxo4dC03TsGfPHhQVFfnMw+J0OpGenl7tPCw1mbulrKzMbyJTIiIiIiIiu2b8Vl+ZamD59ttv4+jRo7jtttsAwFvNKNR5WGoyd0tOTo7PJKYpKSk1fBZERERERBRJLJrxW30V9ijs6ebNm4drrrkGycnJPstrMg9LqI/JysrCpEmTvP8vLi5GSkoK3BYLdMUqVhJn/ssF4hQl5eapCisRY5WoLOsWqIwJAJpQnI/OYKIJ66Nt6httQpRMDCjWqb4v2x0ClWVt6hE6m1CMXNPUY6yaQFVY3URxWoljpFQ112i7+usiEQmUivaGXp4jEPXjQVy0+mvye1QT5TYAoKT8Z5F2Ikm0S/39kbiU41Q76g2xKmztRWEjhWkGlj/99BM2bNiA5cuXe5clJSUBOHUGskWLFt7lweZhqcncLU6nE04nBwdERERERORLs+iwaMEH6JrAIL6uMs1PB/Pnz0fz5s0xcOBA77LU1FQkJSVh/fr13mUulwv5+fnVzsNSOXfL6c7G3C1ERERERBR5LDAYhQ13R8PIFGcsPR4P5s+fjzFjxsBm+1+XNE3DxIkTMX36dLRt2xZt27bF9OnTERMTg5EjR3rXGz16NFq2bImcnBwAp+ZuueKKKzBjxgwMGjQIK1euxIYNG7Bp06aQ+1bitMGimCeyCVSFlZgg1yU0d7FEHMk0aQihfrCaZOQTSMIiziGzwcU41Q8IEselcpv6R0iUQPwUACDVjiJdqB8SUWWHwGFJIgIOAA6remesFvUPMalor1nERau3UR5ddZorFCXHGYU9k9tEF9uZqbpsXWXVjFWIF0vc10Gm+CTesGEDCgsLMXbsWL/7Jk+ejJKSEowfPx5HjhxB9+7dsW7dOp85LAsLC2E5baQSrrlbiIiIiIgo8lgsOiyW4AN0C+rvIN4UA8vMzMwq52PRNA3Z2dnIzs6u8vEbN270WxaOuVuIiIiIiCjyGK34aqIT1WedKQaWZuaxALpicsbIrxtng1QCyCqwx1iDVPU1RuB1FZqrV6KaJAVgjZJpRmBzi7aZJ+4cJVDNOEogaukSqPQJW6x6GwAsthjlNjSBCrUeoVi8xOeGxHYSI7Td2wU+gGQ+N8xDIpYbK1Bz8JijsXojFFCDEpdyG26PzD4oEYV1K05zoPr4cOMZy+D4bZiIiIiIiKgaFouxGiGRdSV3aDiwJCIiIiIiqgbPWAbHgWUQLgegKc4B3kDgVTZTITuJCaajJaJ8Am1I7QESEToKQGDSe0Bm/4mxm2cnlNh/HALbfrFDIJpokdkJNaF2VMlFYUWaUSZx6QMARCtWVweAk7Zy5TbM9FkqEe2NVfx+AgBwMgprZmbaZus7nrEMzhyfxERERERERCalGRxYRtbV4KHhwJKIiIiIiKgaFquxwmqsCktEREREREQBWTSDUdj6e4klB5ZBWWCKsHR5hXobLrfMli4xdYNDoBG7Vf352AWmXAAAzcJrLM9ksQpc/CM03YgEieuhpK7TjLKbY//RBS4ndNvVpwkBAKvQtCWqPGa5OBKA0CFfhMTUGg6reab8kfg8jXOovybxUerHAldsC+U2qPa4TTRDh7uKOeeN8ig+Ptws1lO3oOvVfldMiwNLIiIiIiKiamiWU7eg69Xt8bMSDiyJiIiIiIiqwTOWwXFgGYTVoUNTjEtaTRK29gjFKSQigdESUT6BrdfIRdiGcLoRP1ZbtHIbUjHJGIG3J9qmHsNTjRFVihbY9iX2H49A2tkttO9YhaamUeU2URRWgkSEFQCiBDa4WIf6PDtxEhs+gN81t3IbDQT6kiAQhT0eK3OcjawtX4ZF4IuXW+KaA8h8/ngUn4/q48PNagesBi7lqs9TxHBgSUREREREVA1GYYPjwJKIiIiIiKgamkWDZuCMpabX3/lGOLAMwm7XYVGMwgolb0xDoqKr06PehkMgHSL23pikIqWZ2Bxxym2US1UMFYilSEQCrUKTWzVwqvclLlo9yidRVdlj5IIVIzRzHGilorAOm/prK3GMlIrCRtvVY6yldvXy6FL7oFOkyq3AfixQWfaE+qEaABAv0wydQaISPwC4PerHFNU2JPoQTpqVA8tgzPFJTEREREREZFIWiwaLgR+njKwTqTiwJCIiIiIiqo7BM5bgGUuqSpRDPQobZVc/9S+RrpIqVmiTiBUK/JojEWO1C8TNAADWKOUmLFb1Epset0u5DSkWm3qM9XeHQNlRAA6reiU6idhatF0m9tlQIAobZVePwtoE9p9ym8zHUJRJKjO77DIH2oZR6rHPeIGKoQ0cMu9PTJT6vuxyq2+zEtWdAZlIn8TxoKFTvY0G8eXKbQCR9xkmweJR32ZdbvUYOSBTFdatWNVV9fHhplkt0Ax8F9CEKsDXRRxYEhERERERVUOzaNAMnBgxsk6k4sCSiIiIiIioGjxjGRwHlkFIRGFlIpvqbUipEEgyRNrksR6BGJ7N0UC5DVfJb8ptAIAmUKnTalcvNXgiWmpydoEKmwIZcIdVJobnFCgTKFIxVCAK6xKKB0vE0eFRj5+6hI7VsQLJ3oQo9W02PkomYmzT1SOBsU71qKVUlVuzaCCwIzeMLRPoCVDmTFBv4/dfBXpiHhJRWIkIK1D3K7KagWYxOLCsx6+1KY6w+/btw6233oomTZogJiYGnTp1wvbt273367qO7OxsJCcnIzo6Gn379sXOnTuDtrts2TKkpaXB6XQiLS0NK1asqM2nQUREREREEUizWAzf6quwP/MjR46gd+/esNvtePfdd7Fr1y48/fTTaNiwoXedmTNnYvbs2ZgzZw62bt2KpKQkZGRk4Pjx41W2W1BQgOHDh2PUqFH44osvMGrUKAwbNgxbtmw5C8+KiIiIiIgiRWUU1sitvgp7wHLGjBlISUnB/Pnzvctat27t/beu68jNzcWUKVMwZMgQAMCCBQuQmJiIRYsW4a677grYbm5uLjIyMpCVlQUAyMrKQn5+PnJzc7F48WK/9cvKylBW9r84SHFxMQCgQZR6wipKoKBXuXpCS6QNAHC51U/xy0xYr96G1L5fYVevgCoRHdXKjim3AQB2gUiTNaq5chtucxT6FGOXmmxeoLKlRNQyJkr9WHDYJlPkQCKOrmnqr6vUNhsj8f4IvLZS0VFPuXq1zyin+nFWItIuxSpQ4KOhU/0LRmP1jx4AwOHoROU2Ii0KayYSkVqPYsRT9fHhZvRspGap289TRdiPsO+88w66deuGm266Cc2bN0fnzp3xyiuveO/fs2cPioqKkJmZ6V3mdDqRnp6OzZs3V9luQUGBz2MAYMCAAVU+JicnBwkJCd5bSkqK4jMjIiIiIqKIYNVOnZEIequ/VWHDPrD84YcfMHfuXLRt2xZr167F3Xffjfvuuw+vv/46AKCoqAgAkJjo+0tYYmKi975AioqKQnpMVlYWjh075r3t3btX5WkREREREVGE4DWWwYU9CuvxeNCtWzdMnz4dANC5c2fs3LkTc+fOxejRo73raZrv6F/Xdb9lZwrlMU6nE06nf/bIYQWECjmGnUCCVYw1yHtnhMR+axeoagkAHokqqjb1mJfNrl5ZFgDsUU3VG3E0Vm7CGSMzmXIDh0QkUP09jhYq7xxjV9/4o+wSr4n6/lMhM/e3TBRWYD+W+rlW4hKKaIHYZ5TQNusuK1VuwxmtfnyT+OyRItGXBg7196eJzMcGjsUKJL0Of6Xeholouvo1SB6Zj0GRqrAut1qVW9XHh5vh6UY89XdgGfZn3qJFC6Slpfksa9++PQoLCwEASUlJAOB3pvHgwYN+ZyRPl5SUFPJjiIiIiIiIzqRpVmgWAzeB6/XrqrAPLHv37o3du3f7LPv222/RqlUrAEBqaiqSkpKwfv167/0ulwv5+fno1atXle327NnT5zEAsG7dumofQ0REREREdCZWhQ0u7FHY+++/H7169cL06dMxbNgwfPrpp3j55Zfx8ssvAzgVZ504cSKmT5+Otm3bom3btpg+fTpiYmIwcuRIbzujR49Gy5YtkZOTAwCYMGECrrjiCsyYMQODBg3CypUrsWHDBmzatCmk/kU7AZsJKlNKRCHcQnEKif1FZoJ3c0T5AOBwtPpG0sger9yGzVH1FDyhkKhQWxGlHoWVqDoKyGwrEhVdHQLVXAGggUA8USIeHOMUqDKoPuf9qXYk4uhu9diaVDVAiarXcQKNNHDKvEEVx44qt2GLjlVuwyp07ZNEhU2XwIeyRJXbprEy8eDvo1uItEO1wyXwRfJkmVp1599d5cp9CCfNZodmC/75q3nME7k/28I+sLz00kuxYsUKZGVlYdq0aUhNTUVubi5uueUW7zqTJ09GSUkJxo8fjyNHjqB79+5Yt24d4uL+9+W3sLAQltM+MHr16oUlS/5/e/ce3kSV/w/8PUmT9F4uhZZigS6LAiIrF4WCUGClKOiyIILgFlgQUbyA/blowUtBpSuyWBUR10XBVYFVQGCXLxSE1kUqCyiioKiIFoGKQG1LaZsmmd8fbLOEXpL0fNoM5f16njwPTWYOZ5LJJCfzns9ZicceewyPP/442rdvj1WrVqFXr14Nun1ERERERHRp8/kaS56xDKxbbrkFt9xyS42Pa5qG9PR0pKen17hMdnZ2lftGjRqFUaNGCfSQiIiIiIguV+crvnpPgmgmoYjgJcgQA0sjs5oBofSakgqBPhjpBxSJSbclomJCBQ9hF5iIXBOoCmsSaON8O+qRs8JQ9VKDTUJkDs4S+5vExM4moYqUEtsTIlAVVqJyqcUqEx0tt6rH0S0O9YOKDykpn0gcm0Qi4EIfgK7yUuU2JCrLBgttj8xnmHobEtFeiVg8AJyNaCHSDnmSuoxJgmplWYnKtIFUn2csFy9ejOeeew4nTpzA1VdfjczMTPTr16/G5XNycpCamooDBw4gLi4OM2fOxD333ON+fNmyZfjjH/9YZb3S0lIEBwf73T9fGWioQUREREREZDw+VYT9780fq1atwowZMzB79mx8+umn6NevH26++Wb3DBkXO3LkCIYOHYp+/frh008/xaxZs/Dggw9i9erVHstFRkbixIkTHrf6HFQCPGNJRERERERUO80M+DJo1Pw7zbxw4UJMnjwZd911FwAgMzMTmzdvxiuvvOIuSnqhJUuWoE2bNsjMzARwfprGPXv2YMGCBbjtttv+1w1Nc0/b2FA4sPQiyKweSZKIMUjEWAVSUf9tR70ho2yPUIFAkUneNYH4qUQ1VwDQglsqt1EYqf7kxtmMkwGSmNjZJVBJEpCJ0ElUZpaIa5qEqqg6Bd7MErFCqe2ROl6rcgrNzi6xOa4KtYqUABAidP2DxOdgsEh1Z/UPn7hwmefkTDP1fUW9NrqxmBzlym3Y1T96AADlAl9GSyvUKmeXKa4faP5GYYuKijzut9lssNk8L9uw2+3Yu3cvHn30UY/7k5OTsXPnzmrbz83NRXJyssd9Q4YMwdKlS1FRUQGL5fxx4ezZs2jbti2cTieuvfZaPPXUU+jWrZvX/qtgFJaIiIiIiKg2vsZg/3tWMz4+HlFRUe5bdWcfT506BafTiZiYGI/7Y2JikJ+fX2038vPzq13e4XDg1KlTAICOHTti2bJlWL9+PVasWIHg4GD07dsX33zzjcQzUSOesSQiIiIiIqqFr9dPVlaFPXr0KCIj/3ce/uKzlR7rXJSC0HW9yn3elr/w/t69e6N3797ux/v27Yvu3bvjpZdewosvvuh1G+qKA0svwqwaLIoV0yQmUpZII0lVhZXYHpl4sEAkV5OJrbkk3kkSUVhrM4GOAC6bejuWUPXnVqLqqBSJycylYoUS+36IQCVjkaqwQp9CToHsqNMlEYVVbgKAzPMSKlAB1SpURdXuUs/zSVSFtdqilNsAhCq6CsRpJV6fKJvMmzCqiXrlX2uoemXZ8nM/K7chRTepP7dCHxuwO9U/kysUPwdV1w84s+bbl+n/fh5FRkZ6DCyrEx0dDbPZXOXs5MmTJ6uclawUGxtb7fJBQUFo3rx5teuYTCZcd9119X7GklFYIiIiIiKiWtRHVVir1YoePXpgy5YtHvdv2bIFffr0qXadxMTEKstnZWWhZ8+e7usrL6brOvbt24dWrVr53Le64MCSiIiIiIioFvU13Uhqair+9re/4fXXX8eXX36Jhx56CHl5ee55KdPS0jB+/Hj38vfccw9++OEHpKam4ssvv8Trr7+OpUuX4uGHH3YvM2fOHGzevBnfffcd9u3bh8mTJ2Pfvn0ec13WB0ZhvQi2AKpF15wu9bhLiVClQQmXepLhQlLxYLPAJO8uq3pEy6TLlI8rC1HvS3io+o4Spj7nPQAgSCA6KsFilokVSlSCDA2SmOBduQkEC7x3AKDAKvFmVt8gs9Cx2ioQ7ZWITBuJLhCntQgd9CWisBIkKss2D7EK9ASIaXpOuY3SiF8ptyEVhfV3cFAdhyVUuQ2peL3TpX5sOmuvUFr/XIXa+oGmmUzQfHhBfFnmQmPGjMHp06cxd+5cnDhxAl26dMHGjRvRtm1bAMCJEyc85rRMSEjAxo0b8dBDD+Hll19GXFwcXnzxRY+pRn755RfcfffdyM/PR1RUFLp164YPP/wQ119/vV9985ffR6Ts7Gz861//wkcffYRjx46htLQU0dHR6Ny5MwYNGoTbb78dLVqoZ+SJiIiIiIgMwWQGfPmBuA4/SkybNg3Tpk2r9rFly5ZVuS8pKQmffPJJje09//zzeP755/3uhyqfh9TLly9Hp06dMGjQILz66qswm83o2bMnBg8ejLZt2+Lzzz/H/fffj/j4eIwfPx4//PBDffabiIiIiIioQdRXFLYx8emMZY8ePXDkyBH84Q9/wJtvvokePXrAVM1p3jNnzuD999/HsmXL0KlTJ7z55psYNWqUeKcbUrhFg1WxKmxphXr8QCJyZiQSlWUlWISe16Ag9e2RiMxYneqTMQNAYZh6NKqlTX0iZKkorEQF1MYWK5SI8gVbJJ5X5SYAALrAe9kp8BpbTTLXCoQIXKgSblVvpLrP+kDRK+zKbYTUUNjCX1aBKHmIQIw1zKZ+rG4RFqzcBgC0bqrexncRv1Zv5Kdd6m0AMAeFKLfhEhhgGCR1DUA9TisRxw2k81FYX6YbMdCL1sB8OqoNGzYMDz/8sNeSuc2aNcOkSZMwadIkfPjhhzhz5oxIJ4mIiIiIiALGbPJxuhEOLGs1d+5cvxvu37+/3+sQEREREREZja8xV0ZhBZSVlSE4WCZOYSQmk6YcgRNII4lUGpQ6My/xQ4xExcMQgRhesEwxPIQGq78+54KNEbsBgIoI9e1pEqbejzDFGHoliQqoElxCEXCTQGQz1CIR5VNuAsEWmefEJfBelgiShxmo1rpE7MwlNTu7AImqsBLvHSOxBKkf8yOFPgijw9Sf28+aXKHchjWkmXIbAKBp6s+tq5FFIlUvYzLKZVB1pQVZoQV5f79oApdHXar83uNXrVqFxYsXu//+9ttv0blzZ4SFhaFfv34oKCgQ7SAREREREVEgaSYzNLMPt8v4jKXfA8sFCxagpKTE/fef/vQnFBQUYPr06fjqq68wb9480Q4SEREREREFEqvCeud3aOe7775Dly5dAJyPv27evBlLlizB+PHjcdVVV2HBggV47rnnxDsaKBEWE2yKkbFiqEeJLALR0QqnzKn5Uod6O6UV6s+JkaqLScSdT4WoR2bsFpk4elio+usTLBCTlKqGXC6w75