diff --git a/22-01-PAI.ipynb b/22-01-PAI.ipynb
index 3352b1801c633ce560ea63509ebc78e4733b8f69..bb436379d05968e279a66569a3ca4f74605e839d 100644
--- a/22-01-PAI.ipynb
+++ b/22-01-PAI.ipynb
@@ -14,6 +14,10 @@
     "\n",
     "There is still a final issue somewhere, not sure why. Decided to send this off right away now.\n",
     "\n",
+    "## Todo\n",
+    "\n",
+    "* Work out why the different kalman gains dont match\n",
+    "* Check what overlapping point measurements look like \n",
     "\n"
    ]
   },
@@ -506,15 +510,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 6.28 s, sys: 163 ms, total: 6.44 s\n",
-      "Wall time: 1.69 s\n"
+      "CPU times: user 3.02 s, sys: 48.2 ms, total: 3.07 s\n",
+      "Wall time: 777 ms\n"
      ]
     }
    ],
@@ -551,14 +555,13 @@
     "Rinv = np.linalg.inv(da_const['R'])\n",
     "K    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
     "K_letkf    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dy_a_letkf.T),Rinv)\n",
+    "K_loc    = L_obs_state*K\n",
+    "K_loc_letkf    = L_obs_state*K_letkf\n",
     "\n",
     "for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
-    "    K_loc =L_obs_state[:,j]*K[:,j] \n",
-    "    pai_matrix[:,j]=np.dot(K_loc,(y_obs[j]-y_ol_bg[j]))\n",
+    "    pai_matrix[:,j]=np.dot(K_loc[:,j],(y_obs[j]-y_ol_bg[j]))\n",
     "    \n",
-    "    K_loc_letkf =L_obs_state[:,j]*K_letkf[:,j] \n",
-    "    pai_matrix_letkf[:,j]=np.dot(K_loc_letkf,(y_obs[j]-y_ol_bg[j]))\n",
-    "        \n",
+    "    pai_matrix_letkf[:,j]=np.dot(K_loc_letkf[:,j],(y_obs[j]-y_ol_bg[j]))\n",
     " "
    ]
   },
@@ -566,30 +569,179 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Now replotting things with the new PAI\n",
-    "\n"
+    "# Bughunt!\n",
+    "\n",
+    "It seems the Kalman gain still doesn't match. \n",
+    "So to get to the bottom of this I will repeatedly compare 3 Kalman gains for differing obs settings. \n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def triple_kalman_pai(state,time,m_const,da_const,sat_operator):\n",
+    "\n",
+    "    L_obs, L_obs_state = localization_matrices_observation_space(m_const,da_const)\n",
+    "\n",
+    "    dY_an, y_ol_an = state_to_observation_space(state['an'][time],m_const,da_const,sat_operator)\n",
+    "    Y_an = (dY_an.T+y_ol_an).T\n",
+    "    dY_bg, y_ol_bg = state_to_observation_space(state['bg'][time],m_const,da_const,sat_operator)\n",
+    "    Y_bg = (dY_bg.T+y_ol_bg).T\n",
+    "    X_an =state['an'][time] \n",
+    "    x_ol_an = np.mean(X_an,axis=1)\n",
+    "    dX_an = X_an.T-x_ol_an\n",
+    "    dX_an = dX_an.T\n",
+    "    X_bg =state['bg'][time] \n",
+    "    x_ol_bg = np.mean(X_bg,axis=1)\n",
+    "\n",
+    "    x_a_letkf, x_ol_a_letkf, dy_a_letkf = LETKF_analysis_22_extra(state['bg'][time],state['obs'][time],state['obs_sat'][time],m_const,da_const,sat_operator)\n",
+    "\n",
+    "\n",
+    "     # ineligant way to merge the obs vector depending on which observations occur\n",
+    "    if da_const['n_obs_h']   >0:  y_obs = states_1[0]['obs'][time][da_const[\"obs_loc\"]]\n",
+    "    if da_const['n_obs_sat'] >0: sat_obs = states_1[0]['obs_sat'][time][da_const[\"obs_loc_sat\"]]\n",
+    "    if da_const['n_obs_h']   >0 and da_const['n_obs_sat']>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "    if da_const['n_obs_sat'] >0 and da_const['n_obs_h']==0 : y_obs   = sat_obs\n",
+    "    obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "    pai_HXa = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "    pai_Ya = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "\n",
+    "    Rinv = np.linalg.inv(da_const['R'])\n",
+    "    K_HXa    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
+    "    K_Ya     = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dy_a_letkf.T),Rinv)\n",
+    "    K_loc_HXa    = L_obs_state*K_HXa\n",
+    "    K_loc_Ya    = L_obs_state*K_Ya\n",
+    "    K_bg = Kalman_gain_observation_deviations(state['bg'][time],m_const,da_const,sat_operator)\n",
+    "\n",
+    "    for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
+    "        pai_HXa[:,j]=np.dot(K_loc_HXa[:,j],(y_obs[j]-y_ol_bg[j]))\n",
+    "\n",
+    "        pai_Ya[:,j]=np.dot(K_loc_Ya[:,j],(y_obs[j]-y_ol_bg[j]))\n",
+    "    return K_bg, K_loc_HXa, K_loc_Ya, pai_HXa, pai_Ya, x_ol_an, x_ol_bg, obs_loc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_triple_K(K_HXa, K_Ya, K_bg):\n",
+    "    fig, ax = plt.subplots(1,3,figsize=(15,5))\n",
+    "    vmax=np.max(np.hstack([K_HXa.flatten(), K_Ya.flatten(), K_bg.flatten()]))\n",
+    "    vmin=np.min(np.hstack([K_HXa.flatten(), K_Ya.flatten(), K_bg.flatten()]))\n",
+    "    ax[0].set_title(r'$K = \\frac{1}{n-1} X_a H(X_a)^T R^{-1}$')\n",
+    "    ax[1].set_title(r'$K = \\frac{1}{n-1} X_a Y_a^T R^{-1}$')\n",
+    "    ax[2].set_title(r'$K = \\frac{1}{n-1} X_bY_b^T(Y_b Y_b^T +R)^{-1}$')\n",
+    "    ax[0].pcolormesh(K_HXa      ,cmap='terrain',vmin=vmin,vmax=vmax)\n",
+    "    ax[1].pcolormesh(K_Ya       ,cmap='terrain',vmin=vmin,vmax=vmax)\n",
+    "    ax[2].pcolormesh(K_bg       ,cmap='terrain',vmin=vmin,vmax=vmax)\n",
+    "    return fig,ax"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 207,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_triple_K_lines(K_HXa, K_Ya, K_bg,da_const,obs_loc):\n",
+    "    fig, ax = plt.subplots(3,1,figsize=(10,10),sharex='all',sharey='all')\n",
+    "    for j in range(da_const['n_obs_h']):\n",
+    "        ax[0].plot(K_HXa[:,j])\n",
+    "        ax[0].scatter(obs_loc[j],K_HXa[obs_loc[j],j])\n",
+    "        ax[1].plot(K_Ya[:,j])\n",
+    "        ax[1].scatter(obs_loc[j],K_Ya[obs_loc[j],j])\n",
+    "        ax[2].plot(K_bg[:,j])\n",
+    "        ax[2].scatter(obs_loc[j],K_bg[obs_loc[j],j])\n",
+    "    for j in range(da_const['n_obs_h'],da_const['n_obs_sat']+da_const['n_obs_h']):\n",
+    "        ax[0].plot(K_HXa[:,j],ls='--')\n",
+    "        ax[0].scatter(obs_loc[j],K_HXa[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "        ax[1].plot(K_Ya[:,j],ls='--')\n",
+    "        ax[1].scatter(obs_loc[j],K_Ya[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "        ax[2].plot(K_bg[:,j],ls='--')\n",
+    "        ax[2].scatter(obs_loc[j],K_bg[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "    plt.xlim(0,299)\n",
+    "    ax[0].set_title(r'$K = \\frac{1}{n-1} X_a H(X_a)^T R^{-1}$')\n",
+    "    ax[1].set_title(r'$K = \\frac{1}{n-1} X_a Y_a^T R^{-1}$')\n",
+    "    ax[2].set_title(r'$K = \\frac{1}{n-1} X_bY_b^T(Y_b Y_b^T +R)^{-1}$')\n",
+    "\n",
+    "    ax[0].set_ylabel('[m]')\n",
+    "    ax[1].set_ylabel('[m]')\n",
+    "    ax[2].set_ylabel('[m]')\n",
+    "    ax[2].set_xlabel('state vector')\n",
+    "    return fig, ax"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_double_pai(pai_HXa,pai_Ya,da_const,obs_loc):\n",
+    "    fig, ax = plt.subplots(2,1,figsize=(10,6),sharex='all',sharey='all')\n",
+    "    for j in range(da_const['n_obs_h']):\n",
+    "        ax[0].plot(pai_HXa[:,j])\n",
+    "        ax[0].scatter(obs_loc[j],pai_HXa[obs_loc[j],j])\n",
+    "        ax[1].plot(pai_Ya[:,j])\n",
+    "        ax[1].scatter(obs_loc[j],pai_Ya[obs_loc[j],j])\n",
+    "    for j in range(da_const['n_obs_h'],da_const['n_obs_sat']+da_const['n_obs_h']):\n",
+    "        ax[0].plot(pai_HXa[:,j],ls='--')\n",
+    "        ax[0].scatter(obs_loc[j],pai_HXa[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "        ax[1].plot(pai_Ya[:,j],ls='--')\n",
+    "        ax[1].scatter(obs_loc[j],pai_Ya[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "    plt.xlim(0,299)\n",
+    "    ax[0].set_title('PAI HXa')\n",
+    "    ax[1].set_title('PAI Ya')\n",
+    "\n",
+    "    ax[0].set_ylabel('[m]')\n",
+    "    ax[1].set_ylabel('[m]')\n",
+    "    ax[1].set_xlabel('state vector')\n",
+    "    return fig,ax"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "K_bg, K_HXa, K_Ya, pai_HXa, pai_Ya, x_ol_an, x_ol_bg, obs_loc = triple_kalman_pai(states_1[0],time,m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "Text(0.5, 0, 'state vector')"
+       "<Figure size 1080x360 with 3 Axes>"
       ]
      },
-     "execution_count": 16,
      "metadata": {},
-     "output_type": "execute_result"
-    },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax= plot_triple_K(K_HXa, K_Ya, K_bg)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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1a2wVh4iIiKhZUtS3sG/fvvVuLIoiZDIZkpKSaixLTExEdHQ0PDw8AACxsbFISEjAU089BQA4e/Ys1Go1YmJiAACPP/44SkpK7uRrICIiImqx6i3G2rVrV+/RKlEUMX/+/FqX5ebmQqPRWKd9fX1x+vRp63RmZiZ8fHzw8ssvIyUlBV26dMErr7zS2PxERERELVq9xdiiRYsQEBBQ7w4WLVpU63yLxQJBEKzToihWmzaZTDh69Cg+//xzRERE4P3338ebb76JN998s8Hhk5OTG7wuNY3ajoKS7bHf7e+PfS4YSqEovAp5SQ4gk8OidIFREwzRyVWihK0P3+fSYL9Lr95i7J577gEA5OXl4ZtvvkFRUVG15c8//7x1nT/y9/fHsWPHrNN5eXnw9fW1Tms0GgQGBiIiIgIAMHHiRCxcuLBR4cPDw6FUKhu1Dd25pKQkREVFSR2jzWG/29/v+9xYmI3Cg1+hNPkAIFoAQVb1+SZV50h43/NnOPoGShW3VeD7XBrsd/swGAz1HkCqtxi75YknnoC/vz86duzY4IYHDx6MVatWQavVQqVSYffu3Xj99dety/v06QOtVovU1FSEhoZi3759CAsLa/D+iYhsTXdqH/IT1gIA3AdMhHPPIVD6BQGCAKP2BvQph1H86/9w7aO/wmPwVHgOnwlB4IhBRNQ4DSrGjEYjVq9e3agd+/n5YdGiRZgzZw6MRiNmzJiByMhIxMfHY+HChYiIiMAHH3yAJUuWoLy8HP7+/nj77bfv6IsgImpSooj8XetQcuw7OAVFwHfSQihcvaqt4ujTAY7D7oNb1FgU7F2PokNfw1iQBc2khZA58Ig9ETVcg4qxsLAwpKeno3v37o3aeVxcHOLi4qrNW7t2rfV1r169sGXLlkbtk4jIlkRRhCplN0oyk+A+YCK8Rs+BIJPXub5c7QrNxKfg6BsI7Z5PYal4A/4zF0OQO9gxNRG1ZA0qxvr27YspU6ZAo9FAofhtk71799osGBGRveiSD6Dwxw0wlRRAcHSCU2U53KMnw2vU7Go3HtVFEAR4DJwEucoVeTtXI2/nB9BMXshTlkTUIA0qxtatW4d33nkHnTp1snUeIiK70iUfQP7//gPRZAAAiJXlECHAwTewQYXY77lGjoS5tBDaHzdA4ekHr+GzbBGZiFqZBhVjbm5uGD9+vK2zEBHZXeGPG6yF2C0CRBTt3wi3iOGN3p/7oKmoLLiBop+/hlPHnlB36dVUUYmolWrQMfTo6Gi89dZbOHHiBM6ePWv9ICJq6UwlBY2afzuCIMBn7KNw8AlA3o4VMJUW3k08ImoD6j0ydmvYiZ07dwIAdu3aZV0mCAL27t1rXYeIqCVSuHnDVJJf6/w7JXNQwm/a/yHr4xeQ//2H8JvxQqNPeRJR21FvMfbSSy/hm2++wb59+267DhFRS+TS5x4U/fRltXmiTAHPkQ/d1X4dNZ3gOXwmtHs/hT71MFx6DL6r/RFR63XbI2P1PSxcFEVUVlY2eSgiInsQLWaUp/8KmVINwdEJZl0hFG7eKAoaDNfwmLvev/uAiSg9ewgFuz6CKjACcjUfnURENdVbjO3Zs8deOYiI7E53ci8MNy7Ad/IzcAkfZp2f10TP6hNkcmgmLkDWuudQeOBL+IyNb5L9ElHrUm8xdruHhBMRtVTmshJo92+AU2AYnMOG2qwdpV8Q3KLGoiQpAa597q16nBIR0e80aGgLIqLWpvDgZlgqyuAT+6jNL673jHkApWcPomD3x2j3p9d4MT81ObPFjNM5Kfg16zQuF15Fnr4AIkSoFE7o5BGAHppgDOnUH8m5afji9HYUlGnhrfZCtEskosAHhUuNxRgRtTmVBVkoOb4bbn3uhaPG9oNZy1Uu8Bo+C/kJa1CW/iucQwbYvE1qG4xmI364cBDbUnahqKIEKgcndPHshH4BvSAXZNBV6nG56Cp+zTqFz05uhSAIsIgWAEB+mRYJ5QfR+UpnDAvke1JKLMaIqM3R7vscgsIRnjEP2K1N1z73oPjoTmh/2gh1t6h6n3dJ1BDnctPxr6OfIldfgHDfEDwaNQt92oXBoZbnol4vycZLP7yFclNFtfkm0YwvTm9nMSYxFmNE1KZUXE1FWfpReA6fBbmzu93aFWRyeA6fhdxv3kPp2Z/hegej+xMBgMViwcYz27Ez9Qf4ufhgyfCFiPTvUe827d38UfGHQuyWgjKtLWJSI7AYI6I2RXvgS8id3eE+YKLd23buMQiOiZ1ReOBLuPQcDKGWIxhE9SkzlmPF4Y9x4kYy7ukyFHP6zICTQtmgbb3VXsivpfByU7o1dUxqpAY9DomIqDUozzyListn4D5oKmSOTnZvXxBk8BrxIExFuSg5sdfu7VPLVlKhw9J97+FU9jnERz2Ix/o/1OBCDABmRU6Go9yxxvzSSj1O3uAjDqXEYoyI2ozCA5sgd/aAW98xkmVQde0Dp449UPTzV7AYDbffgAhAUUUJXvtxOa7rcvDisAW4N3jY7Tf6g2GBAzC//0PwUXtBAOCj9sK9PoPRyb093v75Pzh+Pbnpg1ODsBgjojah/PIZVFw5C48h0yBzaPjRhKYmCAK8Rj4Es74IJb9+J1kOajlKK/V4ff8K5OoL8NKwBejdLuyO9zUscAD+FbcMmx74N/4Vtwx9PXrilRF/QUf3dnjn0IdIzkltwuTUUDYtxnbu3Inx48djzJgx2LBhQ53r7d+/H6NGjbJlFCJqw0RRrDoq5uIF1z73Sh0HTh17QNW1L4oOb4PFUCZ1HGrGDKZKvHXw37ihy8Xzw55AuF9ok7fhonTGK8P/gnYuGvzz5w9xqfBqk7dB9bNZMZaTk4Ply5dj48aN2LZtGzZt2oSMjIwa6+Xn5+Ott96yVQwiIpRfPo2KqylVR8UUNa+ZkYJXzAOwVJSi+FiC1FGomRJFER/88l+k51/Ewui5iLBBIXaLi9IZLw9/GmpHFf5xYHWtF/qT7disGEtMTER0dDQ8PDygVqsRGxuLhISaP3SWLFmCp556ylYxiKiNsx4Vc/WGW+97pI5jpWwfDFXXvij+ZQcsleVSx6Fm6JuUBBy5dhwP9ZqK6I59bd6et9oTi2OeRqWpEu/8/CEqTZU2b5Oq2KwYy83NhUajsU77+voiJyen2jqffvopevbsiV69etkqBhG1ceWXTsFwLQ2eQ6ZDUDSvoSQ8h90HS7kOJUm7pI5CzcyxrNPYdGYnhgUOQFyI/f6I6ODeDgsHPYJLhVfx718/gyiKdmu7LbPZOGMWi6Xa89dEUaw2nZ6ejt27d2P9+vXIzs6+ozaSk3nnh70lJSVJHaFNYr/fIVGE65H/QnByw3mLJ9CIfrRXn7v4dEH+z1/jgswPaCanUKXC93mV/MpCfHZ1B/yU3ugv74njx4/btL3a+n2YVxQOZB6DQi8g2pMHTGzNZsWYv78/jh07Zp3Oy8uDr6+vdTohIQF5eXmYPn06jEYjcnNz8eCDD2Ljxo0NbiM8PBxKpXR3RbU1SUlJiIriA2Xtjf1+58oyjiO7+Dp8xs1Ht74Nf9yLPfu8ws8Z1/+7GF3FPHhETbJLm80R3+dVyirL8dIPb0Ll6IRXxyyCj9rLpu3V1e99xb4wHQEOZB7DoJ790bd9hE1ztHYGg6HeA0g2O005ePBgHD58GFqtFuXl5di9ezdiYmKsyxcuXIhdu3Zh+/btWLNmDXx9fRtViBER1afqWrEvoXD3hWuvkVLHqZNTh1CoOkei+Mg2jjvWxomiiLVJG5Gjz8ezQ+JtXojVRxAEPNF/NoI8OmDVkU+Qqy+QLEtbYLNizM/PD4sWLcKcOXMwZcoUTJw4EZGRkYiPj8eZM2ds1SwREQCgLCMJhhsX4DF0erN/7JDnsPth1hej5PhuqaOQhA5eOYpDmccwI2wCemi6SR0HSoUjnh0SDxHA+4kfwWQ2SR2p1bLpsynj4uIQFxdXbd7atWtrrNehQwfs27fPllGIqA25dQelwsMPrhEjpI5zW04de8ApMBzFh7fBre8YSQelJWnklOZhXdKXCPXpimk9xkodx8rPRYMnBszGu4fW4PNTW/HnvvdLHalV4gj8RNTqlKX/isrsi/AcOgOC3KZ/czaZqqNjRdCd3CN1FLIzk8WMlUc+gSAIeDp6LmSy5vWreWCHPhjXbSS+O/8jfrl2Quo4rVLz+o4TEd0lUbRUHRXz9IdLxHCp4zSYKjAMTp16oihxGywc36lN+frsdzhfcAnx/WZB4+wtdZxaze41DV29AvHvo58hpzRP6jitDosxImpVytKOojL3MjyH3QdBJpc6TqN4Drsf5lItdCf3Sh2F7CQl7zy2pnyPmKCBGNKpv9Rx6qSQK7Bo0KMQACxP/AhGs1HqSK0KizEiajVE0YLCg5vg4NUeLmHDpI7TaE6B4VB2CEVR4jcQTfxl19rpK8uw6sh6+Kq9Ma/vTKnj3Javiw+eGDAHFwsz8dnJrVLHaVVYjBFRq6FP/QWVuZnwHHZ/izsqBlQNJ+A57H6YdQXQneJNTa1Z1TAWX0BbXoSFgx6BysFJ6kgNMqBDb0zoPhoJGftx+CoH6W0qLMaIqFUQLWYU/vQFHHw6wLnnYKnj3DFV50goA7qjKHErRJ4KarUOXP4FiZnHcF/YBHTz7ix1nEZ5KHIKunkF4T9HP8cNXa7UcVoFFmNE1CqUnvkJxoIseA2f1SKPit1y6+iYqSQfutP7pY5DNpBdmod1x79ED00wpjajYSwaSiFXYNHgeMhlcixPXMsHijcBFmNE1OKJJiMKD2yCsl0w1CEDpY5z11RdekPZLhhFh7ZC5ECbrYrJYsaqwx9DJsjw9MDmN4xFQ/k4e+GpgQ/jctE1rD/xldRxWryW+S4gIvqdkhO7YSrJh+fIByEIgtRx7pr16FhxLnRnfpI6DjWhLWf/h/Pay3is30PwcZbucUdNoW/7CEzpEYs9F3/Ggcu/SB2nRWMxRkQtmqWyHIU/b4FTUATUnXtJHafJqIL7wtG/K4oOfc2jY61ESt55fJOSgBFBgzC4U+t4KPoD4XHooQnG2mMbca34htRxWiwWY0TUohUf/R8sZSXwGvGg1FGaVNXRsftgKspB6dmDUsehu2QdxsLZB3Nb0SOF5DI5/jJoHpQKR7yXuBYVJj7s/k6wGCOiFstcpkPRke1Qd+8Pp4DuUsdpcupu/eDo1xmFP2+BaDFLHYfukCiKWHtsIwrLi/CX6JYzjEVDeak8sDD6EWSVZOOjY19AFEWpI7U4LMaIqMUqPLgJYmUFvIa3rqNitwiCAM+h98FUmI3Ssz9LHYfu0E+XjyDxahLuC5+IYO8gqePYRKR/D9wXPgEHrvyC78//KHWcFofFGBG1SJW5mShJ2gW3vmPg6NtJ6jg2ow7pD0ffQBQd4tGxliirJBvrkr5EmG93TAmNlTqOTU3rOQ79Anrh05NfIzknVeo4LQqLMSJqcURRRMEPH0OmVMMzpvk/RuZuCIIMnsMegLHgOkflb2EqTZV4P/EjOCoc8XR0yx3GoqFkggxPDXwY7V398F7iR8gtzZc6UovRut8ZRNQqlaUfRfnlM/CMeQBytavUcWxOHTIATh17oPCnL2AxlEsdhxro05Nf40pxFp4a+DC8VB5Sx7ELtYMKzw99HKJowT9//g8v6G8gmxZjO3fuxPjx4zFmzBhs2LChxvI9e/Zg8uTJmDRpEhYsWIDi4mJbxiGiVsBiqkTBnv/CQdMRblGt+7TPLYIgwGv0wzDri1F0+Bup41ADHLl6HLsvHEBcyD3o0y5c6jh25e/qi78MehSZJdex6sgnsFgsUkdq9mxWjOXk5GD58uXYuHEjtm3bhk2bNiEjI8O6vLS0FH/729+wZs0a7NixAyEhIVi1apWt4hBRK1H8y7cwFeXA+965LfqxR43lFNANLmHDUPzLTpiK86SOQ/XILs3Df379HMFeQZgVMVnqOJLo3a4nHu49A79mncL6k1/xDsvbsFkxlpiYiOjoaHh4eECtViM2NhYJCQnW5UajEUuXLoWfnx8AICQkBDducMA4IqqbqTgPRYe+hrr7gFY1wGtDeY18CACg3b9R4iRUlwqTAe/8/CEEQcAzg+ZBIVdIHUky47uPwoTuo5Fwfj++TdsrdZxmzWbFWG5uLjQajXXa19cXOTk51mlPT0/ce++9AICKigqsWbMG99xzj63iEFELJ4oi8r5fAwDwvneuxGmkoXDXwH3ARJQmH0DF9Yzbb0B2JYoi/vPr57hafB1/iZ4HXxcfqSNJbnbvaYju2BefnfoaiZnHpI7TbNmsZLdYLNWeESeKYq3PjNPpdHjyyScRGhqKqVOnNqqN5OTku85JjZOUlCR1hDaJ/Q443DgLlwvHURZ6D05fuArgqk3ba7Z9ru4Md0c1Mr9ZBd3A2UAreBbnLc22zxvoaOEZJBYcQ4xXP5ivlyPpesv4emzd70McInHNKQurDn+C7Cs3EKhub9P2WiKbFWP+/v44duy3KjgvLw++vr7V1snNzcW8efMQHR2Nl19+udFthIeHQ6lU3nVWapikpCRERbWO56m1JOx3wFRahGsHVsOhfTd0nvqYza8Va+59rnOqQN63H6CboghuvVvHGYXm3ue3k5yThp8u/IoBHXrjycGPtJgH1tur38MM4Vj643v4JmcPXh7+FHpoutm8zebEYDDUewDJZqcpBw8ejMOHD0Or1aK8vBy7d+9GTEyMdbnZbMbjjz+OcePGYfHixS3mjUtE9iWKIvL/9y+IhnJoJj7Zpi7ar4tL5Eg4dewB7d7PYNbzLnSpZetysTxxLdq5+OLJAQ/z91ktXJTOeGXEX+Cj9sIbBz5Aev5FqSM1KzYrxvz8/LBo0SLMmTMHU6ZMwcSJExEZGYn4+HicOXMG+/btw7lz57Br1y5MnjwZkydPxuLFi20Vh4haKN3JvSjLSILXqD/BUdNR6jjNgiAI8Bk3H5bKChT88InUcdq0kgodlh1YDQgCnh/2RKt77mRT8nByw6sjn4GnkzuWHViFjILLUkdqNmx6m0dcXBzi4uKqzVu7di0AICIiAqmpfFwCEdWtMi8TBbvXwSkoAm79x0sdp1lx1HSEx5BpKDq4Gc6hg+AcOlDqSG2OwVSJtw7+C9ryIiwd8QzaufrefqM2zlPljldHPoO/7XsPf/9pJV4c9iRCNV2ljiU5jsBPRM2SpbIcOVvfhUyphu+kv0AQ+OPqjzyHTIOjX2fkff8fnq60M4vFgpVHPkaG9gr+Ev0Iuvt0kTpSi+Gt9sTSkYvg7uSK139agWNZp6SOJDn+dCOiZkcUReT9798w5mfBd/JfoHD1lDpSsyTIHeA76WlYKsqQ979/c2BNOxFFEeuOf4lfs07h4T4zMKBDb6kjtTg+zl54fdRfEegegH8e+hD7Lh6SOpKkWIwRUbNTdOhr6M8dgueIB6HqHCl1nGbN0TcQ3qNno+z8ryg59p3UcVo9URTxyfHN+OHCQUwOHYPx3UdJHanFcnNyxasj/oJIvx74z6+fY8vZ79rsHxQsxoioWSlNSUThT1/AJTwGHoMbN/ZgW+XWfwLU3fqjYM+nqMg6L3WcVksURXxyYjMSMvZjYsg9eDByitSRWjwnBye8MPQJxAQOxObknXgvcS3KjRVSx7I7FmNE1GyUXzqN3O0roOwQAp8JT3CIgAYSBAGauCehcPVEzpa3YdJppY7U6oiiiP+e+AoJ5/djQvfRmN1rGt+fTUQhV+DJgQ9jdq/pOJp1Eov3vI3rupzbb9iKsBgjomahIisd2VvegoNXe/jf/zJkCkepI7UocpUr/O57ERZDGXK+egsWo0HqSK2GyWLGh8c24LvzP2J8t5GY03s6C7EmJggC4kLvwSvDF6LYoMNLP7yJI1ePSx3LbliMUb32J13FI3/fjUn/tx3Lt93A/iTbPoKG2qbyzHO4sfE1yJ090G7WK5CrXKSO1CIp/YLgO3khDDcuIPeb5RAtZqkjtXhlxnK8dfBf2HfxEKb2GIuH+9zHQsyGwv1C8da9L6G9qx/eS1yL1UfWQ19ZJnUsm2MxRnXan3QVq786hbzCcogAisvMWP3VKRZk1KTKzich+8u/Q+HqjfazX4fC1UvqSC2ac8hAeMc+irLzvyLv239BFC1SR2qxCsoKsXTvuziTk4r5/R7CrMjJLMTswMfZC6+Pfg4zwibg58xf8deEv+N0dorUsWzKpoO+UvNWaTQjK68U13JLkV2gR0FxBQqKy5FfXAF9mRHZWj3+eGOLwWjGexuP47OEVLiqHeCqdoSXmxN8PdXw81LDz1uNDr4u8HTlKNR0e8XHElCwex0c/YLg/8BiKFw8pI7UKrj3GwtLuQ6FB74EAGgmLuBjpBopNS8D7x9eh3JjBV6KeRK9/HtKHalNUcjkuD98Ivq2C8fqX9bj7z+txPCgaDwUOQUeKnep4zU5FmNtRIXBhAtZxUjPLER6ZiEuZBUjp0APy++KLWeVA3zcneDtrkJ7H2fcKNDXui8RQFhnL+jKjNDpK3E6Nx8FxeXVCjd3F0cE+rshqJ0bunXyRGigJ/y81PyrkgAAFqMB+QkfofT0PqiDo+A7dRFkjiqpY7UqHkNnAAAKD3wJ0VgBzaSFkDkoJU7V/FksFmxNScBXZ7+Fr7MPXop5EoEeHaSO1WYFewfhrTEvY8vZ/+Hb9L04mnUS94VNwNhuI6FoRX9gsBhrpYp0BpzOyMPpjHykXSlEZnaJtfDy9VIjuIM7hvfpgA6+Lujo54p2Ps5QKau/HVIua5FXWF5j3xpPFZ59MKraPKPJgryiMmQXlOFqjg5XbpTgSnYJdv1yBTsOVj0Q1sNFiZBAT4QEeqJHkBdCAj3hoGg9/5moYQzZl5C3cyUqczPhMWQGPGPu51EbGxAEAZ7D7oPg6ATtnvUwlRTA774XoHDhALp10ZYVYdUvn+BsbjqGduqPR/vNgtqBfyRITalwxEO9pmJk50FYf+IrfHrya+y9cAj3hU9AdMe+kLWCp3OwGGsl9OVGnL1YgFPn83DqfB6uZOsAAGonBUIDvTAw3B/dO3miW0ePBp9CnDOuB1Z/dQoG428XASsd5JgzrkeNdR0UMrT3cUF7Hxf0Dfnt+WxmswVXsnVIu6JF6pVCpF0pxC9nswEAjg5y9OzshchgH/TqpkHXAHfI5S3/PxXVzmI0oOjwNhQd+hpylSv8H1gMdXBfqWO1eh4D4+Dg7ovcHSuQte55+E5eCFVQhNSxmhWLxYLdFw7gyzM7YLaYsWDAHAwPiuaR/GamvZs/Xop5CknXT2PD6W14//A6dDz7HaaHTUB0xz4tuihjMdZCVRrNSLmkxamMPJw+n4/z14pgsYhwVMjQs7M3hvftcNcFzoiojgCAT79PQX5hOdzUcjw6pZd1fkPI5TJ0CXBHlwB3jBvcGQCgK6vEuYsFOJ2Rj9MZ+fj0uxQAKVA7KRDexQcRwT7o1c0Hgf5ukMn4w7ClE0UR+rQj0O79FKaiXLiEDYP3mHmQq12ljtZmOIcORHvPfyB367u4seE1uA+aDM9h9/O0JYD0/ItYl/QlLhVdRYRfCOZFzUJ7Vz+pY1EdBEFAv4Be6NsuAoevJWFL8nd4//BHaJ/sh7HdRiAmaGCLPJrJYqyFMJstyLhWhFPn83HqfB5SLmthNFkgkwkI6eSJ+0Z3Q69gDUKDmvbU34iojtbiKykpCVGNKMTq4qp2xMDwdhgY3g5A1SnVMxeqCrPT5/Nw9Fy2db2IYG9Edq0q0Dr6ufIv1RZENJugT/8VRYe+RmXOJThoOqLdQ3/jURmJKP2CEDDvbRT8sB7Fh7dBn3IY3vfOhbpbvzb5/yqzKAtbUxKQmHkMnip3PDPoUQzq2LdN9kVLJJPJMKRTfwzqEIXEq0n4Ln0fPj6+CRtPb8PwoGiM7jIEgR4dWsz3k8VYM2WxiLiao8PpjKriK/lCPvQVJgBAUDs3jB/cGb26+SCsizfUTg4Sp707Hq5KDOsdgGG9AwAAeYXlOHMhD6fO5+PMhXwknr5hXS/iZmEWGeyD9j7OLeY/Wlti1hej5MQPKDm+C2adFgoPP2jinoZL+DBeGyYxmaMKmglPwCVsKPIT1iDnqzfh1LEHPGMegFNgeJv4/3RRewVbzyXgaNZJOCmUmNIjFlN7jIXKgXeAt0QymQxDA/tjaGB/ZBRcRkLGfuy9eAi7Mn5CgJs/hnbqjyGB/eHvopE6ar1YjDUTZRVGpF0pROplLVIua5GeWWgtvvy91RjaOwC9gjWICPaBh2vrPrWg8VRhVL9OGNWvE0RRRI62DKcz8nEmIx+nM/Jw8GQWgKriLKSTJ0KDvBAa6Ingjh5wcuRbWgpmfTH06b9Cn3YE5ZfOABYTVJ17wW3sY1AH92UR1syogiLQIX45dCf3ovDgZtzY8Dc4+neFW5974NxjEOSq1nUKWV9ZhkOZx/DTpcM4r70MtYMKM8LGY1y3kXBVcoDh1iLYOwhPef8ZD/eegV+uncDBK79iU/JObEreiQ5u7dCnXRj6tAtHqCa42d2JadPfXDt37sS///1vmEwmPPzww3jooYeqLU9JScHixYuh1+vRr18/vPbaa1AoWvcvU4tFRG5hGS7fKKn6uF6CyzeKcT2/akwvQQAC/d0Q06cDQoM80bOzN/y9naWOLRlBEODv7Qx/b2eMGRgIURSRlVeKMxn5SLlcdVPArRsC5DIBQe3d0KW9Ozq3d0fn9m4Iau8OF1XLPnLYHFkM5ajISkNF5jmUXzkLQ1Y6IFqg8PCD+4DxcO19Dxy9A6SOSfUQ5Aq4RcXCpddIlJ75CcVHv0X+9x8if9c6qIP7wCVsGFRBkS322r7iihKcyk5B0vUzOHb9NIxmIzq6t8ec3tMxqvMQqDmUSqvlqnTBPV2H4Z6uw5BfpsWRqydw4kYyvjv/I3am7YFSoUR37yCE+gQjVBOMYK8gyY+M2qzyycnJwfLly7F161Y4Ojpi5syZGDhwIIKDg63rPPfcc/j73/+O3r174+WXX8bmzZvx4IMP2iqSXZjMFhSXGlBcWon84nJkF+iRoy1DTkEZsgv0yNaWwVBZdXeiIAD+3s4IaueGEVEdERroie6dPFv8aUdbEgQBHXxd0cHX1XpDQHGpAWmZVUcV0zOrirMfjmZat9F4qtDp5vAd7Xyc0d7HBf7eavh5OcNB0XLvvrEH0WKGqaQARu11VOZeqfrIuYzKvKuAaAEEGZT+XeAxZDqcQ6Ph6BvYJk51tSYyhSPc+twL1973oDLnEkqTD6A0+SDK0n8FIMDRLwiqwDA4dewBR78gKDx8ITSzu9ZEUURBWSEytJdxQXsFyTlpuFiYCREi3JQuGNl5EEZ2Howunp34/mxjfNRemBgyGhNDRqPcWIHk3DScyU5Fan4Gtpz9DiKqxnzyd9EgyKMjgjw7oL2rH/xcNPBz8bHbzQA2K8YSExMRHR0NDw8PAEBsbCwSEhLw1FNPAQCysrJQUVGB3r17AwCmTZuGlStX2r0YE0URlSYLjEYzDEYzjCZL1Wdj1efKm/MqKk3QV5hQVm5EmeG3z/pyI8oqTCgqNaBIZ4CurLJGG06OcuvRnV7dNOjk74qgdm7o5O9WY2wvajx3FyUG9PTHgJ7+AKq+p9qSCly+UYJL10tw6XoxruWW4twlLcoNJut2glA19pmnmxO8fvfh4aqEs8oBLioHODs5wFmlgLPKAc4qBygd5C3+h7koWiBWVsBiKIfFoIe5TAezvgjm0kKY9cUwlRbBXKqFqSgHxqI8wPJbn8ldvODoFwiPbv3h1KknnDp052CtrYQgCFD6d4HSvwu8Rs2GIes8yq8ko/zyGZQk7ULx0W+r1nN0gqMmEA7e7eHg7guFhwYKdw3kanfI1W6QqVya/LS0KIqoMBlQbNChpEKHoooSZJfmIVuXixulubhWfAPFhqrhfOQyOYI9A3F/+ET0aReGIM+OLXrIA2o6Kgcn9A/ohf4BvQAAZZXlSC+4iIuFmbhceA2Xiq7iyLXqDyd3U7rA38UXvs7e8HByg7uTG9ydXOHh5A4PJ1c4O6qhcnCCSuEE+V28721WCeTm5kKj+e2COV9fX5w+fbrO5RqNBjk5OY1q450tb6DMqAdujfwuAlXDwAtVn6vNr/oQq/6BRaz6Dy7+8Xk/DSAAkMkECDIBckGAgwPg7y1DgK8McpkAuVyAQl712kEhg1wmw60wIoAr2VUfNnMHX1NDlJWVISlzR/WmcJu2mizKne/ITQ30DKr6sJhFGM0WGE0WmMwWmCwWmM0izBYROQUWXM8TUVepdfOdBUEGCBAgCL/7fPMDv5sP4VZm4bd9CtU+WSeE38/5QwCTyYRdp7+o92sUIAKwQBAtVa9vfhZEEQIsEMSq5TLRDEE0V2tCrPZagEXmALPMAWYnJUwBXWCSK2GSqWBUqGARbh61zS8E8g8Bxw/Vm6sp3Pl3/s63LCsvw8ZLRxqxV9v8n6vegu3bqK1VKL2BLtFwMJfDwVIOB1M5FOYSKHLyIL9hrG0LiDI5LIICFkEOETKIws0PCBAFGaresbfehQJEATCaTNhy7kuYBBEmiDAJFpgEEQbBjHLBDLNQ8+t3ssjhbnGAn9kR4WZf+Jqd4G1WQq6VARfScQnpuFQj3e2/5Aave0cavt9avuQm2e/vlZWVYd/RH+9o27shxbu5Lu4AegHoBTdUwgUlciNKZEaUyI0orjCipPQ6bsgyUS4zw1TPN0UuCnAQBTiKMjjc/JBBgFwU4Orggrhuk+rc1mbFmMViqXYEQRTFatO3W94QBYoSlIiluPWf2Vpz/e41AIiCUG3aLkQA5psfrYUMQIVO6hRNQpADaMQfMb+VVXfgbt94jneykfC7poWbHzKIcKg23/p/RKz65Vg9qglAadWHBUCNg74t4AjhHfW9UPWlVTRxliZlx77/Yx/KAMgUABQ331kiZIKIW++gmyWXdZkAMwCT9R1ZW3IBgOAowkEEHMwiHEQRKlGEwiJCZRHhbLbAxWSBs9kCZ7MIF7MFXkYzVJbGf4Pr/nPr7jQuScMz2Gq/1dR80ArVQgRQKQClChlK5TLo5QLK5QIMMgGVMgEG4eZn2W+fzQJgEgQYbnOQxGbFmL+/P44dO2adzsvLg6+vb7XleXl51un8/PxqyxvijSlvQKls3XcWNidV44xF3X5FalLsd/tjn9sf+1wa7Hf7MBgMSE5OrnO5zU6kDx48GIcPH4ZWq0V5eTl2796NmJgY6/KAgAAolUokJSUBALZv315tOREREVFbYLNizM/PD4sWLcKcOXMwZcoUTJw4EZGRkYiPj8eZM2cAAO+88w7eeOMNjB07FmVlZZgzZ46t4hARERE1Sza9lS8uLg5xcXHV5q1du9b6OjQ0FFu2bLFlBCIiIqJmjff7EhEREUmIxRgRERGRhFrkiKO3xgarrKw5wCrZlsFgkDpCm8R+tz/2uf2xz6XBfre9W/VKXWObCuKdjHoqMZ1Oh/T0dKljEBERETVY9+7d4epa83mvLbIYs1gs0Ov1cHBwaPGPpiEiIqLWTRRFGI1GODs7QyareYVYiyzGiIiIiFoLXsBPREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0TUauh0OsyYMQN9+vTh82uJqMVQSB2AiKipODk5Yc2aNXj77beljgIA+Oyzz7B7925kZWVBpVLBy8sLI0aMwLx58+5qvzqdDnPnzsWFCxewadMmdO/evYkSE5EUWIwRUavh4OAALy8vqWNYzZ49G7Nnz8arr76KyZMnIyoqqkn229yKTiK6OzxNSURkY+fPn0dwcHCT7a+5FZ1EdHdYjBGRTRQXFyMkJARZWVkAAFEUsWLFCowaNQqpqakSp6tdZmYmevfujdzcXOu8HTt2YOjQobhx40aN9YuLi9GnTx8cPXq02vznnnsOTz31FERRBFB1WtHd3b3GtiEhIejTpw969eqFkSNH4quvvrLBV0VEzR1PUxKRTaSkpMDd3R0BAQEoKyvDCy+8gPz8fHz11Vfw9vaWOl6tOnXqhBEjRuC///0vnnvuOZw4cQKvv/461q1bh3bt2tVY393dHQ888ADWr1+PAQMGAAA++OADXLhwARs2bIAgCMjJyYGvr2+NbVNSUuDp6YkjR44AAHbu3IkXXngBo0ePhpeXF/Ly8rBw4cIa261cuRIajaaJv3IikhKLMSKyidTUVISGhuL69etYsGABevTogXfffReOjo42bTc+Ph4pKSm4dOkSHnjgAUybNq3R2z/88MOYPHkynn76abz22muIjIysc/25c+fi3nvvRWZmJs6ePYvNmzdj8+bNUKlUAID09PRaT1GmpqYiLCzMOj1gwACYzWaUlJTAy8sLGo0GX3zxRaOyE1HLxGKMiGzi3LlzMJlMuP/++zFv3jzMnTu31vXmz5+PpKSkWpdFRUXhww8/bFS7a9eubXTW3wsLC0NkZCTuv/9+PProoxg/fny96/v5+WHChAl47bXXcPbsWaxbtw5+fn7W5RkZGbUWY+fOnbMWYyUlJXj33XcRFhaGwMDABuW826KTiJoPQbx1UQMRUROKi4tDTk4OIiIisG7dOqnjNJjFYsFjjz2GpKQk/PLLLw06kpeeno64uDgsX778tsXbLXFxcbh69SpkMhn0ej2GDh2Kf/7zn7wwn6gN4gX8RNTkKisrcfHiRaxcuRIXL17E+vXrpY7UYG+++SZ0Oh2CgoKwY8eOBm1jNBrh6OiIMWPGNGj9W/2zY8cOHD9+HCtXrsSpU6fg4OBwN9GJqIXiaUoianLp6emQyWTo168fVq9ejT/96U8ICQnBoEGDaqz76KOP1nua8qOPPrJOh4SE2CxzWloavvzyS+zZswebN2/G0aNHsWrVKkyfPh2CIAAA3n//fSQlJSEvLw9///vf0a9fPwBV139169YNCkXDfqSmp6fD0dERHTt2BADExsZi9erV2LVrF2bMmGGbL5CImi0WY0TU5FJSUqzFSVhYGJYuXYpnnnkGW7ZssRYgt/y+2LqdtLS0u8pV38j1iYmJWL58OT799FP4+PggNjYW7733Hvbu3Yt77rkHAPDYY49BrVbj9OnT+Pbbb63FWEpKCnr06NHgHLf651aRBwDDhw/Hvn37WIwRtUE8TUlETe6PxcmUKVMQFxeHJ598EmVlZZLlujVyfWxsbLX5Fy5cwKJFi/D2229bj77J5XLMnTvXekNAQUEBli5ditmzZ+OVV16pNtRFWlpancXY+++/j9mzZ2Ps2LE4duwYgKr++eNRvmHDhiExMREGg6HJvl4iahl4AT8RtSgzZsxAVFQUjhw5gunTp2POnDmN3seLL76IRx55pFHPdHz99dcxfPhwxMTE4KWXXsLEiRMxZMiQ225XVlZW7Wjayy+/3Oi8RNS68TQlEbUYWq0WRUVFePrpp7FgwQI8++yzd1SM3Ym+ffvi7bffxvfff4/z58836Pq1goICvPnmm8jOzkZJSQmmTJli+6BE1OKwGCOiFiMtLQ0TJkyAi4sLLl26hA4dOliX2XrE+gkTJmDChAmN2uZf//oX4uLirEfTGnMkjojaDpsWY6WlpZg5cyb+85//VPuhCQB79uzBqlWrIIoiOnTogDfeeKPGs9uIiH4vLS0NPXv2BFDzuqvmOGL9nRxNI6K2x2bF2KlTp7BkyRJcvny5xrLS0lL87W9/w9dffw0/Pz+sWLECq1atwpIlS2wVh4hagfT0dIwaNQpA1Qj2I0eObPQ+7Dly/Z0cTSOitsdmF/AvXrwYU6dOxfPPP49PP/202pGxwsJCHDt2DPfeey8AICEhATt37sQHH3xgiyhEREREzZbNjowtW7aszmWenp7WQqyiogJr1qzB7NmzG7xvi8UCvV4PBweHauP0EBERETU3oijCaDTC2dkZMlnNUcUkvYBfp9PhySefRGhoKKZOndrg7fR6PdLT022YjIiIiKhpde/eHa6urjXmS1aM5ebmYt68eYiOjm70uDu3nt/WvXv3Bj3El5pGcnIywsPDpY7R5rDf7Y99bn/sc2mw3+2jsrIS6enpdT5/VpJizGw24/HHH8e4ceOwYMGCRm9/69Sko6MjlEplU8ejerC/pcF+tz/2uf2xz6XBfrefui6tsmsxFh8fj4ULFyI7Oxvnzp2D2WzGrl27AADh4eH1XmdGRERE1BrZvBjbt2+f9fWtZ7xFREQgNTXV1k0TERERNXt8UDgRERGRhFiMEREREUmIxRgRERGRhFiMEREREUmIxRgRERGRhFiMEREREUmIxRgRERGRhFiMEREREUmIxRgRERGRhFiMEREREUmIxRgRERGRhFiMEREREUmIxRgRERGRhFiMEREREUmIxRgRERGRhFiMEREREUmIxRgRERGRhGxajJWWlmLixIm4du1ajWUpKSmYNm0aYmNjsXjxYphMJltGISIiImqWbFaMnTp1CrNmzcLly5drXf7cc8/h1Vdfxa5duyCKIjZv3myrKERERETNls2Ksc2bN2Pp0qXw9fWtsSwrKwsVFRXo3bs3AGDatGlISEiwVRQiIiKiZkthqx0vW7aszmW5ubnQaDTWaY1Gg5ycHFtFISIiImq2bFaM1cdisUAQBOu0KIrVphsqOTm5KWNRAyQlJUkdoU1iv9sf+9z+2OfSYL9LT5JizN/fH3l5edbp/Pz8Wk9n3k54eDiUSmVTRqN6JCUlISoqSuoYbQ773f7Y5/bHPpcG+90+DAZDvQeQJBnaIiAgAEql0lqNb9++HTExMVJEISIiIpKUXYux+Ph4nDlzBgDwzjvv4I033sDYsWNRVlaGOXPm2DMKERERUbNg89OU+/bts75eu3at9XVoaCi2bNli6+aJiIiImjWOwE9EREQkIRZjRERERBJiMUZEREQkIRZjRERERBJiMUZEREQkIRZjRERERBJiMUZEREQkIRZjRERERBJiMUZEREQkIRZjRERERBJiMUZEREQkIRZjRERERBJiMUZEREQkIRZjRERERBJiMUZEREQkIRZjRERERBKyaTG2c+dOjB8/HmPGjMGGDRtqLD979iymT5+OSZMmYf78+SgpKbFlHCIiIqJmx2bFWE5ODpYvX46NGzdi27Zt2LRpEzIyMqqts2zZMixcuBA7duxA586dsW7dOlvFISIiImqWbFaMJSYmIjo6Gh4eHlCr1YiNjUVCQkK1dSwWC/R6PQCgvLwcTk5OtopDRERE1CzZrBjLzc2FRqOxTvv6+iInJ6faOi+++CKWLFmCoUOHIjExETNnzrRVHCIiIqJmSWGrHVssFgiCYJ0WRbHadEVFBRYvXoz169cjMjISn3zyCV544QWsWbOmwW0kJyc3aWa6vaSkJKkjtEnsd/tjn9sf+1wa7Hfp2awY8/f3x7Fjx6zTeXl58PX1tU6np6dDqVQiMjISAPDAAw9gxYoVjWojPDwcSqWyaQLTbSUlJSEqKkrqGG0O+93+2Of2xz6XBvvdPgwGQ70HkGx2mnLw4ME4fPgwtFotysvLsXv3bsTExFiXBwYGIjs7GxcvXgQA7N27FxEREbaKQ0RERNQs2ezImJ+fHxYtWoQ5c+bAaDRixowZiIyMRHx8PBYuXIiIiAi88cYbeOaZZyCKIry9vfGPf/zDVnGIiIiImiWbFWMAEBcXh7i4uGrz1q5da309fPhwDB8+3JYRiIiIiJo1jsBPREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSYjFGREREJCEWY0REREQSsmkxtnPnTowfPx5jxozBhg0baiy/ePEiZs+ejUmTJmHevHkoLi62ZRwiIiKiZsdmxVhOTg6WL1+OjRs3Ytu2bdi0aRMyMjKsy0VRxBNPPIH4+Hjs2LEDPXr0wJo1a2wVh4iIiKhZUtS3sG/fvvVuLIoiZDIZkpKSaixLTExEdHQ0PDw8AACxsbFISEjAU089BQA4e/Ys1Go1YmJiAACPP/44SkpK7uRrICIiImqx6i3G2rVrV+/RKlEUMX/+/FqX5ebmQqPRWKd9fX1x+vRp63RmZiZ8fHzw8ssvIyUlBV26dMErr7zS2PxERHZjqdDDWJgNwdEJChdPyJRqqSMRUStQbzG2aNEiBAQE1LuDRYsW1TrfYrFAEATrtCiK1aZNJhOOHj2Kzz//HBEREXj//ffx5ptv4s0332xw+OTk5AavS02jtqOgZHvsd/uz9rmxAsprp6C8egLyMq11uQgBJq9OqGwfjsqACEDg/VB3i+9zabDfpVdvMXbPPfcAAPLy8vDNN9+gqKio2vLnn3/eus4f+fv749ixY9bpvLw8+Pr6Wqc1Gg0CAwMREREBAJg4cSIWLlzYqPDh4eFQKpWN2obuXFJSEqKioqSO0eaw3+3vVp+Xnj2I/P0fwVJRCqdOPaHqMg6O3gGwmAww5l+DPvUwHJL/B8/cs/AZFw+nDqFSR2+x+D6XBvvdPgwGQ70HkOotxm554okn4O/vj44dOza44cGDB2PVqlXQarVQqVTYvXs3Xn/9devyPn36QKvVIjU1FaGhodi3bx/CwsIavH8iIpuxmJG7YyVKz/wEZUB3+MQ+CmW7rjVW8xw+C/rUI9DuWY/rn74Cn9h5cIsaK0FgImrJGlSMGY1GrF69ulE79vPzw6JFizBnzhwYjUbMmDEDkZGRiI+Px8KFCxEREYEPPvgAS5YsQXl5Ofz9/fH222/f0RdBRNRULJUVcEnajNKCS/AYdj88h86AIJPXuq4gCHDpMQjqLr2Qu+195CeshbEoB16j5lS7LIOIqD4NKsbCwsKQnp6O7t27N2rncXFxiIuLqzZv7dq11te9evXCli1bGrVPIqKmpks+gMIfN8BUkg9B7gCF2QifCQvg1nt0g7aXKdXwu+8FFOz+GMVHdkBQKOE1fKaNUxNRa9GgYqxv376YMmUKNBoNFIrfNtm7d6/NghER2YMu+QDy//cfiCYDAEA0GwFBBkHh0Kj9CDI5vGPnQTRVoujnryBXu8G9/3hbRCaiVqZBxdi6devwzjvvoFOnTrbOQ0RkV4U/brAWYrcIogWFP26Aa3hMo/YlCDL4jH8c5jIdCn74BI5+gVB14rWwRFS/BhVjbm5uGD+ef+ERUetjKilo1PzbEWRy+E5eiKyPX0Du1vcQMO+fULh63U1EImrlGjQwTnR0NN566y2cOHECZ8+etX4QEbV0chfPWucr3LzveJ8ypRp+M56HpbIceTtXQxTFO94XEbV+9R4ZuzXsxM6dOwEAu3btsi4TBAF79+61rkNE1NKIogi5iwfMpdrq82UKeI586K727ajpCO/RDyM/YQ1KknbBvR+HvCCi2tVbjL300kv45ptvsG/fvtuuQ0TU0ujPHUJl9kU49xwKw7VUmEoKoHDzRlHQ4EZfL1Yb175joE8/Cu2+T6Hu2hsOnv5NkJqIWpvbHhmr72HhoiiisrKyyUMREdmaWV+M/N3roGzfDb6TF1YbSyyviR4PIwgCNBMW4OqHf0F+whr4z3yF448RUQ31FmN79uyxVw4iIrvS/rgBlgo9NBMX1Dmoa1NQuHnDa8SDKNi9DvqURLj0HGKztoiMZiOuFGXhui4HFSYDZIIMPmpPdHRvD2+1Jw5eOYovTm9HQZkW3movRLtEIgp8HJLU6i3GbveQcCKilshwPQO6U/vgHh0HR43th+xxi4qF7vSPKPjhE6i79oVMqbJ5m9R2WCwWHM06iQNXjuLkjbMwWUy1ruel8kBxhQ5m0QwAyC/TIqH8IDpf6YxhgQPsGZn+oEFDWxARtRaiaEH+7o8hd3aH59D77NKmIJPDZ+xjuL7+RRQd3gavEbPs0i61bqIo4si149h85ltk6bLh6eSOMV2HIVQTjE7u7aFyUMFsMSO/TIvzBZfx5Znt1kLsFpNoxhent7MYkxiLMSJqU0qTD8CQlQbNxCchU6rt1q5TQDc49xyC4l92wK3vmLsaOoMoX6/FmmMbcDL7HDq6tcOzg+MxIKA3ZLKaI1b5OHshVBOMz099Xeu+Csq0tc4n+2ExRkRthsVQDu2+z6Fs3w0ukSPs3r7XyIegT/sF2p++hG/ck3Zvn1qH49fPYNWRT2CymPHnPvdhbPCIWouwP/JWeyG/lsLLUe4Ig6kSSoWjLeJSAzRo0Fciotag8NAWmEsL4T3mEQiC/X/8OXj4wb3feJSe/hGGnMt2b59aNlEU8fXZ7/DmwX/B19kH74xdgvHdRzWoEAOAWZGT4SivXnAJEGAwV2LpvnehLS+yQWpqCBZjRNQmGItyUXz0W7hEjoBTQHfJcngMmQ6ZkzO0+z6TLAO1PBaLBWuPbcSm5J2ICRyI10f/FX4umkbtY1jgAMzv/xB81F4QAPiovTDBdzheGLYA13U5ePmHt3C1+LptvgCqF09TElGbUHhgEwRBBq/hD0qaQ65ygcfQ6dDu+S/KLp6EuktvSfNQ82e2mLHyyCc4fDUJU3uMxcyISXc8Xt2wwAHVLtZPSkpCVPsIvD76r/jHT6vxt33v4eXhT6OrV2BTxacG4JExImr1KnMzUXrmJ7j1G9csLpx3jxoHhYcvtHs/gyhapI5DzZjZYsaqm4XYn3pNw6zIyTYZODjQowP+3+j/g8rBCf9v//u4qM1s8jaobizGiKjV0/60EYJSBY9BU6WOAgAQFA7wjJmJytzL0Kf9InUcaqZEUcR/fv0ciVeT8KdeUzEp9F6btufnosFro/4PLo7OWHZgFa6V3LBpe/QbmxZjO3fuxPjx4zFmzBhs2LChzvX279+PUaNG2TIKEbVRFVnpKEv/FR7RkyFXu0odx8olbCgcvNuj8MBmHh2jWm08vQ0/XT6C+8ImYFLoGLu06a32xCvDF0IuyPD6/hXILc23S7ttnc2KsZycHCxfvhwbN27Etm3bsGnTJmRkZNRYLz8/H2+99ZatYhBRGyaKIrQ/fg65szvcB0yQOk41gkwOz2H3w5iXCX3qEanjUDOz6/xP2J66G2O6xmBGmH3fu/6uvlgyfCEqzUa8vn8F77K0A5sVY4mJiYiOjoaHhwfUajViY2ORkJBQY70lS5bgqaeeslUMImrDyi+dQsWVs/AYMgMyx+b3CCLnHoPh4NMBhQc2QbSYb78BtQlnclLxyYnN6Ns+Ao/0fUCSh8t38gjA4pinUWzQ4Y2fVqPcWGH3DG2JzYqx3NxcaDS/3Xbr6+uLnJycaut8+umn6NmzJ3r16mWrGETURomiBdofN0LhroFbH9tea3OnrEfH8q9Bn3JY6jjUDNzQ5eK9xLUIcPXDwui5DR5DzBaCvYPw1yHzcbXkBt4//BHM/IPBZmw2tIXFYqlWzYuiWG06PT0du3fvxvr165GdnX1HbSQnJ991TmqcpKQkqSO0Sez3xnPIToFL9gXoIyYi79TpRm9vtz4XlXBz8cGNHz5FSbkSkGAw2uairb/PDeZKfHptOyxmM8Z7DkPK6XN2afd2/X6vz2DsuvEz3t79Ae71GSzJkbrWzmbFmL+/P44dO2adzsvLg6+vr3U6ISEBeXl5mD59OoxGI3Jzc/Hggw9i48aNDW4jPDwcSqWySXNT3ZKSkhAVFSV1jDaH/d54osWMa2vWAz4dED5xDgSZvFHb27vPS52NyN36DkKcKuASPsxu7TYnbf19brFY8NbP/0axSYclI/6CMF/7DEzckH6PQhSUp1TYkfoDIjuHYULIaLtka00MBkO9B5Bs9ifY4MGDcfjwYWi1WpSXl2P37t2IiYmxLl+4cCF27dqF7du3Y82aNfD19W1UIUZEVBfd6R9hLLgOrxEPNroQk4Jz6EA4+gai8OBmXjvWRm1N+R4nbiRjbt/77VaINcaDkVMwoENvfHryaxzLOiV1nFbHZsWYn58fFi1ahDlz5mDKlCmYOHEiIiMjER8fjzNnztiqWSJq4yymShQe2Axl+25Qdx9w+w2aAUGQVV07pr2O0rMHpY5Ddpack4qvkv+HYYEDcG/XmNtvIAGZIMPTA+eii1cnrDjyCa4UXZM6Uqti04sT4uLi8O2332LXrl2Ij48HAKxduxYRERHV1uvQoQP27dtnyyhE1EaUJCXArCuA18iHWtS1LeqQAXD0DULhwa94dKwNKSovxoojn6C9qx/io2Y16/esUuGI54Y+DmcHFd46+G8UVZRIHanVaLtXihJRq2MxlKHo0FaoOveCKiji9hs0I4Igg2fM/TAVZqM0+YDUccgOLBYLVhz5GOXGciwa/CicHJykjnRbXioPPD/0cZQYdHjn5w9RaTZKHalVYDFGRK1G0ZEdsJTr4DVC2oeB3yl19wFw9O9SdXTMbJI6DtnYV2f/h7O56Xg0ahY6eQRIHafBungF4qmBf0Z6wUWs+XUDRFGUOlKLx2KMiFoFU2khin/ZCefQQVC2D5Y6zh0RBAGeMQ/AVJQD3en9UschGzqVfQ5bz32PEUGDMKLzIKnjNFp0x754IDwOB678gu2pu6WO0+KxGCOiVqHo5y0QTZXwGtkyj4rdog6OgrJ9NxT9/BVEngJqlbTlRVh15BN0cPPHvKiZUse5Y9N6jsOQTv2w8fQ2HL12Uuo4LRqLMSJq8Yza6yg58QPc+twLB6/2Use5K9ajYyX50J3cK3UcamJmixkrDq+DwWzEoiHxUCocpY50xwRBwBP9ZyPYKwirjnyCS4VXpY7UYrEYI6IWT7v/CwhyBTyG3Sd1lCah6tIbyg6hKDz0NSymSqnjUBPalLwTKXkZiI+ahQ5u7aSOc9ccb95h6eLojLcP/htF5cVSR2qRWIwRUYtWcT0D+pREuA+Mg8LFU+o4TUIQBHgNnwmzTgvdiR+kjkNN5MSNZGxL2YVRXYYgJmig1HGajKfKHc8PewKllXr88+f/8A7LO8BijIhaLFEUod33GWRqN3hET5Y6TpNSBUXAKTAMRYe2wmI0SB2H7lJ+mRarj6xHoHsAHulzv9Rxmlxnz454Onouzmsv4z9HP+Mdlo3EYoyIWqzyC8dRcSUZnkNnQKZUSx2nyXnGzIRZX4SSpF1SR6G7YLKYsSJxHYwWExYNiYdjC75OrD4DOvTGzIhJ+DnzV3x97nup47QoLMaIqEUSzUYU/LAeDl7t4dZ3jNRxbELVqSdUnXuh6PA3sFSWSx2H7tAXp7chreAi5vd/CO1d/aSOY1NTe4xFTOBAbE7eif2XDksdp8VgMUZELVLxse9h1F6H971/hiB3kDqOzXjGPABLWQlKjvFIQ0v0y7UT2Jm2B2OCYzCkU3+p49icIAh4vP+fEOEXgg9//Rwnb5yTOlKLwGKMiFocU2kRCg9+BVXXPlAHR0kdx6acOoRA1bUPio5sh6VCL3UcaoTruhz865dPEewVhId7z5A6jt0o5Ar835D56ODeHu8mrsFFbabUkZo9FmNE1OIU7t8I0WiA971zpY5iF14jHoSlXI/CxK1SR6EGMpgq8d6htVDI5Hh2cDwcWvHR29qoHVR4KeZJuDk6442DHyCnNE/qSM0aizEialEMNy5Ad2of3PtPgKN3y3me391Q+neBS8RwFB/9FsaiXKnj0G2Iooi1xzbiavF1PB39CHycvaSOJAkvlQdeHv40zBYzXt+/AtqyIqkjNVssxoioxRBFC/J3fwy5sxs8h7ad0z5A1dExQZBB++PnUkeh29hz4WccuPILZoSNR+92PaWOI6kAN3+8HPMUdAY9Xt+/AsUVJVJHapZYjBFRi6E7/gMM11LhNfJPkDk5Sx3HrhRu3nAfOAn6c4dQkZUudRyqwwXtFXxyYjN6+/fE9LDxUsdpFoK9g/BizALklRXg7/tXotTAax//yKbF2M6dOzF+/HiMGTMGGzZsqLF8z549mDx5MiZNmoQFCxaguJiPUSCi2plK8lGw7zOoOkfCJXKk1HEk4TFoCuTOHijYs56DajZDJRU6vHdoDTyc3PB09FzIBB7vuKWHphueG/o4snQ5+MeB1SjjUC3V2OydkpOTg+XLl2Pjxo3Ytm0bNm3ahIyMDOvy0tJS/O1vf8OaNWuwY8cOhISEYNWqVbaKQ0QtmCiKyPvuQ0C0wGf84xAEQepIkpApVfAcPhOGa2nQpx6ROg79jslswruJa1Bk0OHZwfFwVbpIHanZ6eXfE4sGP4pLhZl4ff8KHiH7HZsVY4mJiYiOjoaHhwfUajViY2ORkJBgXW40GrF06VL4+VUNgBcSEoIbN27YKg4RtWClyQdQfuE4vEY8CAeP1j1o5u249hoFB00naPd+ysckNROiKOKjpC+QkpeBJ/rPRrB3kNSRmq3+Ab3wf0Pm40pxFl77cTmvIbvJZsVYbm4uNBqNddrX1xc5OTnWaU9PT9x7770AgIqKCqxZswb33HOPreIQUQtl1hej4IePoQwIgVu/cVLHkZwgk8Mndh5MxbkoOvS11HEIwPfnf8S+S4mY1nMshga2/oFd71a/gEi8OGwBbpTm4m/7lkNbXiR1JMkpbLVji8VS7VSCKIq1nlrQ6XR48sknERoaiqlTpzaqjeTk5LvOSY2TlJQkdYQ2qc32uyjC+eRWOFSUo7DzcGSfOGm3ppt7n6vbh6Mw8RtcEXxgcfGWOk6TaO59XptLZdfw1fVd6OYciGBDQIv8GqTKPMN/DLZc340Xv/sH7ms/Fl6O7pLkaA5sVoz5+/vj2LFj1um8vDz4+vpWWyc3Nxfz5s1DdHQ0Xn755Ua3ER4eDqVSeddZqWGSkpIQFdW6Rztvjtpyv5ec+AH5OWnwGjUbXQfF2q3dltDnppCuuPbhQvhl/ox2f/obhBZ+sXhL6PM/ulx4FSv3fY5O7u3xyuhn4OTgJHWkRpOy36MAhBeE442DH+DL7O/w/LAnEOLTVZIstmYwGOo9gGSz/72DBw/G4cOHodVqUV5ejt27dyMmJsa63Gw24/HHH8e4ceOwePHiNntBLhHVrjLvKgp2fwxV50i4R0+SOk6zo3DxgNfoOajIPIuSpN1Sx2lzcvUF+MeB1VA7qPBizJMtshBrDoK9g7Bs9HNwdlTj/+1fgSNXj0sdSRI2K8b8/PywaNEizJkzB1OmTMHEiRMRGRmJ+Ph4nDlzBvv27cO5c+ewa9cuTJ48GZMnT8bixYttFYeIWhCLoRw5W9+B4OgETdzCFn/Ux1Zce42GqksvaPd9xpH57ajEUIplP62E0WzEy8OfgrfaU+pILZq/qy/+fs/z6OzREcsTP8KO1B/a3NAtNjtNCQBxcXGIi4urNm/t2rUAgIiICKSmptqyeSJqgURRRN63q2EsuI52D74KhSt/0dVFEARoxj+Bq2ueQd7OVWj30N8gyORSx2rVKkwGvHXgA+TrtXhlxF/Q0b291JFaBTelC14d8Res+mU9Pj+1FZcKM/F4/9lQKhyljmYX/HOTiJqVokNfQ596BF6jZkMVFCF1nGZP4a6BT2w8KjLPoSjxG6njtGqVpkq88/OHyCi8gr8MmodQTbDUkVoVR4UjFg1+FDMjJiExMwlL9v4TuaX5UseyCxZjRNRslCYfROFPX8AlPAbuA+NuvwEBAFwihsMlbBgKD2xCxTWecbCFSrMR/zz0Ic7kpOLxfn/CgA69pY7UKskEGab1HIcXYxYgX1+AF394E8evt/6RE1iMEVGzUH75DHK/XQ2nTj2hmbCAN/U0giAI8BkbD4WHL3K+fhem0kKpI7UqRrMR7x76EKeyz2F+/4cwsstgqSO1en3aheONMS/BW+WBNw9+gPXHN6PSbJQ6ls2wGCMiyVVcS0P25jfh4NUOfjOeh6BwkDpSiyNzcobf9OdgMeiRu/VdiK34F5c9VRVia3Dixlk81u9BjOoyROpIbYa/iwbL7n0B47qNxHfnf8TiH97CteLW+aQeFmNEJKmKrHRkf/l3yF080G7WUshVrlJHarGUfkHQTFiAiqspyPvuP23ujrSmpq8sw7KfVuH4jWQ8GjUL93QdJnWkNsdR7oC5fe/Hi8MWoLCiGC/88AZ2pu6BxWKROlqTYjFGRJIpv3wGNza8BpnaDe0f+hvvnGwCLmFD4TnsAZSe3o/CA5ukjtNiacuKsHTfe0jLv4CnB87FmOCY229ENtO3fQTeiV2CXn498Nmpr7F479vILMqSOlaTsenQFtTy7U+6ik+/T0F+YTnc1HI8iqsYEdVR6ljUCpQmH0Tetx9A4eWPdrOWshBrQh7D7oOpJA9FP38FmZMzPHgzRKNcK7mBZT+tgr6yDC/FPIVI/x5SRyIAHip3PDf0cSRePYaPj2/GCz+8gak9YjElNBaOLXwIDBZjVCuLRcSeo1fw4TdnUGmqOhxcXGbGqs0nUVZhxL0Dg+Cg4IFVajzRYkbhwc0o+nkLnDr1hN/05yFX89RkUxIEAT7jH4fFUA7tnvUQZDK4958gdawWIen6Gaw+8gkUcgf8beSz6OLVSepI9DuCIGBIp/6I8OuB9cc3Y8vZ7/DTpSOY3Xs6Bnbo02Jv/GEx1kZVGs24nq/HtVwdruWWIrtAj4LiChQUV0BbXA59han27UwW/HvrGfx76xmolHK4qB3h6aqEr6e66sNLjQ4aF3Rq5woPF2WL/Y9BtmEqLULejhUov3QaLpGjoBn/GAQ5L9a3BUEmh++UZ5DzjQUFuz+GpVwPj2H38f9kHSwWCzaf/RZbz32PII8O+OuQ+fB18ZE6FtXBTemChYMeweiuQ/HJ8c14L3Etwn1D8HCfGQj06CB1vEZjMdYGGE1mXLpegvOZhUi/WoTzV4uQlauD5XfX9nq5OcHHwwkdfF3QK9gHLmpHfPlDWp37/NPYUOjKjNCVVUJbUoGLWcU4kpwNk/m3iypd1Y4IbOeKbh09EdLJEyGBnvDxUNnyS6VmrDT1MPK/XwOxsgI+E56Aa6/RLAxsTJAr4Df1WeR99x8UHtwEk64APmMfZQH8BzpDKVYe+RinslMwovMgPNp3Zos/7dVWhPl2x1tjXsIPFw5iU/JOPL/rHxjcKQr3h8ehnauv1PEajMVYK1RWYcS5S1qcycjHmQv5uHS9GCZzVeXl4aJEcEcPDI5sh05+rujg64r2Gmc4OdZ8K+w9lom8wvIa8zWeKjxwb0iN+RaLiEJdBa7m6JCZrcOVbB0u3yjGzoMX8c3NIs3LzQndO3mgR5A3IoK90SXAA3IZfyG3ZqbiPBTsWQ996hE4+neBb9zTcPTlqR97EeQKaCY+CYWrF4oOfY3KvEz4TfsrFG7eUkdrFn7NOoW1xzZCX1mG+f0ewuiuQ6WORI0kl8kxttsIDA3sjx2pP+D79B9x+OpxjAiKxtSeY+HnopE64m2xGGsFKipNSLmkxZkL+TidkY/zV4tgsYhQyGUICfTE5Jiu6NbJE906ekDjoWrw0Yg543pg9VenYDCarfOUDnLMGVf7xawymQBvdxW83VXo3f23v0huHZlLu1KI9MxCpGUW4khyNgDA2UmBsC4+iAj2QWSwD4LauUHG4qxVMJeVoPiXnSg++i0AwHPEg/CIngxBzh879iYIArxGPAhHvyDk7fwA1z76P/iMnw+X0EFSR5NMSYUOHx/fhMSrSQjy6ICXY55CkCdvTmrJXByd8WDkFIzvNhLfpOzCDxcO4sfLhzGoYxQmh45B52b8/eVPxRbIZLYgPbMQp87n49T5PKRd0cJkFiGXCejW0QPTRwYjMtgHoUFetR7xaqhbd01Wu5tySq9G303poJCjeydPdO/0291y2pIK65G70xn5OHquqjhzUTkgvKs3IoM1iAz2QSd/V57KamHM+mIU/bIDJccSIBoNcO45GN6jZkPh3vz/Om3tXHoMhqOmE3K3r0Tu1+9A32MwvO/5c5s6Sma2mLH/0mFsPLMd5cYKzIyYhEmhY6DgA9ZbDQ+VO+b2vR+TQ8fgu/P78EPGQSRmHkOEXyhig4cjqn0E5M3s+81irAWwWERcyS6xFl9nL+aj3GCGIABdA9wxaVhXRHbzQc/O3lApm/ZbOiKqo7X4SkpKQlQTDWvh5eaE4X07YHjfqgst84vKceZCPs5k5ONURr71yJmHi/JmceaDyG4atPdxZnHWDImiiIqrKdCd2gf9uUMQTUY4hw2B55AZcNQ0379G2yJHnw4I+PM/UJT4DYoSt6Is4zg8Bk2G+4CJkCnVUsezGVEU8WvWKXxxejuydNkI8emKx/o9iI7u7aWORjbipfbAn3pNw7Qe4/DDhYP4/vyPeOfQh/BUuWN0lyEY1XkIfJy9pI4JgMVYs2SxiLiao0PKZe3N4iQPxaWVAIAAjTNGRHVEr25VR45c1a3jIlMfDxVGRnXEyJvFXo62DGcy8nAqIx+nz+fj51PXAVQVcZHdfBDZ1QdhXb3RzpvFmVREUYSxIAv6tF9Qeno/jNrrEBydrA/5dvRpeXc0tRWCXAHPYffBJSIGBXv+i8IDm1D863dw6zsGbn3HQOHWeu4iNFvMOHb9NHam7kF6wUUEuPrjr0Pmo39AL/7saCPUjipM7jEGE0NG48SNZPxw4SC+Pvs9tpz9DqE+XTGkU38M6tgXbk7SDbHDYqwZ0JVV4uK1YqRc0SLlkhZpV7TWoSW83JToE+KLXsEa9OqmgcazbdyN6Oelht+AQNwzIBCiKOJ6vh6nM/Jx+nweTqTlYn/SNQCAu4sjQgO9EBLoiR5BXgju6HFXp2apfpbKclRcS0f5xRPQp/8KU2HVEUxlh1BoBk+Fc49BkDm2jfdoa+Dg4Qf/Gc/DcD0DhT9vQdGhrShK/Abq7v3h1jcWqqBwCM3sdE5DlRhKse/iIezOOID8Mi00ai881u8hjOw8qNmdoiL7kMvk6BfQC/0CeiG3NB8HrxzFocxjWHf8S3xyYjN6aILRp104+rYPR4Crv12LdZv+1tq5cyf+/e9/w2Qy4eGHH8ZDDz1UbXlKSgoWL14MvV6Pfv364bXXXoNC0Xp/kRqMZmQX6JF5Q4dLN4px6XoJLl8vRn5xBQBAEIBAfzcM69MBPYI8ERrkxSM/qLr4OEDjggCNC8YNCoIoisjM1uHcZS1SL1cVr7+crSoKZLKqdbu0d0fn9m7o3N4dnQPc4OnqJPFX0fKIogWmwhwYsi/CcD0DFVdTYLhxARAtgFwBVWAEPAbGQd2tX6s6ktIWKdsHw//+F2EsykXJ8V3QndyLsrRfIFO5QB3cD87d+0PVpVezL7RLKnQ4mnUKv1w7juScNJhFC8J8u+PPfe5Dv/aRkMk4UDVV8XXxwfSw8ZjWcxwyi7OQmJmEpOtn8Pmprfj81Fb4OnsjzDcEPTTBCNUEw8/Zx6a/i21W+eTk5GD58uXYunUrHB0dMXPmTAwcOBDBwcHWdZ577jn8/e9/R+/evfHyyy9j8+bNePDBB20VyaaMJguKSw0o0hlQqKtAkc6A/OIKZBfob36UQVtSYV1fLhPQwdcF4V2r7iDsHOCOkE6ecFZx/J/bEQQBge3cENjODeMGBQEAiksNSMssRPqVQly6XoKzlwrw04lr1m1c1Y5or3FGex9ntPNxQXsfZ7TXOMPHQwV3Z2WbvoPTYjTAVJgDo/YGjIU3qj4XZMGQcxli5c2hTeQKOLXvBo9BU+DUqSecOoY2+1/M1HgOHr7wHjUbnjEPoCwjCWXpv6Ls/DGUntkPCDI4+nWGU4cQOHUMhdK/MxQefpIeOSsxlCIt/wJS8zKQmpeBjMIrEEURfi4aTAi5BzGBA9DJI0CyfNT8CYKAQI8OCPTogFmRk5Gv1+L4jWSczD6HX7NO4cdLiQAAdyc3dPHsiECPDgjy6IiO7u3g56KBYxON2WezYiwxMRHR0dHw8PAAAMTGxiIhIQFPPfUUACArKwsVFRXo3bs3AGDatGlYuXKlTYsxURRRabKg0mi++XHztanqteHmfOOt16bf1qmoNEFfbkSZwYSychP0FUaUVRhRVlE1v7TcWKM9QQC83Zzg5+2MPiEatPN2hp+XGp383dDRzwUOCh4qbyruLkoM6OmPAT39rfN0ZZW4fL0EF68X42qODjfy9TiTkY8fk65V21YuE+DpqoS3uwpe7k7wcFXCReUAF5UDnFUOcFE5wlmlgPPNaaWDHI4OcjgoZHBQyJvVOGmixQzRbILFUFb1UaGv+jCUwVJeClNpIcw3P0ylhTDrtDDri6rtQ6Z2g4NXe7hGDIejX2co/TvDUdMJgoJ/KLQVMoUjXEIHwSV0EESzCRVXU1B++QwqrqVCd3IPSo59BwAQFI5w8A6Ao6YjFO6+ULj7QOHmA4WrN2Qql6qPuxg81Wwxo8RQisLyImjLi1BQVoTruhxcK7mBrJJsaMuLAAAKmQLBXoGY1mMcBnbog0CPgDZ/RoHujI+zF8YEx2BMcAwsogVZJdlIyTuP9IJLuFJ4DaezU2AWq8bNFCDAW+0JfxcNvNWe8HByq/pQucHTyR1uTq5QO6igdlABolhvuzYrxnJzc6HR/HYru6+vL06fPl3nco1Gg5ycnEa18dK2V6Cv1EMmAoIIyH73YSVa/7F++j2htte19ZlQ1fGCUFVkCWoBKjWgFgRoBEAmVC2r+ixAJququG/tUwdAVwCkFwA4X3czTcM2ezYaTfjf+c9qvKls93XcSRt1r+ngAQS6A4EALKIIi0WEKN58LVYV64UWEdoiQCxqzP5/+z7/8ee/8LsXIqq/32rbzx/3LwCwiMDm0x/9bp4IQIRw6+Pm90OABQ1hEeQwQwGzXA6LpwvMXh4wCQ4wCw4wCQ4QcfNUTkFO1ce5I9W2F+3yHbeDW9+MWr4co8kIh9TvmqCRmjtvmb13M7UgBzqEQiFWwkE0QiFWQiGWQ1F4FjLt6Vrf3yIEWAQZRMh+e9cKAm69k299togi1p37BJWCCKNMhFEQYarlrKLCAnia5PAxytHNqIK/QQFNpQyKKwUAEnERibh4c12hkb0t3OYXZmtkNBmxf9/mGvNbfU804gt0ABB288MMZ2gdLShUWFDsYEFJqQ65hcW4LLegTC7CUscPeXe5Cx7vPLPONmxWjFkslmp/mYiiWG36dssbQmMwQ2U0wyIAZgGwAFWvZb/7tfaHXVbr/9/9prz1i1IUallc+9Z1EwGYb7POzZ0LUr3jb9vVtawgA2CuvLPdNUd/+EEv/O5f4Lc6/ta3SPzdG6rat62uWl+s+VKofXE9a9Uk4rdfZGK1X2i/vbbcnLbc/AVoufna8scv+lazIiCKJgC1P5P0j+zz/Zb2XWUyNqwv2o4/fj8cbn7cXCqIkMMCOcyQW99t4s3PFmsphpt/QFj/mLi5vQKAs1GEowVwsABKS9VrlVmEixlwMYlwNYlwNv/x/9Ht/r/U/3Xcbnlr5wQAtf9Ypzq4GIHaniEiAqiQAWVyQK8QUCYHKmWAQQYITvX/sWyzYszf3x/Hjh2zTufl5cHX17fa8ry8POt0fn5+teUN8ewD/4BSqbz7sNQgVeOMRUkdo81hv9sf+9z+2OfSYL/bh8FgQHJycp3LbXZryeDBg3H48GFotVqUl5dj9+7diImJsS4PCAiAUqlEUlISAGD79u3VlhMRERG1BTYrxvz8/LBo0SLMmTMHU6ZMwcSJExEZGYn4+HicOXMGAPDOO+/gjTfewNixY1FWVoY5c+bYKg4RERFRs2TTQb3i4uIQFxdXbd7atWutr0NDQ7FlyxZbRiAiIiJq1jgCHhEREZGEWuRw9+LN248rK3kLiL0ZDAapI7RJ7Hf7Y5/bH/tcGux327tVr4h1DJ8iiHUtacZ0Oh3S09OljkFERETUYN27d4era80HkrfIYsxisUCv18PBwYGjLBMREVGzJooijEYjnJ2da31GaossxoiIiIhaC17AT0RERCQhFmNEREREEmIxRkRERCQhFmNEREREEmIxRkRERCQhFmNEREREEmIxRkRERCQhFmNEREREEmIxRkRERCQhFmNEREREEmIxRkR2odPpMGPGDPTp0wfp6elSxyEiajYUUgcgorbByckJa9aswdtvvy11FKvPPvsMu3fvRlZWFlQqFby8vDBixAjMmzevVbfdEDqdDnPnzsWFCxewadMmdO/eXepIRK0WHxRORHb14osv4pFHHmlWv9xfffVVTJ48GVFRUW2q7foYjUbodDq8/fbbze77RdTa8DQlEbV558+fR3BwcLV57777LtavXy9J27Y0Y8YMnD9//rbrOTg4wMvLyw6JiIjFGFEbVFxcjJCQEGRlZQEARFHEihUrMGrUKKSmpkqcrnaZmZno3bs3cnNzrfN27NiBoUOH4saNGzXWLy4uRp8+fXD06NFq85977jk89dRT+P1JAZ1OB3d3d+u0VqvFtm3bMHPmzEbvq7Ht/7Htu3Hr+9qnTx/06tULI0eOxFdffVVtnUceeQQrV65skvaIqGnwmjGiNiglJQXu7u4ICAhAWVkZXnjhBeTn5+Orr76Ct7e31PFq1alTJ4wYMQL//e9/8dxzz+HEiRN4/fXXsW7dOrRr167G+u7u7njggQewfv16DBgwAADwwQcf4MKFC9iwYQMEQQAA5OTkwNfXt9q2W7duxfDhw+Hk5NSofTW2/drarsuqVasAAE8//XSd66SkpMDT0xNHjhwBAOzcuRMvvPACRo8ebT3KNXr0aPztb39Dbm4uBEHAwoULa+xn5cqV0Gg0DcpFRHePxRhRG5SamorQ0FBcv34dCxYsQI8ePfDuu+/C0dHRpu3Gx8cjJSUFly5dwgMPPIBp06Y1evuHH34YkydPxtNPP43XXnsNkZGRda4/d+5c3HvvvcjMzMTZs2exefNmbN68GSqVyrpOenp6jdOEBw4cwPTp0xu9r8a2X1vbdyM1NRVhYWHW6QEDBsBsNqOkpMRajCmVSoSFheHQoUOYOnUqvvjiiyZrn4juDIsxojbo3LlzMJlMuP/++zFv3jzMnTu31vXmz5+PpKSkWpdFRUXhww8/bFS7a9eubXTW3wsLC0NkZCTuv/9+PProoxg/fny96/v5+WHChAl47bXXcPbsWaxbtw5+fn7V1snIyKhREKWnp6Nz586N3ldj26+t7btx7tw5azFWUlKCd999F2FhYQgMDKy2XteuXRt0Ovpui2ciahgWY0RtUEpKCnJychAREVFnIQag0cWWrVksFshkMgiCgMcee6zasrfeegvjxo2rcaRs7ty5iIuLw/Lly6sdNfr98j/S6XRwdnaudd3a9lVX27drv76+vxMpKSnYvXs3Pv/8c+j1egwdOhQfffRRjdOozs7O1a69q8vdFs9E1DC8gJ+ojamsrMTFixexcuVKXLx40S53DDaVN998EzqdDkFBQdixY0e1ZefPn0fXrl1rbGM0GuHo6IgxY8Y0uB03Nzfo9foG76uutu+0/Vvmz5+Pfv36oV+/flizZg3WrFljnZ4/f361dW99X3fs2IHjx49j5cqVOHXqFBwcHGrsV6/Xw83NrdF5iMg2eGSMqI1JT0+HTCZDv379sHr1avzpT39CSEgIBg0aVGPdRx99tN7TlB999JF1OiQkxGaZ09LS8OWXX2LPnj3YvHkzjh49ilWrVmH69OnWoz65ubl46623cObMGcyYMQMPPfQQgKrrqLp16waFouaPu7qOaIWEhODy5cs15te1r7rarm+b+o6m3fL7I5O3u4A/PT0djo6O6NixIwAgNjYWq1evxq5duzBjxoxq6164cAGTJk2qs10isi8WY0RtTEpKirU4CAsLw9KlS/HMM89gy5Yt1l/kt/y+2LqdtLS0u8pV34jviYmJWL58OT799FP4+PggNjYW7733Hvbu3Yt77rkHWq0WxcXFePbZZ6FSqTBr1ixrQZSSkoIePXrU2ub58+fx1FNP1Zg/fPhw/PrrrzUKltr2VV/b9bVfV9t36tb39fenJIcPH459+/ZVK8YqKytx9uxZvPnmm03WNhHdHZ6mJGpj/lgcTJkyBXFxcXjyySdRVlYmWa5bj0uKjY2tNv/ChQtYtGgR3n77bevRN7lcjrlz51qvaUpLS8OkSZPg4eEBpVJZbbDStLS0OouxW0e0pk6dig0bNljnT548GT/99BMqKiqqrV/bvupru77262r7TqWkpNQ4Ojls2DAkJibCYDBY5+3duxcDBgy47c0HRGQ/fBwSETWZGTNmICoqCkeOHMH06dMxZ86cRu/jTh6XtH79ehQWFmLRokXYs2cPLl68WOMC/z/SarWYOnUqtm/fbj2itXXrVuvy9957D15eXvjzn/9s97Zt6b777sOyZcv4eCOiZoSnKYmoSWi1WhQVFeHpp5/GggUL8Oyzz95RMXYn0tPToVKp8Je//AVqtRqvvfbabbf5/REtADWOaD377LOStW1LfxyRn4ikx2KMiJpEWloaJkyYABcXF1y6dAkdOnSwLsvLy7PpSO//+Mc/Gr1NWloaZLKqKzX27NljHSW/JbVNRK2DTYux0tJSzJw5E//5z3+q/WAGqn4ArVq1CqIookOHDnjjjTea7PlsRGR/aWlp6NmzJ4Ca1y9pNJpmN9L7nRzRag1tE1HzY7Nrxk6dOoUlS5bg0qVLSEhIqFaMlZaWYuzYsfj666/h5+eHFStWQKfTYcmSJbaIQkR28PLLL+Pxxx9Hp06d8M4772DkyJGIiopq1D5ujfgeEBDAEd+JqM2wWTG2ePFiTJ06Fc8//zw+/fTTasVYYWEhjh07hnvvvRcAkJCQgJ07d+KDDz5o0L4tFgv0ej0cHBxqfUAvERERUXMhiiKMRiOcnZ2tlyj8ns1OUy5btqzOZZ6entZCrKKiAmvWrMHs2bMbvG+9Xo/09PS7zkhERERkL927d4erq2uN+ZKOM6bT6fDYY48hNDQUU6dObfB2tT3eg4iIiKg5q6t+kexuytzcXMybNw/R0dF4+eWXG7XtrVOT4eHhUCqVtohHtUhKSmr0NUB099jv9sc+tz/2uTTY7/ZhMBiQnJxc56VVkhRjZrMZjz/+OMaNG4cFCxZIEYGIiIioWbBrMRYfH4+FCxciOzsb586dg9lsxq5duwBUHeWq7zozIiIiotbI5sXYvn37rK9vPUcuIiICqamptm6aiIiIqNnjg8KJiBpJFEWIJqPUMYioleDjkIiIGshwPQOFBzej4vp5WMpL4dQxFC49h8K1770QBP5tS0R3hsUYEdFtiKIFRT9/jcKfv4Jc5Qp1cD/I1a4ov3gS+QlrUHbhBHwnPQ2Zk7PUUYmoBWIxRkR0G4UHNqHo5y1wCRsG77HxkN8susRRs1Fy7HsU7FmP65+9ivYPL4PM0UnitETU0vC4OhFRPXSn96Po5y1w7TUamsl/sRZiQNWYh+79x8P/vhdQmXsFed/9GzZ6whwRtWIsxoiI6lBZcB153/0bqqAI+Ix7rM4BG9XBUfAc8SD0Z39GybHv7JySiFo6FmNERLUQRREFCWsgUzhCM/kZCPL6r+rwGDwVqq59of1xI0w6rZ1SElFrwGKMiKgW+nM/o/zyGXiOeAgKF4/bri8IAnxi50G0mKD98XPbBySiVoPFGBHRH5lNKNjzKZTtusKt770N3szB0x8eAyeh9MxPqLiWZsOARNSasBgjIvoDx6xTMJdq4TVqNgSZvFHbegyZBrmzBwoPfGmjdETU2rAYIyL6HdFsgtPFw1AGhMApMLzR28scVXAfMBHll07DcOOCDRISUWvDYoyI6HdKkw9AXlECz6HT67x78nbc+o6BoFSj6PC2pg1HRK0SizEioptEUUTRke0wufpB1bXvHe9H5uQMt75joE89AqP2RhMmJKLWiMUYEdFNFZnnYMy/BkNgvzs+KnaLe/+JgCBDSVJCE6UjotaKj0MiojZPl3wAhT9ugKkkH4AAEXc/ir7C1RPO3ftDd+YneI38EwSFw90HJaJWiUfGiKhN0yUfQP7//nOzEAMAEc7ndkOXfOCu9+3a5x5YynXQp/1y1/siotaLxRgRtWmFP26AaDJUmydYTCj8ccNd71vVORIKd1+UnNxz1/siotbLpsVYaWkpJk6ciGvXrtVYlpKSgmnTpiE2NhaLFy+GyWSyZRQiolqZSgoaNb8xBEEG196jUXH5DIyF2Xe9PyJqnWxWjJ06dQqzZs3C5cuXa13+3HPP4dVXX8WuXbsgiiI2b95sqyhERHVSuHk3an5juUaOBCCgtAlOexJR62SzYmzz5s1YunQpfH19ayzLyspCRUUFevfuDQCYNm0aEhJ4xxER2Z/nyIcAofoo+6JMUTW/CSjcvOHUqQdKz/4MUbz7GwOIqPWxWTG2bNky9OvXr9Zlubm50Gg01mmNRoOcnBxbRSEiqpNLzyGQOTpBUDgCEKBw84E+fDxcw2OasI2hMBZkoTL3SpPtk4haD0mGtrBYLNXG8BFF8Y7G9ElOTm7KWNQASUlJUkdok9jvtqPIvwRXgx6lvafC6N/DOr8p+1yoVMNdkOHC3i0oDxnZZPttbfg+lwb7XXqSFGP+/v7Iy8uzTufn59d6OvN2wsPDoVQqmzIa1SMpKQlRUVFSx2hz2O+2lfe/oyh1VCE89n7IFI4AbNPnN678BIf8DPTo+393PaBsa8T3edOoNBuRln8BV4uvw0HmAG+1JyL9QqGQ1/7rnv1uHwaDod4DSJIUYwEBAVAqldY3wfbt2xET03SnBIiIGkK0mKFPPwp1tyhrIWYrLmFDkbdjFQzXz8MpoLtN26K2p9xYgW9SEvB9+o8wmCurLXN2VGN0lyGYETYBTgoewGiO7FqMxcfHY+HChYiIiMA777yDJUuWoLS0FGFhYZgzZ449oxARoSLzHCxlJXAOjbZ5W+rgfoBMDn3aLyzGqEml51/Eu4fWoLCiGEM79cfQwP4I9gqCWbTgUuFVHLh8BDtSf8AvV09gWNAA7L90BAVlWnirvRDtEoko8MiY1GxejO3bt8/6eu3atdbXoaGh2LJli62bJyKqkz7tFwgKR6i79LF5W3KVC1SBYShLPwrvUbNt3h61DUevncSKIx/DW+WBv49+Dt19ulRb7qlyR9/24RiTG4P3Ej/ClrPfWZfll2mRUH4Qna90xrDAAfaOTr/DEfiJqE0SRQv0qb9A1bUPZI5OdmlT3X0gjAXXUZlfcyBsosY6fv0M3k1cgyCPDrUWYr/X07c7FDJ5jfkm0YwvTm+3ZUxqABZjRNQmGbLOw1yqtcspylucu/cHAOjTjtqtTWqdLhdexfLD6xDk0QGvDF8INyfX225TWF5U6/yCMm0Tp6PGYjFGRG2SPv0oIJNDHWy/62UUbt5Qtu+GMj44nO5CaaUeb/38b7g4qvHCsAVwcmjYkV1vtVej5pP9sBgjojap7PwxOHXqCbmTs13bVXcfAMONDJh0hXZtl1qPj5K+RFF5Mf46ZD68VB4N3m5W5GQ4yqvfNSxAwKzIyU2ckBqLxRgRtTnGwmwY86/BuVvtTwmxJXVwXwBA+cUTdm+bWr6fr/yKxMxjuC98Irp6BTZq22GBAzC//0PwUXtBAKB2UEGECAeZJKNc0e/wO0BEbU7Z+WMAALUExZijbyDkLp4ou3Acrr1G2b19arlKDXp8cnwTunl3xuTQMXe0j2GBA6x3TpotZjy74zWsTfoCPTTBcHdya8q41Ag8MkZEbU7Z+WNw8OkAB09/u7ctCAJUXfqg/NJpiBaz3dunluvLMzugN5bjsX4PQl7LnZGNJZfJMd4vBmWVZbyjUmIsxoioTbFU6FGeeU6So2K3qIP7wFKhhyHrvGQZqGW5qM3EDxcOIjZ4OAI9OjTZfn0cPTG++yj8eOkwMgouN9l+qXFYjBFRm1J++QxgMVuv3ZKCqnMvQJCh7MJxyTJQyyGKIj49uQWuSmfcHz6xyfc/PWw83J1c8fHxTbCIlibfP90eizEialPKLp6E4KiCU0CIZBnkTs5w6hCCsgu8iJ9u73ROCs7lncf0nuPh7Khu8v2rHVR4MHIKMrSXceQq/0CQAosxImozRFFE+cWTUAVFQJBLe/+SqmsfVGZfhKmUQ1xQ3URRxBent0Oj9sI9XYfarJ2YwIHo5B6AL8/sgInXMtodizEiajOM2uswFedB3aW31FGsz8Msv3hS2iDUrB3NOomLhZm4L3wiHOQONmtHJpNhVuRkZJfm4ceLiTZrh2rHYoyI2oxbhY+qSy9pgwBw9A+C3NmDpyqpTqIoYuvZ79HO1RcxgQNt3l7fduEI8emKLWf/h0qz0ebt0W9YjBFRm1F+8RQUnv6SDGnxR4Igg6prb5RfPMUhLqhWp7LP4VLRVUwJjYVMZvtf14Ig4IHwiSisKMb+S4dt3h79hsUYEbUJosmI8ivJzeIU5S3qrn1hqSiF4TqHuKCavklJgLfK0zpIqz2E+Yagm1cQtqfuhpl/JNgNizEiahMqrqVCNBqgakbFmKpz5M0hLniqkqpLzctASl4G4kLvgcKON5sIgoCpPcchT1+AQ5nH7NZuW2fTYmznzp0YP348xowZgw0bNtRYfvbsWUyfPh2TJk3C/PnzUVJSYss4RNSGlV08CcgUUAWFSx3FSq5yhbJ9N5RfOCl1FGpm/pe+D86OaozqMsTubfdtH45O7gH4JiWB447Zic2KsZycHCxfvhwbN27Etm3bsGnTJmRkZFRbZ9myZVi4cCF27NiBzp07Y926dbaKQ0RtXPmFk3DqEAKZo0rqKNWoOkfCkH0R5vJSqaNQM5FfpsWvWacwussQOCmUdm9fJsgwpUcsskqycSzrtN3bb4tsVowlJiYiOjoaHh4eUKvViI2NRUJCQrV1LBYL9Ho9AKC8vBxOTk62ikNEbZiptBCVuZeb1SnKW1SdIwDRgoorZ6WOQs3E7owDECFiTPBwyTIM6tgXfi4afHMuAaIoSpajrbBZMZabmwuNRmOd9vX1RU5OTrV1XnzxRSxZsgRDhw5FYmIiZs6caas4RNSGlV86BQDN6uL9W5wCukNwUKL8Mo9AEFBpNmLvxUOIah8JX2dvyXLIZXJMDh2DC4VXcDonRbIcbYXNrgq0WCwQBME6LYpitemKigosXrwY69evR2RkJD755BO88MILWLNmTYPbSE5ObtLMdHtJSUlSR2iT2O93R31qHxwc1UjO0gLXGzbivT373MU9AIWpv+KKRrrnZTYHfJ8DZ0rSoTOUoqvY3m79UVc7rqIjXORqfHZ0C0wBE+ySpa2yWTHm7++PY8d+uxMjLy8Pvr6+1un09HQolUpERkYCAB544AGsWLGiUW2Eh4dDqbT/+fS2KikpCVFRUVLHaHPY73dHFC24cmA11N37IbhfvwZtY+8+LzJeg3bvp+jVLQgKN+mOhkiJ7/Oqgxabf9iFDm7tMG1oXLUDGLZyu37Pdi7ChtPfwLuLH4I8O9g8T2tlMBjqPYBks9OUgwcPxuHDh6HValFeXo7du3cjJibGujwwMBDZ2dm4ePEiAGDv3r2IiIiwVRwiaqMqsy/DUlYCVWfpR92viyqo6o/S8stnJE5CUkovuIhLhVcxttsIuxRiDTG6yxAo5Y747vw+qaO0ajYrxvz8/LBo0SLMmTMHU6ZMwcSJExEZGYn4+HicOXMG7u7ueOONN/DMM88gLi4OX3/9Nf7xj3/YKg4RtVFlzegRSHVx9AuETO3GYqyN+/78fqgdVIix4yCvt+OidMbwoGj8fOVXFFdw+ClbselIcnFxcYiLi6s2b+3atdbXw4cPx/Dh0t0tQkStX/mlk3D0DYLCxVPqKHUSBBlUgWEov3y6xvW11DYUVZTgl6vHMbbbSDg5NK+RBcZ1H4ndFw7ghwsHMSOM147ZAkfgJ6JWy1JZjoqraVB17S11lNtSBUXCrNPCWJAldRSSwIHLv8AsWnBP16FSR6khwM0ffdqFYVfGARj5AHGbYDFGRK1W+eVkwGJqlkNa/JGqM68ba6tEUcRPlw6ju3cXBLhJ/xD72ozvPgrFFSVIzOQdr7bAYoyIWq3yiychOCjh1CFU6ii3pfDwg8Jdw2KsDbqgvYKrJTcwonO01FHqFOnXAx3c2uG79H0cBNYGWIwRUatVdvEknDqFQVA4SB3ltgRBgCooEhVXkiFazFLHITvaf+kwHOUOGNyxYUOvSEEQBIzvPgqXiq4iJS/j9htQo7AYI6JWyViYDVNhNtQt4HqxW1SdI2Cp0MOQfUnqKGQnlWYjDmX+igEd+kDdzJ6b+kcxgQPg6uiM79I5zEVTYzFGRK1S+cWqRyA1x+dR1sUpsGqsxQo+GqnNOJZ1CnpjOUYENd9TlLc4Khxxz/9v787jo6rv/Y+/Zk8me8jGEgIJhIQlgKAEZJN9CyKCxQWsWLdq/RXbeovan1ervdYf93Kr9LbitS4VWnFBRMsiaFwgbBEIAUIgIezZyT7JbN/fH8Fo2ATM5MxMPs/HY0zOnJM573xzHD7zPed8v0mj2HlqLyV1ZVrH8StSjAkh/FJD4R6MYdGYIrtoHeWKGYPDMcd0x3ZUirGO4vOjWURZI+kf20frKFdkcq8x6HU61h3O1DqKX5FiTAjhd5TLia1oH4E9B/rcmF0BPdJoPHkIt9OudRThYZUNVeSUHGRMj3T0Ot/45zjSGs7w+CF8XriVBodN6zh+wzf++kIIcRUaT+Wj7DafGF/sfNYeaSinnaaTh7SOIjzsi6JtKKUY48V3UV7MtORx2JyNZB7N0jqK35BiTAjhd2yFe0Gnb5nz0ZcEdO8LeoOcqvRzSikyi7JIje5NXHC01nGuSq9OPUjulMi6w5m43W6t4/gFKcaEEH7HVrgHS9feGAKCtI5y1fSWQCxdesl4Y34uv6KQM7WlPnHh/sVMSx5HSV0Z35zJ1TqKX5BiTAjhV1wNNTSdKfCJUfcvJbBHGk1nCnA11msdRXjI50ezsBgtDI+/Tuso1+SGboPoFBghw1y0ESnGhBB+pfn0nvKpIS3OF9hzACg3jcek18EfNTntZB3PZni367xuUvArZdQbmNx7DLmlhzheJfOp/lhSjAkh/EpD4R70AcFYOidpHeWaBXRNRmeyyKlKP7X95G5szkavnv7oSkxIHInZYJLesTYgxZgQwm8opbAV7iWw5wB0eoPWca6ZzmAiIL6vXMTvpzKPZhEbFEVqdG+to/wowZYgRicM46vjO6lpqtM6jk+TYkwI4TccZSdw1VX69CnKbwX2TMNRcQpnTYXWUUQbKquvILf0EGN6Dve5MfAuZlryOBwuB5sKvtI6ik/zaDG2du1apk2bxqRJk1ixYsUF6wsLC5k/fz4zZ87k3nvvpbq62pNxhBB+rqFwD4BPX7z/rcCezcNyyKlK//JF0TZ06BjTY5jWUdpEt7DOpMWmsuHIFzhlgvtr5rFirKSkhKVLl7Jy5Uo+/PBD3nnnHY4c+W6md6UUDz30EPfddx8fffQRqampLF++3FNxhBAdgK3gG0xR3TCGRmkd5Uczx3RHbw3FJvNU+g23cpN5NIv+sclEB3XSOk6bmZZ8E2dt1Ww78Y3WUXyW8XIrr7vu8rfcKqXQ6/VkZ2dfsG7r1q2kp6cTHh4OwOTJk1m/fj2PPPIIAPv378dqtTJ69GgAHnzwQWpqaq7ldxBCCNx2G7YTBwm7fprWUdqETqcnsMcAbEf3oZTyi1NaHV1e2RFK6yu4rX+G1lHa1KDO/egcHMO6/M8YmXC91nF80mWLsc6dO1+2t0opxQMPPHDRdaWlpURHfzeqcExMDDk5333CO378OFFRUTzxxBMcPHiQxMREfve7311tfiGEAMBWlAsuJ9Yk3xy36WICe6RRf2ALjopTmKO6aR1H/EifH80i0BTAsG6DtY7SpvQ6PVOTb+Jv37xDfnkhyVGJWkfyOZctxhYtWkTXrl0v+wKLFi266PNut7vVJ7nzP9k5nU527NjB22+/zYABA/jv//5vXnjhBV544YUrDp+bK2PwtLeL9YIKz5N2/2HW/RswG8wcKLNBxY9vL29oc32DjjAg/8uPaeoAPQ7e0OaeYnc72HpsF31Dksjd613XAbZFu4e5A7DozazY/j4z48a1QaqO5bLF2IQJEwAoKytj9erVVFVVtVr/+OOPt2xzvri4OHbt2tWyXFZWRkxMTMtydHQ0CQkJDBgwAIAZM2bw6KOPXlX4/v37Y7FYrupnxLXLzs5myJAhWsfocKTdf5hSihNbl2NOGkTS9Tf86NfzpjY/nvM+Ua4q4rwkj6d4U5t7wueFW3EUOplzfQZ9orxnDLy2bPfDplP8K/8zuqf08Ktr4tpCU1PTZTuQrugC/oceeoicnByUUq0elzNixAiysrKorKzEZrOxcePGluvDAAYPHkxlZSV5eXkAfPbZZ/Tr1+9K4gghRCuO8pM4a8qxJvnX6R9ovqvSdmw/Su5U82mZRVl0CYkluZP/nsKb1vsmAD6RQWCv2mV7xr7lcDhYtmzZVb1wbGwsixYtYsGCBTgcDubMmUNaWhr33Xcfjz76KAMGDODPf/4zTz31FDabjbi4OF588cVr+iWEEB1bQ0HzXVzWXv5zvdi3AnumUbv7U5rOFBDQNVnrOOIaFNeWcrDsCHekzfLrGzGigiIZ0X0omwu3MKffNILNQVpH8hlXVIz169eP/Px8kpOv7o0gIyODjIzWd428+uqrLd8PHDiQ995776peUwghztdQsBtTdHe/GNLifIEJ/YHmOTelGPNNmUXb0Ol0jE7wj7HFLmdmn4l8fWwHnx75ilv6TtE6js+4omLsuuuuY9asWURHR2M0fvcjmzdv9lgwIYS4Eu4mG43HDxJ2w3Sto3iEwRqKObYntqIcIkbO0TqOuEput5svirYxMDaVSGu41nE8rkdEN9JiU1l3+HNm9BmPyWDSOpJPuKJi7LXXXmPJkiV0797d03mEEOKq2IpywO30y+vFvhXYM43qnZ/gtjeiNwdoHUdchdzSQ1Q0nGX+wNlaR2k3M1Mm8twXL/HVsR2MS7xR6zg+4YqKsdDQUKZN84+BFIUQ/qWhYDc6cyAB8SlaR/GYwMSBVG9bQ+Px/Vh7+e8dh/4o82gWQaZAhnYdqHWUdjMgNoUe4d1Ym7eJsT2Ho9fJNNg/5IpaKD09nT/+8Y/s3r2b/fv3tzyEEEJLSikaCnYT2DMNnR+fDgmIT0VnstBQsEfrKOIqNNhtbD+1hxsTrsfsx8fn+XQ6HRl9JnKqtphvTst4oFfisj1jeXl5pKSksHbtWgA2bNjQsk6n07F58+aWbYQQor05yk7gqinH6ufXUumNZgIT+mMr3K11FHEVtp7YhcPlYGyP4VpHaXfDuw/hH/vWsObgBoZ0GeDXd5G2hcsWY4sXL2b16tV89tmlxwz5dhshhGhv9Yd3AvjVFEiXEpg4iIYj2TjOFmOKiNM6jrgCnx/NIj60M0mRCVpHaXdGvYGZKRP52zfvsL80n/6xfbSO5NV+sGfscpOFK6Ww2+1tHkoIIa5Ew6EdWLr0xhjq/6N9W5MGUwE0FOwhbKgMGeDtTtUUc7jiKPMH3tphe4XG9RzBBwfW8cGBdVKM/YDLFmObNm1qrxxCCHFVnDUVNJ05QsTYO7WO0i5MkZ0xRsRhK/hGijEfkHk0C71Oz6gOMKfopZiNZmamTOStPe9zqLzAq6aB8jaXLcZ+aJJwIYTQSn1+8ynKoD4/fi5KX2FNHERtzucopwOdseNcEO5rXG4XXxZtZ3DnfoQHhmkdR1MTkkax+uAG3t//L54Y8wut43gtud9UCOGTGvK3Y+rUBXNUN62jtJvApMEoRxONJw5qHUVcxt7ig5xtrGZsz4534f75AowWZiSPZ0/xAQoqj2kdx2tJMSaE8DkuWx22Y/uxJnecXjGAwIR+YDDSIHdVerXNhV8TZglhSOcBWkfxCpN7jyHIFMj7B9ZpHcVrSTEmhPA5DQXfgNtFUB//n+vv+/TmQALjU2W8MS9WZasm+/Q+xvRMx2i4onHV/Z7VFMjU5HHsOrWXorMntY7jlaQYE0L4nIZDOzAER2Dp0kvrKO0uMGkwjrLjOGsqtI4iLiKzaBtu5ZZpgM4zLfkmAk0BrNr/sdZRvJIUY0IIn+J22mko2I01+Xp0HXCaFWti8xyccqrS+yil+KxwC6nRvekSEqt1HK8SbA5iZp+J7Dq1l8MVR7WO43U63juZEMKnNR7dh3I0EtTBrhf7lik6HkNIJLYCKca8zcGywxTXlTFeesUuanryOMIsIfwjZ43WUbyOFGNCCJ9Sf2g7OouVwB79tY6iCZ1OhzXpOhoK96JcDq3jiO/ZXLgFqymQYd0Gax3FKwWYAril7xRySw+xryRP6zhexaPF2Nq1a5k2bRqTJk1ixYoVl9wuMzOTcePGeTKKEMIPKLeL+sM7sSYN9uuJwX+ItfdQlN2G7dgBraOIc+rs9Ww7uZuRCddjMZq1juO1JiaNIsoayT9y1qCU0jqO1/BYMVZSUsLSpUtZuXIlH374Ie+88w5Hjhy5YLvy8nL++Mc/eiqGEMKPNB4/gLuhhqCUjj1+U2DPNHRGMw3n5uYU2vv62E4cLgfjE0dqHcWrmQwm5vabzpHKInae2qt1HK/hsWJs69atpKenEx4ejtVqZfLkyaxfv/6C7Z566ikeeeQRT8UQQviRuv1fozMHYO3l/xODX47eZCGwZxoNh3dJ74IXUEqxuXALPSPi6RkRr3Ucrze6xzC6hsTxz30f4Xa7tY7jFTxWjJWWlhIdHd2yHBMTQ0lJSatt3nrrLfr27cvAgQM9FUMI4SeUy0H9oW0EJd+A3mTROo7mrL2vx1ldhr1URjXXWn5FIceqTjIhcZTWUXyCQW/gJwMyOFlzhs+ObtU6jlfw2Ih0bre71Uz1SqlWy/n5+WzcuJE33niD4uLia9pHbm7uj84prk52drbWETokaXcwlh0hxFZHsTmWE+3QHt7e5romE+HAkS/W0JjkH6fGvL3NL2Vt8eeY9SaCz5p88nfQIrNRKboFxPH27vexVhiwGDr2dXYeK8bi4uLYtWtXy3JZWRkxMTEty+vXr6esrIxbb70Vh8NBaWkpd9xxBytXrrziffTv3x+LRT4ht5fs7GyGDBmidYwOR9q9WelHW2gICGLApFs9fvG+r7T5qUPrMNeepJ8PZP0hvtLm56turOFQ4etMShrN8OvStY5z1bRs98jEGBZ/+gKFljPcNXC2JhnaS1NT02U7kDx2mnLEiBFkZWVRWVmJzWZj48aNjB49umX9o48+yoYNG1izZg3Lly8nJibmqgoxIUTH4bY3Un9oO0F90jv0XZTnC0pJx15ciKOq5Ic3Fh6xuXALLreLSb1G//DGopXEyO6M7TmcT/I/o7i2VOs4mvJYMRYbG8uiRYtYsGABs2bNYsaMGaSlpXHfffexb98+T+1WCOGH6vN3oOyNBKeN0TqKVwlKae6Jqc/brnGSjsnldvFpwVcMiO1D19A4reP4pHkDZmLSG/n73g+0jqIpj85impGRQUZGRqvnXn311Qu269atG5999pknowghfFhdTibGsBgC4lO1juJVTBFxmGN7Up+3jfD0mVrH6XCyT++jouEs9wy+TesoPisiMIxbUqfwj31ryC3Jo39sitaRNCEj8AshvJqzpgLb0RyCB4zpkHNR/pCglHSaTh2SicM1sOHIF3SyRjCkywCto/i06X3GEx3Uidd3v4vT7dI6jibknU0I4dXqcr8EFCED5BTlxbScqjwkpyrb0+maYvaV5DExaRQGvUHrOD7NbDBxz+C5nKg+zSeHNmsdRxNSjAkhvJZSitqcz7B0S8EU2VnrOF7JHNUNU3Q89QdlvKb2tOHIlxj0BsbJpOBtYmjXgVzfdSDv7v+Y0rpyreO0OynGhBBeq/H4ARwVpwkdPEHrKF4tuN8oGk8cxFldpnWUDqHOXs9nR7dyY/xQwgNCtY7jN+657jb0Oj2vffNOh5tZQooxIYTXqtm9EX1AEEGpI7SO4tWC+zb3ztQd2KJxko5h45EvaXI2kZEiHxLaUpQ1kp/0z2D3mVy2nfxG6zjtSooxIYRXcjXUUJ+3jeD+Y2T6ox9giojD0jWZutyvtI7i9+wuB+sOZzIwri8J4d20juN3pvQeS8+IeF7/ZhUNdpvWcdqNFGNCCK9Um5MJLiehgydqHcUnBPcbhb20CHvZCa2j+LWvirZT3VjDzBQ5Lj3BoDfwwNA7qW6q5e2c1VrHaTdSjAkhvI5yu6jJXkdAfCrmmO5ax/EJQakjQKenLvcLraP4Lbdys/bQJnqGx9M/po/WcfxWYmQCM5LHs6ngK/acOaB1nHYhxZgQwus05O/CWVVK6A3TtY7iM4zB4ViTBlOb8wWqg47V5GnfnN7H6doSMlImotPptI7j134yYCZdQ+P4686/U2ev1zqOx0kxJoTwOtU7P8YYFk1Q8g1aR/EpIQPH46qrxFa4R+sofumjvE+JskaSHn+d1lH8ntlg4pFhP6WqsYY3vnlX6zgeJ8WYEMKrNBUX0nj8AKFDp6GTwTSvirX3deitodTulenl2lp+eSF55QVMTx6HUY7LdpEUmcDsvlP58th2dpzco3Ucj5JiTAjhVaqyPkRnDiBk0Hito/gcncFESP/R1OfvwtVQo3Ucv/Lu/k8IMQcxXgZ5bVez+06lZ3g8y3etoLrRf49pKcaEEF7DXnGK+gNbCR0yBUNAkNZxfFLIwPHgdkrvWBvKKytgb/EBZqZMIsAUoHWcDsWoN/DwsLuxORpZtv1N3MqtdSSPkGJMCOE1qrauRmc0ET5sptZRfJY5pjsB3ftS880GuZC/jazKXUuYJYTJvWV+VC10D+/K3YPnsrf4AB/lfap1HI+QYkwI4RUcVaXU5X5JyOAJGILCtI7j00KHTMFZVYqtYI/WUXze/tJ8cksPMSt1MgFGGXxYKxOTRjE8fgj/3PcReWUFWsdpc1KMCSG8wtmv3kGn0xOePkvrKD4vqM8wDMERVO9ap3UUn6aU4p19HxERGMbEXqO1jtOh6XQ6Hhh6J9HWSP607TVqm+q0jtSmpBgTQmjOXnqcupwvCB06FWNoJ63j+DydwUjo4EnYCndjrzildRyflVNykLzyAmanTsVsMGkdp8OzmgNZNOJnVDXW8D873vKr68c8WoytXbuWadOmMWnSJFasWHHB+k2bNnHzzTczc+ZMfv7zn1NdXe3JOEIIL1WZuQKdJZDwEbO1juI3Qq6bhM5opnrbR1pH8UlKKVbtW0uUNZJxiTJRvbdIjExgwcBbyT69j/f3/0vrOG3GY8VYSUkJS5cuZeXKlXz44Ye88847HDlypGV9XV0d//7v/87y5cv56KOP6NOnDy+//LKn4gghvJTtWC4Nh3cRPnwWBmuI1nH8hjE4nJC0m6jdl4mz9qzWcXzO9pO7OVxZxK19p2KSXjGvMqX3WMb0SOfd/Z+w/eRureO0CY8VY1u3biU9PZ3w8HCsViuTJ09m/fr1LesdDgdPP/00sbGxAPTp04czZ854Ko4Qwgspl5PyDf+LMSyGsBtmaB3H74SlzwS3m+qdH2sdxac4XA5W7F1NfFgXxvYcrnUccR6dTsd9Q++gd2QPlm1/k+NVvn8q3mPFWGlpKdHR0S3LMTExlJSUtCxHREQwcWLzrPeNjY0sX76cCRMmeCqOEMILVe9ah6PsBJ0m3oPeJHeqtTVTRBxBqcOpyd6Ay1ardRyfse7w55TUl3P3oDkYZLR9r2Q2mPjVyAewGgP449d/ocbHL+g3euqF3W53q4lUlVIXnVi1traWhx9+mJSUFG655Zar2kdubu6PzimuTnZ2ttYROiR/bHedrYawr1fijE4ir1YPXvY7+kub6yNSCbVv4dDqV7D1uUnrOJflDW1e52xg1fGPSbTG4zjVQPYp7TN5mje0+7WaETWGlac+4Zn1/8ltXaZg1HusrPEoj6WOi4tj165dLctlZWXExMS02qa0tJR7772X9PR0nnjiiaveR//+/bFY5NN0e8nOzmbIkCFax+hw/LHdlVIU//P3NOr1JM59DFNEnNaRWvG3Ni+tzkeft43kmfdiDI7QOs5FeUubv5T1N9woHh17L11CYrWO43He0u7XaggQcSyKl7b9jS32HH45/F70eu8bKKKpqemyHUgeSzxixAiysrKorKzEZrOxceNGRo/+bpwWl8vFgw8+yNSpU3nyyScv2msmhPBPtXs2YSvcS+S4+V5XiPmjiFG3odwuqr5+T+soXi23JI+vj+9kVuqkDlGI+YuRCdczf+CtbDv5DW/sfhellNaRrprHesZiY2NZtGgRCxYswOFwMGfOHNLS0rjvvvt49NFHKS4u5sCBA7hcLjZs2AA093Q9//zznookhPAC9opTVGx6g4AeAwgdMknrOB2CKbIzIQPHU7P7U0KHTsUc1U3rSF7H7rTzavY/iA2KYlbKZK3jiKuUkTKBs7YqPs7fTKQ1nFmpvvU39OjJ1YyMDDIyMlo99+qrrwIwYMAA8vLyPLl7IYSXcTuaKP1gCTqjmZiMX6DTed/pBH8VOWYe9Qe+puLTvxE373dyNuI8q/Z/zJnaUp4a8yhmo1nrOOIa3DVoNmcbq1mZ8yEh5iDGJ43UOtIVk3dCIUS7UEpRvn459tITxNz8f2Sk/XZmCAojYsw8bIV7acjfqXUcr3K44ihrD21ifOJI0uJStY4jrpFep+fhG+5mUFxflu9ayWeFW7WOdMWkGBNCtIvqrNXU5WQSPmou1sRBWsfpkEKvm4wpOp7yja/hbqzXOo5XaHQ28eftbxIZEM78gTIDhK8zGoz8euSDpMWl8srOt/ncRwoyKcaEEB5Xd2ALlZ+vIKjfSCJG3aZ1nA5LZzASPf3nuGorqdj8ltZxvMIb36ziTG0pDw+7G6s5UOs4og2YDSZ+M/JB0uJS+KuPFGRSjAkhPKr+8C5K17xEQHwq0TMelmuVNBbQNZmw9JnU7tlEQ4F/TCVzrbYe38VnR7cyK3Uy/WP7aB1HtCGzwcRvbvyuIFuX/7nWkS5LijEhhMc0FOym5P3/hyU2gbjbFqOXC6O9QsTon2CK6kbZ2pdx1lZqHUcTx6tO8Zedb5PcKZG5/WUqLn9kNpr5zY0PMqRrGq/vXsXbe1fjVm6tY12UFGPisjKzT7DwuY3M/NUaln54hszsE1pHEj6iLvcrilf9B+aoeOJu/x36gCCtI4lz9EYzsbN/jdveSOnq/0K5XVpHald19nr+35ZXCDRaeOzG+zDKlEd+y2w08+sR9zMpaTQf5W1k2fY3cbqcWse6gBRj4pIys0+w7N29lJ21oYDqBhfL3t0rBZm4LKUUVVs/oHTNfxPQLYUudz2DITBE61jiPOboeKKmPUjjiYNUfPq6Tw6UeS0cLgf/uWU55Q2VPDbifiIDw7WOJDxMr9dz75B5zBswk6+P7eAPXy7zurksfXMSJ9Fm3G5F6dkGSioaKKuyUV5to7zKRp3NwY79xTicrbt0mxwuXlq1h637zhBiNRNiNREZGkBMpJXYcw9rgEmj30ZozW23UfbJX6g/sIWgvjcSnfGInJr0YiH9R2MvLqR6+1qM4TGED5updSSPcis3/7PjLfaX5vOLYfeQEp2kdSTRTnQ6HbP7TiXKGskrO9/m3zb+gV+NuJ9enXpoHQ2QYqxDsTtcFJ6q5tDxsxw5WcWJklpOltbRZG99iiI0yEyI1XxBIfYth9PNqbI6auvt1DbYcbpaf6KOCgugR5cwEuJC6NkljD4JEcRGWuXCbT/XePoIpR8uxXm2hMib7iJs+Cz5m/uAyPELcFaXU7npTQzWUEIGjNU6kkcopfhb9jtsOb6LO9JmMarHDVpHEhoY3WMY3ULj+M+tr/K7z5Zwz+C5TEwarfl7lRRjfuxsbSM5h8vJK6rk0PGzHD1d3VI4dQoLICEulH7pnegeG0KXqGCiwgPpFBaA2dR8/cTC5zZSdtZ2wetGRwTy59+MA5rf4Grq7ZRUNlBS2UBxRT3HS2opOl3DnvzSlv2Fh1hISYggtUckfRIi6R0f3rIf4dvcTQ2c/WoV1Ts+wRASSef5zxDYvZ/WscQV0un0RN/8KO7GOso+WgZKEZJ2k9ax2pRSite/WcXGgi+ZmTKJm1NkGq6OLDEygT9OXMzL21/nf7P/yYHSwywcMo9QS7BmmaQY8yNNDhcHCivYnV/GnvxSjp6uAcBiNtA7PpybRyfRJyGC5O4RdAr74fF0FkxNZdm7e2lyfNdzZjEZWDD1uxGqdTodYcEWwoItJHePaPXzTpebEyW15BVVknfsLAeLKtmWWwyA2ainb89OpPWOYlByNIldwzHopRfFlyilmqfX2fQmrroqQgZPIPKmuzAEaveGJq6N3mgm9rbFlLz7R8rW/hlXQy1hwzI07y1oC063i7/u+DtfHtvOjD4TuDNNemwFBFuC+LdRP+fDgxt4d/8n7C/N52dDb2dYt8Ga5JFizIe53YqiM809ULvzyzhQWIHd6cZo0JHaoxPzp6YyKDmapK5hGAxXf6/G2CHxALy17iDlZ22EWg38bNbAlud/iNGgp2eXMHp2CWPqiJ4AVNU2kXesktyCCvYeLuOtfx3krX8dJDjQxIBezYXZwN7RdIkKkjdML6WUwlaUQ9VX79J44iCWzknEzvk3Arr21jqa+BH0Jguxc/+Nso9epnLzmzgqzxA1aSE6o+9eA1pnr+dPWa+xt/ggP+mfwey+U+V9RbTQ6/TM7juVIV0G8D873uI/tyxnePwQ7hk8l/DAsHbNIsWYjymvsrEnv4w9+WXsPVxGVV0TAN3jQpgyogeDk2Pol9iJQEvb/GnHDolvKb6ys7MZcoWF2KWEh1hI79+Z9P6dge9Ope49XMaew2Vk7TsDNJ8KHdQ7uqU4Cwu2/LhfRPxoSikaDu+iasv7NJ0+jCE4kqipDxAyaDw6GRrAL+hNFmJmP8bZzJVUbV1N05kCYm9ZhCmys9bRrlrR2RMs2fIKFbYqHrx+PuMSR2gdSXiphPBuPD/h3/gobyPv7v+Eb87kMrPPBDL6TCDAFNAuGaQY83L1Ngf7CsrZm99crJwsbb4dNzzYwsDe0Qzu01ywXMlpR28UERLAmOu6Mea6biilOFNR31Jsbt13hk93HAcgsUtYc2GWHE2/xE5Y5HqzduOqr6Z2Xya1ezbhqDiNMSymuQhLu8mne03Exel0eiJvugtLl96Uffw/nPzfXxEx5nbCrp/mE0W3y+1i7aFNrMr9mFBLMM/c9BjJUYlaxxJezqg3MLvvVEbED2Flzhre3f8JnxZ8xW39ZzCmRzomg2ff66QY8zINjQ4OH69iX0E5ew6Xcfj4Wdyq+bqvfomdmDQsgUHJ0STEhaL3s2usdDodXaKC6RIVzLQRPXG5FQUnq1qKs4++KuCDzCOYjHpSe0SS1iuKvj070bt7OAFmOZTbktveiK1wD3X7v6Y+fye4nVi6pRA9cw7BfW9EZ5D29ndBfYZh6ZxE+brlVG56g7qcTCLH3UVg4iCvPdV3qLyA179ZReHZ4wzrNpj7htxOaICMcSeuXFxIDI/deB/55YX8fc/7LN+1klW5HzOp1xgmJY3y2PEk76gacrsVp8vrOHTsLHnHzpJXVMnx4hrcCvQ66N09grnjkxmYHE1KQiQmY8cao9eg15HcvfmGg9smJNPY5GT/0YqW4mzFhjyUat6uV7dwUntGktojkl7x4USHB3rtPxjeyllbia0oh/pDO7AV7EY57eitoYQNnULIoAmYo3/cKWrhe4yhUcTetpj6vCwqN/+d4n8+R0B8KuHDbyGw12B0Ou94Tyo6e5L3D/yL7Sd3ExEYxi+H38vw+CHyHiCuWXJUIs+O/zU5JQf55NBmVuWuZfXB9dwYP5SRCdfTLyYZQxv2FHu0GFu7di1/+ctfcDqd3H333dx5552t1h88eJAnn3yS+vp6hg4dyjPPPIPR6H/1ocutqKxu5ERpLceLayg6U8Ox4lqOF9diP3enYlCAkeTuEQwf0IeUhEj6JEQQFCingL4vwGJkSEosQ1JiAahrsJN37CwHjlZw4Ggln2w5yodfFAAQYjWR1DWcpG5hJHYNo0fnUDpHBWEyev9plvaglMJZXUrT6SM0Hj+A7VgujvKTABhCIgkZNJ6gPsMI6N7XJ05NCc/R6XQEp44gqPf11Oz+lKptayhe9QeMYTEE9xtJ8IAxmKO6tXsup8vJN2dy2XjkS3JKDhJoDODWvtO4OWViu13nI/ybTqdjYFxfBsb15WT1Gf6V/xlbju8isyiLUEsw6d2uY2jXNPpEJRH4I485j1U+JSUlLF26lA8++ACz2cy8efMYNmwYvXr1atnmN7/5Dc899xyDBg3iiSeeYNWqVdxxxx2eitTmlFLUNzqpqWuius5OVV0TNfVNVNY0UXa2edyt0rMNlJ214XJ/NzBqRIiFhLhQpgxPoEdcKMkJEcTHhPjdaUdPC7aaGZoay9DU5uLM4Wwe1LbgVDUFJ6spOFXFmi8LcbqaB6/V6yAm0kqX6GC6RQfTJTqY6IhAosKax1cLDTL73SdppRTuxjocFaexl5/EUXEKe+kxms4U4LbVAqAzBRDQPZWQgeMITBiAOa6H1/R4CO+hM5oIu34aoddNoj4vi9qcTKqyPqRq6weYY3sSmDiQwO79CIhPQW+xeiRDWX0FB8uOsK8kj12n9lLvsNEpMIKf9M9gcu8xBJtl/lPhGd3COnP/9Xfy08Fz2VN8gC3Hd/FF0TY2FnyJXqcnKTKBfjHJJEZ0p3tYF+KCY9Drr/x91GPF2NatW0lPTyc8PByAyZMns379eh555BEATp06RWNjI4MGDQJg9uzZvPTSS1dVjBXXlRHiCibAaCHAaEGn0+Fyq+aHy43T9b2vbjcOpxu7w4Xd4cbudLV83+Rw4XC6aPp2nePcOqebJruLhkYHDU1ObI1ObE1OGhod5746WxVZ3xcZaiEmwkpy9whGDepKdISVbtHBdI8LkTsDPcRkNNAnoXlQ2W85nG6OF9c0zzZQVsfpsnpOldVxoLCCxvNmHjAZ9USGBhAZGtA81VOQiRCrmWBr81erxYjFbMBiNmIxGQgwG7CYDQSYjZhNBgx6HQaDDoNej0Gva7viWimUy4FyOs99daCcdtxNDc2PxnrcTQ24Gutx1Vfhqq3EWVuJq7YCZ20lytH03WsZjJg7dSUo+XosnXth6dILc0x3dB6+OFX4D53BSHC/UQT3G4Wz7iz1B7ZQd3Ar1dvXUp31Iej0mGMSMEd1w9SpK6aorpjCYjAEh2Owhv3gTR9NTju19joqG6o4U1vKmbpSztSWcrjiKOUNlQAEma0M6ZrGiPihDIxLbdPTRUJcjtlo5oZug7ih2yCanHYOlRewvzSfA6X5rM37FJdq/vBvNpjoGhJHdFAnoqwRxAZGEcOlh8vwWDFWWlpKdHR0y3JMTAw5OTmXXB8dHU1JSclV7eP3mX+ixvndZJ9Gt0Kvmmc/1ylavtcr0CmFDriafx5bbRugQ3euF9Jy7hGh+3a75m++36miA5qAE8CJs8BZoPDy+/PuaXoVSineyLuwBb0793n0QCzExkLzvMjN6b/3LXVALYADqFao6ou/VFv3oX2/HXWtvipeO3jlr+NG3/wI1uEOjkShx6Uz4Dr3PABVRc2Pg5vaILm3+fFHpFsp9Af/0U57uwrt2nF7Fb+ZEXTd4zEoF0acGGhAX3cQfd0BOHb+q+rOvXLrr26gMf9/cZ3XmaBTEOKEmCboZ4OujRBlb0B3cDuNbGd7q1f+/tfzv/9ujx3RpX5z5VZsX+97ZwS86S/Z89zDAVSaodyso9zipqLmGAXG4+w2QaA5hId6zLvka3isGHO73a1O+SilWi3/0PorceNZMw12C069wqEHh17hBpQO3LrmP5bSce45hTr3+rpz/2n5B6+lqPp24cqzeNMB0cyD/1Nd5qV1P7SBB/ft8ddUOhQKpc4dU+f+6EqpliKu1Ve+d1yo85Zbvv9240uHUIBC/71/sL57uNHh1ulxY8CNvqXQcqNv/angHMO5R8fRzv+4eN8bgabc5x56FCZlx4QTo3JiwMW3HwuaPyC70Z87qg1KYXFDgEtHgBuCXDrCHDpCHaA/91FanXvjdrYUbBcrv6B12aX73vPfLYtz2uCKhB/Voj7457hc5BA3hDRCz8bvnlMoHNZA6HHpn/NYMRYXF8euXbtalsvKyoiJiWm1vqysrGW5vLy81forccf8/4vFIqf82kvzoK9DtI7R4Ui7tz9p8/Ynba4Naff20dTURG5u7iXXe+wq3REjRpCVlUVlZSU2m42NGzcyevTolvVdu3bFYrGQnZ0NwJo1a1qtF0IIIYToCDxWjMXGxrJo0SIWLFjArFmzmDFjBmlpadx3333s27cPgCVLlvAf//EfTJkyhYaGBhYsWOCpOEIIIYQQXsmjg3plZGSQkZHR6rlXX3215fuUlBTee+89T0YQQgghhPBqMpiQEEIIIYSGfHK4e3Xudja73a5xko6nqanphzcSbU7avf1Jm7c/aXNtSLt73rf1yrf1y/l06lJrvFhtbS35+flaxxBCCCGEuGLJycmEhFw42bhPFmNut5v6+npMJpPfTV8jhBBCCP+ilMLhcBAUFHTRaZJ8shgTQgghhPAXcgG/EEIIIYSGpBgTQgghhNCQFGNCCCGEEBqSYkwIIYQQQkNSjAkhhBBCaEiKMSGEEEIIDUkxJoQQQgihIZ8sxtauXcu0adOYNGkSK1as0DqO35o/fz7Tp0/n5ptv5uabb2bv3r1s3bqVjIwMJk2axNKlS7WO6Dfq6uqYMWMGJ0+eBLhkOx88eJDZs2czefJknnzySZxOp1aRfd75bb548WImTZrUcrx/+umngLR5W1m2bBnTp09n+vTpvPjii4Ac5+3hYu0ux7oXUj6muLhY3XTTTers2bOqvr5eZWRkqMOHD2sdy++43W41cuRI5XA4Wp6z2WxqzJgx6vjx48rhcKiFCxeqzMxMDVP6hz179qgZM2aofv36qRMnTly2nadPn652796tlFJq8eLFasWKFRom913nt7lSSs2YMUOVlJRcsK20+Y+3ZcsW9ZOf/EQ1NTUpu92uFixYoNauXSvHuYddrN03btwox7oX8rmesa1bt5Kenk54eDhWq5XJkyezfv16rWP5ncLCQgAWLlzIzJkzefvtt8nJySEhIYH4+HiMRiMZGRnS9m1g1apVPP3008TExABcsp1PnTpFY2MjgwYNAmD27NnS/tfo/Da32WycPn2aJ554goyMDF566SXcbre0eRuJjo7mt7/9LWazGZPJRFJSEkVFRXKce9jF2v306dNyrHsho9YBrlZpaSnR0dEtyzExMeTk5GiYyD/V1NQwfPhwfve73+FwOFiwYAE/+9nPLmj7kpISDVP6h+eff77V8sWO8ZKSkguej46Olva/Rue3eXl5Oenp6Tz99NOEhITwwAMP8N5779G7d29p8zbQu3fvlu+LiopYt24dd911lxznHnaxdl+xYgU7duyQY93L+FzPmNvtbjU5uFJKJgv3gMGDB/Piiy8SEhJCZGQkc+bM4aWXXpK2bweXOsbl2Pec+Ph4/vznPxMTE0NgYCDz58/niy++kDZvY4cPH2bhwoU8/vjjxMfHy3HeTr7f7omJiXKseyGfK8bi4uIoKytrWS4rK2s51SDazq5du8jKympZVkrRtWtXaft2cKlj/Pzny8vLpf3byKFDh9iwYUPLslIKo9Eobd6GsrOz+elPf8qvfvUrbrnlFjnO28n57S7HunfyuWJsxIgRZGVlUVlZic1mY+PGjYwePVrrWH6ntraWF198kaamJurq6li9ejWPPfYYR48e5dixY7hcLj7++GNpew8YOHDgRdu5a9euWCwWsrOzAVizZo20fxtRSvGHP/yB6upqHA4H77zzDhMnTpQ2byNnzpzh4YcfZsmSJUyfPh2Q47w9XKzd5Vj3Tj53zVhsbCyLFi1iwYIFOBwO5syZQ1pamtax/M5NN93E3r17mTVrFm63mzvuuIPBgwfzwgsv8Itf/IKmpibGjBnDlClTtI7qdywWyyXbecmSJTz11FPU1dXRr18/FixYoHFa/5CSksL999/P7bffjtPpZNKkScyYMQOQNm8Lr732Gk1NTbzwwgstz82bN0+Ocw+7VLvLse59dEoppXUIIYQQQoiOyudOUwohhBBC+BMpxoQQQgghNCTFmBBCCCGEhqQYE0IIIYTQkBRjQgghhBAakmJMCOFTFi5cSGVlZZtt5ynLli1j06ZNmu1fCOE7pBgTQviULVu2tOl2nrJ9+3acTqemGYQQvsHnBn0VQvi/+vp6Fi9ezLFjx9Dr9fTr149nn32WJ598EoC7776b5cuXk5eXxyuvvILdbqeyspJZs2bxy1/+ksWLF7faTq/X8+yzz3LmzBkcDgfTp0/nwQcfbLXPo0ePMm/ePL766ivMZjMul4uxY8fyxhtvEBMTw/PPP09+fj4Oh4Phw4fz+OOPYzQa2bt3L8899xw2mw2TycTjjz9OYWEhubm5vPjiixgMBtLT03nmmWfIy8tDp9MxatQoHnvsMYxGI/3792f8+PHk5eWxZMkSBgwY0O7tLYTQmBJCCC+zevVqtXDhQqWUUk6nUz355JOqqKhIKaVUcnKyqqioUG63W911113q6NGjSimliouLVWpqqqqoqGi1nVJKzZ8/X23evFkppVRjY6OaP3+++uSTTy7Y75133qnWrVunlFIqMzNTzZs3Tyml1G9/+1v11ltvteT59a9/rZYvX67sdru68cYb1eeff66UUmrfvn1qxowZyuVyqbvuuqvltR5//HH1+9//XrndbtXU1KQWLlyoXnnllZacq1evbsvmE0L4GOkZE0J4nSFDhrB06VLmz5/PiBEjuPvuu0lISGi1jU6n469//SuZmZl8/PHHFBQUoJTCZrO12q6hoYGdO3dSXV3Nn/70p5bn8vLymDZtWqtt58yZw+rVq5kyZQoffPABt912GwCZmZns27eP9957D4DGxkYA8vPz0ev1jB07FoD+/fuzdu3aC36fL7/8kn/84x/odDrMZjPz5s3jzTff5P777wdg6NChP7LFhBC+TIoxIYTXiY+P59NPP2X79u1s27aNe+65h2effZZx48a1bNPQ0MAtt9zChAkTGDp0KLfeeiubNm1CnTfDm9vtRinFP//5TwIDAwGorKzEYrFcsN+pU6fywgsvUFBQwM6dO1vm9HO73fzpT38iKSkJgJqaGnQ6HadOnUKn07V6jfz8fBITEy/I8P3t3G53q+vJrFbrtTSTEMJPyAX8Qgivs3LlShYvXszIkSP5zW9+w8iRIzlw4AAABoMBp9PJsWPHqKur45e//CXjxo1j+/bt2O123G53q+2Cg4MZNGgQr7/+OtBcSN1+++1s3rz5gv1aLBamT5/Ob3/7WyZNmtRSvI0cOZI33ngDpRR2u52HHnqIt99+m8TERHQ6XcvNAvv37+fuu+/G7Xa37P/bn3/77bdbfn7VqlWMGDHC4+0ohPANUowJIbzOrFmzcLlcTJs2jdmzZ1NbW8v8+fMBmDJlCvPnz0en0zF27FimTp3K1KlT+fzzz+nVqxfHjh1rtV1+fj5Llixh7969ZGRkMHfuXGbMmMHMmTMvuu+5c+eSk5PD3LlzW5578sknaWhoICMjg4yMDJKTk/nZz36G2Wzm5ZdfZtmyZdx88808/fTTvPzyy5jNZsaNG8d//dd/sXr1ap566ikqKytbfr5nz54X3EAghOi4dOr8Pn0hhBBCCNFupGdMCCGEEEJDUowJIYQQQmhIijEhhBBCCA1JMSaEEEIIoSEpxoQQQgghNCTFmBBCCCGEhqQYE0IIIYTQkBRjQgghhBAa+v/fzmKhbthZWAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 720x720 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -597,45 +749,99 @@