dWqMfwnEKxQrMmUI1VoA2JSHuoTeZ9bAtWf27L/f+ttQqpaK9E1dHGVslYgrmRRRMl3sdhVplKuVdEqH8QnolWf//EhcQotwEAuq5+zC+2qT+3VrN6P6Sofg5KfI4GlEnz7bqyy/jY6/cR9ty5cwgLO3/x1K5du1BeXo6bb74ZANC5c2ccO3bMr/bS09OhaZrHLTY21v24rutIT09HXFwcQkJCMGDAABw4cMBru6tXr0bnzp1hs9nQuXNnrF271q9+ERERERERAfAtBvvf2+XK74Flq1atsG/fPgDApk2bcNVVV6FFixYAgIKCAoSG+j8X39VXX40TJ064b59//rn7sfnz52PhwoVYtGgRdu/ejdjYWAwePBjFxcU1tpebm4sxY8YgJSUFn332GVJSUjB69Gjs2iUztxEREREREV0+GIX1zu/cwsiRIzF79mzk5OTg//7v//DII4+4H9u/fz/at2/vfyeCgjzOUlbSdR2ZmZmYPXs2Ro4cCQBYvnw5YmJi8M4772Dq1KnVtpeZmYnBgwcjLS0NAJCWloacnBxkZmZixYoV1a5TXl6O8vL/1QQsKioCcD6Cqhr3MqvPEy9SiVUqgeAwSARVIoYnEdc83476c+K0qfejXOhY1kKgym2owPaE22RiaxIVUCXYnUJRWIE4n1XgoCJRmVlgjnixdlxW9f1eansEDm8ipC45MFnUK4+6KuzKbUjF0Y1CIu4cbpOpCttSoCRydLMy5TYsoeqVZQHA5SjxvpAXZwUq5UpcCiVFtaqrQb4+1hmnG/HO728WTz31FO6880588803GDduHGbOnOl+7J///CduvPFGvzvxzTffIC4uDgkJCbjjjjvw3XffAQCOHDmC/Px8JCcnu5e12WxISkrCzp07a2wvNzfXYx0AGDJkSK3rZGRkICoqyn2Lj4/3ezuIiIiIiKgRMpl9v12m/P55KSQkBEuWLKn2sY8//tjvDvTq1QtvvvkmrrzySvz00094+umn0adPHxw4cAD5+fkAgJgYzwuxY2Ji8MMPP9TYZn5+frXrVLZXnbS0NKSmprr/Lioq4uCSiIiIiIh8vn7ycr7G0u+B5V/+8hdMnjwZTZo0EelAZeEfALjmmmuQmJiI9u3bY/ny5ejduzcAQLuo6pmu61Xuu5i/69hsNthsVbN7oRYTghVjdBITwp4xq8d37EJRWLtAhU2jTJIrVXVUIklkE6jE6nDIRGYkKnWGCURhQ4NktkciNi1BKlYoEeeTiMJKvD4S+wkABAvEWCWSylLx+gir+usTJTDxvSVI5iCpHmKViZdJffJIvJclPgd1gWNBRIjMm7ClwPUPsU1KldsoCpM5KWAqO6nchlngspIQoWOKRGxadb83UjX/utA0k29RWM0Yl98Egt9b/sgjj6B169aYMmUKPvvsM/EOhYWF4ZprrsE333zjvu7y4jONJ0+erHJG8kKxsbF+r0NERERERFQtRmG98ntgefjwYdx33314//330b17d9xwww1YuXIlHA6BCjU4X0Tnyy+/RKtWrZCQkIDY2Fhs2bLF/bjdbkdOTg769OlTYxuJiYke6wBAVlZWresQERERERFVRzObfL5drvyOwrZt2xbz58/HU089hbfffhuLFy/GuHHjkJqairvvvhtTp05Fq1atfG7v4Ycfxq233oo2bdrg5MmTePrpp1FUVIQJEyZA0zTMmDED8+bNQ4cOHdChQwfMmzcPoaGhGDdunLuN8ePHo3Xr1sjIyAAATJ8+Hf3798ezzz6L4cOHY926ddi6dSt27Njh7+Yi2GxCiOJE1RKVICWifFJpQKNMuh0k0A+pubLDBKKwEaHqEZEKh0zMJCJEvY0om/rro/reqyQxibjE+9julMmjS2yPBInjkkXoh11LkPq+bxWq6CpB4jW2GOnLjcQv+ALvH4mKyoBxIn2Oc+qVS6W+BMeGq39wtG76i3IbR6Nk0mlNdPX9LUjguCT23U3gmKIa3zbKZVB1xaqw3tX5aGKz2TBp0iTs2bMHH330Ea688ko89dRTaNeuHcaOHetzTPbHH3/E2LFjcdVVV2HkyJGwWq34+OOP0bZtWwDAzJkzMWPGDEybNg09e/bEsWPHkJWVhYiICHcbeXl5OHHihPvvPn36YOXKlXjjjTfQtWtXLFu2DKtWrUKvXr3qurlERERERHS5YhTWK+XfZ7du3YpFixZhx44daNasGW699VZs3rwZ7733Hl555RXcddddta6/cuXKWh/XNA3p6elIT0+vcZns7Owq940aNQqjRo3yZROIiIiIiIhq5uMZSw4s/VRcXIw33ngDixcvxtdff40uXbpgyZIl+MMf/oDg4GBUVFTgnnvuQXp6uteBpdGFBpkRolgVT6KKaohFPZJx1m6cCEJjivIBQJhAFdWIEPU2pOb+lqjUaRWoGBqqWJG5kkRsWiL65hKKz5kF9luJqrAS72OpyswS1Vgl3j8WA8VpjUQkGmagEv5WgZi+xPvH5VCvt+sqlajZC0SHhyq3EROh/rwWNpP53Ai2Ryu3ESpQFVbisxQAJBLPl30U1mzycboRA12G0MD83vJ7770XrVu3RmpqKjp27IgPPvgA+/fvx1133YXg4GAAgMViwR//+EccP35cvMNEREREREQNilFYr/z+bXXlypWYMmUK7r//fiQkJNS4XMeOHfHGG28odY6IiIiIiCjQWLzHO78Hlj/++CPCwsK8LhcdHY0JEybUqVNGYjZphqiCapD53QEYZ2Joq8DrEiIUW5OI4UlUYq2QmfVHpsqtwATvUlFlCRL7rFQMKFigsqVEDM8mURVW6D0okTwymdRfH4ljAWCcfd8llK+XiIbpLvUva0b4PK8kcTyQ+ALrqqhQbgMAIqPUr6FoFaZ+QGjaRGZ7CkqCldtoblX/UJa4bAEwziVIlzJTkBUmi/cvSKYgoS9jlyC/38G+DCqJiIiIiIgaDZPJt3nqpOayuwTV6aehb775Bq+++iq+/PJLlJaWejymaRo++OADkc4REREREREFmmY2+1i8h1FYn33xxRfo3bs3WrdujW+//RZdu3bFqVOncOzYMcTHx6N9+/b10c+AsZg15RiCRKQpVKACXUiQUMlQAQ6Brkg8r+E2mV+V7E71DSoRqNpbIXQsC7MJVPsUiJzZhCJAqpWdAaHJpYVihRLtSEQCJdoIEap4GGwRiCqLHJfU2wBkYsZGir6ZggTy9QIkLuUAjPPcuirUK7o6SgoFegI0iWuj3EZcuPp+0iJKpsptwRn1NgySaAcg93mqwijvm7rSTCYfr7EM/HMdKH5v+axZszBkyBAcOHAAuq5j6dKlOHr0KDZs2ICysjI8/fTT9dFPIiIiIiKiwGBVWK/8Hlh+8sknmDBhAkz/HY1XXtg/bNgwPPzww0hLS5PtIRERERERUQBVRmF9uV2u/I7CFhQUoFmzZjCZTLBYLCgoKHA/1rNnT8ydO1e0g4FmNZuUo7ASk7NLJBikquEZqaqeKom4GSATf5OoJmkROpaFW9WflybB6p0JFyoZKrHPSsSdparCmiWqwkoclwRiTVLpLKlqrKrC1AtjAgBCLAJVlQUi4CahSJdECFyiAqpDKI4uwSixQKmpEVwO9WqsUTb1N3KkejFXAIDZKlAlWiABHip0uYBEdVmJz8FLmab5ON2IdvkOLP3ey1q3bo1Tp04BAH7961/jww8/dD+2f/9+hIeHy/WOiIiIiIgowCrnsfTldrny+3TADTfcgJ07d+L3v/897rzzTjz55JM4ceIErFYrli1bhj/84Q/10U8iIiIiIqKAYFVY7/weWM6ePRvHjx8HADzyyCPIz8/H22+/DU3TMHr0aCxYsEC8k4EUEmRGiGK+UKIipURkU6paoVEIFMoVqVwKACEW9XbCBCIzUlFLiShshMAOp/reqyRRCdIobUiRiOFJVGaWeO8AMlVhJViE4vUyVYjVnxOXUHTUl0nFvdFdTuU2XAZ6DxqFxPMKAM6yMuU2WoSp51jbNJN5D+b/ov68NAlV70eIxJcdyERhVY8pRol/15nJ5Fthnsu4KqzfA8v27du7pxQxm8148cUX8eKLL4p3jIiIiIiIyAh8jbkyCktERERERETV0swmaD6c+fVlmcbKp4GlP5VeNU3D448/XucOGY3FbIZVMSstEzkTqBAoFNGSqHIrkeyQeF5DhSpJOnX1DSqtUI/d2J0yr7FI9FqicqlQbMYJY8TfjBSFlSBxLJA6LklUY5UoQiwwvzsAmedWgt0hE5MMs6lHHCUim85GVtXSSNdyOctLldtoGqr+Ro4KlnnvhAYLVIUV+I4hlIQlATxj6Z1PH6Pp6ekef2uaBv2ia7m0C74ANqaBJRERERERXd44sPTOp99BXC6X+3bo0CEkJCTgmWeewZEjR1BaWoojR47gqaeeQkJCAr766qv67jMREREREVGD0Uxmd2XYWm+X8cDS7+DP9OnTMX78eKSlpbnva9u2LWbNmoWKigo8+OCD+L//+z/RTgZScJAZwYpVXSUqW0pUBZOINwKAUyDN5xBII4VYBSqcSU1Yr6m3IzFhfYhQZCZC4LkV2e+FqsJKkHh9jEQ14g/IxJ2ljkvBItVl1d/HVqnJzCWi5AL7rFQVVXOIehTW5ahQbsNZYVduA5C5dKGoTL0vprAw5TZ0p0zc2eVQ356wEPXtiQuXKR/SPFx9eySisBKXQgEyMxSo0i2Xdq5XM5l8PGN5aW+nCr+3/N///jf69u1b7WN9+/bFjh076tyZjIwMaJqGGTNmuO/TdR3p6emIi4tDSEgIBgwYgAMHDnhta/Xq1ejcuTNsNhs6d+6MtWvX1rlfRERERER0+aqMwvpyu1z5PbC02WzYs2dPtY/t2bMHVmvdKhfs3r0bf/3rX9G1a1eP++fPn4+FCxdi0aJF2L17N2JjYzF48GAUFxfX2FZubi7GjBmDlJQUfPbZZ0hJScHo0aOxa9euOvWNiIiIiIguY/+tCuvtBlaF9d2IESMwZ84chIeHY9y4cWjatCkKCgrw9ttvY+7cubjzzjv97sTZs2dx55134rXXXsPTTz/tvl/XdWRmZmL27NkYOXIkAGD58uWIiYnBO++8g6lTp1bbXmZmJgYPHuyO66alpSEnJweZmZlYsWKFX32zBJlhrSY+oOs6yh2+RYQk0pY2gV8/goUiZ2ft6jnWCoE8rUvgiZUKN0r0xSQQp5WiCTwzJoE2NE3m4GzS1PdZibRYuUQGHDLvnwqBiKNdoB8mod1eIo4ukbwWSeQCMAvs+5r/vx1XUS5URfVsuUO5DZOm/gKVCPQDABwC759zEpXAzepZy3JNpjy6Q+C5tUSox1ib2GS2p0mIehTWKnBMkaqObhJox9evOlaz5lHUs5LjEh9wmSxWmCzeT6D5sszFFi9ejOeeew4nTpzA1VdfjczMTPTr16/G5XNycpCamooDBw4gLi4OM2fOxD333OOxzOrVq/H444/j8OHDaN++PZ555hmMGDHC7775w+938MKFC3H48GE88MADePDBBxEUFASHwwFd19G/f38sXLjQ707cd999GDZsGG688UaPgeWRI0eQn5+P5ORk9302mw1JSUnYuXNnjQPL3NxcPPTQQx73DRkyBJmZmTX2oby8HOXl5e6/i4qKau1zuUNHysrval2G6NJV7n0Rr2pOFRBR7dbvLxNo5WeBNsjYfgx0By5wVqCNnwTaaFx2fitzXTBQKNSOdxk3t4RN6HpzI6mvqrCrVq3CjBkzsHjxYvTt2xevvvoqbr75Zhw8eBBt2rSpsvyRI0cwdOhQTJkyBW+99RY++ugjTJs2DS1atMBtt90G4H/pzaeeegojRozA2rVrMXr0aOzYsQO9evXyq3/+8HtgGRERgW3btmHTpk3Izs7G6dOn0bx5cwwcOBDJycnV/kJRm5UrV+KTTz7B7t27qzyWn58PAIiJifG4PyYmBj/88EONbebn51e7TmV71cnIyMCcOXP86ToREREREV0Gzhfv8X7WtXKZi09S2Ww22GxV52pduHAhJk+ejLvuugvA+eTl5s2b8corryAjI6PK8kuWLEGbNm3cJ8w6deqEPXv2YMGCBe6BpWR60x91zhzcdNNNuOmmm5T+86NHj2L69OnIyspCcHDNFeMuHqzquu51AOvvOmlpaUhNTXX/XVRUhPj4eJg1rdoYQqjFhHfGtq+1D5VOn1OfNLigVL0a3rGzEr+AA8V29fhOqECV2zCJjImQIoEIUGG5cSbujg1TjxK1DlevAhkZLFPdzy4Q5ysqU3+NpfbZK6LClduwu9SfkyOn1c9Kf1eofnwEgPxz6q9PhY+XN9QmNkxmn72mhfpr3CmmqXIbESF1q5twseouKfGXSaDS4pnic8ptAMC3p35RbkOi2ud17eKU2yg+IjNNnFmgomtwzBXKbWw/dFS5DQDY8v0vym1YBM7a9YxRf14BoF0T9XbO2n37LtpYo7DnL6Dy5TU9v0x8fLzHvU8++STS09M97rPb7di7dy8effRRj/uTk5Oxc+fOalvPzc31SHMC55OZS5cuRUVFBSwWS53SmxJ8+gQsKSlBWB1KWntbb+/evTh58iR69Ojhvs/pdOLDDz/EokWLcOjQIQDnz0C2atXKvczJkyernJG8UGxsbJWzk97WqelXhJpomuZzeXubwCBKooS9RegaS4l2JNqwCm2PBIntCWpk2yOxz0q8dwBA4hIVI21PsEDJdpPANaNGOi4FSUytIfDySL2PJZ5bif1EasofowwsJZ4TQOhzXeBLdqjAj1UOociiWeA5CRbY36Sm/JGYrkfiuCT1XUdin62QOEhewpwuF5w+/ChbuczRo0cRGRnpvr+6ccapU6fgdDr9SlrWlMx0OBw4deoUWrVqVaf0pgSf9pCEhAQ8//zzXq87rLR792787ne/83q95W9/+1t8/vnn2Ldvn/vWs2dP3Hnnndi3bx9+9atfITY2Flu2bHGvY7fbkZOTgz59+tTYbmJiosc6AJCVlVXrOkRERERERNVx6TqcPtwqCzpGRkZ63Go7geVv0rK65S++vy6JT1U+nbFcsGABZs+ejcceewy33norBg4ciO7du6Nly5YIDg7GmTNncPjwYXz88cdYt24dDh48iNGjR2PSpEm1thsREYEuXbp43BcWFobmzZu7758xYwbmzZuHDh06oEOHDpg3bx5CQ0Mxbtw49zrjx49H69at3Tnk6dOno3///nj22WcxfPhwrFu3Dlu3bq3THJvWIJPyL60iE5EL/LIZIRTDk4gVGoXEr4mATNU2q0BfpFImoQY50xFskYkVAuoxSYlfryXaMBKJ7bFJneEzyBl/qX5ITYquyiVQ/RQA7A71U+RmqRLCAkIEjk0y1T4FKnjXoYJldXSX+musudSP1eE2mc+NqGBjvAfDrTLbEyZQLdepWAHfFST1mR4YLpcLLh/OWPqyTKXo6GiYzWa/kpY1JTODgoLQvHnzWpepLb0pwadXePz48bj99tuxbNkyLFmyBP/4xz+qHQWHhIRg1KhRWLZsmUe8VcXMmTNRWlqKadOmoaCgAL169UJWVhYiIiLcy+Tl5XlEZPr06YOVK1fisccew+OPP4727dtj1apV9VoFiYiIiIiIGienS4fThx/bfFmmktVqRY8ePbBlyxaPqUC2bNmC4cOHV7tOYmIiNmzY4HFfVlYWevbsCYvF4l5my5YtHtdZNkR60+efDkJCQnDvvffi3nvvxbFjx7Bz504cP34cpaWliI6ORseOHdGrVy/3BtVVdna2x9+apiE9Pb3Kxa61rQMAo0aNwqhRo5T6QkRERERE5O81lr5KTU1FSkoKevbsicTERPz1r39FXl6ee17KtLQ0HDt2DG+++SYA4J577sGiRYuQmpqKKVOmIDc3F0uXLvWo9iqZ3vRHnc5Jt27dGrfffrt0XwzJpGnKk8qaRC7eFigUIFD4AABCBIowSJCIsUpNPGyUiKORUsoi0VGh10ciUhsiMJm5VLxRYnvMAtV7JLYnRKiYSoRAO84g9ailRIwcMM4xxe4UqPIEABLFogQuK5EicWyS+G4gET91VUjNk6jOca5EuY1Im0y0N8Kq/l6W2E+kor0S8e2ScrUZCqQ+0wPF5dJ9ujzA30sIxowZg9OnT2Pu3Lk4ceIEunTpgo0bN6Jt27YAgBMnTiAvL8+9fEJCAjZu3IiHHnoIL7/8MuLi4vDiiy+6pxoBApfevLTDzkRERERERPXMqbvg1H04Y+nDMhebNm0apk2bVu1jy5Ytq3JfUlISPvnkk1rbDER6kwNLIiIiIiKiWtTHNZaNDQeWXgRbghCiWJErvEK9EleFQMYxxKJebQ0AiivU25GIbEpEKlQrnFWSqJQr0ZcQoXkSJZ5bkUq5QrFriYO8VeC5NQvF0SUY5YNPKholUY3VLhLXlNkeidia6mcXAJg1mX22tEItQgcApX5et1Qdic9SALAIxMAljgeaSBsyx1mXQz1S6ywvVW4jKiRUuQ0AaCIQQZX4XJeKgEvss6ptSPQhkFw+XmPpT1XYxoYDSyIiIiIiolo4dR/PWAqdtLgUcWBJRERERERUC5euw+XDoNGXZRorDiwbgER1P4n4gFQ111CBdsoNEh09VyETVzhXod6XcqdEZEbmYCZShdhAFRwlGCUeDMhFhFVJ7CcS1Z0BwCYQQZVoI0IgwgoYJzImUblUilHi24DMe1DmeKDehiZ1rBa42kaiym2wUBXVCKsxvutIHQskoteq+73dIJ9ddXX+GktfphsxzrGqodVpL/vqq68wduxYtGrVClar1V2VaM6cOdi+fbtoB4mIiIiIiAKpsniPL7fLld8Dy3379uG6665DTk4OBgwYAOcFc1ydPXsWS5YsEe0gERERERFRIDl13efb5crvvMCjjz6Krl27YsuWLbBarVi1apX7seuvvx6rV68W7WCgWcxmWBRjIqrrA0IT2wapV+UDZOJvEvEQh8AvQo3tzW+kyYclnlupX/0k4ugSMSIjxQplnhMDxYNFqnSq9yPEIhP1kjjmS3z2SFUylminwqmetZSLGBvjSiJfYnleCVWFlagu6xKoHhzZzKbcBgBE2dQr+p+1q++zUpeVBAscU8Ksas+JLlCpOpAqHE7YHd7j2hU+LNNY+f0Kf/TRR3jrrbcQGhrqcbYSAGJiYpCfny/WOSIiIiIiokDz9WxkYztp4Q+/B5a6rsNqtVb7WEFBAWw2mV+KiIiIiIiIjMDl0uHyIUnlyzKNld+ZkK5du2Lt2rXVPrZp0yb06NFDuVNERERERERGwWssvfP7jOX06dMxbtw4hIWFISUlBQCQl5eHbdu24fXXX8d7770n3slA8vXXidpIXIckcf1QSJBMtj0kSP2aAbtBphuxCkwvAAChFvV2nLpxrr8zCon3DiBzvZqRqrzJXB+pft2OxLU/Esc2AIioPkjjF4nrPaWmdTLK9dIi1/ABKKtQ/9woFWjDpKlfNwfIXK8mocKpfi2XJTxSoCdAhcBUIRKCLTKvcbjAtCUS31OkrtsOVrw+ElB/H0tc9x1ITpfLx+lGZI6blyK/3zVjxozB4cOHkZ6ejhdffBEAcNtttyEoKAhz5szBrbfeKt5JIiIiIiKiQHH5eDbSxTOW/pk1axbGjx+PzZs346effkJ0dDSGDBmCtm3bSvePiIiIiIgooJy6b3NUMgpbB1dccQUmT54s2RdDMpk05SkCJMqsS7QhFd2RiK5JtCERTZSYssRIpA5mEs+tRBTEl7LevpCZisIY0UQAMGtSUyaokYhrGmm6EZFLDoRiaxL7m0RMslRgugQAKCwtV25D5vIHqelTjDKFkcD2SE03EqSeR9dEXh+Zz0GJy4ecVvW+SH13kzjWql7+IDV1SqA4XT4OLBvZd0t/1HlvPXv2LPLy8lBWVlblse7duyt1ioiIiIiIyCg43Yh3fg8sf/75Z0yZMgUbNmyo8piu69A0rcr8lkRERERERJcqnrH0zu+B5dSpU7Ft2zZMnz4dnTp1qnFOy8bCbDIpx1UkTv1LxAqlonzWIIHImUMgCqsZ541b6hB4fQS2xyiVJAHjRMCl2pE40hnpw0Y14i/VhljEWKAIn0yc1jhRL4kYq0Q1VwAoE4q1q5J6D1oFqv9KVMisEHheg23Bym0AgKvCrtyGLlBZVheqyGmUyr8hQlVujXQ5x6WKZyy98/tds23bNvzlL3/BlClTRDrwyiuv4JVXXsH3338PALj66qvxxBNP4OabbwZw/izonDlz8Ne//hUFBQXo1asXXn75ZVx99dW1trt69Wo8/vjjOHz4MNq3b49nnnkGI0aMEOkzERERERFdPnjG0ju/f54NCwsTrf56xRVX4M9//jP27NmDPXv2YNCgQRg+fDgOHDgAAJg/fz4WLlyIRYsWYffu3YiNjcXgwYNRXFxcY5u5ubkYM2YMUlJS8NlnnyElJQWjR4/Grl27xPpNRERERESXB5f+v7OWtd0u43Gl/2csU1JS8O677yI5OVmkAxfPe/nMM8/glVdewccff4zOnTsjMzMTs2fPxsiRIwEAy5cvR0xMDN555x1MnTq12jYzMzMxePBgpKWlAQDS0tKQk5ODzMxMrFixotp1ysvLUV7+v6p1RUVFAHyfDLU2FoHIjFNXj3ZITBIPSE2Krh53kYjCSkVDmgjEHkQqsQrFL4wSmZHqh0Ug4mgSiRnLxAFlIqgCUWWRKoNCFW4FEqjhVvVjpFR8TiImaZT3MQDYBWovSBwjwwQmiTcSkctkQmSisI7SEpF2VEnEaQEg3GaMfUXiOyQgExFW/eyR+OwKJJ6x9M7vT8Cnn34akydPxogRIzBs2DA0a9asyjKVg0B/OZ1OvPvuuygpKUFiYiKOHDmC/Px8j0GszWZDUlISdu7cWePAMjc3Fw899JDHfUOGDEFmZmaN/3dGRgbmzJlTp34TEREREVHjxWssvfN7YHnkyBHs2rULX3/9NdatW1fl8bpUhf3888+RmJiIsrIyhIeHY+3atejcuTN27twJAIiJifFYPiYmBj/88EON7eXn51e7Tn5+fo3rpKWlITU11f13UVER4uPj/doOIiIiIiJqfDiw9M7vgeXdd9+NwsJCZGZmilWFveqqq7Bv3z788ssvWL16NSZMmICcnBz349pFcavKaU1q4+86NpsNNputyv0ulw6X8iltiYqh6nExiTigVDsiE6ub1duQevOHCERVwq3q+4ndKRSFNcjE90aqcitRBVKuMrMxKo8aJU4LyFSrlohJSsXnjPMaC70+AtFeu0CUXGp7ggUqdUpEHCWqwgIyz4lZoLqss7zq3Oj+kqhOCxinKqxUP1wV5d4X8iJY8Tt/xSUeRXe4dDh8GBP4skxj5ffeumvXLixduhRjx44V64TVasWvf/1rAEDPnj2xe/duvPDCC3jkkUcAnD8D2apVK/fyJ0+erHJG8kKxsbFVzk56W4eIiIiIiKg6Lh/PWLou4zOWfv/EGxMTgyZNmtRDV/5H13WUl5cjISEBsbGx2LJli/sxu92OnJwc9OnTp8b1ExMTPdYBgKysrFrXISIiIiIiqo7dpcPu9OHGM5a+u/fee/Hqq6+655lUNWvWLNx8882Ij49HcXExVq5ciezsbGzatAmapmHGjBmYN28eOnTogA4dOmDevHkIDQ3FuHHj3G2MHz8erVu3RkZGBgBg+vTp6N+/P5599lkMHz4c69atw9atW7Fjxw6RPvtLZpJ3iaqwMhGEcIEog8Sk20bKsEtUtpTYHrtTZmJoie0xUvU3ifegyMT3Em1AqmKo+nMSYhGoEC0QYQWAkCD1uJhEjDUyuOolFYEiUYmVqicRqZWIgRdXVCi3IVFZFgAiQ8JE2lHlEnhOAKBJWKRyG+fK1GO5Jsh813EIPC9mi9rxTaa6euCwKqx3fn8Sm0wm7N+/H927d8fQoUOrVIXVNK1KRdba/PTTT0hJScGJEycQFRWFrl27YtOmTRg8eDAAYObMmSgtLcW0adNQUFCAXr16ISsrCxEREe428vLyYLrgS1KfPn2wcuVKPPbYY3j88cfRvn17rFq1Cr169fJ3c4mIiIiI6DLH4j3eabru39abvPzKXZeqsEZUVFSEqKgofPHFQY9BbF2IzGMp8IuiehGi806dPafeRkmpchtGeuNK/Dp1plT9l02pM5ZRAmduYiJClNuQODsOAJEh6meRRM5YCokQ2B6JM5ZHfj6j3MbxIpm57yTOWDYNVX9em4aq7/dSJM5YlpTLFEI5VaJelEVie6LDZF6fts2jlNuQSB78ck79s1SiH4DMcVZiLkypM5YwyBnLqBD1IpkA4Din/tyaQsOV1i8qLka79u1RWFiIyEj157ehVI4J0t7+F4JDvZ+ZLztXgow7h11y2ymhTtONXE6cugtOXe3LemiQ+kHBIjH7t5AwgYN2qUGisFKDbYkvPBKVZaUqbIbb1L+kSwzEpCpjSvQl2Kr+nEjFYyQGhRKTiEtUK5QYEAIy1aoltkdqMnMJjS0KK/H+kXoPSrRjMhlle2T2E4kfNs0mgR/iy4uU2wAAmw8DCG8kPjekqtxKHPNVI+BSVZkDhcV7vPN7j2/btm199IOIiIiIiMiQnK7zN1+Wu1wZY5IeIiIiIiIig+I1lt75NLAcNGgQFi9ejI4dO2LQoEG1LqtpGj744AORzhlBhcMJu+IExC6B6yONUgUSkKkuG2JRj9NKxG6cmnF+VgqxGKcvEpFaiciLVAU5iXiixIToUtUXJSJNEm1IRJWlJv+WqGQcZlO/bEGiDUBmX6lQ/OwCgDKhzw2jHFOkiLyX1a8IEemH1NkVif3NYlF//5gE2pAi8d3NVa5+HS0gc8x3OdS+u6muH2hO/fzNl+UuVz59ol9Y38flckGr5QPCz1pAREREREREhuZw6TD7cF2zg9ON1G779u3uf2dnZ9dXX4iIiIiIiAyHZyy98zuD9OGHH6J79+4ID69acrikpAR79+5F//79RTpH0mT2dIkqZ1LVPlWZBSZ4lyJR1dJqlomZSMQTJaKJRoq+Sbx/pLbHUao+5Y9ESf6wELXS8wAQbpPZZ0WqwgpMb+NyyFRwNAep98VkoPePRF+kql4bhcxUZOrHpQqh6sFmk/q+H2wJFeiJDIlqrCaBGbOkjikS26PahlSF20BxuXSf3nNSMw5civz+JB44cCAOHjxY7WNfffUVBg4cqNwpIiIiIiIio6g8Y+nL7XLl92mJ2q6hrKiogEnoQn8iIiIiIiIjcOo+TjfCgWXtioqK8Msvv7j/zs/PR15enscypaWlWL58OWJjY0U7GGgVLhcqFEumSURVJBKbulBFSonqmGE29TYkom9SlXKNQqrEtVWgkp1ENTyJCsSAzP5WcbZYuQ2T0PboAmUcJSoESrzGUpV/Jd7LElFLXaAyJgBIHK0lnhOx10ekKqxx4vVG2d8kLiuRmsxdtYI+IBTLFYr2Os6VKLcRZJxkr8gx31leprS+q7xcuQ+B5PQxCivxvf9S5dOR8fnnn0dCQgISEhKgaRpGjBjh/rvy1rlzZ7z66quYMGFCffeZiIiIiIiowRghCltQUICUlBRERUUhKioKKSkpHif/qqPrOtLT0xEXF4eQkBAMGDAABw4c8FhmwIAB0DTN43bHHXf43T+fzlgmJycjPDwcuq5j5syZeOCBB9CmTRuPZWw2G6655hokJSX53QkiIiIiIiKjcrp8jMLW47Tk48aNw48//ohNmzYBAO6++26kpKRgw4YNNa4zf/58LFy4EMuWLcOVV16Jp59+GoMHD8ahQ4cQERHhXm7KlCmYO3eu+++QkBC/++fTwDIxMRGJiYkAzld+nTJlCuLi4vz+zy5XUpOiq5KqxiUx+bBEnNasCcS8DFQ1UWaia5mfySTiYiEC1YMlqiYCMpMyOwUmqZaq7idBpOKhgSrlGoVEtV0A0ARia8E29RyeVAXvEIFK0xJRf6nKshL7rVHaEPuOIhAPlojTBgt8RwFkjvkSly1IfXczQl+M9BlYFy4fz0bWVxL2yy+/xKZNm/Dxxx+jV69eAIDXXnsNiYmJOHToEK666qoq6+i6jszMTMyePRsjR44EACxfvhwxMTF45513MHXqVPeyoaGhypc0+n0UePLJJzmoJCIiIiKiy0blGUtfbsD5GjUX3soVrzHNzc1FVFSUe1AJAL1790ZUVBR27txZ7TpHjhxBfn4+kpOT3ffZbDYkJSVVWeftt99GdHQ0rr76ajz88MMoLva/toT6T4hERERERESNWIWPF1BW/HeZ+Ph4j/uffPJJpKen1/n/z8/PR8uWLavc37JlS+Tn59e4DgDExMR43B8TE4MffvjB/fedd96JhIQExMbG4osvvkBaWho+++wzbNmyxa8+cmDZAIxSyc6uWM2rkkRlMYmIlsRzIlHVEpCJaBlpQl2JfVbiuZWKwuoC8RuJ/V4T2t8aE6mopUQ0XuKY4hCKemku9efFGmKM50SKRLVqqf1NYmo1qUrtqkorZKqoAhIxVvWvpSEm4xxnJaKfEp89cu3IVDa/VDldgMmPayyPHj2KyMhI9/02m63a5dPT0zFnzpxa29y9ezcAQKsmzq/rerX3X+jixy9eZ8qUKe5/d+nSBR06dEDPnj3xySefoHv37rW2fSEOLImIiIiIiGrh1AGTD+cAKk9qRkZGegwsa3L//fd7rcDarl077N+/Hz/99FOVx37++ecqZyQrVV4zmZ+fj1atWrnvP3nyZI3rAED37t1hsVjwzTffcGBJREREREQkxeVjVVh/wwjR0dGIjo72ulxiYiIKCwvxn//8B9dffz0AYNeuXSgsLESfPn2qXacy3rplyxZ069YNAGC325GTk4Nnn322xv/rwIEDqKio8BiM+oIDSy/OT4aqFleRiBJJRGak4hQugaKH1hCJanjqkQyp50QiLRYaLFPJziiCreqvj0T0DQAcdvXXWaLap1TFUJNAVWUJUu8fCRIVnlUn/z7fhnolSQAwBUkcDySqqKpHPgG5CKoqi1loewSOTY7Ss8pthNUQrfOH1SxzmYxdoOqoRFVYSzPvZ4gaiiawv0lVhQUC/xkm9RkYKC7dt0FjfV3Z1KlTJ9x0002YMmUKXn31VQDnpxu55ZZbPCrCduzYERkZGRgxYgQ0TcOMGTMwb948dOjQAR06dMC8efMQGhqKcePGAQAOHz6Mt99+G0OHDkV0dDQOHjyI//f//h+6deuGvn37+tVHmSOsgoyMDFx33XWIiIhAy5Yt8fvf/x6HDh3yWMaXiT2rs3r1anTu3Bk2mw2dO3fG2rVr62sziIiIiIiokaqs3ePLrb68/fbbuOaaa5CcnIzk5GR07doVf//73z2WOXToEAoLC91/z5w5EzNmzMC0adPQs2dPHDt2DFlZWe45LK1WKz744AMMGTIEV111FR588EEkJydj69atMPv5I1rAz1jm5OTgvvvuw3XXXQeHw4HZs2cjOTkZBw8eRFhYGADfJ/a8UG5uLsaMGYOnnnoKI0aMwNq1azF69Gjs2LHDo0wvERERERFRbZwuQPOjeE99aNasGd56661al9EvKiipaRrS09NrrEgbHx+PnJwckf4FfGC5adMmj7/feOMNtGzZEnv37kX//v39mtjzQpmZmRg8eDDS0tIAAGlpacjJyUFmZiZWrFhRZfny8nKP+WWKioqkNlGERORMLk6hzlGqHuUz20KU2zBSlM8qEH1zWQP+lnaTiIrJxbfV4zcSlWWl6EJxPlUSxxSLWWaflYhaugRirFJRL4nJzCWivVKVmSUiqCYvVQ99ESIUI5eo9uk4V6LcRnDzMOU2pGLKElFYl0CFdUCmkrGRvh+IkNgeA1XcDQSXy8corDEKPgeEMb6dXKDy1G2zZs0A+Dex54Vyc3M91gGAIUOG1LhORkYGoqKi3LeL554hIiIiIqLLk9Pl++1yZaiBpa7rSE1NxQ033IAuXboAqH1iz5omA61cz5910tLSUFhY6L4dPXpUZVOIiIiIiKiRMMI1lkZnnNwczs/jsn//fuzYsaPKY94m9qyOP+vYbLZqJy49XxVWbQ9RXR8ANItx4gdGqY6pGSiSYZTITLDFOJVlRSaGdkpFYdX7YqQouckWHOguAJCJa5otxvl9U+R9LDWZuUgr6iSqmgMycUuJz1KpaK+zTD1mLHKMbGSZO4mqsGVCcXSzwHcMo3w3kKJ6SYjuuLSrwuo+RmH1xvW29IthPtEfeOABrF+/Htu3b8cVV1zhvv/CiT0v5G1iz9jYWL/XISIiIiIiuhijsN4FfGCp6zruv/9+rFmzBtu2bUNCQoLH4xdO7FmpcmLPmiYDBc5PInrhOgCQlZVV6zpEREREREQXYxTWu4BHYe+77z688847WLduHSIiItxnGaOiohASEuLTxJ4AMH78eLRu3RoZGRkAgOnTp6N///549tlnMXz4cKxbtw5bt26tNmZbG6euw6lYpaxCINqh2dQjjlLRUd0lEAESiBUyCluVKUim4qFEvEriNZaIWgKNr6qyxPNiEqiOKTH5t1Q0UaIKcVmRcSLTJgPF2iWYNYHfsU0C0WuhaK8El0DVXpHKshaZr4KlFQ7lNlS/bwFAmV29HwAQLnB8cxqo0rRERVfV711akHE+R+vC5eN0I40soe6XgA8sX3nlFQDAgAEDPO5/4403MHHiRADnJ/YsLS3FtGnTUFBQgF69enlM7AkAeXl5MJn+dxDo06cPVq5cicceewyPP/442rdvj1WrVnEOSyIiIiIi8otTB+DLPJY8Yxk4F0/iWR1vE3sCQHZ2dpX7Ro0ahVGjRin0joiIiIiILnc8Y+ldwAeWRmfWNJgFJmVW5RTYSzWBqBgA6AJRL6dAJMNIUTGjxCQdUI9FSRGL7wgwTLVPofi2RARVgkQkVyLCCsi8xk6BaKJRjgWAzPYERzYV6Ak8EkV15RL4HLQJvXfOFRUot+E4d1a5jaCwSOU2rMHqbQCAVeC5tQscU5wGKskpUvlXoA0pmuIlFEb57Korpwu+nbE0zi7Y4DiwJCIiIiIiqoVLh09zQQnMjHTJ4sCSiIiIiIioFhUODSaz9xSjyxH4pGOgcGDphTXIpDyxs0TVQ5PAdNkS1cmMxCiVWAHjVB2Vq/xrjO2RIhHLFXl9hGKfEq+z2Rai3g+JqolCF6NoAvusRORMKramC+0rRiFxSYlVoJKxRDQRuPQjffXB2chO00hE/WXaMM53HdXPUiNdIlMXThfgS9Ka11gSERERERFRtVw+XmPJgSURERERERFVy+nSoLt8iML6sExjxYGlFyZNg0kxwiMxIbMmUFFPIvoGyEzqLEEiHiIVp5WId2hm48RdjBIzlor2SrXTmEi8xrpT/XkNEpqw3lEuEGOVOKYIxdaMcnwTi44KtOGsMEblXwBwnlOvwO0qVW/DIdCGJVym8q/qZUMAUFrhEOiJDJFjpEE+SwGZvihfcnCJn8pjFNY7DiyJiIiIiIhqoeu+DRr1xnW5sV84sCQiIiIiIqqFy6VB8yHm6ktctrHiwNILs6aJRFnVScRpjRMHNEo8RKofRonMXOoV1y5mtgUHuguijFTdzyjPrS6UGZLY90WOB1IZKIG+OATimlIkPn8k2pCqVi0y8b3I/qbehtR3HIkKzxKVZY1UnVYX2N+M8n0JUP8MM9JnYF24XIDmyxlLRmGJiIiIiIioOhxYeseBJRERERERUS10lwYwClsrDiy9MJlMMCtWZDUJVHSViJhIRd+0IKtyG0aJjkpMXgwAztKzym1IRERMFvXXBhCqHmeQ6BtgsIijAInnRWJfMUrlUql2jNKGFJPFotyGkd6DEjFWqSq3RqkgLPGcSHxHkWI1q/elSZhMBfyKn04rt6GZBT4HBdoAZPYV1fexkY6PdeLjPJY+LdNIcWBJRERERERUGw4sveLAkoiIiIiIqBYmXmPpFQeWXljNZlgVYwhmrXFlrY1SyU6CWAxPotKZRFSsvFS9HzBOFFYq2ivCQHExkXiVwOtjlDggIBTzkmhDaHuMUiVaKgorUkVV4NIFI0XxjBIPVv2OYzRS37nsQrFpZQaq6K+6v0lF0QNFcwGaL29bDiyJiIiIiIioOmaesfSKA0siIiIiIqJamFznb94YqNZfg+PA0gtLkBmWIMUorMjkw+ptuITiLhKVBnWncaIdIkRirGXKbRgp2itSdTQkXLkNANAMEqmVqu5nEqjM7BI4pkhUmnYK7PdA46voKkETqLApRSKWKxFVFmOQywUaG6euK7dRIRRHF4mgGmg/EflMVtweqc/AQDG7dJhc3vdRzYdlGquAf+p8+OGHuPXWWxEXFwdN0/D+++97PK7rOtLT0xEXF4eQkBAMGDAABw4c8Nru6tWr0blzZ9hsNnTu3Blr166tpy0gIiIiIqLGzOzUfb5drgI+sCwpKcFvfvMbLFq0qNrH58+fj4ULF2LRokXYvXs3YmNjMXjwYBQXF9fYZm5uLsaMGYOUlBR89tlnSElJwejRo7Fr16762gwiIiIiImqkrA6Hz7fLVcCjsDfffDNuvvnmah/TdR2ZmZmYPXs2Ro4cCQBYvnw5YmJi8M4772Dq1KnVrpeZmYnBgwcjLS0NAJCWloacnBxkZmZixYoVfvUv1GZFmE0tPiBRBUsi+iYWpxCJ4Qk8JwKxDol4lhSRKJ9URUqJCo4GirxIxLeNVKFWIuIoETkzC8Rp5eLbAhVDJarcSm2PwLFJJF4v8LwCMhWrJSqgSkXxDBO9FtnfZM6umAUqZ5uNFCE0yGeyJvRN3QhVvKW+owSKyaXD5MsFlEbajxtYwM9Y1ubIkSPIz89HcnKy+z6bzYakpCTs3LmzxvVyc3M91gGAIUOG1LpOeXk5ioqKPG5EREREREQml9Pn2+XK0APL/Px8AEBMTIzH/TExMe7HalrP33UyMjIQFRXlvsXHxyv0nIiIiIiIGgtN921QqemX78Ay4FFYX2gXTXar63qV+1TXSUtLQ2pqqvvvoqIixMfHw1leCqdV7WkSmaQ6VGJCdJnfEUSiRAaJnxuraqIxJngHZKKwRiIR3zbZQpTbkHiNAZlYe5ld/bhkVrxMQJJIfNshEI2X+qVaIlYYEqbeDaEIuEgUVqANI1WllHgfy0RyZeLOJi/fyy5HRtrfRKjub5f4mTxNd0DTvX+B9WWZxsrQA8vY2FgA589AtmrVyn3/yZMnq5yRvHi9i89OelvHZrPBZrMp9piIiIiIiBobzeWE5sPg2JdlGivjnK6pRkJCAmJjY7Flyxb3fXa7HTk5OejTp0+N6yUmJnqsAwBZWVm1rkNERERERFQdzeXw+Xa5CvgZy7Nnz+Lbb791/33kyBHs27cPzZo1Q5s2bTBjxgzMmzcPHTp0QIcOHTBv3jyEhoZi3Lhx7nXGjx+P1q1bIyMjAwAwffp09O/fH88++yyGDx+OdevWYevWrdixY4ff/XOWnoMjSG38LRF/MwerT0QuVRVWop3G1IYYgV+4XHb1qBggVE1SYHucAtE3ALCgqXIbRphcupJEvMrlMMYvqmJVRwWOsyJxdANVPZS4DEOqcrajpFC5DWdpiXIbZoFIOwCRqLJRKoFLHZfMJvUorEQbFqH4qV3o0gVVQTb1739AI4zlBoCmu3y6flLTZT7XLkUBH1ju2bMHAwcOdP9deZ3jhAkTsGzZMsycOROlpaWYNm0aCgoK0KtXL2RlZSEiIsK9Tl5eHkwXHOT79OmDlStX4rHHHsPjjz+O9u3bY9WqVejVq1fDbRgRERERETUOLsf5my/LXaYCPrAcMGAA9FrmU9M0Denp6UhPT69xmezs7Cr3jRo1CqNGjRLoIRERERERXdZ0x/mbL8tdpgI+sDQ6p70UznK1+IBU1MsojBIfbWxRWJEon0CEFQCcpWdF2lFmpAvgBfYVieq0gMx+69RlIo6qXEIViI1SVVkqVtjYiESEDfTcSsQKRT7DDNIPAHAKTAov0kYtJysamkzcWeY7pBFi01IViANGd56/+bLcZcrQxXuIiIiIiIgCrjIK68utnhQUFCAlJQVRUVGIiopCSkoKfvnll1rXWbNmDYYMGYLo6GhomoZ9+/ZVWaa8vBwPPPAAoqOjERYWht/97nf48ccf/e4fB5ZERERERES10Z3/i8PWequ/M5bjxo3Dvn37sGnTJmzatAn79u1DSkpKreuUlJSgb9+++POf/1zjMjNmzMDatWuxcuVK7NixA2fPnsUtt9wCp59nuhmF9cJxthgOqJ26l4hCOM5FKrdhjbQotyFFJgKk/ruIWJU0iSiRRFVYoSqqznPq1RclSFSBBACnRERY4PWR2t8k3j92gaqwEpEzqSqqukCkViTGKhXXFIiMGWl7JN7LjrNFAj2REWRRrzQtcTwwCVS5lYrCugSOB3aB2GeZXSbmL/G8SET0jUT1eG2kqtl14mcUtqjI85hls9lgs9nq/N9/+eWX2LRpEz7++GN3QdLXXnsNiYmJOHToEK666qpq16sceH7//ffVPl5YWIilS5fi73//O2688UYAwFtvvYX4+Hhs3boVQ4YM8bmPPGNJRERERERUGz+jsPHx8e7IalRUlHtaxLrKzc1FVFSUxywXvXv3RlRUFHbu3Fnndvfu3YuKigokJye774uLi0OXLl38bpdnLImIiIiIiGqh6w7oPlR8rVzm6NGjiIz8X+JQ5WwlAOTn56Nly5ZV7m/ZsiXy8/OV2rVarWja1DOJERMT43e7HFh64bKXwlUe+BO7IhUPDVSNSyQCJDBhvRSj9EUqdiMSK6xQf07EtkcizmegKsRlApPWl1WoFxeoEIjTStVl1gWeE5H9XqiCo1Mg1i4RjZc6tonECiWeE4vMJSG6U/3yFKNUNrcLxROdAt8xzCZNoA2Z72xOA0XJDUP1NTbQ99C68TEKi/PLREZGegwsa5Keno45c+bUuszu3bsBnJ+G8WK6rld7v6q6tMuBJRERERERUS10lxO65sMZSz9/ULj//vtxxx131LpMu3btsH//fvz0009VHvv5558RExPj1/95odjYWNjtdhQUFHictTx58iT69OnjV1scWBIREREREdVCd5VD9+EEnu4q96vd6OhoREdHe10uMTERhYWF+M9//oPrr78eALBr1y4UFhb6PQC8UI8ePWCxWLBlyxaMHj0aAHDixAl88cUXmD9/vl9tcWDphbP0HJyBT8KKTSIuQSJWKBLtNVB1MZFJkCXacMhUw3MJVFEVib6VnlVuAwCcAu2YJaovCsXwJCq6SlRflCB1bJM4phhlv5dqR6INqeOsSIzVLtBGhfr7GJC5nEMTiBkb5TIMQCaCanapV5aViOQCcu/lxkT1e4rIZSkBdP6MpfdtqK/t7NSpE2666SZMmTIFr776KgDg7rvvxi233OJREbZjx47IyMjAiBEjAABnzpxBXl4ejh8/DgA4dOgQgPNnKmNjYxEVFYXJkyfj//2//4fmzZujWbNmePjhh3HNNde4q8T6ygBDJiIiIiIiIgPzaQ7L/97qydtvv41rrrkGycnJSE5ORteuXfH3v//dY5lDhw6hsLDQ/ff69evRrVs3DBs2DABwxx13oFu3bliyZIl7meeffx6///3vMXr0aPTt2xehoaHYsGEDzH7+iMYzlkRERERERLXRXdB9msey/hJBzZo1w1tvvVX7f3/RnLITJ07ExIkTa10nODgYL730El566SWl/nFg6YWztAROTW0HkYjMSES0pCpsSsRDJOI7UpPNS5CJnAlMiC70GkvsbxKM0g8A0ILU91mJOC0AlArEEyXitBKRM5NANVdAJu4s8f7RpSabF4iOOkoKvS/UQBzFBcptVPxySqAnMvSKOOU2tBCBGKvA/mYWqiYZbDHGV8oKofi2TeB7il5inOinRPRaC1K7nEN1/UDTdadPA0ufBp+NlDGOAkRERERERAaluxzQNe9XEequ+ovCGh0HlkRERERERLXgGUvvOLD0wiUQhZXgOKce83IKxQpNApUtTRCohicQqZB6ZWUquhqjqqVUO0apHixFZL8XiNMCMjHWCoNUhZWKb4u8fwTakHqNJSqgOs+VKLch8bwCgKNIPQrrktieiKbeF2ogEtH4oJAw5TbKKmTOrkgcl0wCsdwmoTKXHBR9/7NyG46zRcptWCKbKbcBQCQ2DdXLH4Qq9gaM7jx/82W5yxQHlkRERERERLU4P92I9x9iLvVpVVRwYElERERERFSL81FYH66x5BlLqonzXBGculoUSKJiqLNEPU4hFSsUiQSKTBSvHpkx0gTIEpFAZ6l6VAwAHAL7m8kWrNyGRKVPQOa5lamGLFMRr6K8XLkNp64+EbkEqV92dYHqsiJtCB1TjHJskvrckHgvO0vPKbdhqErTAlU6JSqs24XiiS6BY4pEFNZskqlyK3JJiESlaaEqtyLV6xWP15f6mTwOLL3jwJKIiIiIiKgWuu6E7uLAsjbenx2DWLx4MRISEhAcHIwePXrg3//+d63L5+TkoEePHggODsavfvUrLFmypIF6SkREREREjUllVVhfbperS2JguWrVKsyYMQOzZ8/Gp59+in79+uHmm29GXl5etcsfOXIEQ4cORb9+/fDpp59i1qxZePDBB7F69eoG7jkREREREV3qOLD07pKIwi5cuBCTJ0/GXXfdBQDIzMzE5s2b8corryAjI6PK8kuWLEGbNm2QmZkJAOjUqRP27NmDBQsW4Lbbbqv2/ygvL0f5BdctFRWdv8bMUVIMh1PxGkuzwDWWBppuRKJEulFoJpnfVoxyPZTU9QsuiWvNBKazcAldM2qU66qk3julBerPi13gup0KgTZkrjo1DrFrRiWmMDLINEiAzHtQ4hpyiWlcAAACnx1mgevQJT57zEKfgxazejshAtehO4Q+N0S+dwn1RYLENf6q+5tRvivVle5yQvfhnNylfi2pCsOfsbTb7di7dy+Sk5M97k9OTsbOnTurXSc3N7fK8kOGDMGePXtQUcMX5oyMDERFRblv8fHxMhtARERERESXNF13+XjG8hKfr1OB4c9Ynjp1Ck6nEzExMR73x8TEID8/v9p18vPzq13e4XDg1KlTaNWqVZV10tLSkJqa6v67sLAQbdq0QUmZevVFiV9oHOfUf2V1nZWpsGnVBHYbgV82gxwSVS1lKmMWn1X/VfJsqfov+iXlMmcX7Hb1CbM1k8CBVeD9BwBaiXo1SafA+8duDVVuAwDOCvTlXIn6MaU4VP0XcIvAewcAzgkcIytKBY73ApPEA4DFqr49Jk399XEJPK8AUFKmfmyy29WTFA6hY4pZ4JjiEHgfS3wO2i3qzysg8xnmEDir5jLJvAeLJb53laq3oQsdI80u9X2lTHG/P3vu/Pq6QaqS+8vlKIfuw/6lu9S/Q12qDD+wrKRdVIJa1/Uq93lbvrr7K9lsNthsNvfflVHY5Dkv16m/RCQhK9AdICKqxiuB7gDRJau4uBhRUVGB7obPrFYrYmNjkZ//kc/rxMbGwmpVnw7oUmP4gWV0dDTMZnOVs5MnT56sclay0vkXv+ryQUFBaN68uU//b1xcHI4ePYqIiIhaB7AUGEVFRYiPj8fRo0cRGRkZ6O6QgXFfIV9wPyFfcV8hX3A/qUrXdRQXFyMuLi7QXfFLcHAwjhw5Arvd9+SF1WpFcLD6ddSXGsMPLK1WK3r06IEtW7ZgxIgR7vu3bNmC4cOHV7tOYmIiNmzY4HFfVlYWevbsCYuPMQuTyYQrrrii7h2nBhEZGckDNvmE+wr5gvsJ+Yr7CvmC+4mnS+lM5YWCg4Mvy4GivwxfvAcAUlNT8be//Q2vv/46vvzySzz00EPIy8vDPffcA+D89ZHjx493L3/PPffghx9+QGpqKr788ku8/vrrWLp0KR5++OFAbQIREREREVGjZfgzlgAwZswYnD59GnPnzsWJEyfQpUsXbNy4EW3btgUAnDhxwmNOy4SEBGzcuBEPPfQQXn75ZcTFxeHFF1+scaoRIiIiIiIiqrtLYmAJANOmTcO0adOqfWzZsmVV7ktKSsInn3xSz72iQLHZbHjyySc9Ci4RVYf7CvmC+wn5ivsK+YL7CV2ONP1SrflLREREREREhnBJXGNJRERERERExsWBJRERERERESnhwJKIiIiIiIiUcGBJRERERERESjiwJMN75pln0KdPH4SGhqJJkyZVHj99+jRuuukmxMXFwWazIT4+Hvfffz+Kioqqbe/bb79FREREtW3RpUtiP8nOzsbw4cPRqlUrhIWF4dprr8Xbb7/dgFtB9U3qePL5558jKSkJISEhaN26NebOnQvWwmtcvO0rn332GcaOHYv4+HiEhISgU6dOeOGFF6ost3nzZvTu3RsRERFo0aIFbrvtNhw5cqQBtoAagtR+ous6FixYgCuvvNJ97Jk3b14DbAGRHA4syfDsdjtuv/123HvvvdU+bjKZMHz4cKxfvx5ff/01li1bhq1bt+Kee+6psmxFRQXGjh2Lfv361Xe3qYFJ7Cc7d+5E165dsXr1auzfvx+TJk3C+PHjsWHDhobaDKpnEvtJUVERBg8ejLi4OOzevRsvvfQSFixYgIULFzbUZlAD8Lav7N27Fy1atMBbb72FAwcOYPbs2UhLS8OiRYvcy3z33XcYPnw4Bg0ahH379mHz5s04deoURo4c2VCbQfVMYj8BgOnTp+Nvf/sbFixYgK+++gobNmzA9ddf3xCbQCRHJ7pEvPHGG3pUVJRPy77wwgv6FVdcUeX+mTNn6n/4wx/8aosuLRL7yYWGDh2q//GPfxToGRmJyn6yePFiPSoqSi8rK3Pfl5GRocfFxekul0u6qxRg/uwr06ZN0wcOHOj++91339WDgoJ0p9Ppvm/9+vW6pmm63W6X7ioFkMp+cvDgQT0oKEj/6quv6ql3RA2DZyyp0Tl+/DjWrFmDpKQkj/u3bduGd999Fy+//HKAekZGUtN+crHCwkI0a9asgXpFRlPdfpKbm4ukpCSPic+HDBmC48eP4/vvvw9AL8koLj5e9OzZE2azGW+88QacTicKCwvx97//HcnJybBYLAHsKQXSxfvJhg0b8Ktf/Qr//Oc/kZCQgHbt2uGuu+7CmTNnAthLIv9xYEmNxtixYxEaGorWrVsjMjISf/vb39yPnT59GhMnTsSyZcsQGRkZwF5SoNW2n1zsvffew+7du/HHP/6xAXtIRlDbfpKfn4+YmBiP5Sv/zs/Pb9B+knHk5ubiH//4B6ZOneq+r127dsjKysKsWbNgs9nQpEkT/Pjjj1i5cmUAe0qBVN1+8t133+GHH37Au+++izfffBPLli3D3r17MWrUqAD2lMh/HFhSQKSnp0PTtFpve/bs8avN559/Hp988gnef/99HD58GKmpqe7HpkyZgnHjxqF///7Sm0L1qKH3kwtlZ2dj4sSJeO2113D11VdLbA7Vk0DsJ5qmefyt/7dwz8X3k7HUx74CAAcOHMDw4cPxxBNPYPDgwe778/Pzcdddd2HChAnYvXs3cnJyYLVaMWrUKBZ7MrCG3k9cLhfKy8vx5ptvol+/fhgwYACWLl2K7du349ChQ5KbRlSvggLdAbo83X///bjjjjtqXaZdu3Z+tRkbG4vY2Fh07NgRzZs3R79+/fD444+jVatW2LZtG9avX48FCxYAOP8l0OVyISgoCH/9618xadKkum4K1aOG3k8q5eTk4NZbb8XChQsxfvz4unSdGlBD7yexsbFVzkyePHkSAKqcySRjqY995eDBgxg0aBCmTJmCxx57zOOxl19+GZGRkZg/f777vrfeegvx8fHYtWsXevfu7df/RQ2jofeTVq1aISgoCFdeeaX7vk6dOgEA8vLycNVVV/n1fxEFCgeWFBDR0dGIjo6ut/YrfwkuLy8HcD564nQ63Y+vW7cOzz77LHbu3InWrVvXWz9ITUPvJ8D5M5W33HILnn32Wdx999319n+TnIbeTxITEzFr1izY7XZYrVYAQFZWFuLi4vz+skkNS3pfOXDgAAYNGoQJEybgmWeeqfL4uXPnYDabPe6r/Nvlcon1g2Q19H7St29fOBwOHD58GO3btwcAfP311wCAtm3bivWDqL5xYEmGl5eXhzNnziAvLw9OpxP79u0DAPz6179GeHg4Nm7ciJ9++gnXXXcdwsPDcfDgQcycORN9+/Z1f8mr/OWv0p49e2AymdClS5cG3hqqLxL7SXZ2NoYNG4bp06fjtttuc5+VslqtLODTSEjsJ+PGjcOcOXMwceJEzJo1C9988w3mzZuHJ554glHYRsTbvnLgwAEMHDgQycnJSE1NdR8vzGYzWrRoAQAYNmwYnn/+ecydOxdjx45FcXExZs2ahbZt26Jbt26B2jQSJLGf3HjjjejevTsmTZqEzMxMuFwu3HfffRg8eLDHWUwiwwtkSVoiX0yYMEEHUOW2fft2Xdd1fdu2bXpiYqIeFRWlBwcH6x06dNAfeeQRvaCgoMY2Od1I4yOxn9TURlJSUkC2ieRJHU/279+v9+vXT7fZbHpsbKyenp7OqUYaGW/7ypNPPlnt423btvVoZ8WKFXq3bt30sLAwvUWLFvrvfvc7/csvv2z4DaJ6IbWfHDt2TB85cqQeHh6ux8TE6BMnTtRPnz7d8BtEpEDTdV49TkRERERERHXHqrBERERERESkhANLIiIiIiIiUsKBJRERERERESnhwJKIiIiIiIiUcGBJRERERERESjiwJCIiIiIiIiUcWBIREREREZESDiyJiIiIiIhICQeWREREijZu3IghQ4bgySefhK7rge4OERFRg+PAkoiokVm2bBk0TcP3338f6K5U25edO3ciPT0dv/zyi/j/l56eDk3TxNudO3cuOnfuDJfLVeWxsrIyZGRkYMWKFXC5XFizZk2VZd577z1omoZVq1ZVeew3v/kNNE3D5s2bqzzWvn17dO/e3f330qVL0bp1a5SUlChuERERkSwOLImIqN4MGzYMubm5aNWqlfu+nTt3Ys6cOfUysKwPx48fx/z58zF37lyYTFU/NsvLyxEREYFmzZqhffv2KCgoqLLMgAEDoGkatm/f7nH/mTNn8PnnnyMsLKzKYz/++CO+++47DBw40H3fhAkTEBYWhvnz5wttHRERkQwOLImIqN60aNECvXv3hs1mC3RX6uyFF15AkyZNMHLkyGofj4qKQu/evdGzZ0+sXr0a48aNq7JMdHQ0unTpguzsbI/7c3JyEBQUhMmTJ1cZWFb+feHAMigoCFOnTsULL7yAc+fOKW4ZERGRHA4siYguAzt27MBvf/tbREREIDQ0FH369MG//vUvj2UqY6QHDhzA2LFjERUVhZiYGEyaNAmFhYVV2ly3bh26du0Km82GX/3qV3jhhReqRFEvjsKmp6fjT3/6EwAgISEBmqZB0zT3gGvixIlo165dlf+ruojrv/71L1x77bWw2WxISEjAggULatz+b775BuPGjUPLli1hs9nQqVMnvPzyy16fN7vdjqVLl2LcuHHVnq2s9MQTT2DPnj3YsGEDQkNDq11m4MCBOHToEE6cOOG+Lzs7G9dddx2GDh2KvXv3ori42OMxs9mMfv36ebRz5513oqioCCtXrvTafyIioobCgSURUSOXk5ODQYMGobCwEEuXLsWKFSsQERGBW2+9tdpr/m677TZceeWVWL16NR599FG88847eOihhzyW2bRpE0aOHInmzZtj1apVmD9/PlasWIHly5fX2pe77roLDzzwAABgzZo1yM3NRW5ursd1hL744IMPMHz4cERERGDlypV47rnn8I9//ANvvPFGlWUPHjyI6667Dl988QX+8pe/4J///CeGDRuGBx98EHPmzKn1/9m1axdOnz7tcdawrirbuPCs5fbt25GUlIS+fftC0zT8+9//9nise/fuiIqK8mgnNjYWHTt2rPLDABERUSAFBboDRERUvx599FE0bdoU2dnZCA8PBwDccsstuPbaa/Hwww9j9OjRHmcDJ0+e7D6reOONN+Lbb7/F66+/jqVLl7qXe+KJJ9C6dWts3rwZVqsVAHDTTTdVe7bxQldccQXatGkDAOjWrZvX5Wsye/ZsxMTEYMuWLQgODgYADBkypNr2UlNTERERgR07diAyMhIAMHjwYJSXl+PPf/4zHnzwQTRt2rTa/yc3NxcA/B74VicpKQkmkwnZ2dkYO3YsTp8+jS+++ALPPfccwsPD0b17d2zfvh1Dhw7F0aNHceTIEdx+++3VttW9e3ds3bpVuU9ERERSeMaSiKgRKykpwa5duzBq1Cj3oBIAzGYzUlJS8OOPP+LQoUMe6/zud7/z+Ltr164oKyvDyZMn3W3u2bMHv//9792DSgAIDw/HrbfeWo9bA/f/v3v3bowcOdI9qATgPgt7obKyMnzwwQcYMWIEQkND4XA43LehQ4eirKwMH3/8cY3/1/Hjx6FpGqKjo5X73bRpU/zmN79xn7HMycmB2WxG3759AZwfeFZeV1nd9ZUXatmyJU6ePAmHw6HcLyIiIgkcWBIRNWIFBQXQdd2jKmuluLg4AMDp06c97m/evLnH35WFd0pLSz3ajImJqdJmdfdJKygogMvlQmxsbJXHLr7v9OnTcDgceOmll2CxWDxuQ4cOBQCcOnWqxv+rtLQUFosFZrNZpO8DBw7E119/jePHj2P79u3o0aOHe8CflJSETz/9FIWFhdi+fTuCgoJwww03VNtOcHAwdF1HWVmZSL+IiIhUMQpLRNSINW3aFCaTyaNgTKXjx48DgN9n45o2bQpN0/DTTz9VeSw/P79uHf2v4OBglJeXV7n/wsFf5f9f3f918X1NmzZ1n5297777qv0/ExISauxPdHQ07HY7SkpKEBYW5utm1GjgwIFYuHAhsrOzkZ2d7R7cAnAPIj/88EN3UZ8LzzJf6MyZM7DZbDU+TkRE1NB4xpKIqBELCwtDr169sGbNGvcZRwBwuVx46623cMUVV+DKK6/0u82ePXvi/fffh91ud99/9uxZ/POf//S6/sVnQC/Url07nDx50mPQarfbsXnzZo////rrr8eaNWs8ztgVFxdjw4YNHu2FhoZi4MCB+PTTT9G1a1f07Nmzyu3iM7QX6tixIwDg8OHDXrfLF/3794fZbMZ7772HAwcOYMCAAe7HoqKicO2112L58uX4/vvvay0Y9N1336Fz584ifSIiIpLAgSURUSOXkZHhrmz63nvvYf369Rg6dCi++OILLFiwoMo0Hr6YO3cujh07hiFDhuD999/H6tWrceONNyI8PNxre9dccw2A8/ND5ubmYs+ePe5pNsaMGQOz2Yw77rgDGzduxJo1a5CcnAyn0+nRxlNPPYX8/HwMHjzY/f//9re/rfas4gsvvIC8vDz069cPy5YtQ3Z2NjZs2IDnn38egwYNqrWvlQO/2q7D9EdkZCS6d++O999/HyaTyX19ZaWkpCSsWbMGQM3XV7pcLvznP/8RqVRLREQkhQNLIqJGLikpCdu2bUNYWBgmTpyIO+64A4WFhVi/fj3GjBlTpzZvuukmrF69GqdPn8aYMWOQmpqKESNGYPjw4WjSpEmt6w4YMABpaWnYsGEDbrjhBlx33XXYu3cvgPOx1HXr1uGXX37BqFGj8Kc//Qm33347xo8f79FG5YCyqKjI/f/fdtttmDRpUpX/r3Pnzvjkk0/QpUsXPPbYY0hOTsbkyZPx3nvv4be//W2tfY2Pj0e/fv2wbt06/56gWgwcOBC6rqNbt27uKrWVkpKSoOs6rFYr+vTpU+362dnZKCwsxJ133inWJyIiIlWarut6oDtBRESXvoqKClx77bVo3bo1srKyAt0dMatXr8aYMWPwww8/oHXr1oHuDlJSUvDdd9/ho48+CnRXiIiI3DiwJCKiOpk8eTIGDx6MVq1aIT8/H0uWLEFOTg6ysrJw4403Brp7YnRdR58+fdCjRw8sWrQooH05fPgwOnXqhG3bttVYMZaIiCgQWBWWiIjqpLi4GA8//DB+/vlnWCwWdO/eHRs3bmxUg0oA0DQNr732GtavXw+XywWTKXBXkeTl5WHRokUcVBIRkeHwjCUREREREREpYfEeIiIiIiIiUsKBJRERERERESnhwJKIiIiIiIiUcGBJRERERERESjiwJCIiIiIiIiUcWBIREREREZESDiyJiIiIiIhICQeWREREREREpIQDSyIiIiIiIlLCgSUREREREREp4cCSiIiIiIiIlPx/rK0PCYWb7cMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_lat = 28\n",
    "plt.figure(figsize = (10, 10))     \n",
    "SSHA_slice= SSHA_masked[selected_lat, :, day0:day0+time_range].T\n",
    "plt.subplot(311) \n",
    "plt.title('a) AVISO SSH Hovmöller plot: Latitude: ' + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, SSHA_slice, cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0],  len(lon)))\n",
    "plt.colorbar()\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::10], time[0::10] - time[0])\n",
    "\n",
    "\n",
    "plt.subplot(312) \n",
    "plt.title('b) Rossby wave Hovmöller plot: Latitude: ' + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, MSLA_fwrd[selected_lat, :, :time_range].T, cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.xlabel('longitude ($^\\circ$W)', fontsize = 12)\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::10], time[0::10] - time[0])\n",
    "\n",
    "plt.subplot(313) \n",
    "plt.title('c) Hovmöller plot difference: Latitude: ' + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, SSHA_slice - MSLA_fwrd[selected_lat, :, :time_range].T,cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.xlabel('longitude ($^\\circ$W)', fontsize = 12)\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::10], time[0::10] - time[0])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('./Hovmoller' +'_lat_' + str(selected_lat) + '.png', dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "3a1eb546-567f-4d43-a763-009d0b3bf477",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([736665., 736666., 736667., 736668., 736669., 736670., 736671.,\n",
       "       736672., 736673., 736674., 736675., 736676., 736677., 736678.,\n",
       "       736679., 736680., 736681., 736682., 736683., 736684., 736685.,\n",
       "       736686., 736687., 736688., 736689., 736690., 736691., 736692.,\n",
       "       736693., 736694., 736695., 736696., 736697., 736698., 736699.,\n",
       "       736700., 736701., 736702., 736703., 736704., 736705., 736706.,\n",
       "       736707., 736708., 736709., 736710., 736711., 736712., 736713.,\n",
       "       736714., 736715., 736716., 736717., 736718., 736719., 736720.,\n",
       "       736721., 736722., 736723., 736724., 736725., 736726., 736727.,\n",
       "       736728., 736729., 736730., 736731., 736732., 736733., 736734.,\n",
       "       736735., 736736., 736737., 736738., 736739., 736740., 736741.,\n",
       "       736742., 736743., 736744.])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "a6485b66-9227-4119-b2ae-37dae9d39636",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_lat = 20\n",
    "plt.figure(figsize = (10, 10))\n",
    "\n",
    "SSHA_slice = SSHA_masked[ selected_lat, :, day0:day0+time_range].T\n",
    "plt.subplot(311) \n",
    "plt.title('a) AVISO SSH Hovmöller plot: Latitude: ' + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, SSHA_slice, cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::4], time[0::4] - time[0])\n",
    "\n",
    "\n",
    "plt.subplot(312) \n",
    "plt.title('b) Rossby wave Hovmöller plot: Latitude: ' \n",
    "          + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, MSLA_fwrd[selected_lat, :, :time_range].T, cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.xlabel('longitude ($^\\circ$W)', fontsize = 12)\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::4], time[0::4] - time[0])\n",
    "\n",
    "plt.subplot(313) \n",
    "plt.title('c) Hovmöller plot difference: Latitude: ' \n",
    "          + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, SSHA_slice - MSLA_fwrd[selected_lat, :, :time_range].T,\n",
    "               cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.xlabel('longitude ($^\\circ$W)', fontsize = 12)\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::4], time[0::4] - time[0])\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig('./hovmoller/diag_Hovmoller' +'_lat_' + str(selected_lat) + '.png', dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "2544c225-944e-4757-a9dc-37bcb00a54e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_lat = 10\n",
    "plt.figure(figsize = (10, 10))\n",
    "\n",
    "plt.subplot(311) \n",
    "plt.title('a) AVISO SSH Hovmöller plot: Latitude: ' + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time,  SSHA_masked[ selected_lat,:, day0:day0+time_range].T, cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::4], time[0::4] - time[0])\n",
    "\n",
    "\n",
    "plt.subplot(312) \n",
    "plt.title('b) Rossby wave Hovmöller plot: Latitude: ' \n",
    "          + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, MSLA_fwrd[ selected_lat, :, :time_range].T, cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.xlabel('longitude ($^\\circ$W)', fontsize = 12)\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::4], time[0::4] - time[0])\n",
    "\n",
    "plt.subplot(313) \n",
    "plt.title('c) Hovmöller plot difference: Latitude: ' \n",
    "          + str(lat[selected_lat]) + '$^\\circ$N', fontsize = 12)\n",
    "plt.pcolormesh(lon, time, SSHA_masked[ selected_lat, :, day0:day0+time_range].T - MSLA_fwrd[selected_lat, :, :time_range].T,\n",
    "               cmap = cmo.cm.balance, vmin = -.12, vmax = .12)\n",
    "plt.plot(lon, np.repeat(time[day1 - day0], len(lon)))\n",
    "plt.colorbar()\n",
    "plt.xlabel('longitude ($^\\circ$W)', fontsize = 12)\n",
    "plt.ylabel('time (days)', fontsize = 12)\n",
    "plt.yticks(time[0::4], time[0::4] - time[0])\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig('./hovmoller/diag_Hovmoller' +'_lat_' + str(selected_lat) + '.png', dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70d9b920-0960-495c-8fca-294ed3ef49ac",
   "metadata": {},
   "source": [
    "## Diagnostics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bff3ef2-867f-4b59-a995-a71b0642bb8d",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Phase speed is faster for longer waves. the maximum zonal phase speed is Cx = $\\beta * R^2$. For those waves, the propagration speed for the ROssby waves: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "51cf68e2-3876-4327-8349-14bf8728bf38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([8.71873852e-06]), 'degree/s', array([0.87187385]), 'm/s')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Beta * Rm ** -2, 'degree/s', Beta * Rm ** -2 * 1e5, 'm/s'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "7fdf500e-2c08-4a44-a06f-77636fd20bc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.94162376]), 'degree per 20 days', array([1506.59801698]), 'km')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Beta / Rm ** -2  * 86400 * 20, 'degree per 20 days',Beta * Rm ** -2 * 1e5 * 86400 * 20 /1000, 'km' #Beta / (1/Rm**2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "895c2020-6335-473a-a985-648f9ad5f3ed",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Compare persistence error to forecast error: do wave dynamics predict SSH anomalies better than persistence? "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdcf43be-219e-4f26-85b6-c0939ac1397c",
   "metadata": {},
   "source": [
    "## plot persistence versus prediction error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "8241e956-d3fe-4705-a781-81e1f9045512",
   "metadata": {},
   "outputs": [],
   "source": [
    "persistence = SSHA.data[:, :, day0:day0+time_range] - SSHA.data[:, :, day0:day0+1]\n",
    "prediction_err = MSLA_fwrd[:, :, :time_range] - SSHA.data[:, :, day0:day0+time_range]\n",
    "rms_persistence = np.zeros(persistence.shape[-1])\n",
    "rms_prediction_err = np.zeros(prediction_err.shape[-1])\n",
    "for t in range(persistence.shape[-1]):\n",
    "    #rms_persistence_err[t] = np.sqrt(np.mean(persistence_err[:, :, t] ** 2)) / np.sqrt(np.mean(SSHA[:, :, 0:1].data ** 2))\n",
    "    rms_persistence[t] = np.sqrt(np.mean(persistence[:, :, t] ** 2)) / np.sqrt(np.mean(SSHA[:, :, day0 + t :day0 + 1 + t].data ** 2)) \n",
    "    # day by day persistence\n",
    "    rms_prediction_err[t] = np.sqrt(np.mean(prediction_err[:, :, t] ** 2)) / np.sqrt(np.mean(SSHA[:, :, day0 + t].data ** 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "c96c6511-8efe-41b8-8457-9aa857968d8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.        , 0.03268493, 0.0631289 , 0.09607353, 0.12910933,\n",
       "       0.16341036, 0.19611236, 0.22916593, 0.26163252, 0.29715388,\n",
       "       0.33471912, 0.37074656, 0.40832593, 0.44702264, 0.48644911,\n",
       "       0.52507698, 0.56674028, 0.60810166, 0.6493935 , 0.68834799,\n",
       "       0.72723245, 0.7647904 , 0.80210909, 0.83765114, 0.8709569 ,\n",
       "       0.90284267, 0.93332044, 0.95937201, 0.98633578, 1.01320182,\n",
       "       1.03684331, 1.05678219, 1.07251512, 1.08772233, 1.10551747,\n",
       "       1.12188952, 1.1352167 , 1.15141331, 1.16875216, 1.18475703,\n",
       "       1.20026394, 1.21286062, 1.22950505, 1.24351595, 1.25737649,\n",
       "       1.27230698, 1.28432231, 1.2955018 , 1.30700766, 1.3179694 ,\n",
       "       1.32678106, 1.33496393, 1.34209725, 1.34922161, 1.35516349,\n",
       "       1.36197233, 1.36970335, 1.37744727, 1.38674762, 1.39565798,\n",
       "       1.40302608, 1.40987346, 1.41785468, 1.42342443, 1.43138178,\n",
       "       1.43846735, 1.44550154, 1.4534083 , 1.46014434, 1.4672431 ,\n",
       "       1.47294968, 1.47833621, 1.48442102, 1.4899298 , 1.49344504,\n",
       "       1.49744242, 1.50144966, 1.50358473, 1.50647269, 1.50833388])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rms_persistence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "18ceb244-efe1-4152-9e77-4fcc6cc27658",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: './prediction_vs_persistence/diag_estimate_err_vs_persistence_2017-11-01.png'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[51], line 13\u001b[0m\n\u001b[1;32m     11\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend()\n\u001b[1;32m     12\u001b[0m plt\u001b[38;5;241m.\u001b[39mtight_layout()\n\u001b[0;32m---> 13\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msavefig\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m./prediction_vs_persistence/diag_estimate_err_vs_persistence_\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdate_time\u001b[49m\u001b[43m[\u001b[49m\u001b[43mday0\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m.png\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdpi\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m300\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/matplotlib/pyplot.py:1023\u001b[0m, in \u001b[0;36msavefig\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1020\u001b[0m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Figure\u001b[38;5;241m.\u001b[39msavefig)\n\u001b[1;32m   1021\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msavefig\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m   1022\u001b[0m     fig \u001b[38;5;241m=\u001b[39m gcf()\n\u001b[0;32m-> 1023\u001b[0m     res \u001b[38;5;241m=\u001b[39m \u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msavefig\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1024\u001b[0m     fig\u001b[38;5;241m.\u001b[39mcanvas\u001b[38;5;241m.\u001b[39mdraw_idle()  \u001b[38;5;66;03m# Need this if 'transparent=True', to reset colors.\u001b[39;00m\n\u001b[1;32m   1025\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m res\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/matplotlib/figure.py:3378\u001b[0m, in \u001b[0;36mFigure.savefig\u001b[0;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[1;32m   3374\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes:\n\u001b[1;32m   3375\u001b[0m         stack\u001b[38;5;241m.\u001b[39menter_context(\n\u001b[1;32m   3376\u001b[0m             ax\u001b[38;5;241m.\u001b[39mpatch\u001b[38;5;241m.\u001b[39m_cm_set(facecolor\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnone\u001b[39m\u001b[38;5;124m'\u001b[39m, edgecolor\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnone\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[0;32m-> 3378\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/matplotlib/backend_bases.py:2366\u001b[0m, in \u001b[0;36mFigureCanvasBase.print_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m   2362\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   2363\u001b[0m     \u001b[38;5;66;03m# _get_renderer may change the figure dpi (as vector formats\u001b[39;00m\n\u001b[1;32m   2364\u001b[0m     \u001b[38;5;66;03m# force the figure dpi to 72), so we need to set it again here.\u001b[39;00m\n\u001b[1;32m   2365\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m cbook\u001b[38;5;241m.\u001b[39m_setattr_cm(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfigure, dpi\u001b[38;5;241m=\u001b[39mdpi):\n\u001b[0;32m-> 2366\u001b[0m         result \u001b[38;5;241m=\u001b[39m \u001b[43mprint_method\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2367\u001b[0m \u001b[43m            \u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2368\u001b[0m \u001b[43m            \u001b[49m\u001b[43mfacecolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfacecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2369\u001b[0m \u001b[43m            \u001b[49m\u001b[43medgecolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43medgecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2370\u001b[0m \u001b[43m            \u001b[49m\u001b[43morientation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morientation\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2371\u001b[0m \u001b[43m            \u001b[49m\u001b[43mbbox_inches_restore\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_bbox_inches_restore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2372\u001b[0m \u001b[43m            \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2373\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m   2374\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m bbox_inches \u001b[38;5;129;01mand\u001b[39;00m restore_bbox:\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/matplotlib/backend_bases.py:2232\u001b[0m, in \u001b[0;36mFigureCanvasBase._switch_canvas_and_return_print_method.<locals>.<lambda>\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   2228\u001b[0m     optional_kws \u001b[38;5;241m=\u001b[39m {  \u001b[38;5;66;03m# Passed by print_figure for other renderers.\u001b[39;00m\n\u001b[1;32m   2229\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdpi\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfacecolor\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124medgecolor\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124morientation\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m   2230\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbbox_inches_restore\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n\u001b[1;32m   2231\u001b[0m     skip \u001b[38;5;241m=\u001b[39m optional_kws \u001b[38;5;241m-\u001b[39m {\u001b[38;5;241m*\u001b[39minspect\u001b[38;5;241m.\u001b[39msignature(meth)\u001b[38;5;241m.\u001b[39mparameters}\n\u001b[0;32m-> 2232\u001b[0m     print_method \u001b[38;5;241m=\u001b[39m functools\u001b[38;5;241m.\u001b[39mwraps(meth)(\u001b[38;5;28;01mlambda\u001b[39;00m \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: \u001b[43mmeth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2233\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m{\u001b[49m\u001b[43mk\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mv\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mv\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mskip\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m   2234\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:  \u001b[38;5;66;03m# Let third-parties do as they see fit.\u001b[39;00m\n\u001b[1;32m   2235\u001b[0m     print_method \u001b[38;5;241m=\u001b[39m meth\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/matplotlib/backends/backend_agg.py:509\u001b[0m, in \u001b[0;36mFigureCanvasAgg.print_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs)\u001b[0m\n\u001b[1;32m    462\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mprint_png\u001b[39m(\u001b[38;5;28mself\u001b[39m, filename_or_obj, \u001b[38;5;241m*\u001b[39m, metadata\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, pil_kwargs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m    463\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    464\u001b[0m \u001b[38;5;124;03m    Write the figure to a PNG file.\u001b[39;00m\n\u001b[1;32m    465\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    507\u001b[0m \u001b[38;5;124;03m        *metadata*, including the default 'Software' key.\u001b[39;00m\n\u001b[1;32m    508\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 509\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_print_pil\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpng\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpil_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/matplotlib/backends/backend_agg.py:458\u001b[0m, in \u001b[0;36mFigureCanvasAgg._print_pil\u001b[0;34m(self, filename_or_obj, fmt, pil_kwargs, metadata)\u001b[0m\n\u001b[1;32m    453\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    454\u001b[0m \u001b[38;5;124;03mDraw the canvas, then save it using `.image.imsave` (to which\u001b[39;00m\n\u001b[1;32m    455\u001b[0m \u001b[38;5;124;03m*pil_kwargs* and *metadata* are forwarded).\u001b[39;00m\n\u001b[1;32m    456\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    457\u001b[0m FigureCanvasAgg\u001b[38;5;241m.\u001b[39mdraw(\u001b[38;5;28mself\u001b[39m)\n\u001b[0;32m--> 458\u001b[0m \u001b[43mmpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimsave\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    459\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbuffer_rgba\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfmt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43morigin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mupper\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    460\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdpi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdpi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpil_kwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpil_kwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/matplotlib/image.py:1689\u001b[0m, in \u001b[0;36mimsave\u001b[0;34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[0m\n\u001b[1;32m   1687\u001b[0m pil_kwargs\u001b[38;5;241m.\u001b[39msetdefault(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mformat\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mformat\u001b[39m)\n\u001b[1;32m   1688\u001b[0m pil_kwargs\u001b[38;5;241m.\u001b[39msetdefault(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdpi\u001b[39m\u001b[38;5;124m\"\u001b[39m, (dpi, dpi))\n\u001b[0;32m-> 1689\u001b[0m \u001b[43mimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msave\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mpil_kwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/envs/pyenv/lib/python3.10/site-packages/PIL/Image.py:2428\u001b[0m, in \u001b[0;36mImage.save\u001b[0;34m(self, fp, format, **params)\u001b[0m\n\u001b[1;32m   2426\u001b[0m         fp \u001b[38;5;241m=\u001b[39m builtins\u001b[38;5;241m.\u001b[39mopen(filename, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr+b\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   2427\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 2428\u001b[0m         fp \u001b[38;5;241m=\u001b[39m \u001b[43mbuiltins\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mw+b\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2430\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   2431\u001b[0m     save_handler(\u001b[38;5;28mself\u001b[39m, fp, filename)\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: './prediction_vs_persistence/diag_estimate_err_vs_persistence_2017-11-01.png'"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8, 4))\n",
    "plt.plot(time[:time_range],  rms_prediction_err[:time_range] * 100,  \n",
    "         '-*',linewidth = 2, color = 'r', label = 'Estimate error')\n",
    "plt.plot(time[:time_range], (rms_persistence[:time_range]) * 100,  \n",
    "         '-x',linewidth = 2, color = 'k', label = 'Persistence')\n",
    "plt.plot(time, np.repeat(100, len(time)),linestyle = '--',  color = 'y')\n",
    "plt.xticks(time[:time_range][0::4], time[:time_range][0::4] - time[0])\n",
    "plt.ylabel('Percentage (%)', fontsize = 13)\n",
    "plt.xlabel('days since ' + str(date_time[0])[:10], fontsize = 13)\n",
    "plt.title('Estimate error VS persistence', fontsize = 14)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('./prediction_vs_persistence/diag_estimate_err_vs_persistence_' + str(date_time[day0])[:10] + '.png', dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2457eed8-d5b3-4045-a24f-9b3a49593df2",
   "metadata": {},
   "source": [
    "### Make an ensemble of persistence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b4b79009-fc96-4576-9caa-64f75567154a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "persistence0 = SSHA.data[:, :, day0:day0+time_range] - SSHA.data[:, :, day0:day0+1]\n",
    "persistence1 = SSHA.data[:, :, day0:day0+time_range] - SSHA.data[:, :, day1:day1+1]\n",
    "prediction_err = MSLA_fwrd[:, :, :time_range] - SSHA.data[:, :, day0:day0+time_range]\n",
    "rms_persistence0 = np.zeros(persistence.shape[-1])\n",
    "rms_persistence1 = np.zeros(persistence.shape[-1])\n",
    "rms_prediction_err = np.zeros(prediction_err.shape[-1])\n",
    "\n",
    "for t in range(persistence.shape[-1]):\n",
    "    rms_persistence0[t] = np.sqrt(np.mean(persistence0[:, :, t] ** 2)) / np.sqrt(np.mean(SSHA[:, :, day0 + t :day0 + t + 1].data ** 2)) # day 0\n",
    "    rms_persistence1[t] = np.sqrt(np.mean(persistence1[:, :, t] ** 2)) / np.sqrt(np.mean(SSHA[:, :, day1 + t :day1 + t + 1].data ** 2)) # day 70\n",
    "    rms_prediction_err[t] = np.sqrt(np.mean(prediction_err[:, :, t] ** 2)) / np.sqrt(np.mean(SSHA[:, :, day1 + t :day1 + t + 1].data ** 2))\n",
    "    \n",
    "plt.figure(figsize = (8,4))\n",
    "plt.plot(time[:time_range],  rms_prediction_err[:time_range] * 100,  \n",
    "         '-*',linewidth = 2,  label = 'Estimate error from ' + str(date_time[0])[:10])\n",
    "plt.plot(time[:time_range], (rms_persistence0[:time_range]) * 100,  \n",
    "         '-x',linewidth = 2,  label = 'Persistence from ' + str(date_time[0])[:10])\n",
    "plt.plot(time, np.repeat(100, len(time)),linestyle = '--',  color = 'y')\n",
    "plt.xticks(time[:time_range][0::5], time[:time_range][0::5] - time[0])\n",
    "plt.ylabel('Percentage (%)', fontsize = 13)\n",
    "plt.xlabel('days since ' + str(date_time[0])[:10], fontsize = 13)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('./prediction_vs_persistence/diag_fwd_prediction_err_vs_persistence_' \n",
    "            + str(M) + '_waves_' + str(int((day1 - day0)*5)) + 'days.png', dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3c3d4bf-19ad-4280-aaaa-8a4a0a4bd54b",
   "metadata": {},
   "outputs": [],
   "source": [
    "str(date_time[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fee5827-ca82-4667-abb2-2fe0fd14ad0d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04399b4c-b4a7-48cf-a3e3-0251f451107c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35ed8ba2-d73e-4f5a-9bc3-1d6d8dd7f8fa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "492ed5e9-0905-4fd5-87e2-99e350a9d651",
   "metadata": {},
   "outputs": [],
   "source": []
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