     }
    ],
    "source": [
-    "for j in range(da_const['n_obs_h']):\n",
-    "    plt.plot(pai_matrix_letkf[:,j])\n",
-    "    plt.scatter(obs_loc[j],pai_matrix_letkf[obs_loc[j],j])\n",
-    "for j in range(da_const['n_obs_h'],da_const['n_obs_sat']+da_const['n_obs_h']):\n",
-    "    plt.plot(pai_matrix_letkf[:,j],ls='--')\n",
-    "    #plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j])\n",
-    "    plt.scatter(obs_loc[j],pai_matrix_letkf[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
-    "    \n",
-    "plt.ylabel('PAI [m]')\n",
-    "plt.xlabel('state vector')"
+    "fig, ax = plot_triple_K_lines(K_HXa, K_Ya, K_bg,da_const,obs_loc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plot_double_pai(pai_HXa,pai_Ya,da_const,obs_loc)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Comparison to background Kalman Gain looks much better now"
+    "# Lets try some new tests. Easiest first, only point measurements, no overlap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "m_const = set_model_constants_22()\n",
+    "da_const = set_da_constants_22(method='LETKF',ncyc=30,obs_loc_sat=np.array([]))\n",
+    "sat_operator = reflectance_simulator\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 1min 50s, sys: 2.27 s, total: 1min 52s\n",
+      "Wall time: 28.2 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "#this takes about 30 seconds because LETKF is so poorly implemented\n",
+    "states_1   = run_linear_advection_KF_22(m_const,da_const,reflectance_simulator)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 213,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f92714e2b00>"
+       "<Figure size 540x324 with 6 Axes>"
       ]
      },
-     "execution_count": 17,
      "metadata": {},
-     "output_type": "execute_result"
-    },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_end=3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 540x324 with 6 Axes>"
       ]
      },
      "metadata": {},
@@ -643,19 +849,585 @@
     }
    ],
    "source": [
-    "j=13\n",
-    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
-    "plt.plot(K_bg[:,j],'r--' )\n",
-    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
-    "j=14\n",
-    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
-    "plt.plot(K_bg[:,j],'r--' )\n",
-    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
-    "j=15\n",
-    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
-    "plt.plot(K_bg[:,j],'r--' )\n",
-    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
-    "j=0\n",
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_start=da_const['ncyc']-3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "K_bg, K_HXa, K_Ya, pai_HXa, pai_Ya, x_ol_an, x_ol_bg, obs_loc = triple_kalman_pai(states_1[0],time,m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 216,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax= plot_triple_K(K_HXa, K_Ya, K_bg)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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j2C0qxgghDsfQWoe29D1Qxc2A1DfUYu24TFoGkYs3GvduBG+k0zzk9oxmE/aVHEWMdwQCnf1YxwHHcVgcMReXNXVIrz7POo7dsmgxtnv3bixYsABz587F5s3Xz9lTVlaGlStXYvHixVizZg3a2mhuHkKI5TUf3gyOE8B16v0WbUcglsLjrrUwNF1G29nvLdoWsQ/p1dlo7mrFfIZjxX5uQmACvBTu+LYgBTzPs45jlyxWjNXV1WH9+vXYsmULdu7cia1bt6KkpKTncZ7n8fjjj2Pt2rXYtWsXIiMjsXHjRkvFIYQQAICuphTavJNwTlp8R9NX9Jc8dDRkoQloPfk1DeYnt3Wo7CTcZa5I8B3YuMXBJBQIsSh8NoqbypHfUHL7J5B+s1gxlpqaiqSkJLi4uEAul2PevHnYu3dvz+MXLlyAXC7H1KlXrlj69a9/jQcfvLNLyQkhpK9ajm+DwEkJl6QlQ9am+6xVMOu70XJ8+5C1SWxPY2czsmvzMX3YBAgE1jWKaMawiVBLlfi2IIV1FLtksZ92fX09PD09e257eXmhrq6u53ZFRQU8PDzw4osv4u6778Yrr7wCuVxuqTiEEAJdTRk6i9PhPD4ZAunQ/b6ReAZCFT8b7Zn7YGiuGbJ2iW05Un4KADBj+ETGSa4nFUkwf+QMZNXk4lIrrb862ESW2rHZbAbHcT23eZ7vddtoNOLMmTP4/PPPERMTg3fffRdvvPEG3njjjT63kZubO6iZye1lZGSwjuCQ6LgPDkXmdohETigT+QK3OaaDfcw5lwg44xBKvv0XOmMXD+q+7YUjv895nsfeS0cQLPNDZcFFVOLikLXd1+PuY3KBmBPh09TtWOB95/PwketZrBjz8fFBevqPK743NDTAy8ur57anpyeCg4MRExMDAFi0aBGeeeaZfrURHR0NqVQ6OIHJbWVkZCAxMZF1DIdDx31w6OsvoWpvMVyn3IcRSZNuua2ljnlT50W0nfkOoclrIfEIGPT92zJHf5+fr81He2kHHhl7HxKDhu449Pe45wsu4XB5Kn4T9SjUTioLJrMvOp3ulh1IFjtNOXHiRJw6dQrNzc3o6upCSkpKz/gwABg9ejSam5tRUFAAADh06BCioqIsFYcQ4uBa03aBE0uhHjufWQaXCUvBiSRoOb6NWQZinQ6WnYRSosBY/zjWUW7prpHTYTAbcbDsJOsodsVixZi3tzfWrVuHVatWYenSpVi0aBFiY2Oxdu1a5OTkwMnJCf/4xz/w8ssvY+HChTh9+jReeOEFS8UhhDgwY3sTOi4chypuFoQydn/NCxXOcB67ANq8VOibqpnlINalXdeBM9XnMDVkPMRCMes4txTg7IsY7wiklByD0WxiHcduWOw0JQAkJycjOTm5132bNm3q+T4uLg5fffWVJSMQQgjazn4H8Dycxy9iHQXO4xah7cx3aDv1LTwXPcE6DrECxy+ehslswsxh1jdw/0bmj5yBt058gLPV5zAh0HFPLQ8m67p2lhBCBplZ34X2rANQRE6A2MWbdRwIFc5Qxc6AJvcojJpm1nEIYzzP41DZSYx0C0GQiz/rOH2S4BsNb4UH9hQdZh3FblAxRgixax25x8HrOuE8dgHrKD2ckxYDZjPNyk9wsbUKle01mG4jvWIAIBAIMG/kNBQ0lqK8pZJ1HLtAxRghxG7xPI/2jL2QeA+D1D+cdZweYlcfKCInoD0zBeZuLes4hKETl85AKBAiKXA06yj9MmPYREiFEuwppt6xwUDFGCHEbumqCqGvvwR14rxe8xxaA5cJS8HrOtGeSTOaOyozb8bJinTE+4yCSqpkHadfFBI5poUk4eSls2jXdbCOY/OoGCOE2K32jL3gpHIoo6awjnIdqc9wyIbFoe3MdzAb9azjEAYKGkrQ3NWKycFjWUe5I/NGToPBbMSR8lTWUWweFWOEELtk0rahI/8UVLHTIZA4sY5zQ84TlsCkbUVHzlHWUQgDJy6dhVQkRaJfLOsodyTQ2Q+RniOwv/QEzLyZdRybRsUYIcQutZ87CJiNUCfMYx3lpmQhsZD4DEfb6d3geZ51HDKEjCYjTlVlYqx/HJxEtruSzJzQqajraEBuXSHrKDaNijFCiN3hzSZoMvfBKSTGqpcd4jgOzmMXwtBUje6LOazjkCF0rjYPWn0nJgfZ5inKa8YHxEMlVSKl9BjrKDaNijFCiN3pLMmEsb0R6kTr7RW7RjFqIgRyNdrSf2AdhQyhExVnoZIoEOsTyTrKgIiFYswYNhHp1efR3NXKOo7NomKMEGJ3NFn7IVS6QjHS+nsdBCIJ1PGz0VmcAUNrPes4ZAh0G7qRXp2NCYGJEAmErOMM2OzQyTDzZhwqo4H8d4qKMUKIXTFqmtFZmgVV7AxwQouu+DZorvXgtWfuY5yEDIUz1dnQmww2exXlz/koPRHnE4mDpSdgovUq7wgVY4QQu9KRcwTgzVDFzWAdpc9Eag/Iw8ZCc+4gzAYd6zjEwk5WpMND7oYwj+GsowyaOaFT0dTVgqyaXNZRbBIVY4QQu8HzPDTZh+EUGAmxmx/rOP3iPGY+zF0aaPNOso5CLEir78T5unwkBSZAwNnPR3CCXwxcZc7YX3qcdRSbZD/vBEKIw9NVF8LQfBnKWNvpFbvGKTgaYo8AtKXvoWku7FjG5RyYzCYkBdjW8ke3IxIIMWv4JJyryUN9RyPrODaHijFCiN3QnDsETuwEZaTtLLp8DcdxcB4zH/raMuiqac4me5VWmQl3mStGuIewjjLoZg2fDHDAgbITrKPYHCrGCCF2wazvRkf+SSgiJ0AglbGOc0eUMdPASWS0XqWd6jJ0I7s2D+MD4u3qFOU17nJXJPrF4nBZKowmI+s4NsX+3g2EEIekLUgDr++2qYH7PyeQyKCMmgJt/imYurWs45BBllmTA4PZiKTABNZRLGZu6BS06TQ4U32OdRSbQsUYIcQuaLIPQeTqA6fAUayjDIh69GzwRj06cmlGc3uTVpkFVydnu7qK8udifSLhqXCngfz9RMUYIcTmGVpq0V1x4crcYhzHOs6ASH1DIfEeBk3WARrIb0e6jTpk1eRibECcXZ6ivEbACTAndAou1Behur2WdRybYb/vCEKIw9DkHAXAQRU7nXWUQaEePRv6+ovQ1ZSyjkIGybmaC9CbDEgKsN9TlNdMHzYBQoGQesf6gYoxQohN43keHbnH4BQSDZHag3WcQaGMmgJOLIUmaz/rKGSQpFVlQS1VItJzBOsoFufipMZ4/3gcLT8FvVHPOo5NoGKMEGLTdJeLYWyphSp6Kusog0bgpIAiciI68k7ArO9iHYcMkN6oR+blHIzzj4fQDtai7Is5I6ZCa+hCamUG6yg2gYoxQohN68g5Ck4kgSIiiXWUQaUePRu8vhsdNCO/zcuuy0e3UWfXV1H+3CjPkfBX+WB/CV2I0hdUjBFCbBZvMqAj7yTkYWMhkMpZxxlUUv9wiD0CoMk6wDoKGaC0ykwoJHKM8gpjHWXIcByHOSOmoLj5IspbKlnHsXpUjBFCbFZn6TmYuzRQ2tEpyms4joMqfjZ0l4uhr7/EOg65QwaTAemXz2OsfxxEDnKK8pqpIeMhEYqpd6wPqBgjhNisjtxjEMhUkA+PZx3FIlQx0wChCO3UO2azcuoK0WXodoirKH9OKVFgYtAYHK84i04DjX28FSrGCCE2ydytRWdxOpSjJoETiljHsQihXA1F+Hh05B6F2aBjHYfcgbSqTMjFMsR4h7OOwsTc0KnQGXU4fvEM6yhWjYoxQohN0haeBm/UQxkzjXUUi1KPngNztxbawtOso5B+MppNOFudjTF+sRALxazjMBHqFoxhroFIKT1GkxjfAhVjhBCbpMk9BpGrD6R+I1lHsSin4CiIXH1oIL8NulBfCK2+E+MDR7OOwgzHcZgbOhWVbZdR2FjGOo7VomKMEGJzjO1N6L6YC1X0NJtf/uh2OE4AVdwsdFdcgL7pMus4pB/SKrPgJJIizjuSdRSmJgWPhUzshJRSGsh/MxYtxnbv3o0FCxZg7ty52Lx58023O3LkCGbOnGnJKIQQO9Jx4TgAHsroKayjDAlV7AyAE6Dj/CHWUUgfmcwmnKk+hwS/GEhEEtZxmHISSTEtOAlplZlo13WwjmOVLFaM1dXVYf369diyZQt27tyJrVu3oqSk5LrtGhsb8eabb1oqBiHEDnXkHoXUPwxiN1/WUYaESOUK+YgEaM4fAW82sY5D+iC/oQQaXQeSAhz3FOVPzRkxBUazEUfKU1lHsUoWK8ZSU1ORlJQEFxcXyOVyzJs3D3v37r1uu5dffhlPPfWUpWIQQuyMru4i9PUVdjm32K2o4mbC1NGCzpJM1lFIH6RVZUIqlGC0bzTrKFYh0NkPkZ4jsL/0BMy8mXUcq2OxYqy+vh6enp49t728vFBXV9drm08//RSjRo1CXFycpWIQQuxMR+4xQCCEctQk1lGGlHxEIoQKF2iyD7KOQm7DbDbjTNU5jPaNhtTBT1H+1JzQKajraEBOXQHrKFbHYpPzmM3mXgNreZ7vdbuoqAgpKSn45JNPUFtbe0dt5ObmDjgn6Z+MDFr0lQU67lfxZjhnHYLRfTjO5RdbtClrPOYyrwgYi08jM/UoeKmSdZxBZ43H/E5UdtWitbsdngZnm3hNQ5VRzAMygRO2p++C0Zcmgf2pWxZjCQm3njGY53kIBIIb/iB9fHyQnp7ec7uhoQFeXl49t/fu3YuGhgYsW7YMBoMB9fX1eOCBB7Bly5Y+h4+OjoZUKu3z9mRgMjIykJiYyDqGw6Hj/qOuizmo0WkQMHktlKMsd0ys9Zjrg71R9WEahnMtcEm0r/nVrPWY34mczG0QC0RYPmkxZGIn1nFuaaiPe7G4Gt8VHkBI5HC4y12HrF3WdDrdLTuQblmM+fr6YuPGjTd9nOd5PPbYYzd8bOLEiXjvvffQ3NwMmUyGlJQUvPbaaz2PP/PMM3jmmWcAAFVVVVi1alW/CjFCiOPR5BwDJ5FBPnIM6yhMSDwCIA2IgCb7IJyTltj9tB62yMybcbrqHOJ8Rll9IcbC3NAp2F2wH/tLj+P+mMWs41iNW44ZW7duHfz9/W/6FRAQgHXr1t3wud7e3li3bh1WrVqFpUuXYtGiRYiNjcXatWuRk5NjkRdDCLFfZoMO2oJTUERMgEDsuD3iqriZMDRdhq6qkHUUcgMlTRfR1NWCpEDHW4uyL7yUHkj0i8GB0uPQmwys41iNW/aMzZ49G8CVU4zffPMNWltbez3+u9/9rmebG0lOTkZycnKv+zZt2nTddgEBATh0iObPIYTcXGdxOnh9F1QxjnUV5c8pR01E0/5/o/3cQTgFRrCOQ37mdFUWhAIhEv1iWEexWvPDZiD9yHmkVqRj+rAJrONYhT5dTfn444/j/Pnz4Hm+1xchhAyVjpyjEKrc4BQ0inUUpgQSGZSRk6DNT4VZR4OgrQnP80irykKsdwQUEjnrOFYr2iscAWpf7Ck+TLXEVX26mtJgMOD999+3dBZCCLkhk7YNnWXn4DxuETiBkHUc5lTxs6DJPoiO/JNQx9/87AQZWuUtFWjQNmHZqAWso1g1juNw18jp+CjjCxQ1lSHcI5R1JOb61DMWFRWFoqIiS2chhJAb6sg7AZhNUMVMZx3FKkj9wyD2CIDmHA3vsCZpVVkQcAKM9Y9lHcXqTQ0ZD7lYhj1Fh1lHsQp96hlLSEjA0qVL4enpCZHox6ccPEiTDxJCLK8j5ygk3sMg8QpiHcUqcBwHVdxMNB/8FPrGKkg8AlhHcng8z+N0ZRaivMKgssM54Aabk0iKmcMn4YeiQ2jubIWb3IV1JKb6VIx9/PHHePvttxEURL8ICSFDS99YBV1NKdxmP8w6ilVRxUxH8+HN0Jw7CPfZD7GO4/Aq2y6jpqMei8LptHFfzRsxFd8XHkRK6TGHn+aiT8WYWq3GggV0DpwQMvQ6co4CnADKqMmso1gVocIZ8pFjoMk5ArcZD4ITWmxBFdIHaVWZ4MBhbAAt79dX3krPnmku7hk1HxKhmHUkZvo0ZiwpKQlvvvkmsrKycOHChZ4vQgixJJ43Q5N7DLLhcRApHWe27r5Sx82CubMdncXWv+SOvUurzEKk5wi4OKlZR7Ep88NmoF3XgdSK9NtvbMdu+adUQUEBIiIisHv3bgDAvn37eh7jOA4HDx7s2YYQQgZb96ULMLU3QjVzJesoVkkWGg+h0g2a7INQRIxnHcdhVbXXoKq9BqtHr2Adxeb8dJqLaSFJDruqxC2Lsd///vf45ptvbjkh67VtCCFksGlyjl5Z/ihsLOsoVokTCKGKnY7WUzthbG+CSO3OOpJDOl2ZBQAYHzCacRLbQ9NcXHHbnrFbLRbO8zz0ev2ghyKEkGvLHykjJzr08ke3o4qbidbUHdDkHIHrpGWs4ziktKoshLkPd/grAu/U1JDx2HJ+J34oOkzF2I0cOHBgqHIQQkgvnYVnwOu7oYyZxjqKVRO7+cIpKAqa7ENwmXiPw57mYaVWU49LrVVYFU+F8J1yEkkxa/gkfF90CA3aJngqHK+H95bFmL+//1DlIISQXjQ5RyFSezj88kd9oYqfiYZd76G7Ig+y4CjWcRxKWhWdohwM88Nm4IeiQ/i+8CAeTnC8sXd9upqSEEKGklHTgq7ybChjpoHj6NfU7SgiJoCTyqHJpom4h9rpyiyEugY7ZG/OYPKQu2FS0FgcLE9Fh17LOs6Qo99yhBCr05F3HODNdIqyjwRiKZSjJkObfwrmbsf7IGOlVlOP0pZLmBCUyDqKXVgUPhs6ow77S46zjjLkqBgjhFidjvNHIfUbCYk7DZXoK1X8LPBGPTounGAdxWGkVl6Z321iIBVjgyHENQBxPpHYU3wYBpOBdZwhRcUYIcSq6OouQl9/Ecroqayj2BSpbygkXkHQZNPi4UPlZEU6wj1C4aFwYx3FbiSHz0FrdzuOXzrDOsqQomKMEGJVOnKOAAIhLX/UT1cWD58FXU0J9PWXWMexexWt1ahsu4xJQWNYR7ErMd4RCHEJwO7CAzDzZtZxhgwVY4QQq8GbDNDkHIUibCyEclpWpr+U0VMBgQjt52ggv6WlVmaA4zgk0VWUg4rjOCSHz0F1ey2yahxn2UUqxgghVkNbnA5zZztUcbNYR7FJQrkaivCx6Mg9Ct7oWGNuhhLP8zhVkYForzC4yJxZx7E7E4IS4SF3w868veB5nnWcIUHFGCHEamiyDkKocodseBzrKDZLFTcL5q4OaAtPs45it8pbKlHTUY+JgXSK0hJEAiEWR8xBYVMZ8hqKWccZElSMEUKsgrG9EV1l56CKnQFOIGQdx2bJhsdB5OKF9sx9rKPYrdTKdAg5AU30akEzh02Ei5MaO/J+YB1lSFAxRgixCprswwB4qOJnso5i0zhOAHXCPHRX5EHfUME6jt0x82akVmQgzmcUlFIF6zh2SyKSYHHEHOTUFaKosYx1HIujYowQwhzPm6HJPgRZSAzELt6s49g8VdxMcEIx2jOod2ywFTeVo7GzGRPpKkqLmx06BSqJAjvy9rCOYnFUjBFCmOu6mANjWz1U8TRwfzAI5WooRk2EJucozPou1nHsyolLZyEWijHGP5Z1FLvnJJJiYfgsZNbkorylknUci6JijBDCnObcQQiclJCHj2cdxW6oE+aB13ehI9fxlpaxFIPJgJMV6RjrHwe5WMY6jkO4a8R0yMUyu+8do2KMEMKUqUuDzsIzUEZPhUAkYR3Hbkj9wyDxHob2DMeZHsDSsmouoEOvxbQQ+qNhqMglMswfOQOnq7JQ0VrNOo7FUDFGCGFKk30YvMlApygHGcdxUCfMhb7+EnTVhazj2IUjF9Pg4qRGrHck6ygOZUHYDMjETth24TvWUSyGijFCCDM8b0Z7xl44BUZC6h3COo7dUUZPASeV00D+QdDerUHW5RxMCR4HIU29MqRUUiUWhc3CmapzKG22z6W+qBgjhDDTVZoFY2sd1GPms45ilwQSGVQx09GRnwpjRyvrODbtZEU6TLwZ00KSWEdxSAvDZ0ElUeDLnF2so1gEFWOEEGba0vdCqHCBInwc6yh2Sz1mPmAyoj1jL+soNu3oxTQMcwlEkIs/6ygOSS6WYUnkXGTX5iHfDmflt2gxtnv3bixYsABz587F5s2br3v8wIEDWLJkCRYvXownnngCbW1tloxDCLEihpZadJVmQTV6DjihmHUcuyVx94N8RCLaM/fBbNSzjmOTKtsuo6ylAtOGUa8YS/NGTIerkzO+OP+t3V2UYrFirK6uDuvXr8eWLVuwc+dObN26FSUlJT2Pd3R04E9/+hM2btyIXbt2ITw8HO+9956l4hBCrEx75j6A46AePYd1FLvnPD4Z5s52dOQeYx3FJh29eBpCToBJNNErU1KRBPeMmo+CxlJk1+axjjOoLFaMpaamIikpCS4uLpDL5Zg3bx727v2xm9xgMOCVV16Bt/eV2bbDw8NRU1NjqTiEECtiNuigyT4ERfh4iNTurOPYPafgaEi8QtB25ju761GwNLPZjOOXTiPeNwrOTmrWcRzerOGT4Klwxxc538LMm1nHGTQWK8bq6+vh6enZc9vLywt1dXU9t11dXTFnzpW/iLu7u7Fx40bMnj3bUnEIIVZEm3cS5q4OGrg/RDiOg/P4RTA0VKKrPJt1HJuSXZeHlq42GrhvJURCEVZELUJ5SyVSK9JZxxk0Ikvt2Gw2g+O4nts8z/e6fY1Go8GTTz6JiIgI3H333f1qIzc3d8A5Sf9kZGSwjuCQ7Oq48zxUp74Gp/RAXkMX0Gidr82ujjkAmOVwlihQuX8zOsaYWKe5IWs85l9fToFCKIOgzoiMeuvLNxis8bjfioIXwVvqjv+kb4OonodYYLFSZshY7BX4+PggPf3HqrWhoQFeXl69tqmvr8eaNWuQlJSEF198sd9tREdHQyqVDjgr6ZuMjAwkJiayjuFw7O24d13MQU17LTzmP4aRCdY5Bsfejvk1LbpKtBz9AjHB3pB4BLCO04s1HvNGbTNKSyuxNGIexsXa5xW/1njc+0IepMafDq9HtbwJy6IWsI5zWzqd7pYdSBY7TTlx4kScOnUKzc3N6OrqQkpKCqZOndrzuMlkwq9//WvMnz8fL7300g17zQgh9qf11E4IFS5Qxk5nHcXhqBPmghNJ0HZ6N+soNuFA2XGAB2aHTmYdhfzMKK8wjPOPx86CFDR3tbKOM2AWK8a8vb2xbt06rFq1CkuXLsWiRYsQGxuLtWvXIicnB4cOHUJeXh727duHJUuWYMmSJXjppZcsFYcQYgV0teXoKjsH9diFtA4lA0K5GsrY6dDkHIGxvYl1HKtmNJtwsCwVo/2i4amgi0ys0S/j7obRbMTWHNv/48KiJ1qTk5ORnJzc675NmzYBAGJiYlBQUGDJ5gkhVqY1bSc4iQzqxHmsozgslwl3Q3PuIFrTdsJj7hrWcazW2epzaOtux9zQqbffmDDho/LC/JEz8H3hQdw1cjqGuQayjnTHaAZ+QsiQMLTWQZuXCnXCHAidFKzjOCyxixeU0dOgyToAY0cL6zhWK6XkGDwV7oj3GcU6CrmFZaPmQymR45Os7TY9bQsVY4SQIdGWtgvgBHAeu4h1FIfnOuke8CYj2k7b5zp/A1XdXosL9UWYEzoFAgF9TFozhUSOX8QuQX5DMY5eTGMd547Ru4wQYnEmbRs02YegiplKk7xaAbGbL5RRk9GekQJTZzvrOFZnf8kxCAVCzBg2gXUU0gczh09CuPtwfHbua7TrOljHuSNUjBFCLK4t/QfwRgOck5awjkKucpm0DLxBR1dW/ky3oRtHLqYhKWA0zbhvIwScAGvHPIBOQxc+z97BOs4doWKMEGJRpi4N2s7+AHn4OKub28qRSTwCoIhMQlv6Hpi6bLM3wRIOlaei09CFBWEzWUch/RDk4o9F4bNxpPwU8uqLWcfpNyrGCCEW1Za2C7yuC25T72cdhfyMy6Tl4PVdaDtDvWMAYDKb8H3RIUR4hGKk+zDWcUg/LY9aCE+FOzZlbIHRZGQdp1+oGCOEWIxJ24a2sz9AMWoiJF5BrOOQn5F6h0AROQFtp7+DsaOVdRzmTledQ4O2CYvCaZ1kWyQVSbAm4X5Ut9fim/y9rOP0CxVjhBCLaU3dAd6oh+uUFayjkJtwnfYAeKMerSe2s47CFM/z2F2wH75KL4zxi2Udh9yhBL9oTA4eh6/z9qC0+RLrOH1GxRi5pSMZlXjkzylY/D/fYv3OGhzJqGQdidgIQ2sd2jL2QhkzncaKWTGJux9U8bPRnrUfhpZa1nGYya7NR2nLJSRHzKHpLGzcIwkr4OrkjPfTPoHOqGcdp0/oHUd6dHYbcLmhA8WVLSiqaMG2A4V4b9s5NLR0gQfQ1mnC+9uzqSAjfdJ8ZAs4TgC3aTRWzNq5TrkXnFCEpoOfso7CBM/z+DrvB7jLXDE9JIl1HDJASokCT4xfhWpNLTaf/4Z1nD6x6HJIxHoZjCbkljYhp7QRhZdacKm2HW0dt/8LQmcw4d+7L2BaQgAt7k5uqvtyCbQXTsBl0jKaV8wGiFRucJl4D1qOfoGuS7mQBUezjjSkLtQXobCxFI8k3AeRkD4W7UGMdwTmj5yBPcWHMcYvFrE+kawj3RK96xyI2cwju7gBhzIqcTq3Bl06E4QCDsP8nZEU7QtfdwXcnJ2gcBKD44D/9/HpG+6nRaPD2v87gEmxfpgU54eRgS5UmJEePG9G076PIFS4wGXCUtZxSB85j0+G5twBNKX8B/5r3gInELKONCR4nsf2C9/DxUmNmcMmso5DBtGDsUtxvjYf/zzzKd6e9zKUUutdho2KMQegM5iQknYJu0+UoaZRC4VMjCnxARgf7YPYUA84SW/8NvB0laGhpeu6+5VyMfy9lPj2WCl2HCmBn4cCCycNw6yxQVDIxJZ+OcTKdZw/At3lYngmPw2BVM46DukjgVgKt1mrUL/jHbRnpsB5zHzWkYZEdm0e8huK8UjCfZCIJKzjkEEkEUnwdNLDePng29iQ9m+8MOVJqx0PSMWYHTMYzdh/5hK27i9Ec7sOEcGueHBeBCbE+EIivv1fvavmR+L97dnQGUw990nFQjy2NAbTEwPR0alHWm4N9qVdwqZvc/HZnnzMSAzE0mmh8PNUWvKlEStl6upA06HPIA2IgDJmGus4pJ8UERMgGxaH5sOboQgfD5HKjXUkizLzZnxx/lt4Ktwxe/hk1nGIBQx3C8bq0SuwKWMLtl/4HvfFJLOOdENUjNkhnudxJLMKn+8tQH1zJ0YNc8NzvxyD6FCPfu1nemIgAODTPflobOmCWi7Eo0vjeu5XyiWYPS4Ys8cFo6SyFd+dLMOBsxXYl3YRUxMCsGJWGAK9VYP++oj1aj74X5i7OuAx71E6dW2DOI6Dx11rUbVxHZpS/g3vZf/LOpJFnarMQHlrJZ4a/zCNFbNjs0Mno6T5Ir7O+wGhbkEY4x/HOtJ16N1nZypq2/HPr8/jQlkTQgOc8cSyJCSEe93xB+P0xMCe4isjIwOJV7//uRGBLvjt/Ql4aOEo7Dhcgj2nLuJoZhWmxPvj/jnhVJQ5gM6yc9BkH4LLxHsg9aHZy22V2M0XLpOXo+XoF9AWpEERYZ9XF+qNemzJ3olgZ39MDhrLOg6xII7jsCbxflS0VuO905/gjTm/h6/Ki3WsXqzz5Cnpt269Ef/9Pg/PvHMEFbXteOreePztN9OQGOE9pD0UrionrFkcjY9enIN7po/AmQu1ePKvh/DWZ+morNMMWQ4ytMy6TjT+8C+I3f3hMuVe1nHIALlMWAqJz3A07PkQJm0b6zgWsatwPxo6m/FwwgqrHUdEBo9EKMazk9ZCxAnx1xP/QodeyzpSL/QOtAP55c145p0j+OpQMWYkBuKD52dhXlIwBAJ2p4lcVFI8vCgKH700B8tnjkR6fi2e+ushrP8iE7VN1vWPgAxc476PYGxvgueiJyCgQdA2jxOK4LX4aZh1nWj44V/geZ51pEHVqG3Gzvx9SApMQJRXGOs4ZIh4KtyxbuJa1HY04M3jH1jVhLBUjNkwg9GET767gBf+cRwmM4//e3wSfnP/aDgrpayj9XBWSrFqwShsenEOFk8NxYlz1fj1Gwfxz6+y0dR2/ZWaxPZoco+hI+coXCffC6eACNZxyCCReAbBbfqD6Cw6g/aMfazjDBqe5/FR5pcAgJVx9zBOQ4ZatHc4nk56GEWNZVh/6iMYzabbP2kI0JgxG1VW3Ya/bcnApVoN5iUF45HkKMidrHdaCWelFGsWR2PptFBsPVCE/acv4eDZCiyYNAzLZ460qgKS9J2+sQqNezZCGhABl8nLWMchg8x5/CJ0XcxB04H/wMk/DFLf4awjDVhqZToyL+dgZdwyeCpoQmJHNCEwEZrEDnyU8SU2nt2Mx8etZH7BEfWM2RiTyYyt+wvx7LtHoenU45VHk/DUvfFWXYj9lLuzDE8si8MHz8/C1NEB2HWsFI/+ZT8+25OPjk7r6TImt2fu1qJu+5vgRGJ4373OYSYJdSQcJ4DX4qchlDuj7uu/2vz4sXZdB/6TuQ2hbsFYEDaDdRzC0NwR03Bv1EIcuXgK/z33FfNT8VSM2ZDKOg1+9/5xfL63AJNi/fDe/87EmEhv1rHuiI+7Ar+5fzT+8buZGDvKB9sOFOHR/zuArQcK0aUzso5HboM3m1C3810YWuvgvex/IVL3b9oUYjuEcjW8lz0Hk7YVdV//FbzJwDrSHeF5Hh+c+RRaQxd+PfaXENIfDw5vedRCLBg5Az8UHcLHmV/CzJuZZaHTlDbAZOax+3gZPvshD1KJEL9bOQZT4v1ZxxoUAV4q/G7lGNw7ayQ27y3A53sKsOtYGe6dNRLzJw6DtA+T05KhxfM8Gn/4F7pKM+Ex/zHIgqJYRyIW5uQ/Ep6LnkT9zvVo+P4DeCY/BY6zrb/l95UcRcblHDwUvxzBLgGs4xArwHEcHhp9L0RCEXYV7EeXoRuPj13JZM45Ksas3OXGDvz9yyzklTdj7ChvPHVvPNzUTqxjDbphfs54+ZHxKLzUjM/3FuDjXRfwzZFSLJk6HPOSQmiZJSvB8zyaD39+ZT6xycuhTpjLOhIZIsqoyTC01KLl6BcQSOVwn7uG+TibviptvoTPzn2NBN9oLAibyToOsSIcx+HB2LshF8vwZc4uNHe14n8nPQaFZGiXcqNizEqZzTy+P1mOT77Pg1jIYd0vRmNGYqDN/PK7U+HBbnjtsYnIKW3ElymF+M93edh6oAh3JYVg8dThcHeWsY7osHieR/OhT9GWtguq0XPhOvV+1pHIEHOZtAzmbi3aTu8CJxTDbdYqq/+d1NzZireOfwAXmTOeGP+Q1eclQ4/jONwzaj485G744Oxn+P3+N/C/kx5DkMvQnYGiYswK1TZpsWHrOeSUNiIxwgtPr4h3uCIkJtQDMY97oKSqFd8cLsHOoyXYdbwUU0cHYOm0UAzzc2Yd0aHwJiMa930MTVYK1Il3wX2e7fSKkMHDcRzcZq0CbzKg7fQumHWd8Jj/K6u9eKPL0I2/nvgXuozd+PO056CW0pq55OamhoyHl8IDf0vdiJcOvIXVCfdhxrAJQ/K7jooxK2IwmrDjcAm2HSiCUCjAMyviMXtckEN/6I0IcMFzK8dg5YJIfHusFPvPVOBQeiUiQ9xw14QQTI7z69Oi5+TOmbo6UP/N39BVng2XiXfDdfqDDv2edHQcx8F97hoIpHK0nvwaRk0TvJaug9BJwTpaLzqjHm8e/yfKWyuHvJeD2K4Iz1C8OfdFbEj7N/519jNk1uTg0YT74SKzbAcAFWNWIrOwHh/uOI/LjVpMivXDo0ui4eHiWL1ht+LjrsBjd8figXkROHi2EntPlWP9F5n46NscTBsdgBljAjEy0IWKhEHWXVWA+p3vwqhpgeeiJ6GKo/E25GoP2fQHIFK5ozHlY1z+z/PwuvtZSH2sYx6ybkM33j65EfkNJXg6aTXG+MeyjkRsiKvMGX+Y/ht8V3gAX+bsxrq6V/GL2KWYPXyyxZbOomKMsfLLbfj0h3yk59fBz0OBV381AQnh1rWAqTVRySVYOi0US6YOx/mSRuw9dRH7Tl/CdyfL4eehwPTEQEyM9UWQt4oKswEw67vQcnwb2k5/B5GzJ/xWvQYnf1o2hvSmTpwHsWcg6r/5G6r/83u4Tl0Bl6TF4ITsLrhp7W7HG8f+gfLWSjw+biUmB9Mi4KT/BJwAiyPmYoxfLDZlfIGPMr7AvuIj+EXsUiT6xQz65wsVY4xcbuzA5r0FOJZVDYVMjFULIrFkaiidcusjjuMQN9ITcSM9oe0yIPX8ZRzOqMKWfQXYsq8Avh4KTIj2xbgoH4QHu0IktK3L8FnhTUZozh9By/FtMGmaoIqfDffZD0EgHdori4jtkAWNQsDa9WjcuxEtR7agI+cI3Gc/DFlowpD/QVTQUIq/p30Mja4Dv5v8OBL9Yoa0fWJ//NQ++OP03+J0VRa2nN+Jt058gGCXACwKm4XxgaPhJBqc1WMsWozt3r0bH3zwAYxGIx566CE8+OCDvR7Pz8/HSy+9BK1WizFjxuDVV1+FSGS/9SHP88grb8bu42U4lVsDsUiAe2eNxD3TR0App8WV75RCJsac8cGYMz4YTW1dOHOhFmm5tdh1vBQ7jpRAJhUiargH4kZ6Inq4O0L81FSc/YypqwOa84fRnv4DjK31kPqOgPc9z9Jak6RPhHIVvO5+Fl0x09F04D+o3fp/kPqOgPOEpVCEjQVn4Xmb9EY9dhbsw468vfCUu+H/zfwfDHcLtmibxHFwHIekwASM8Y/DyUtnsbNgH/5x5r/4OPNLTAhMxLSQJER4hkIwgLn3LPYvpK6uDuvXr8eOHTsgkUhw//33Y/z48RgxYkTPNs899xz+/Oc/Iz4+Hi+++CK2bduGBx54wFKRmOno1CM1pwbfnyxHWXUblDIxlk4NxdJpoXC1wznDWHJ3lmH+xGGYP3EYtF0GZBc39Hyl59cBACQiAUIDXBAW5IoQXzWCfFQI8lbBSWq/fwj8HM/zMLbWobsiD9qiM+gszQJMRkgDIuA+5xHIR46h07ykXziOg3xkImTDY6E5fwStqd+gfsfbECqcoRg1GYqwsXAKjBjUU5hmsxlpVZn44vy3qNM2YnLwODyacD/kEhpvSwafSCDEtGFJmBoyHgWNJThSnoZTlRk4XJ4KlUSBKK9wRHuHI9orDD4qr34VZxb79ElNTUVSUhJcXFwAAPPmzcPevXvx1FNPAQCqq6vR3d2N+Ph4AMA999yDDRs29KsY05sMkPASq/zQaOvQIT2/DieyL+NcUT2MJh6B3ko8sTwOMxICHOqDnxWFTIyJsX6YGOsHAGhs7UL+xWYUVbSg8FIL9qSWQ2/8cfkLT1cZvFzl8HSRwcNFBk/XK/93VUmhlEmglIshdxJDKLC+99vN8LwZ5i4tDK11MLbUwtBSC31DBbor8mHqaAYACFVuUCfeBVXMdEh9hjFOTGwdJxRDPXoOVHEz0VV6Du3nDkCTmYL2s9+DE4oh8Q6B1G8kpL6hELv6QKh2g0jp1q82WrvacKLiLPaXHEdNRz0C1L744/TfINqbenKJ5XEch0jPkYj0HInVCSuQXp2N7Np85NYVIq0qEwAgFUrgr/ZBoLMf/NU+8JS6wekWK1BarCKor6+Hp6dnz20vLy+cP3/+po97enqirq6uX22s2/MqNIYOSHhAAg4SnoMQHATA1a+r33Pcj7e5awty9uUD9TYLh/I//s9s5mE28zCZeZhMZpivLjrKCTiERQsgEgogFHA4dRE4dbE/r5Lt4qU/ZTIasavwv3f47Ju/Dm4wfhY/3+dtNle4AbFuV3qIzGYe5qv/53mgvptHXQ2Amhtlvfr/n3zz0/TX7h9IufbT5/K4knHH+Y9u+5p+SgATBLwZApiue8wIMXRqGXQuI9EtkMHASYC6OqBu6wBSX5/dUs+4/R4Hvk+DwQBx/sHr9ty39vvDEvschPbvsEEOHAS8CAKIIYAIQl4EAfwh8vWHu6EZ7oZmeLQ1w7PhIJRZeyA18xBdfV9LIUP2fimMAgmMnBgmTgQePLoEHLRCoFnEo15iQqWTCfViM8AB3joh5nfIEFrVgZa8/+D4DX5P3Pyl3P4fVM9z7/TXsBX83Xa7CHqDAalHvhySLMxY+OcgADAaQDx4tArlqJaa0CQ2o0lbjfTGShwV8lCLlHg85OYTZVusGDObzb16rHie73X7do/3xegmMzQGHgYBYBDw0AsAM3f1A4wDzABMHGC8epv/yf+vtPTjJ+eNPlBvhv9JEXbl+5/+S+XACXGl6OOu7NgAMwy8GTf4XBwag/BG5IEr7zj+Zot431kjlig1+7pPHrgSW3jtm+tfA88DPHhc+zHzP33uDRq6Vdt3/lr7d2x5ADzE4MGBBwczOFwpy4QwQQC+Z38mgO+wQCncn6RWSgR094o3+Fn5Pv9YGRynO33tHA9eYAIEpuv+IirvNSLD+adPgcgswJX6ir/6L9EAI2dAt7D3ceJ4Hj7dQJLGjDAN4GYwAdDfPPptX8EN/s336Xn2QwjAZOy68YMDPACOcPx+TgXg5/2zeg7oVJmBkJs/z2LFmI+PD9LT03tuNzQ0wMvLq9fjDQ0NPbcbGxt7Pd4Xa1b9BUKRBHqDCTqDqdf/9QYzdHoTuvVGdOuN6NKZ0KUzoltnRJfeiG6dqdf3XToDunRXt9cZ0aUzwnyDd5JYJIBKLoFaceXL200OP08l/D0V8PdUIsBLBYENncbqj4yMDCQmJrKO4XDouA89OuYDw/M8jGYjdEY9uk06dBt16DZc+X+XsRtdhm50GrrQZejuuV1ddxlu7m49n+BioRjOTio4S1VQOynhq/RGgLMvJAynzbBH9F4fGjqdDrm5uTd93GLF2MSJE/Hee++hubkZMpkMKSkpeO2113oe9/f3h1Qq7XkjfPvtt5g6dWq/2uA4DmKRAGKRYNAXkuZ5HgajGXqjGSIBB6GQu3K6U8BZ5Rg1QgixFhzHQSwUQywUQ4m+zcxPRQFxZBa7vt/b2xvr1q3DqlWrsHTpUixatAixsbFYu3YtcnJyAABvv/02Xn/9ddx1113o7OzEqlWrLBWn3ziOg0QshFImhpNUBLFICKFQQIUYIYQQQgaVRS/pS05ORnJycq/7Nm3a1PN9REQEvvrqK0tGIIQQQgixajTzJSGEEEIIQ1SMEUIIIYQwRMUYIYQQQghDNjkNPH91oi+9Xn+bLclg0+l0rCM4JDruQ4+O+dCjY84GHXfLu1avXKtffo7jb/aIFdNoNCgqKmIdgxBCCCGkz8LCwqBSqa673yaLMbPZDK1WC7FYTFNNEEIIIcSq8TwPg8EAhUIBgeD6EWI2WYwRQgghhNgLGsBPCCGEEMIQFWOEEEIIIQxRMUYIIYQQwhAVY4QQQgghDFExRgghhBDCEBVjhBBCCCEMUTFGCCGEEMIQFWOEEEIIIQxRMUYIIYQQwhAVY4QQu6HRaLB8+XKMHj2a1q8lhNgMEesAhBAyWJycnLBx40a89dZbrKMAAD777DOkpKSguroaMpkMbm5umD59OtasWTOg/Wo0GqxevRqlpaXYunUrwsLCBikxIYQFKsYIIXZDLBbDzc2NdYweK1euxMqVK/HHP/4RS5YsQWJi4qDs19qKTkLIwNBpSkIIsbDi4mKMGDFi0PZnbUUnIWRgqBgjhFhEW1sbwsPDUV1dDQDgeR5///vfMXPmTBQUFDBOd2MVFRWIj49HfX19z327du3C5MmTUVNTc932bW1tGD16NM6cOdPr/ueeew5PPfUUeJ4HcOW0orOz83XPDQ8Px+jRoxEXF4cZM2Zg+/btFnhVhBBrR6cpCSEWkZ+fD2dnZ/j7+6OzsxPPP/88GhsbsX37dri7u7OOd0NBQUGYPn06/vvf/+K5555DVlYWXnvtNXz88cfw9fW9bntnZ2fcd999+OSTTzBu3DgAwD/+8Q+UlpZi8+bN4DgOdXV18PLyuu65+fn5cHV1RVpaGgBg9+7deP755zFr1iy4ubmhoaEBzzzzzHXP27BhAzw9PQf5lRNCWKJijBBiEQUFBYiIiMDly5fxxBNPIDIyEu+88w4kEolF2127di3y8/NRXl6O++67D/fcc0+/n//QQw9hyZIlePrpp/Hqq68iNjb2ptuvXr0ac+bMQUVFBS5cuIBt27Zh27ZtkMlkAICioqIbnqIsKChAVFRUz+1x48bBZDKhvb0dbm5u8PT0xBdffNGv7IQQ20TFGCHEIvLy8mA0GrFixQqsWbMGq1evvuF2jz32GDIyMm74WGJiIj788MN+tbtp06Z+Z/2pqKgoxMbGYsWKFXj00UexYMGCW27v7e2NhQsX4tVXX8WFCxfw8ccfw9vbu+fxkpKSGxZjeXl5PcVYe3s73nnnHURFRSE4OLhPOQdadBJCrAfHXxvUQAghgyg5ORl1dXWIiYnBxx9/zDpOn5nNZvzqV79CRkYGTp8+3aeevKKiIiQnJ2P9+vW3Ld6uSU5ORmVlJQQCAbRaLSZPnoy//vWvNDCfEAdEA/gJIYNOr9ejrKwMGzZsQFlZGT755BPWkfrsjTfegEajQUhICHbt2tWn5xgMBkgkEsydO7dP2187Prt27UJmZiY2bNiA7OxsiMXigUQnhNgoOk1JCBl0RUVFEAgEGDNmDN5//3388pe/RHh4OCZMmHDdto8++ugtT1N+9NFHPbfDw8MtlrmwsBBffvklDhw4gG3btuHMmTN47733sGzZMnAcBwB49913kZGRgYaGBvz5z3/GmDFjAFwZ/zVy5EiIRH37lVpUVASJRILAwEAAwLx58/D+++9j3759WL58uWVeICHEalExRggZdPn5+T3FSVRUFF555RX89re/xVdffdVTgFzz02LrdgoLCweU61Yz16empmL9+vX49NNP4eHhgXnz5uFvf/sbDh48iNmzZwMAfvWrX0Eul+P8+fP47rvveoqx/Px8REZG9jnHteNzrcgDgGnTpuHQoUNUjBHigOg0JSFk0P28OFm6dCmSk5Px5JNPorOzk1muazPXz5s3r9f9paWlWLduHd56662e3jehUIjVq1f3XBDQ1NSEV155BStXrsQf/vCHXlNdFBYW3rQYe/fdd7Fy5UrcddddSE9PB3Dl+Py8l2/KlClITU2FTqcbtNdLCLENNICfEGJTli9fjsTERKSlpWHZsmVYtWpVv/fxwgsv4JFHHunXmo6vvfYapk2bhqlTp+L3v/89Fi1ahEmTJt32eZ2dnb1601588cV+5yWE2Dc6TUkIsRnNzc1obW3F008/jSeeeALPPvvsHRVjdyIhIQFvvfUW9uzZg+Li4j6NX2tqasIbb7yB2tpatLe3Y+nSpZYPSgixOVSMEUJsRmFhIRYuXAilUony8nIEBAT0PGbpGesXLlyIhQsX9us5//znP5GcnNzTm9afnjhCiOOgYowQYjMKCwsxatQoANePu7LGGevvpDeNEOJ4qBgjhNiMoqIizJw5E8CVGexnzJjR730M5cz1d9KbRghxPDSAnxBCCCGEIZvsGTObzdBqtRCLxb3m6SGEEEIIsTY8z8NgMEChUEAguH5WMZssxrRaLYqKiljHIIQQQgjps7CwMKhUquvut8li7Nr6bWFhYX1axJcMjtzcXERHR7OO4XDouA89OuZDj445G3Tch4Zer0dRUdFN15+1yWLs2qlJiUQCqVTKOI1joePNBh33oUfHfOjRMWeDjvvQudnQKloOiRBCCCGEISrGCCGEEEIYomKMEEIIIYQhmxwzRgghhJDr1XY04NjF08ipK0BLVyt4nkegsx+ivMIxY/gEZNVcwBfnv0VTZzPc5W5IUsYiEYmsYzs8KsYIIYQQG6fVd2Jz9jc4UHYCHDiEuQ9DmEcozLwZFa3VyMz+Gl/mfAszz8PEmwAAjZ3N2Nt1HMMuDcOU4HGMX4Fjo2KMEEIIsWGlzZfw1okP0NrdjkVhs7AgfCY85G69trnYUomXD74Nk1nf634jb8IX57+lYowxKsYIIYQQG3W+Nh9/Pfkh1FIl/m/28wh1C77hdiGugTCY9Dd8rKmz2ZIRSR9QMUYIIYTYoLz6Yrxx/J/wV3njxWlPw1XmfMvt3eVuaLxB4eX+s140MvToakpCCCHExtRo6vH2yQ/hpXDHKzPW3bYQA4BfxC6BRHj9qjV3j7rLEhFJP1AxRgghhNiQbkM33jz+T3Ach99PfRJKqaJPz5sSPA6PjX0QHnI3cACcpSpw4JBWmQGT2WTZ0OSW6DQlIYQQYkM+Pfc1ajT1+OOM38Jb6dmv504JHtdrsP5/Dn+BPXXH8HXeHqyIXjTYUUkfUTFGCCGE2Ij06mwcKDuBxRFzEeUVNuD9xarDoJXpsCNvD+J9RiHMY/ggpCT9RacpCSGEEBvQaejCxvQtCHYJwH2D2Iv1SMJ9cJe54L3Tn6DbqBu0/ZK+o2KMEEL6wNTZDkNrPYztTeB5nnUc4oC2536Ptm4NHhvzIMRC8aDtVy6R4cnxD6GuowE78vYM2n5J39FpSkIIuQmTtg1tZ3ZDW3QWhsaqnvuFSlfIhsXBJWkxJF43nteJkMFU0VqNPcWHMSt0Mka4hwz6/kd5hWH6sAnYXbAfU4LHIdDZb9DbIDdHxRghhPwcz6P19C60HN8OXt8NWUgMVLEzIJSrYTbo0F1VAG3haXTkHIEyeirc5z0KoVPfrmgj5E7899xXUIhl+EXMYou18cu4e5BefR4fZXyJP81YB47jLNYW6Y2KMUII+QmzvhuKc9+gua4A8hGJcJu1ChKPgF7bOI+ZD1OXBm1pu9Ca9i26qwrgfc//Quobyig1sWc5dQXIqSvAQ/HLoZIqLdaOWqrEA7FLsDF9C05XZSEpMMFibZHeqBgjhDg8Te4xtBzeDGN7IyAUQWwywm3WQ3Aen3zT3gGhTAW3GQ9CHjYWdTveweXP/gif+1+ELChqiNMTe8bzPL44/y3c5a6YM2KqxdubOWwS9hQfwebzOzHGLxYiIZUJQ4EG8BNCHJom9xgav//XlUIMAExGgBNAqHTp02kaJ/8w+K9+AyK1O2q//Au6Ll2wcGLiSM5WZ6Ok+SLujVoEySAO2r8ZgUCAlXH3oK6jASmlxyzeHrmCijFCiENrObwZ/M8u5+d4M1oOb+7zPkRKV/j+8v9B5OyJuq/ehL7p8mDHJA6I53l8nfcDfJVemBYyfsjajfMZhVjvSHx14Qd0GrqGrF1HRsUYIcShGdub+nX/zYiULvC570VAIETd9tdh7tYORjziwLJr81HeUoklkfMgFAiHrF2O43B/zGJ06LXYU3R4yNp1ZFSMEUIcmlBx4wWWRWr3fu9L7OIN73v+F4aWOtR/9w+aj4wMyM78vXCXuWLqT5YvGioj3EMwxi8W3xUegFbfOeTtOxoqxgghDos3m8BJnK6/XyCC64wH72ifsuAouE1/AJ2Fp9FxnnoVyJ0paixDXkMxkiNmMxtEf2/0ImgNXfi+6CCT9h0JFWOEEIfVnpkCY0stVAnzIFJ7AOAgUntAG70Aqug7v3LNeXwynIKi0JjyMQwttYMXmDiM7woPQiGRY+bwScwyDHMNxFj/OOwpOowuQzezHI6AijFCiEMytjeh+fBmyIbHweOutQh6+kMMf+krBD39IQx+0QPaNycQwmvx0wA4NO7dSKcrSb80aptxpvocZg2fDCeRlGmWpZHzoDV04UDpCaY57B0VY4QQh9R8ZAtgMsLjrl9ZZKZxkbMn3KY/gK6ybGjzUwd9/8R+7S05CgC4a8Q0xkmAke7DEOUVhu+LDsJoMrKOY7eoGCOEOBxdbTk6co5CPW4hxK4+FmtHnTgPEp9QNO3/D11dSfqk26jDwbITGOcfDw+FG+s4AIAlEXPR3NWK45fOsI5ityxajO3evRsLFizA3LlzsXnz9XP2lJWVYeXKlVi8eDHWrFmDtrY2S8YhhBDwPI/mg/+FQKaEy8R7LNoWJxDCc/6vYOpoRUvqDou2RezDqYoMaPWdmB82nXWUHnE+oxDsEoBdBfth5s2s49glixVjdXV1WL9+PbZs2YKdO3di69atKCkp6Xmc53k8/vjjWLt2LXbt2oXIyEhs3LjRUnEIIQQA0HXxPLou5sB18vIhWdxb6jcCyphpaD/zPQyt9RZvj9i2Q2Un4a/yQYTHCNZRenAchyURc1CtqUXG5RzWceySxYqx1NRUJCUlwcXFBXK5HPPmzcPevXt7Hr9w4QLkcjmmTr1yxdKvf/1rPPjgnV1KTgghfcHzPFqObYNQ5Q51wrwha9dt+gMAx6H5SN9n9SeOp6q9BoVNZZgxfKJFxjEOxITARHgq3LEzfx9dkGIBFivG6uvr4enp2XPby8sLdXV1PbcrKirg4eGBF198EXfffTdeeeUVyOVyS8UhhBB0X8yBrqoALhPvASey/Dp/14jU7nAenwzthRPQ1ZQOWbvEthwqS4WQEwzp0kd9JRQIkRw+G8VN5chvKLn9E0i/WGwmObPZ3Kuy53m+122j0YgzZ87g888/R0xMDN5991288cYbeOONN/rcRm5u7qBmJreXkZHBOoJDouM+CHgeyjOfQShVoYR3BW5zTAf9mDsFw1nshPLdG6FNXDG4+7YTjvw+N/EmHCw/gVB5EEouFA9p23097i5mGWQCKbac+Rp3+86xcCrHYrFizMfHB+np6T23Gxoa4OXl1XPb09MTwcHBiImJAQAsWrQIzzzzTL/aiI6OhlTKdg4WR5KRkYHExETWMRwOHffB0VWRh5qWKrjPXYMRY2/d82CpY95iqkPLkc0I8VHByT9s0Pdvyxz9fZ5WmYmu0m4sS1yI0b4Dm+euP/p73MukNfi2IAVBESHwVPR/yTBHpdPpbtmBZLHTlBMnTsSpU6fQ3NyMrq4upKSk9IwPA4DRo0ejubkZBQUFAIBDhw4hKirKUnEIIQ6uLe1bCGQqqOJnMcvgPHY+BHI1Wo5+ySwDsU6Hyk7CXeaKOO9RrKPc0tzQqeDAYV/JMdZR7IrFijFvb2+sW7cOq1atwtKlS7Fo0SLExsZi7dq1yMnJgZOTE/7xj3/g5ZdfxsKFC3H69Gm88MILlopDCHFg+sYqdBanQ514FwRidr3pAokMLhOWoqs8G93VQ3sqilivRm0zsmvzMWP4BAgE1j39p4fCDeP843Gw7AR0Rj3rOHbDoquPJicnIzk5udd9mzZt6vk+Li4OX331lSUjEEII2tJ2gRNJ4DxmPusoUI+ei9aTX6MtbSeclj3HOg6xAofLr6zQMH3YRMZJ+uaukdORVpWJE5fOYFboZNZx7IJ1l+CEEDJAps52dOQegzJmOoQKZ9ZxIJDKoE6YB23BaeibLrOOQxgz82YcKT+FGO8IeNnIGKxIzxEIdgnAnuIjNM3FIKFijBBi1zTZh8CbDFbRK3aNeuxCcEIR2tK+ZR2FMFbQUIqGzmZMC0liHaXPOI7D/JEzUNFWjbwGOt0+GKgYI4TYLd5sQnvmPjgFjYLEK4h1nB4ipQuUcTOgyTkCo6aFdRzC0ImKs5AKJRjrH8s6Sr9MDhoDlUSBPcWHWUexC1SMEULsVlfZORhb66FOvIt1lOu4JC0BzGa0nf2OdRTCiNFkRFplJsb6x8FJ7MQ6Tr9IRBLMCp2Ms9XZaNA2sY5j86gYI4TYrfaMfRAqXKAIH8c6ynXErj5QRCShPTMF5m4t6ziEgey6fHTotZgcPJZ1lDsyN/TKdFUHy04yTmL7qBgjhNglQ2sdOksyoYqfDU44dEsf9YfLhKXgdZ1oz9rPOgph4MSlM1BJFIj1se65xW7GQ+GG0b7ROFR2EkaziXUcm0bFGCHELrVnpgAcB3XCXNZRbkrqGwpZSAzazv4Anj7MHEq3oRvp1eeRFJgAkUDIOs4dmxs6Ba3d7UivzmYdxaZRMUYIsTu80QBN9iHIw8ZCpLbu6QLUYxfCpGmCtugM6yhkCKVfPg+dSW+zpyivifeJgofcDftLaUb+gaBijBBidzoKTsHc2Q514jzWUW5LPiIBImdPtKfvYR2FDKETl87CXe6KcI9Q1lEGRCAQYHboZOTUFeKypo51HJtFxRghxO5oMlMgdvOFLCSGdZTb4gRCqBPvQvelC9DXV7COQ4ZAu64D2bV5mBQ0FgLO9j+GZw6bCCEnwIHSE6yj2CzbfxcQQshPGJovo7syH6q4meBs5INOFTcLnEiCtgzqHXMEaZWZMPFmTA6y7VOU17jInDE2IB5Hyk9BbzKwjmOTbOM3FSGE9JEm+zDACaCMmc46Sp8J5SooRk1GR85RmGiaC7t3siId/mofBLv4s44yaOaGTkGHXou0ykzWUWwSFWOEELvBm03Q5ByBbHg8RCo31nH6xXnMfPAGHTrO04zm9qy1qw0FDSWYEJgIjuNYxxk0UV7h8FV5YX8JDeS/E1SMEULsRlf5eZg0zVDFzWQdpd+kvsMhDQhHW/oe8LyZdRxiIWeqz4EHj6SA0ayjDCqO4zAndAoKm8pwqbWKdRybQ8UYIcRuaLIPQSBTQjFyDOsod8R5zHwYW2rRVXqOdRRiIaersuCn8kagsx/rKINuWkgSxAIR9pceZx3F5lAxRgixC6YuDbRFZ6CMmgpOZJ0z7t+OIiIJQoUz2rNSWEchFtDercGF+mIkBY62q1OU16ikSkwITMTxi2fQbehmHcemUDFGCLELHbnHAZPRJk9RXsMJxVDGzkBncQaMmhbWccggO1udDTNvRlJAAusoFjNnxBR0GbtxoiKddRSbQsUYIcQuaM4fhsR7GKQ+w1hHGRBV3CyAN0Nz/hDrKGSQpVVlwVvhgWCXANZRLCbMfTiCnf2xv+QYeJ5nHcdmUDFGCLF5urqL0NeWQRU3g3WUAZO4+8EpKAqacwdpIL8d6dBrkVtXgPGBCXZ5ivIajuMwZ8QUlLdWorT5Eus4NoOKMUKIzevIOQIIRFBGTWEdZVCoRs+GsbUO3RdzWUchgyS9+jxMvNnurqK8kcnB4yAVSZFC61X2GRVjhBCbxptN6Mg9DvmI0RDK1azjDApFRBIETkq0nzvAOgoZJGlVWfCQuyHULZh1FIuTi2WYEjQWqRXp6NDTJMZ9QcUYIcSmdV3MhUnbCmX0NNZRBo1AJIEyZiq0hadh6mxnHYcMUKe+C+dr85EUYJ9XUd7InBFToTcZcOziadZRbAIVY4QQm9aRexQCqRzykYmsowwqdfwcwGSEJucI6yhkgDIu58BoNiIp0H6vovy5Ya6BGOEWgv2lx2kgfx9QMUYIsVlmfTe0BaehiJwIgUjCOs6gkngFQeofdnUgP32Y2bK0qky4ypwxwj2EdZQhNXfEVFS31yK/oZh1FKtHxRghxGZ1Fp0Fb+iGMnoq6ygWoYqfBUNjFXRVhayjkDvUbejGudo8jA8YDQHnWB+5EwIToRDLkELrVd6WY70zCCF2RZN7FEK1B5yCIllHsQjlqEngJE5oP7efdRRyhzJrLsBgMtj1RK83IxVJMG3YBJyuPofWbhr7eCtUjBFCbJKxoxVdZdlQRU8BZ6c9DgKJDMqoKdDmpcLUTVel2aK0qkw4O6kR4RHKOgoTc0KnwGQ24XBZKusoVs0+f4MRQuyeNv8kwJvt9hTlNer42eCN+ivLPRGbojPqkXU5F+P94yEQOObHrb/aB1FeYThQdgJmM01ifDOO+e4ghNi8jpxjkHgPg8QziHUUi5L4hkLiPQwamnPM5pyrvQCdSY+kQPuf6PVW5oRORYO2Cedq81hHsVpUjBFCbI6+qRq6mhIoY+y7Vwy4sryMKn429HXl0NWUso5D+iGtMhMqiQKRniNZR2FqnH8cnJ3U2E8z8t+URYux3bt3Y8GCBZg7dy42b9580+2OHDmCmTNnWjIKIcSOdOQcAzgBlKMms44yJJTRU8CJJNBk0+LhtkJvMiDzci7GBsRDKBCyjsOUSCjCrOETkVmTi0ZtM+s4VslixVhdXR3Wr1+PLVu2YOfOndi6dStKSkqu266xsRFvvvmmpWIQQuwMz/PoyD0GWUgMRCo31nGGhNBJAUVEEjpyj8Fs0LGOQ/rgfG0+uozdDnkV5Y3MGj4Z4IEDZSdYR7FKFivGUlNTkZSUBBcXF8jlcsybNw979+69bruXX34ZTz31lKViEELsjK6qEMa2ersfuP9zqriZMOs6oS2k5WVsQVpVJhQSOaK9w1lHsQqeCneM9ovGobKTMJpNrONYHYsVY/X19fD09Oy57eXlhbq6ul7bfPrppxg1ahTi4uIsFYMQYmc0uUfBiSRQhI9nHWVIOQVHQeTiBc25g6yjkNswmoxIrz6PsX5xEDn4Kcqfmhs6Ba3d7ThbfY51FKsjstSOzWZzrwVReZ7vdbuoqAgpKSn45JNPUFtbe0dt5ObmDjgn6Z+MjAzWERwSHferzCY45xyDwXMksnIte2WWNR5zJ88IyIqPIev4AZjlrqzjDDprPOZ3olRbiU5DF9x1Kpt4TUOV0cyboRYpsSPrB0jqh6RJm3HLYiwh4dbnunmeh0AguOEP0sfHB+np6T23Gxoa4OXl1XN77969aGhowLJly2AwGFBfX48HHngAW7Zs6XP46OhoSKXSPm9PBiYjIwOJifa1GLMtoOP+I23hGdQZuhE8dSnkIyw3Fsdaj7lxZAgqio8j2NQAt8TZrOMMKms95nfi7Jk8yEROuGfSIoiFYtZxbmmoj3uVvAlf5HwLn5H+8Ff7DFm7rOl0ult2IN2yGPP19cXGjRtv+jjP83jsscdu+NjEiRPx3nvvobm5GTKZDCkpKXjttdd6Hn/mmWfwzDPPAACqqqqwatWqfhVihBDH05F7DAK5GrLhjjm0QaR2h2x4PDTnD8N16gpwdArM6pjMJpytzkaiX4zVF2IszBw+EdsvfI99xUfxSOJ9rONYjVuOGVu3bh38/f1v+hUQEIB169bd8Lne3t5Yt24dVq1ahaVLl2LRokWIjY3F2rVrkZOTY5EXQwixX6ZuLTqL06GMmuzQRYgqfhZMmiZ0lWWzjkJuIK+hGBq9FkmBdBXljTg7qTExKBFHLp5Cp6GLdRyrccuesdmzr3SDNzQ04JtvvkFra2uvx3/3u9/1bHMjycnJSE5O7nXfpk2brtsuICAAhw7R/DmEkJvT5p8CbzJAGT2NdRSmFGFjIJCrock+aNFTteTOpFVmQiqSIt5nFOsoVmv+yBk4dvE0jpSfwoIwmmMU6OPVlI8//jjOnz8Pnud7fRFCyFDpyD0GsZsfpL6OueDyNZxQDFX0VGiL0mHStrGOQ37CbDbjTNU5jPaNgkQkYR3HaoW6BSPMfTj2Fh+Bmaf1KoE+Xk1pMBjw/vvvWzoLIYTckKGtHt0VF+A69f5eV2U7KlXcLLSd+Q6a3GNwGZ98+yeQIVHQWIo2nYYmeu2D+WHT8fdT/8a5mjwk+EWzjsNcn3rGoqKiUFRUZOkshBByQx05V9a0U8Y49inKayReQZD6jYQm+yCdpbAiaVWZEAvFSPCNYh3F6o0PSICrzBl7iw+zjmIV+tQzlpCQgKVLl8LT0xMi0Y9POXiQJh8khFjWleWPjsIpaBTELl63f4KDUMXNROOeD6G7XAwn/zDWcRyemTfjdFUW4n1GwUnsxDqO1RMJhJgTOhXbcnfjcnst/Bxomosb6VMx9vHHH+Ptt99GUFCQpfMQQkgvusslMDRdhvP4JayjWBVl1GQ0HfgEmnMHqRizAiVNF9HS1YbxAaNZR7EZs0MnY0feHuylaS76Voyp1WosWLDA0lkIIeQ6HblHwQnFUEZOYB3FqgikcigiJ6Aj7yTc56yGQEK9MSylVWZCKBBijF8s6yg2w+Un01zcH7sYcrGMdSRm+jRmLCkpCW+++SaysrJw4cKFni9CCLEk3mRAx4UTkIeNhcBJwTqO1VHFzQKv74K24BTrKA6N53mcrspCnHck5BLHLSjuxPyRM9Bt1OFIuWO/h2/ZM1ZQUICIiAjs3r0bALBv376exziOw8GDB3u2IYSQwdZZeg7mLg1UMdNZR7FKToGRELv5QnPuIFSxM1jHcVhlLRVo6GzG8qiFrKPYnJ9Oc3HXyOkQcH3qI7I7tyzGfv/73+Obb7655YSs17YhhJDB1pFzBEKFs8Muf3Q7HMdBFTcTzYc3Q990GRJ3P9aRHFJaZSaEnABj/el9eidomos+9IzdarFwnueh1+sHPRQhhJi6OqAtToc6YR44YZ+GtzokZcwMNB/5Aprsg3CfuZJ1HIdz7RRllFc4lFI6lX4nxgckwNXpa+wpPkzF2I0cOHBgqHIQQkgv2vxUwGSkU5S3IVK5Qj4iAR3nj8Bt+gMOvW4nC5daq1Hb0YDFEXNYR7FZIoEQ80ZOw5c5u1DRWo0gF3/WkYbcLYsxf3/HOyCEEOugyTkKsUcAJD7DWEexeqq4WegsTkdnSSYUYWNZx3EoaVWZ4DiOTlEO0JzQKfgmby92Fx7Ak+MfYh1nyDnmSDlCiFUztNRCV1UAVcx0Wv6oD+QjEiBUuECTTRNxDyWe53G6MguRHiPg7KRmHcemqaRKzBg+EScqzqK5s5V1nCFHxRghxOpcWf6IgzJ6KusoNoETiqCMmYbO4gwYO1pYx3EYl1qrUa2pxcSgMayj2IVFYbNg5s34ofjmFw3aKyrGCCFWhed5aHKPQhYSDZHanXUcm6GKmwnwZnTkHGUdxWGkVqZDwAmQRLPuDwovpQeSAhKwv/Q4Og1drOMMKSrGCCFWRVddCGNLLS0K3k8SjwBIAyKgOUeLhw8FnudxsiIdMd4RUDupWMexG4sj5qDL0I2DpSdZRxlSVIwRQqyKJvswOLEUivAk1lFsjjp+FgzNl6GrKmAdxe6VNF9Eg7YJk+gU5aAKdQtGlFcYfig6BKPZxDrOkKFijBBiNcz6LnTknYAichIEUlpWpr8UkRPASZzQfs7xxtwMtZMV6RAJRHQVpQUkh89GU1cLUivSWUcZMlSMEUKshjb/FHh9N9Txs1hHsUkCiQzKyEnQ5qfCrHOsMTdDyWw241RFBuJ9o6CQyFnHsTvxvlEIVPtiZ/4+mHkz6zhDgooxQojVaD93AGJ3P0gDwllHsVmq0bPBG7rRceE46yh2q6CxBC3dbZgUlMg6il0ScALcPWo+qtprcLY6m3WcIUHFGCHEKugbq6CrKoQqbhbNLTYAUr+RkHiFoD1jLw3kt5CTFemQCiVI9ItlHcVuTQxMhK/SCzsu7HGI9zEVY4QQq6DJPggIhFDS8kcDwnEc1InzoK+/BF11Ies4dsdkNiGtKguJfjFwEklZx7FbAoEASyPnoby1Elk1F1jHsTgqxgghzPEmAzpyjkI+cgxEShfWcWyeMnoKOIkM7Rn7WEexO7n1hdDoOmii1yEwJWQ8PORu+DrvB7vvHaNijBDCXGdxBkzaNqjjaOD+YBBIZFDFTkdHfipM2jbWcezK8YtnIBM7Id43inUUuycSCLE0ci6Km8pxod6+e3mpGCOEMNd+7iCESjfIQuNZR7Eb6oS5gMkIzfnDrKPYjW5DN05XZWFi4BhIhGLWcRzC9GET4erkjK/z9rCOYlFUjBFCmDK2N6Gr7BxUcTPACYSs49gNiWcQnIKi0J65D7yDTA9gaWlVWdCZ9JgWQhMSDxWJUIzFEXNwob4IBQ0lrONYDBVjhBCm2rNSAJ6HiuYWG3TqxHkwttajq/Qc6yh24djF0/BWeiLcYzjrKA5ldugUODup8WXOLrsdO0bFGCGEGd5kgCbrAOQjEiB28WYdx+4owsdBqHBBe8Ze1lFsXqO2GRfqizAtZDxNvTLEpCIJlo2aj7yGYuTU2edSX1SMEUKY0RakwaRthXrMfNZR7BInFEMVPxudJZkwtNSyjmPTjl06DR48ptIpSiZmDZ8ED7kbvsj51i57x6gYI4Qw05a+FyJXH8iG0/p+lqJOnAcIhGg7+wPrKDaL53kcvZiGUZ4j4aVwZx3HIYmFYiyPWojS5kt2OSu/RYux3bt3Y8GCBZg7dy42b9583eMHDhzAkiVLsHjxYjzxxBNoa6NLsAlxFLq6i9BVFUCdOA8cR38XWopI5QblqInQZB+EuVvLOo5NKm4qR42mnnrFGJsWMh6+Ki9szd0Ns9m+Lkqx2G/Auro6rF+/Hlu2bMHOnTuxdetWlJT8eCVER0cH/vSnP2Hjxo3YtWsXwsPD8d5771kqDiHEyrSn7wEnkkAVO5N1FLvnPC4ZvL4b7ecOso5ik45dPA2JUIykwNGsozg0oUCIFdGLUNl2GamV6azjDCqLFWOpqalISkqCi4sL5HI55s2bh717fxxEajAY8Morr8Db+8qg3fDwcNTU1FgqDiHEipi6OtCRewzK6KkQypSs49g9qe/wK9NcnP0evNnEOo5NMZgMOFmZjnEBoyEXy1jHcXgTAhMR7OyPrbnfwWgyso4zaCxWjNXX18PT07PntpeXF+rq6npuu7q6Ys6cOQCA7u5ubNy4EbNnz7ZUHEKIFdGcPwzeqIc68S7WURyG87hFMLY3QluQxjqKTTlbnQ2tvhPT6RSlVRBwAvwidgnqOhqQUnqMdZxBI7LUjs1mc6/Lf3mev+HlwBqNBk8++SQiIiJw991396uN3NzcAeck/ZORkcE6gkOyq+POm6FO/Ra8SwByq5uB6mbWiW7Iro45APAc1HJXXD60FZouJ9Zpbsgaj/nXVd/DRaSCvkqLjGrryzcYrPG43wrP8wiW+eHL7F1Qt0ohE1rn+7k/LFaM+fj4ID39x3O6DQ0N8PLy6rVNfX091qxZg6SkJLz44ov9biM6OhpSqXTAWUnfZGRkIDExkXUMh2Nvx72j4BTqO1vgddcjUEZa5+uyt2N+TRvfgKaUjxHlo4KTfxjrOL1Y4zGvaqtBZUktHoy9G2Mi7XNhcGs87n3h1eqL51L+ghJRNR5OWME6zm3pdLpbdiBZ7DTlxIkTcerUKTQ3N6OrqwspKSmYOnVqz+Mmkwm//vWvMX/+fLz00ks0iR4hDoDnebSl7oTI1QeK8PGs4zgcVdwMCJwUaEvbxTqKTUgpPQaRQIQZwyawjkJ+JsjFH7OGTcK+kqO43G77c+hZrBjz9vbGunXrsGrVKixduhSLFi1CbGws1q5di5ycHBw6dAh5eXnYt28flixZgiVLluCll16yVBxCiBXorrgAXU0JXMYvpnUoGRBIZFAnzIO2IA36xirWcaxat1GHoxfTkBSYALWTinUccgMrYpIhEUrwWfYO1lEGzGKnKQEgOTkZycnJve7btGkTACAmJgYFBfa5rAEh5MZaU3dCqHCGMnY66ygOy3ncIrSd/R6tJ7+G15LfsI5jtU5eOosuQzfmhk69/caECRcnNe4edRe2nN+JnLoCxHhHsI50x2imRULIkNDVXURXWRbUYxdCIKaxnqwIFc5QJ8xDx4UTMDTTdEI3wvM8UkqPIcjZnxYFt3ILwmbCU+GOT7K2w2jD07ZQMUYIGRJtp3aCkzhBnTCPdRSH55y0GJxQhNZU2z+9YwmlzZdQ3lKJuSOm0HhmKycRivHw6HtR2XYZ3xfa7qTGVIwRQizO0FqPjryTUI+eS5O8WgGR0hWq+NnQ5ByFobWedRyrk1JyDE4iKaYE00UmtmCsfxzG+Mdh+4XvUK9tYh3njlAxRgixuLa0bwFOAOdxi1hHIVe5TFgCgEPrqW9YR7Eq7d0anKxMx5TgcZCJbX/+KkfxSMIKcJwA/874EjzPs47Tb1SMEUIsytjeiPZzB6CKnQ6R2p11HHKVSO0BVdwMaLIPwdhum70JlrCv5CgMJgMWhNGaqbbEQ+6G+6KTkVmTi9NVWazj9BsVY4QQi2o58TXAAy6Tl7GOQn7GZeLdAM/T2LGr9EY99pUcRYJfDPzVPqzjkH6aP3I6QlwC8J+sbeg0dLGO0y9UjBFCLMbQWgdN9kGoR8+G2Nnr9k8gQ0rs4g1V/Cy0Z+2nKysBHLt0Gu26DiwOp3WSbZFQIMSvxjyI1q52fJ5tW6ffqRgjhFhMy7Ft4DgBXCbewzoKuQnXySvACUVoPvoF6yhMmc1m7C44gOGuQYj0HMk6DrlDI9xDsCh8Fg6UHkdWje2sX03FGLmlIxmVeOTPKVj8P99i/c4aHMmoZB2J2AhdbTk6co5CPXYBjRWzYiKVK5zHLoQ27yR0NaWs4zCTWpmBmo56LI2cR9NZ2Lj7YhYj0NkPH5z5DO26DtZx+oSKMQIA0HYZUFLVivT8OhzLqsLRzCps/OY8Nmw9h4aWLvAA2jpNeH97NhVkpE+aD30GgUwBl0k0VszauUxYCoFcjab9/7HJK9EGysyb8U3eHgSofTEuIJ51HDJAEqEYT49fDY1ei4/Sv7CJ97RFl0Mi1qu+pRPp+XU4X9KIwkstaGzt22BHncGETd/mYny0L2RSevuQG+sszUJXeTbc56yG0EnBOg65DYGTAm7TfoHGPR9CW3AKysiJrCMNqbPV2ahsr8EzSash4KiPwh6EuAbgvuhkbDm/E8cvncHUEOueM44+TR1IZ7cBRzKrcCi9EoWXWgAAnq4yjApxw3B/Z/h6KODm7ASFkxgcBzz+5qEb7qddq8cvX9mLxAgvTIr1w9hR3pA7iYfypRArxpsMaEr5N0SuPjTbvg1Rxc9Ce8ZeNB/8FPIRiQ6zZJWZN2N77vfwVXphYuAY1nHIIFocPgcZl3PwceaXiPAcAS+F9Q6XoGLMATS1deHrwyU4cOYSunQmhPiq8fDCURgX5YMAL+VNx0d4usrQ0HJ9j5mzUoIp8f5IPV+DUzk1kElFmDUmEAsmDUOgt8rSL4dYubbT38HQfBk+978MTkRFuq3gBEK4z1mNms1/QmvqDrhN+wXrSEPi5KV0VLRV45mkRyAQUK+YPREIBHhq/EN4PuV1vHPiQ7w2638hEUlYx7ohKsbsWFuHDl8dKsb3J8vB8zymxPsjecpwjAx07dPzV82PxPvbs6Ez/Lj4qlQsxKOLozE9MRBrl8Qg/2Iz9qVdxN60S/juZDniR3ri7hkjMDrMkwbBOiBjeyNaTnwFedg4yENHs45D+kkWEgNl9FS0pu6EMmoKJB4BrCNZlNFkxLbc3Qh2CcDEoETWcYgFeCs98XTSarx5/J/YlPEFnhi3yio/m6gYs0M6gwlfHyrGzqMl0OlNmDEmEL+YGwFvN3m/9jM9MRAA8OmefDS2dEEtF+LRpXE99wsEHKKGuyNquDseSY7GvtMX8cPJi3hl4ymEB7vi/jnhSIzwsso3Phl8PM+j4YcPAfBwn7OadRxyh9xnP4zOkkw07vkQvr98FZwdj6E6UHYCddpG/H7qkzRWzI4l+sVgedQCfHXhB4x0D8HcEdNYR7oOFWN2Jj2/Dh9+cx61TZ2YFOuHB++KGNCpw+mJgT3FV0ZGBhKvfv9zLiop7psdjnumj8CBMxXYfqgYr36UhrAgF9w/JxxjIr2pKLNzHbnH0FWaCfc5qyF2oQlebZVQ4Qy3mSvR+MMHaM9IgfOYu1hHsogOnRbbcr9DlFcY4n2iWMchFrY8aiFKmyvwn6ztCHEJRJjHcNaReqE/BexEU1sXXv/vGbz6URpEQgH+8vhEvPDQ2CEfwyUWCTF/4jB8+MJsPHVvHFo79Ph/H5/Gs38/hvT8Opu4xJj0n1HTgqb9/4bUPxzqMfNZxyEDpIqfBdnweDQf+tRuZ+bfmrsbWkMnHh59L/2h6AAEnABPJz0MD5kr3jm5EfVa61qPlYoxG8fzPA5nVOLJtw4hPa8OK+dHYsP/zEDsCE+mucQiAeYlheDDF2bhmRXxaNfq8epHaXj+/RPIKWlkmo0MLp43o2H3BvAGPTwXPQFOIGQdiQwQx3HwXPgEOKEI9bvfA2823f5JNqSitRoppccwJ3QKgl3se1wc+ZFSosBzk38NvUmPvxzZgLbudtaRelAxZsPaOnR4/b9n8bctmQjyUeO952ZgxewwiEXW82MVCQWYMz4Y/3p+Fp5YFou65k68+MFJ/OFfqSi81Mw6HhkEbWm70FV+Hu5zH7H7Ad+ORKR2h8dda6GrKkTL0S9Zxxk0ZrMZH579HEqxHPdFJ7OOQ4ZYkIs/np/yJBq7WvD6sX+gy9DNOhIAKsZsVlpuDZ7662GczavDwwtH4fUnJ8PPQ8k61k2JRQLMnzgMG1+cjTWLo1Fe04b/3XAcr318GuWX21jHI3eoqyIPzUe2QB4+Hqp4WlzZ3iijpkAVPxutqTvQWZrFOs6g2FtyBMXNF/Hw6BVQSa33dyaxnAjPUDw7cS0utlbh7ZP/gsFkYB2JijFbo+0yYP0XmfjLf87ATe2E9eumYdnMkRAKbGPMg1QsxNJpodj04hz8cn4ELpQ14pl3juCtz9JRVa9hHY/0g7G9CfU73obYxQuei56kcTd2yn3uI5B4BaF+57s2P36srqMBX5z/FqN9ozA5eCzrOIShRL8Y/HrsL5FTV4i/n/o3jCYj0zxUjNmQ7KIGPPX2YRzJqMR9s8Pw9m+mIsRXzTrWHZFJRbhvdjg+emkOVswOw9m8Wjz51iG8+2Um6po7Wccjt2HWd6F2+5swG/TwvvcFWvLIjgnEUngvfx7ggNptr8PUrWUd6Y4YzSZsOPVvCAVCrE18gP54IJg+bAIeHn0vzlSfw9snP4SeYQ8ZFWM2oEtnxAdfZ+PlD1MhFQvx1tNT8Mv5kVY1NuxOKeUSrJwfiU0vzsHiqaE4llWNX79xAP/8OhtNbX1bL5MMLd5kQN3Xf4W+rhxeS39L48QcgNjVB97LfgdDSy3qvv4rzEY960j9ti13N4qbL+KxsQ/CQ+HGOg6xEgvCZmJt4gPIqrmAvxx9Dx16Nn9s2P6nuZ3LKW3E028fxp5TF7F46nC8++w0hAfb3y8SF5UUaxZHY9OLszFnXDBS0i5h7f8dwPvbz6G6oYN1PHIVbzahftd76CrLhseCx6AYSWv5OQpZcBQ8Fz2J7os5qN/xN/CMT+v0R8blHHybn4KZwydhQiDNtE96mzNiCp6ZsBrFTeX4w4G3UdfRMOQZaNJXK9WtM+LTPfnYfbwMvu4KvP7EZEQNt95FTgeLu7MMTyyPwz0zRuCrQ8U4lF6JlNOXkBTti3umj0BEiP0VoraCNxlRv/NdaAtOwW3mSqhpwL7DUcVMg1nXhaZ9m1C/cz28lvzW6tcfrWitxt9PfYxhroFYPXoF6zjESk0KGgtXJ2f89cS/8ML+N/CbpEcQ7zt0kwFTMWaFcksbsWHbOdQ0arFo8jA8tGAUnKSO9aPycVfgqXvj8eBdEfj+RDm+P1mOUzk1iAxxw9JpoRgf5QOhkDp2h4q5W4u6b/6GrrJzcJv9MFzG05QAjsp5zF2A2Yim/f9Brf51eC97DgKJjHWsG2ruasWbJz6ATOSE301+HFIrXSSaWIdRXmF4fe7v8c6JD/H6sX9gSeRcrIhaBJHQ8p+/jvUJb+VaNTr857sLOJReCS83Of7v8UmIGeHBOhZTrion/HJ+JJbNHIn9Zy7h26OleP2/Z+GmdsLc8cGYOz4Ynq7W+UFgLwwttajd/gYMTZfhseBxqEdTj5ijcx63CAKpHA3ff4DL/30J3vc+D7GLN+tYvbR1t+O1w3+HRteBP07/LdzkLqwjERvgo/TEn2f/Dv/J3Iqd+fuQXZuHx8euQoirZcfGUjFmBUxmHntPXcRne/Kh0xtx76yRWDErzOF6w25FJhVh8ZRQLJw4DBkF9fghtRxbDxRi24FCxId7YUZiIJKifOiYDTJN7jE07tkITiCE7y/+AFlIDOtIxEqo4mZCqHRF/c71qP737+C58EkowsexjgXgSo/Y/x19Hw2dTXhx6tMY4R7COhKxIVKRBL8etxIJfjHYmL4ZL+x/HQvCZmL5qAWQW6gXmD65GOJ5Hmm5NfhsTwEq6zSIHeGBX98TO+TrSdoSoVCAcVE+GBflg9omLVJOX8KRzCq8szkDThIhJsT4YmKsH+LDPOEkobf3nTK2NaAx5d/oLDoDp8BIeC35DUTObJfYItZHHjoa/qvfRN2Od1D31ZtQxs6A+6xVEMrZTblT1VaD/zv2Pjr0Wvxu8uMY5TWSWRZi28YFxGOU50h8nr0D3xUewNHyU7h71HzMDp0MJ5F0UNuiTysGeJ5HdnEDPv0hH8WVrfD3VOKFh8ZiYowvzX3TDz7uCqxaMAq/vCsSeeVNOJxRhZPnL+NwRhUkYiESI7wwbpQ34kZ60anMPjJ1atCathPt6XsAAG4zfgnnpMW03iS5KbGbL/xXv46WY9vQemonOovOwnXKvVAlzIVgiMdoHb94BpsytsBJJMWrM/8Hw1wDh7R9Yn+UUgV+PW4l5o6Yhs3nv8Gn577CN3l7MGfEVEwfNgE+ysH5I9Wixdju3bvxwQcfwGg04qGHHsKDDz7Y6/H8/Hy89NJL0Gq1GDNmDF599VWIRPZbH+oNJhzLqsLu4+Uou9wGDxcZnlkRj5ljAmkw+gAIBByiQz0QHeqBx5fFIre0EWm5tUjLrcGpnCszhvt7KhA30hPRwz0QFuwKL1cZFb4/oa+/hPbMFGhyjoDX66CImgS3GQ9C7OzFOhqxAZxQDLcZD0IZNQVN+/+Npv3/QWvqN3AetxDK2JkQKV0s2n5LVxs+PfcVTlakI8IjFM9MeAQecrrymgye4W5B+MP036CgoRQ7C/bhm7y92JG3B5GeIzEtJAlj/WMHtLyWxSqfuro6rF+/Hjt27IBEIsH999+P8ePHY8SIET3bPPfcc/jzn/+M+Ph4vPjii9i2bRseeOABS0Vigud5XKxpx7Gsauw/cwltHXoE+ajw5PI4zBwTCImYehwGk0goQHyYF+LDvPDY3TG4WNOO7OJGZBc34FB6JX5IvQgAcFFKERbkihA/NYK8VQjyUcHfU+kwPw+zrhPdVYXorsyHtugMDA2V4IRiKKImwyVpMSSeQawjEhsk8QqCzwOvoPtSLlpPfo3mw5vRfPRLyIfHQx42FrJhsRA5ew3aH0JafSf2Fh/BrsL9MJiMWB61EMtGzYeQenKJhUR4huIFzyfQ1NmCYxdP48jFU/jX2c/w4VkOwS7+iPaOQLRXGEJcAuEqc+7ze91ixVhqaiqSkpLg4uICAJg3bx727t2Lp556CgBQXV2N7u5uxMfHAwDuuecebNiwoV/FWFVbLZRyOWQiJziJnSAWiKyit8NgNKO0qhVn8+tw4lw1LjdqIeCAMZE+WDxlOGJHelhFTnvHcRyG+TljmJ8zlk4LhdFkxsWadhRVtKDwUguKK1uQXlAHs5m/uj3gqpLCw0UGTxc5PF1l8HCRwVUlhVImgVIuhlImhuLql8iKezN5swnm7k6Yuztg6tLA2FIHQ0stDK210NdXQF93EeDNACeAU0A41PMehXLUJKZjfYh94DgOspAYyEJioG+sgib7ILT5aegsyQAACORqSH1DIfUNhdjVByKVO4Rqd8CoA8+bwXG3/ndl5s0obirHsYuncaLiLLoM3Ujwi8FD8cvhq6KeXDI03OWuuHvUXVgaOQ+lzZeQXZuH3PpC7Cs+gu8KDwAA5GIZAp394K/yho/ME4G4+SlNixVj9fX18PT8sWEvLy+cP3/+po97enqirq6uX228fvx9tBt/nJ2d43kI+SvLCnC4+v+rt3+8jwN39fuB46/9d+UWf+U+nv9xCy4Q8A/kwHHAZQD/Ogvg7KA0Pmj6eix4nsfHBX3b+vqt+Bts1feHb7zPgRH4AUF+V5u++kPjAXQDqOSBylaAb72z9vu67Y23u/5gfHKhH40DENzkgJohgFEshCHAFwaIYYAIPIxA3tErX3eQduhYoP0bHCaOA8xmHoILXzNpf2iP843buvMEHDheCI4XXfkyX/2/OApKtxFwM2vhYdLAq6YCHtW5kJnNcDLzkJp5qM08Sg4ABohhhBhdnBBaIXflSyRAo4RDnVSAChmHLiEHkZnHSC2Psa0meJdmoup4Jqpu+Br68Mul5zk/35a7yf32g+d5ZO5j/W/b9g27+mXggBoph0YJhwaJCY3txTgtLoHQSYXHQ+6/6fMtVoyZzeZevT88z/e6fbvH+2JsnRQdegMMHA89BxgEPHgO4HHl/2Zw4Dn+yj8j7so/SZ7r/U+T467+c+MADlzP7WtRrv3/WoHFX/2e5wEz37vwAgChkINIwEEkBERCDoKh6AG7bRM336Bfv2L6+FLu6NcWd4fPG0j7fXg95p/9rH/84n9WhF8r6q6+R/obehBdeY9zMEMIMwQwcQIYIYKRE4H/yQpoHHhI0LcfK2+Rt/HgHiWeR/+riJttf13nzOD/RK/9Xurjlgz1vX0eZvACA0ycETxnAi8wwsyZAM4MLYAf/9wWAnDtdxKVgUNApxABXUIEdoogufrGbLlNJ/XNX0F//mwc4oJlEH7sfdqF1ddhAzsQLP71SHSAnw7w+0kI3kkOhNz8ORYrxnx8fJCent5zu6GhAV5eXr0eb2j4cf2nxsbGXo/3xcNr/gCp9MfLS3meh9Fkhs5ght5ggk5vQrfeiG6dCV16I7p0RnRf/erSm67+/+rjuquP668+rrvyXL3BDJGQg1DAQSDg4CQVQSWXwFkhgVohgbebHH6eSvh7KuHroYDUjsccZWRkIDGR1nUbanTchx4d88FlMpvQbdSh26hDl6EbnYYudBm7r37fjS5DF8oqyuHr54drH59igRjOTio4O6mglqrgq/Sy2BxPjoze60NDp9MhNzf3po9brBibOHEi3nvvPTQ3N0MmkyElJQWvvfZaz+P+/v6QSqU9b4Rvv/0WU6dOHVCbHMdBLBJCLBICMuteL40QQhyFUCCEQiKHQiK/6TYZHRlIjKKigDgmi41A9vb2xrp167Bq1SosXboUixYtQmxsLNauXYucnBwAwNtvv43XX38dd911Fzo7O7Fq1SpLxSGEEEIIsUoWndQrOTkZycm9FxTetGlTz/cRERH46quvLBmBEEIIIcSqWe+1+YQQQgghDoCKMUIIIYQQhmxy7SH+6lwCer2ecRLHo9PpWEdwSHTchx4d86FHx5wNOu6Wd61e4X8+H9ZVHH+zR6yYRqNBUVER6xiEEEIIIX0WFhYGlUp13f02WYyZzWZotVqIxWJaVogQQgghVo3neRgMBigUCggE148Qs8lijBBCCCHEXtAAfkIIIYQQhqgYI4QQQghhiIoxQgghhBCGqBgjhBBCCGGIijFCCCGEEIaoGCOEEEIIYYiKMUIIIYQQhqgYI4QQQghhiIoxQgghhBCGqBgjhBBCCGGIijFCyJDQaDRYvnw5Ro8ejaKiItZxCCHEaohYByCEOAYnJyds3LgRb731FusoPT777DOkpKSguroaMpkMbm5umD59OtasWWPXbfeFRqPB6tWrUVpaiq1btyIsLIx1JELsFi0UTggZUi+88AIeeeQRq/pw/+Mf/4glS5YgMTHRodq+FYPBAI1Gg7feesvqfl6E2Bs6TUkIcXjFxcUYMWJEr/veeecdfPLJJ0zatqTly5ejuLj4ttuJxWK4ubkNQSJCCBVjhDigtrY2hIeHo7q6GgDA8zz+/ve/Y+bMmSgoKGCc7sYqKioQHx+P+vr6nvt27dqFyZMno6am5rrt29raMHr0aJw5c6bX/c899xyeeuop/PSkgEajgbOzc8/t5uZm7Ny5E/fff3+/99Xf9n/e9kBc+7mOHj0acXFxmDFjBrZv395rm0ceeQQbNmwYlPYIIYODxowR4oDy8/Ph7OwMf39/dHZ24vnnn0djYyO2b98Od3d31vFuKCgoCNOnT8d///tfPPfcc8jKysJrr72Gjz/+GL6+vtdt7+zsjPvuuw+ffPIJxo0bBwD4xz/+gdLSUmzevBkcxwEA6urq4OXl1eu5O3bswLRp0+Dk5NSvffW3/Ru1fTPvvfceAODpp5++6Tb5+flwdXVFWloaAGD37t14/vnnMWvWrJ5erlmzZuFPf/oT6uvrwXEcnnnmmev2s2HDBnh6evYpFyFk4KgYI8QBFRQUICIiApcvX8YTTzyByMhIvPPOO5BIJBZtd+3atcjPz0d5eTnuu+8+3HPPPf1+/kMPPYQlS5bg6aefxquvvorY2Nibbr969WrMmTMHFRUVuHDhArZt24Zt27ZBJpP1bFNUVHTdacJjx45h2bJl/d5Xf9u/UdsDUVBQgKioqJ7b48aNg8lkQnt7e08xJpVKERUVhZMnT+Luu+/GF198MWjtE0LuDBVjhDigvLw8GI1GrFixAmvWrMHq1atvuN1jjz2GjIyMGz6WmJiIDz/8sF/tbtq0qd9ZfyoqKgqxsbFYsWIFHn30USxYsOCW23t7e2PhwoV49dVXceHCBXz88cfw9vbutU1JScl1BVFRURGGDRvW7331t/0btT0QeXl5PcVYe3s73nnnHURFRSE4OLjXdqGhoX06HT3Q4pkQ0jdUjBHigPLz81FXV4eYmJibFmIA+l1sWZrZbIZAIADHcfjVr37V67E333wT8+fPv66nbPXq1UhOTsb69et79Rr99PGf02g0UCgUN9z2Rvu6Wdu3a/9Wx/5O5OfnIyUlBZ9//jm0Wi0mT56Mjz766LrTqAqFotfYu5sZaPFMCOkbGsBPiIPR6/UoKyvDhg0bUFZWNiRXDA6WN954AxqNBiEhIdi1a1evx4qLixEaGnrdcwwGAyQSCebOndvndtRqNbRabZ/3dbO277T9ax577DGMGTMGY8aMwcaNG7Fx48ae24899livba/9XHft2oXMzExs2LAB2dnZEIvF1+1Xq9VCrVb3Ow8h/7+9O4+L6rr7B/65s8Iww74pAooKKAIqoKi44RoB9ySaRE1s1jbNE9MkT7bnl6Zt2iQ/f7Gt9mmTNE2axiQaE02McVfcQAVUFmWTTUVZh21gmO3e3x8EIooIyMyZ5fvOi5fMzJ17Ppxc4Ms9955DzIPOjBHiYIqKiiASiRAbG4stW7bgkUceQVhYGKZMmXLbto8//nivw5T//Oc/ux6HhYWZLXNhYSG++uorHDp0CNu3b8fZs2exefNmrFixouusT01NDd59913k5uZi5cqVePjhhwF0XEc1evRoSCS3/7i70xmtsLAwlJeX3/b8nfZ1p7Z7e09vZ9M63Xxm8m4X8BcVFUEmkyEwMBAAsGDBAmzZsgX79+/HypUru21bUlKCxYsX37FdQohlUTFGiIPJz8/vKg4iIiLw5ptv4vnnn8eOHTu6fpF3urnYupvCwsJ7ytXbjO9paWnYtGkTPvvsM3h7e2PBggV4//33cfjwYcydOxdqtRpNTU144YUX4OzsjNWrV3cVRPn5+RgzZkyPbRYXF+PZZ5+97fmZM2ciIyPjtoKlp3311nZv7d+p7YHq/P9685DkzJkzceTIkW7FmF6vx8WLF/HOO+8MWtuEkHtDw5SEOJhbi4OlS5ciJSUFv/rVr9DW1sYsV+dySQsWLOj2fElJCTZs2ID33nuv6+ybWCzGY4891nVNU2FhIRYvXgx3d3fI5fJuk5UWFhbesRjrPKO1bNkybN26tev5JUuW4NixY2hvb++2fU/76q3t3tq/U9sDlZ+ff9vZyenTpyMtLQ06na7rucOHD2PSpEl3vfmAEGI5tBwSIWTQrFy5EjExMTh9+jRWrFiBtWvX9nsfA1ku6dNPP0VDQwM2bNiAQ4cOobS09LYL/G+lVquxbNkyfPfdd11ntL799tuu199//314enri0UcftXjb5nT//ffj7bffpuWNCLEiNExJCBkUarUajY2N+PWvf41f/vKXeOGFFwZUjA1EUVERnJ2d8V//9V9QKBR466237vqem89oAbjtjNYLL7zArG1zunVGfkIIe1SMEUIGRWFhIZKSkqBUKlFWVoZhw4Z1vVZbW2vWmd7/+Mc/9vs9hYWFEIk6rtQ4dOhQ1yz5ttQ2IcQ+UDFGCBkUhYWFGDt2LIDbr1/y8fGxupneB3JGyx7aJoRYHyrGCCGDoqioCImJiQA6ZoKfPXt2v/dhyRnfB3JGyx7aJoRYH5u8gJ/nebS2tkIqlfa4QC8hhBBCiLUQBAEGgwEuLi5dlyjczCbPjLW2tqKoqIh1DEIIIYSQPgsNDYVKpbrteZssxjqX9wgNDYVMJmOcxnHk5eVh3LhxrGM4HOp3y6M+tzzqczao3y1Dr9ejqKiox+XJABstxjqHJmUyGeRyOeM0joX6mw3qd8ujPrc86nM2qN8t506XVtEM/IQQQgghDFExRgghhBDCEBVjhBBCCCEMUTFGCCGEEMKQTV7ATwghhJDe1WjqcFldjnajHu5OrhjnF4Yz187jy5zvUN+mhpfCE/HKKMQghnVUh0fFGCGEEGJHLteX46vc75FTnd/tealIApPAgxd4AEBdmxr7tCcwomIEpgfT+qgsUTFGCCGE2AFBELCn6Ai25uyEq0yJB8YlIy4gGgqpMyqbq/H/Tn0AA2/s9h6jYMKXOd9RMcYYFWOEEEKIjRMEAZ9d+AZ7ig4jLiAaz0xaA6XMpet1Hxcv6E36Ht9b36a2VExyB1SMEUIIITZuZ/4+7Ck6jIWjZ+GxCQ/0OLmol8ITdT0UXl4KT0tEJL2guykJIYQQG3b22gV8lfs9pgdPwqMT7r/jLO+ro5ZAJr59CcEVEYvMHZHcBRVjhBBCiI1StzXiHxmfI8QjCM/ErYGIu/Ov9enBk/BU3MPwVniCA+Am71iwOq+6AIIgWCgx6QkNUxJCCCE2iBd4bDnzKQwmA56bsh4S8d1/pU8PntTtYv3NB/+JE1cyETM0CgnBceaMS3pBZ8YIIYQQG3SyIgN5NYVYO34lhqr8BrSPeI9ojPQIxmcXdqBV3zbICUlfUTFGCCGE2BitoR2fZ3+LUZ7DMWfktAHvR8SJ8ETsajTpWvBV7veDmJD0BxVjhBBCiI355tJeNLY3Y/3EB3u9TqwvQjyDsWDkTBy4fBwVjdcGKSHpDyrGCCGkFyatBgb1Dejrr0PgTazjEIK6NjV+LDqCWcOnYJTX8EHZ5wPjkuEsdaKzY4zQBfyEENKD1qIMNGfth7YsG/hp+RiRwhWKUbHwSFgBqYc/44TEUe3K3w8BAu4flzRo+1TKXbA4fB6+yv0ehXUlCPMeOWj7JndHxRghhNzE1N4KRfZ3qL5xERJXb7hPWQqpdwDA89CW56I1Pw2tl07CY8aDcItfDO4eh4gI6Y+6NjWOlKZh9oip8HHxGtR9LwpNxN7iVHyZ8x1+m/jCoO6b9I6KMUKIw2vJO46Go1thbK4DRGLIeB4eMx6E+7QV4ETiru1U0YkwNtej7sDHUB/5D/R11+CT9Ey3bQgxp12XOs6KLR+zcND37SSRY/mYhfjk/Hbk1xZjjM/oQW+D9Iz+pCOEOLSWvOOo2/OPjkIMAHgTwHGQePj3WGRJXL3gt+IleMx4EJqco6jZ+T5dS0Ysorm9BUfL0jBr+BR4u5hnCaPEkGlwlSuxK3+/WfZPekbFGCHEoTUc3QrBqOv2HCfwaDi69Y7v4TgOHtMfgOfcdWgtOA116hfmjkkIDpScgIE3IjlsjtnakEtkWBSaiPM3LqK8ge6stBQqxgghDs3YXN+v52/mPnkxXGMWoil9F1pyjw12NEK66E0G7C9OxYQh4xDgat6bRxaMmglniRN2FdDZMUuhYowQ4tDELq49Pi9x7dvF0V7zHoNTUATq9n4AQ0PVYEYjpMupigw06VqQFJpo9rZcZArMGZmA01fPoa5Nbfb2CBVjhBAHJvAmcBL57c+LJPCY/XCf9sGJJfBd8hwgEqP2h/+F8NM0GIQMpn2XUxHoNhSRfuEWaW/h6FkQIODA5eMWac/RUTFGCHFYLRcOw9hUA1XMQkhcvQFwkLh6o3XcIqjGzejzfiSu3vCe9xjar1xEc+Y+8wUmDqlEXYGyhquYN3I6OI6zSJu+Ll6IGxqNwyUnoTfqLdKmI6OpLQghDsmkbYE6dSucgiLgveBxcAuf6HqtNiur3/tTRs2G5tIpqI99CeXYaRC7uA1mXOLADpacgFwsw4zgyRZt977Q2ThbeQEnr2QgMWTg61+Su6MzY4QQh9SYthN8exu85q8flLMNHMfBa95jEAw6qI99OQgJCQHaDFqcupKJqUGxUMicLdr2WJ/RCHILwP5iujnF3KgYI4Q4HKOmEc2Ze6GMSIDcb/ig7VfmPQyusfeh5fwh6KrKBm2/xHGdqsiEzqjD3JEJFm+b4zjMHZmAssarKFVfsXj7jsSsxdju3buxaNEizJ8/H1u33j5nT2lpKdasWYPFixfjF7/4BZqamswZhxBCAABNp3dBMBnhMf3+Qd+3R8L9EDkroT76+aDvmzie4+WnEeg6BKM8hzNpPyE4DlKRBEfKTjFp31GYrRirrq7Gpk2b8MUXX2DXrl3Ytm0bLl++3PW6IAh45pln8MQTT+D777/HmDFj8OGHH5orDiGEAACMmgY0Z+2HMnImpJ5DB33/Ymcl3Kcshbb0AtqvFgz6/onjqNbUorC+FNOHT7bYhfu3UspcMDlwIk5WZEBHF/KbjdmKsbS0NMTHx8Pd3R0KhQILFizAvn0/32V08eJFKBQKzJjRccfS008/jYcf7tut5IQQMlDNGT9CMBrgMW2F2dpwjb0PYhd3qI9/ZbY2iP07UZEBoOPsFEtzQqahzaDFmWvnmeawZ2YrxmpqauDj49P12NfXF9XV1V2Pr1y5Am9vb7z22mtYtmwZ3nzzTSgUCnPFIYQQ8Pp2NJ87AEXYJEg9h5itHZFUDvepy9BengttRZ7Z2iH2SxAEnKg4gwjfUHgrzLMOZV+N9RkNf6UPDpfSUKW5mG1qC57nu51WFQSh22Oj0YizZ8/i888/R2RkJP785z/jnXfewTvvvNPnNvLy6IecpWUN4JZ/cu+o3weHvCITinYNqtzDUHmXPr33PveBm9wFV/Z+Ck3c6nvcl2Og4/xnN9prcaOlBtHOYWbvl77sP0w+HMdqM3Aw/Qg8ZTRty2AzWzHm7++PzMzMrse1tbXw9fXteuzj44Pg4GBERkYCAJKTk/Hcc8/1q41x48ZBLr999mxiHllZWYiJiWEdw+FQvw8OgTfh6umPIQ4Ixfi5S3rddrD6vNFYCfXRrRgX4AG5f8g978+e0XHe3SfntkMqkuDBaUvhIjPfqFFf+32kdhRO7M5CtaIJ86LNvySTvdHpdL2eQDLbMOXUqVORnp4OtVoNrVaLAwcOdF0fBgATJkyAWq1GQUHHBa5HjhxBRESEueIQQhxcW8l5GBur4TYp2WJtqiYuACdzRmP6Lou1SWyfiTch7UomYoZGmbUQ6w93ZzfEDI3EsbJ0GHkT6zh2x2zFmJ+fHzZs2IC1a9di6dKlSE5ORlRUFJ544gnk5ubCyckJf/vb3/DGG28gKSkJZ86cwSuvvGKuOIQQB9ectR9ipQdcwiw3i7nYyQWuE+ejNT8dhsbqu7+BEAC51QVo0rUwv3D/VnNCpqFJ14Jz13NZR7E7Zl0OKSUlBSkpKd2e++ijj7o+j46Oxo4dO8wZgRBCYGishrbkPNwTVoATW3YVOLe4JDSd/QHNWfvgNWedRdsmtul4xVm4yBSYMMS6Roui/cfCw8kNx8pPY9Kw8azj2BWagZ8QYvdazh8EOA6uE+ZZvG2Jqxdcwiah5cIR8AadxdsntqXd0I6MaxcwJTAGUrGUdZxuxCIxpgXF4tyNPLToNKzj2BUqxgghdk0wGdGSfQSK0TGQuHozyeAacx/4dg00F08yaZ/YjnM38qAz6ZEQZF1DlJ1mDJ8ME29C+tVzrKPYFSrGCCF2ra3kPEytTVCNn8ssg1PQWEh9AtGctQ+CIDDLQazf2cpsuMlVCPceyTpKj4LdhyHQdQhOlJ9hHcWuUDFGCLFrLTlHIXZxgyJkPLMMHMfBLWYh9FWl0F0vZpaDWDeDyYDz1/MQExAFkcg6fz1zHIfpwyejsL4U1Zpa1nHshnX+3yaEkEFg0ragrTgLyojpFr9w/1bKcTPByZzRnLmXaQ5ivS7WFENrbEdcQDTrKL3qvMvzRMVZxknsBxVjhBC7pbl4CuCNUEbOYh0FIrkzVFGzoMlPg6m1iXUcYoUyKi9ALpEj0jeMdZReeSs8EeEbihPlZ2nYfZBQMUYIsVua3FTIfIMh9x/BOgoAwDVmIWAyovnCYdZRiJXhBR6ZlTkY7z8WMomMdZy7mh48GTc0NbisLmcdxS5QMUYIsUv6umvQXS+GMmoW6yhdZN7D4DQ8Ei3n9kOgWczJTUrVV9DQ3mT1Q5Sd4odNgFQsxYlyGqocDFSMEULskiY3FeBEUEbMuNumFuU6cQGMzXXQluWwjkKsyNnKCxBxIkwcOo51lD5RyJwROzQKp65m0vJIg4CKMUKI3RF4E1pyj0ExcgIkSnfWcbpxGR0LkbMKLdlHWEchViSjMhsRvqOhlLmwjtJn04MnoUWnQXbVJdZRbB4VY4QQu6Mtz4OpRW1VQ5SdOIkUynEz0Fp0Fqa2FtZxiBW43lyFyuYqxAWMZx2lX8b7j4VS5oKTdFflPaNijBBidzR5xyBycoFidCzrKD1SRScCJiM0F0+wjkKsQEZlx5B1bEAU4yT9IxFLEB84EZmVOWg3tLOOY9OoGCOE2BXeqEdr4Vm4hMVDZKV3pcn9hkPmP5KGKgmAjiHKER6B8FZ4so7SbwlBcdCZ9Mi8TtdA3gsqxgghdkVbmg1Br4XLmCmso/RKFZ0IfXUZdFWlrKMQhhq0TSiuL7O5IcpO4T4j4aXwwImKDNZRbBoVY4QQu9KanwaRsxLOwyNZR+mVMiIBnFhKZ8ccXNb1HAgQMMlGprS4lYgTYVpQHLKrLqG5na6BHCgqxgghdoM36tFalAGX0MnMlz+6G7GzEorwydDknQBv1LOOQxjJqMyGn4s3At2Gso4yYAlBceAFHulXz7GOYrOoGCOE2A1tyYWOIcqxU1lH6RNVdCL4dg3aimiIxxG1GbTIrS5EXEA0OI5jHWfAgt0DEOg6BCev0HE8UFSMEULsRmtBescQZbBtTJzpPDwSEldvGqp0UBduXIKRNyJumG0OUXbiOA7TguNQWFeCmtZ61nFsEhVjhBC7YEtDlJ04TgRl5Cxoy3JgbFGzjkMsLLMyGyq5EmFeI1lHuWcJQXEAgFN0If+AUDFGCLELtjZE2UkVNRMQeGjyjrOOQizIaDLi3I08xA6Ngkhk+7+KfZXeCPMKoaHKAbL9I4AQQmB7Q5SdpJ5DIQ8IQ0tuKgRBYB2HWMil2mK0GbQ2szB4X0wLjsPVpuu40ljJOorNoWKMEGLzuoYow+JtZojyZqqoWTDUXoW+qox1FGIhZysvQC6WIcovnHWUQTM1MAYiToQTtDxSv1ExRgixeV1DlFY+0euduIyZCoglaMlNZR2FWAAv8MiszEG0/1jIrHSViIFwdVIh2n8MTl3JBC/wrOPYFCrGCCE2r2OIUmVzQ5SdxM5KuIyOg+biCQgmI+s4xMxK1Veg1jba1RBlp2lBcahrU6OojlaW6A8qxgghNu3nIUrbuYuyJ8qoWeDbmtFWcp51FGJmGZXZEHEiTBxqm3889GZSQDRkYikNVfYTFWOEEJtm60OUnRQh4yFSuEKTe4x1FGJmGZXZGOMzCiq5knWUQeckdUJsQDTSr56Dkc7y9hkVY4QQm9axFqXtDlF24sQSKMfNQGtxBkxaWuPPXl1vqca15ht2OUTZKSEoDhp9K7Kr81lHsRlUjBFCbBZv1KO1ONPmhyg7qSJnAiYjWi+lsY5CzCSzMhsA7LoYG+8/FkqZC07SUGWfUTFGCLFZPw9R2tZEr3ci8xsBqU8Q3VVpxzKuZWOEeyB8XLxYRzEbiViC+MCJyKzMQbuhnXUcm0DFGCHEZnUNUQ637SHKThzHQRU1C7rKIujrr7OOQwZZY3sziurLbH4tyr6YHhwHnUmPjMoc1lFsglmLsd27d2PRokWYP38+tm7desftUlNTkZiYaM4ohBA7wxt0aC3+6S5KkZh1nEGjjJgBcCJoclNZRyGDLKsyBwIExA61/2IszHskvBQetDxSH5mtGKuursamTZvwxRdfYNeuXdi2bRsuX75823Z1dXV49913zRWDEGKntKUXIOjb7WaIspNE5QHnEdHQ5B6DQBNn2pWMymz4uHgh2D2AdRSzE3EiTAuKQ3bVJTS30w0pd2O2YiwtLQ3x8fFwd3eHQqHAggULsG/fvtu2e+ONN/Dss8+aKwYhxE615qfb1RDlzVRRM2FsrkP7lUuso5BBojW0I7e6AHEB0eA4jnUci5geHAde4JF+9RzrKFbPbMVYTU0NfHx8uh77+vqiurq62zafffYZxo4di+ho+z9lSwgZPPY6RNlJEToJnMwZLTmprKOQQZJddQkG3ohJdnwX5a2C3AIQ6DqEhir7wGz3gvM83636FwSh2+OioiIcOHAAn376KaqqqgbURl5e3j3nJP2TlZXFOoJDon7vTlpdCKW+HdclPrhipr5h3ecK31DwF0/hqm8MYEfrF/aGdZ+b076qo3AWydF6pQlZV63r6zRnv4+QBOB4XSaOnE6Fm1RltnZsXa/F2MSJE3t9syAIEIlEPf6P9Pf3R2ZmZtfj2tpa+Pr6dj3et28famtrsWLFChgMBtTU1OChhx7CF1980efw48aNg1wu7/P25N5kZWUhJiaGdQyHQ/1+u5pdJ9DmrELUvGVmOTNmDX2u9XHCjf/8H4Qq9FBF2vbqAn1hDX1uLkbehM27tmJy0ETExcaxjtONufs9UBOM43sy0eTajsSxs8zWjrXT6XS9nkDqtRgbMmQIPvzwwzu+LggCnnrqqR5fmzp1KjZv3gy1Wg1nZ2ccOHAAv//977tef+655/Dcc88BAK5du4a1a9f2qxAjhDimziFK5dgEuxyi7OQUOAYSd19oco91TAZLbNalmiK0GbQOMaXFrXyV3gjzCsHJKxlYNnYh6zhWq9dibMOGDQgI6P2ujw0bNvT4vJ+fHzZs2IC1a9fCYDBg5cqViIqKwhNPPIHnnnsOkZGRA09NCHFY9noX5a04TgTluJloPLkDxuZ6SFztd5JQe5dRmQ2ZWIoovzGsozCREDwJH5/7ChWN1xDsPox1HKvUazE2d+5cAB1DjDt37kRjY2O3119++eWubXqSkpKClJSUbs999NFHt203bNgwHDlypK+ZCSEOTGNnE732RhU5E40nv4Ym7zjcpy5jHYcMgCAIyKjMRrT/WMgd5Nq/W00JnIhPzm/HyYoMKsbuoE93Uz7zzDPIycmBIAjdPgghxJJ4gw5tnWtR2vEQZSep5xDIh4WjJTeVfubaqNKGK1BrG+16Lcq7cXVSIdp/DE5dyQRPc+f1qE93UxoMBmzZssXcWQghpFddQ5Rj7XuI8maqyJmo2/sB9DdKIB86inUc0k8ZlRfAcRwmDnXsS3MSgiZh85lPUFhXgjE+o1nHsTp9OjMWERGBoqIic2chhJBeafLTIFK4wjnY/ocoO7mMnQZOLEVL7jHWUcgAZFTmYIz3KLjKlayjMBUXEAW5RI5jZadZR7FKfSrGJk6ciKVLl2LmzJmYM2dO1wchhFiKow1RdhI7uUARGgfNxRMQTAbWcUg/VLXU4GrTdYceouzkJHXClMCJSLuahXajjnUcq9OnYcqPP/4YGzduRFBQkLnzEEJIj7QlnXdR2v+cW7dSRc1Ca34a2i6fh0vYJNZxSB+drbwAAFSM/WT2iClILUvH6avnMGuE430f96ZPxZirqysWLVpk7iyEEHJHmgLHG6Ls5BwyHmIXN7TkplIxZkPOXLuAEe6B8FV6s45iFcK9R8Ff6YPUsnQqxm7Rp2HK+Ph4vPvuuzh//jwuXrzY9UEIIZbgqEOUnTiRGMqI6WgrzoKprYV1HNIH6rZGFNeXYXLgBNZRrAbHcZg1Ygou1RajSlPLOo5V6fXMWEFBAcLDw7F7924AwP79+7te4zgOhw8f7tqGEELMpe3yOQj6dijHTmMdhRll1Gw0nf0Bmkun4BZLM5lbu84hyknDxjPNYW1mDo/HttzdSC1Lx6rIxazjWI1ei7FXX30VO3fu7HVC1s5tCCHEXFovnYTYxR1OQWNZR2FG7jccMt9gaHJTqRizAWevXUCAyh/DXIewjmJVvBQeiPIfg2Plp/FARDJEoj4N0Nm9u54Z622xcEEQoNfrBz0UIYR04nVtaLt8Dqrxcx1yiPJmyqhZUB/6N/R11yDzppnMrVWzToNLtcVYOmY+6yhWafaIKfhz+sfIqylElL9jLhF1q16LsUOHDlkqByGE9Ki1KAOCUQ9lhOMOUXZSRkyH+vB/oMk9Bs/ZD7OOQ+4gszIHvMBjUgBdL9aT2IBouEidcaQsjYqxn/RajN1tkXBCCDG31kunIHH1hjwglHUU5iRKDziHRKMl9xg8Zq0Gx9EQjzU6e+08fBSeGOERyDqKVZKJpZgWHIejpWnQ6FuhlLmwjsQcfScTQqyWSduCttILHbPQU+EBAFBFzYappR7tFXRHuzVqM2iRU12AScMmgOM41nGs1tyQBBh4I83I/xP66UYIsVqtBWcA3gTl2ATWUayGYnQsRHIFWnJSWUchPTh/Iw9G3ojJw2iIsjfDPQIx2nM4DpacgCAIrOMwR8UYIcRqtV46CannEMj8R7COYjVEUjlcxkxFa8Fp8Hot6zjkFmeuXYC7kytCvemYvZt5o2bgeks1LtbQ2tdUjBFCrJJR0whtxUW4jJlGwz23UEXNgmBo7zhzSKyG3qjH+RsXERcQDRENq9/V1MAYuMgUOFBynHUU5uhoIYRYpdaCdEDg6S7KHsiHhUPi7gdNbirrKOQmWTdyoTPqMCXwzlNCkZ/JJDLMGj4FGdcuoFHbxDoOU1SMEUKskibvOKQ+QZD5BLGOYnU4joMqcha05XkwNtexjkN+cupKJtydXDHWh+787at5o6bDJPA4UpbGOgpTVIwRQqyOvv46dJVFUEXNYh3FaikjZwAQ0JJLQzzWoE2vxfnreZgSGEOzyvfDUJUfIv3CcKjkJHieZx2HGTpiCCFWR5N7DOBEUEZMZx3Fakk9/OEUNBYt2YchCI77S8xaZFRmw8AbMS0olnUUmzNv5AzUtalxvspxp2uhYowQYlUEgYcm7xicR0RBovJkHcequU6cD2NDFbSl2ayjOLy0q5nwUXhitBfdRdlfsQHR8HByw4HLx1hHYYaKMUKIVWm/kg9jUy1UkbNYR7F6LmHxEClc0XzuAOsoDq1Zp0FOVT6mBsXSnb8DIBGJMXdkAs7fuIjrzVWs4zBBxRghxKpoclPByZygCJvEOorV4yRSuI6fg7biTBib61nHcVhnrp6HSeAxLSiOdRSbNX/UDEhFEvxQdIR1FCaoGCOEWA3eoIMmPx0u4VMhkspZx7EJqgnzAEFA8/mDrKM4rFNXMhCg8kewO63nPFBuTq6YPnwyjpWfRrNOwzqOxVExRgixGm1FZyHotVBFzWQdxWZI3f3gPHI8Wi4cgmAyso7jcNRtjcivvYxpwTREea+SQ+fAYDLgwGXHu0OYijFCiNVoyTkGias3nILGso5iU1wnLoBJ04DW4gzWURxO2tUsCBAwle6ivGfD3IZgwpAI7C9Ohd5kYB3HoqgYI4RYBWNLA7Rl2VBGzgRHS8n0i2LUREhcvdGStZ91FIdzqiIDI9wDMVTlxzqKXUgKnYMmXQtOVjjWHxb0E48QYhU0uUc7lj+KpCHK/uJEYqgmzIO2PBf6+uus4ziMK42VKGmowMwR8ayj2I1Iv3AEuwVgT+EhCILAOo7FUDFGCGFOEHg0nz8Ip6AIyLzoIuiBUI2fA4gkaM78kXUUh3G0LB1ikRgJwXTn72DhOA5JYXNwtfkGsqvyWcexGCrGCCHMaUuzYWysgevE+ayj2CyJ0gPKcQloyT4Ck7aFdRy7ZzQZcbziDOKGRsNVrmQdx64kBMXBw9kNu/L3sY5iMWYtxnbv3o1FixZh/vz52Lp1622vHzp0CEuWLMHixYvxy1/+Ek1Njr1qOyGOqvncAYgUrnAJm8w6ik1zm5QCwaBD8zma5sLcsm7kokWnweyQKayj2B2JWIIl4fNxqbYYF2uKWMexCLMVY9XV1di0aRO++OIL7Nq1C9u2bcPly5e7XtdoNPjtb3+LDz/8EN9//z3CwsKwefNmc8UhhFgpY3M92oozoYpOBCeRso5j0+R+w+E8IhrNmT9CcLC70SztaGkaPJ3dEe1Hd/6aw9yQBLg7uWLHxT2so1iE2YqxtLQ0xMfHw93dHQqFAgsWLMC+fT+fcjQYDHjzzTfh59dxB0pYWBhu3LhhrjiEECvVkn0YEHi4TpjHOopdcJucApOmAZqLJ1lHsVtqbSPOV13EzOHxEInoah9zkElkWBI+HxdrinCppph1HLMz21FUU1MDHx+frse+vr6orq7ueuzh4YF58zp++La3t+PDDz/E3LlzzRWHEGKFBN6E5vOH4BwSDamHP+s4dsE5ZDykPkFoOvO9Q92NZknHy89AEATMHkFDlOY0b+R0hzk7JjHXjnme7zYbsSAIPc5O3NLSgl/96lcIDw/HsmXL+tVGXl7ePeck/ZOVlcU6gkOy136X1hRD2VKP2pEzcd3KvkZb7nOZXyRc8vYg58A3MHqPYB2nz2yhzwVBwN4rRxDo5I/KoquoxFXWke6ZNff7ROUYHKk5g10n9yDQ2X7/YDNbMebv74/MzMyux7W1tfD19e22TU1NDX7xi18gPj4er732Wr/bGDduHORyWr/OUrKyshATE8M6hsOx536/8dU+6JUeiFz4IDix2X4c9Zut97kQHYUrZafgq87HkAUrWcfpE1vp84Lay2goacbqCUsRM8L6896Ntff7OGMksvbkI9dYjKUxSazjDJhOp+v1BJLZhimnTp2K9PR0qNVqaLVaHDhwADNmzOh63WQy4emnn8Z9992H119/ndb0IsTBGBqqoC05D1X0HKsqxOwBJ5HCNfY+aEsvQFdVxjqOXTlYcgLOEifEB05kHcUhyCUyLAmfh9zqQru+dsxsxZifnx82bNiAtWvXYunSpUhOTkZUVBSeeOIJ5Obm4siRI7h06RL279+PJUuWYMmSJXj99dfNFYcQYmWaMvYAIjFcYxawjmKXXGPvg0iuQMPJr1lHsRtN7c1Iv3oOM0fEw0lCozKWMm/kDHg6u+M/2d+AF3jWcczCrH+OpqSkICUlpdtzH330EQAgMjISBQUF5myeEGKlTO2taMk+AuXYqZCoPFnHsUtiJxe4TkpG44nt0FWVQe5vO9eOWavDpadg5I1YMIqW7LIkuUSGh6KWYsuZT3GqIhPTh9vfigd0Ty4hxOJaLhyCoG+H26SUu29MBsxtUnLH2bET21hHsXkm3oSDl08g0i8cAa72eyG5tUoIjkOIRxC+yNkFnVHPOs6go2KMEGJRgsmIpowf4RQUAfmQENZx7JrYyQVuk1PQVpQB3Y1S1nFsWkZlNuq1DVg4ehbrKA5JxImwdvxK1GsbsKfoMOs4g46KMUKIRWnyjsPUXAf3+CWsozgEt7gkiJxc0HBiO+soNu2HwsPwc/FGzJBI1lEc1ljf0ZgUMB678vejUWtfyydSMUYIsRiBN6ExfSdkvsPhPIruRrMEkZML3CaloK04A7obJazj2KTCuhIU1ZciKWwOzbjP2MPRy2DgjdiW9wPrKIOKjipCiMW0Fp6Fof463Kctp+lsLMhtUhJETko0HKdrxwZid8EhKGUumEUz7jM3ROWLhaNm4UjpKRTX28+0LVSMEUIsQhB4NJ76BlLPIXAJj2cdx6GI5Aq4T1mCtstZ0FZcZB3HplxvqUZGZTbmj5pB01lYifvHJcHT2R3/yPgcRpORdZxBQcUYIcQiWgvOQF9dBvdpK8GJxKzjOBzXuCSIVV6oP/RvCHY6V5M57Ly0D1KxhC7ctyIKqTMej12Nq03X8V3BAdZxBgUVY6RXqVlXsf4PB7D4N99h064bSM2y/XXYiOUJvAkNx7+C1CsAynHTWcdxSCKpHJ6zH4K+qgSaiydZx7EJVZpanKg4i3kjZ8DdyZV1HHKTmKGRmBoYg28u7cW15hus49wzKsbIHaVmXcWWr7NR26CFAKCpzYQtX2dTQUb6TXPpFAx11+AxcxWdFWNIOW4GZP4joT7yH/B6Les4Vm/XpX0QcyIsDp/HOgrpwWMTH4CTRI4PMrba/Mz8VIwRGIw8KqqakZ57HT+mleHrw0XYdrAQ/9iZA53B1G1bncGEz/bmM0pKbBFv1KMh9UvIfIfTtWKMcZwI3gt+AVOLGg0nd7COY9WqNbU4Vn4ac0YmwMPZjXUc0gM3J1esG78ShXUlOHD5OOs494RW53VAgiCg7HozzlysQnZxLYqvNEBv7PtfFbUNWtyoa8UQbxczpiT2ojnjRxibauD/0P8Bx9Hff6w5DQuDMioRTWd2QxU1GzLvYawjWaWvcr+HWCTG0jG0dqo1mzF8Mk5eycDW7J02vToCFWMOpEmjw8GzV3A44wqu1WjAccCoYe64b+oIjBrmhgBfJbzdnOHiLIVYxOHxPx5EXWN7j/t68k+HMGqYGxKiAzBjwjD4eDhb+KshtsDU2oSGU99AMSoGihHRrOOQn3glPoK2ojOo2/shhjzyWyqSb1GqvoJTVzKxfOxCeDq7s45DesFxHJ6ZtAYv7fsD/pL+Md6e+zKkYinrWP1GxZgDqFG3YfvhIhzNvAq9kUdEiBeWzhyJyRFD4K66863a6xaNxZavs7sNVcqlYqxdFA4TD5zMrsSney7hsx8vIT5yCFISQhAR4kXzR5Eu6mNfQtC3w3POWtZRyE3ELm7wnLMWdXv+jpZzB+EaQ2d/OgmCgC9ydkElc8HisPms45A+8HR2xzOT1uK9k3/H1uydeHTiA6wj9RsVY3asSaPD9sNF+PFUOTgOSIwNxJIZIxHop+rT+2fFBAIAPtubj7oGLVwVYjy+NLrr+WWzRqGqvhX70sux/3QF0nJuIGSoG5bPHoWE8QEQi6goc2Tt1wrQcv4g3CYvpqEwK6SKnoPWiydRf+Q/UIyOgcTVm3Ukq5B1PQc51flYN34lFDI6428rYgOicN/o2fix+ChCvUdialAM60j9QsWYHTIYTfg29TK+OXIZOr0Rc+KCsHp++ICGEmfFBHYVX1lZWYj56fNO/l4ueDQ5Aqvmh+HYuWv47ngpNm7NwrZDRVg9LwzToodCREWZwxFMRtTt/QBilRc8ZtjeX6mOgOM4eCc9g2sfbkDt7i10TR8AvVGPT89/jWGuQ7CA5hWzOWuil6NUXYG/Z/wHgW5DEOg2lHWkPnPs7zw7lHu5Dr/emIrP9xYgerQ3tryUiOcenGD2a7qcZBIsiB+OLS/OxstrYgEA732eiV//v6M4mV0JnhfM2j6xLo2nv4e+5gq8F/wCIjq7YLWk7n7wmrce2vJcNJ3ZzToOc98XHkRNaz3WT3wAEpqCxeZIxBJsmPYEnCRyvHvif9Hc3sI6Up9RMWYnmjQ6bPryHF77+ymYeB5vPTEFrz82uc9DkoNFJOIwfXwANr84Gy89EgOeF/DuZ5n4r/dTcfZiFQSBijJ7p6suR8PxbXAZMwWK0Ems45C7UI2fA0XYZKiPfuHQC4lfa76Bby/tw5TAGIzzC2cdhwyQp7M7/jvhGTS0N+P/nvoAepOBdaQ+oWLMDpzJu4Fn/+9RHD9/DffPGY0tLyViYrgv00xiEYcZE4Zhy0uJ+M3DMdAbTPj9v87gv7ecRF5JHdNsxHwEowG13/8VYmclvBc+STdz2ACO4+Cz6BmIle6o/mYjTG22czZhsPA8j7+f/Q+cJHI8ZoMXf5PuRnkNx7OT16GwrgR/Pf0v8Lz1TwhLxZgNa2s34C9fnccfPjkLT1cnbNowC2sXjYVcaj2n18UiDrMmDsPfXk7Er1ZGo1rdhlf/9xTe/CgdJdcaWccjg6z+8GfQ11TAO+kZiBW0fIytECtU8Fv+IowaNWq++zME3nT3N9mRH4oOo7i+DI9NeICWPbITUwJjsG78Spy9dgEfZm61+lEZuoDfRuVersOfvzqHukYtHpgbilXzwiCVWG9tLRGLsHDKcMyODcSek6X4+nAxnt90DNPHB+CRheEY6qNkHZHcI82lU2jO/BFuk1PgMjqWdRzST04Bo+E9/xeo2/sB6g9/Bu95j7GOZBGl6gp8mfsdYgOikRAcxzoOGURJYXPQom/Ft5f2QiKWYP3EByGy0ptUqBizMTqDCZ/9eAnfHy/FUG8XvPvr6QgP9mQdq8/kUjGWzx6N+fHDsTP1Mr47XoJTOdcxb1IQVs8Pg5cbXexti3TV5ajd87+QDwuD5+xHWMchA+Q6cT70ddfQfPYHSN194RaXxDqSWbUZtNiU/jHc5a54Ju4RGla3Qw+OS4GRN+H7ggMw8TyeiFkNkcj6CjIqxmxI8dUGvP/FOVyr0SBp2gg8mjQWTnLb/F+odJZizX1jkJwwAtsPFWFfejmOZl5FckIIViSOhquLjHVE0kfG5npUbfsjRHIF/Jb9BpzYNo9J0sFr7joYm2pRf+ATiJxVUI2bwTqSWfACj/89+xlqW+vx29kboJLT2Xl7xHEcHo5aColIhG8v7UOrvg3Pxj8KmZXN0k8/NW2Awchj28FCfH2kGB4qOd56cgomhrG9QH+weKic8NSyKCyZMRJfHijEzmOXse90OZITQrB4egjclHdeIYCwZ9JqULX9T+B1rRi69m1IXL1YRyL3iBOJ4bv0eVRt+yNqv98MTiyBcsxU1rEG3fa83Th77QLWjl+JcJ9RrOMQM+I4Dqsil0ApU+KzCzvQmNqE30x7Em5WdH2g9Z2rI91cvtaIF/58DNsOFWHWxGHY8uJsuynEbubv5YINqydi829mY3yoD74+XIT1fziIj3blorZByzoe6YGpvRVVX/4e+rqr8Fv+IuR+w1lHIoNEJJXD/4FXIA8IRc3OTWjJOco60qA6WpqGby/tw5yQBCSFJrKOQywkOWwOnp/yOEoaruCVg++gVF3BOlIXOjNmpW4+G+aulOF/1k/GpAjbXI2+P4KHuOLVdZNwtboF3xwtxp5TZfgxrQyzYwKxInE0AuhCf6tgam1C1bY/QlddDr8VL0IxcgLrSGSQiWTOGLLqDVR/8x5qd2+BqbUJbvFLbP66qrQrmfhH5ueI9h+DX0x80Oa/HtI/U4Ni4K/0wcZTH+CNwxvxUNRSLAqdzfzCfirGrNDlq434y7bzKL/RjMTYQDyxZByUCse6hirQT4XnV03EQ/PDsTP1Mg6cqcDBs1cQE+6L5IQQTAzzpWWWGDGor+PGV2/D1KKG34oX4RJKd6DZK5HcGf4PvIaa3ZuhPvKfjmlLFj0NkdQ2Lx9Iu5KJzac/Qbj3KLw47WlI6PpGhxTiGYR357+Kv2d8js8u7MD5G7l4MvZh+Cl9mGWiI9GKtLTp8Z8f87HvdDk8VHKHORvWG19PBZ5aHoUH5oViX1o59qaX461/nsZQbxcsnDIcs2KGwUPlxDqmw2gtPIPa3VsAsQRDHnkLTgGhrCMRM+MkUvgu3YBGnyA0HPsS+poK+C55HjLfINbR+mVv0VF8ev5rhPuMxH9PfwZyiWP9gUu6U8mVeGnaUzhUchKfZ3+LF/f9AcvGLsSi0EQ4SSz/xwYVY1aA5wUcPFuBf+/JR2u7ASkJIVi9IBxKZ+u624MlD5UTVi8Ix8o5oUjLuY49p8rwr90X8e89lxA7xg9z4oIQO8YXUon1THhrT3idFuqjn6M5ax9k/iPht+I3kLr7sY5FLITjOHgkrITcPwS1P2xB5b9ehseMB+A2OQWcld2Vdiu9yYBPzm3H4dKTiAuIxn/Fr4eMCjGCjuN63qjpmDh0HD45tx1f5X6PfcWpWBmxCIkhCRZdn5SKMYYEQUB67g1s3V+AK1UtiAjxwlPLIjFiqBvraFZLKhFh5sRhmDlxGK5Wt+DQ2Ss4mnUVZy5WwcVJgkkR/kiIDsCEMB8qzAaBIAhoLUhH/aF/w9RcD9dJyfCa/Qg4iXX/AibmoRg1EcOe2ITavR9AfXQrWnKPwTNxDRSjYqzy2qsrjZX429l/o6zhKpaOWYAHx6VATAuAk1t4KTzwYsJTKKgtwRc5O/HPrK/wQ+FhLApNxIzgyVDIzD//JRVjDAiCgMz8amzdX4CSa00I8FHi5UdikTB+qFX+QLNWgX4qPJYSgbWLxuB8US1OZlfidF4VjmZdg7NcjOjRPpgY7oeYMF/4eipYx7UpgsCjrTgLjSd3QHfjMqQ+QfBb9wKchoWxjkYYE7u4wX/ly2grzkLdwX+hevufIA8IhfuUpVCMjgVnBcVOu1GH7wsOYGf+fiikzngp4WnEBUSzjkWsXLjPSLyV+Bucu5GHr/N+wL/ObcPWnF1ICIrD3JEJCPEIMtvvaLMWY7t378bf//53GI1GrFu3Dg8//HC31/Pz8/H666+jtbUVsbGxeOuttyCR2G992NZuwOGMq9hzqgyVtRr4eSqwYfUEzJwwDGIxzTIyUGKxCLFj/BA7xg8GI4+cy7U4nVeFcwXVOJ1XBQAY4u2CMcM9MXaEF8aO8ESAj5JuAOiBsakWLXkn0JJ9GMaGKkhcveGT/CsoI2daxS9ZYj0Uo2MQGBKNlpyjaDz1Dap3vAeJmy+UkTOhHDcdUk/L/3HZbtQhtSwd317ai8b2ZiQExeHRCffD1Ull0RzEdnEch5ihkYgZGonL9eU4WHICJyrO4HDpSXgpPBAzJBIxAZGI8Akd1OFus1U+1dXV2LRpE7799lvIZDKsWrUKkydPxqhRP0+u99JLL+EPf/gDxo8fj9deew3bt2/HQw89ZK5ITBhNPHIu1yEt5zqOn78Grc6EsCAPbFg9ETMmBEBCRdigkkpEiAn3Q0y4HwRBwLUaDbIKapBXUofM/GocybwKAHCWixHs74oRQ90wYqgrhvooMcTbBd5uzg5TpAmCAFNLPXTXL6P9ejG0pdnQV5cBAJwCx8Bz1kNwCY+nIozcESeWwHXCPKiiE9FadBYtWfvReHIHGk9+DYmbD5yHR8F5RBScAsMhVnmZpTgTBAEl6gqcqDiL4+Wn0WrQItx7JH4z7UmEeY8c9PaI4xjlNRyjvIZjzfjlOHstG1nXc3Cs/DQOlByHmBMh2H0YRnkNx2jPEQh0GwJ/lS8U0oENaZqtGEtLS0N8fDzc3d0BAAsWLMC+ffvw7LPPAgAqKyvR3t6O8ePHAwCWL1+Ov/71r/0qxq43V0Eul0Mikvz0IYb4pw8Rfvqm5zh0fft3Ltp+03Ndn3E/f979B0b/VnoXBAG1jVoUlquRVVCDs5eq0Ko1wEkmxpTIoUieNgKjAt279i3wpn7tv4cGB/KmgbXFGyEYDf1saQBtDehr6lmApwwBU4dh8dRhEAQB1+s0KKpoQOn1ZpTfaEb6+TIcTjd2bS+ViODj7gw3lRPclTK4uzrB3UUOd5UMLs5SOMslcJKJ4SSXwFkugbNMApGIg1gsgkQEiETcnX/hDOjLEgCjDryurR9vEcAb9OD1Wgi6NvB6LXidFny7BsamOhiaamFsroWh9ipMrY0d7xGJ4RQQCs/ENXAJj4fUw7Hv4iX9w4nEUIZPgTJ8CozN9WgtyoC2PAetBeloyT7csY3MGTLvYZD5BELs6g2JizvESneIXdzASZ0gaq2HsbkenEQGTirrvqwW9/NP7FZ9G642X0dFYyVK1BXIqcpHQ3sTpCIJYgOikRSaiFDvEMt3ArFbSpkLEkOmIjFkKvQmAy7WFCK/9jIu15fjRPlZHLh8vGtbNydX+Ct94OHkBncnV7g5qeDmpIJCpEBv92iarRirqamBj8/Pc3b4+voiJyfnjq/7+Pigurq6X228fXwLmo2aew9rBpwgdKxvMA7orJNPAzidDiDdzG2bc+cln7Bp9y64gRQ6Xh0ft36D1P/0AQDQ/fShvkO7A2h2QEo/66HtgRWtQsdfHhB8ZeDhBwEceHAAGoGyQx0f5iTYyJnHgk9vemAjmW/Fsq8FETg/H4gFHlKBhxQ8ZGiCrF4NaR0PEQSIBfz8rwDsLv6y6/PO5/UiDq1iETRiDhqxCC033ZijMPEY1abHnDY9Ilp1cC66Dhzdi1J2X7XN8QBQuo91CtviBiD+pw8eQK1UjFqZBHVSMeqkWqjVdSiRiNAiFqH9p9EvV4kSzwxfdcd9mq0Y43m+2xkCQRC6Pb7b630xod4dmnYZTBwPEwCTIIDnhI5/f9pn56+r3n5t3fwaJ+r4I0zEdZwh47juJ2p4HuAFAfwtO+QASMQc5FIOcqkIMikHmUSE/p6VH7xzQv3Xt7bv9AXd+d0D+5r63nFC/za//d13+Z8kCAJMfMcUJLzQcTzwQsdxIPz0uPNI6zxW+nRyz4y/J3lOBB7i7v9yEhg5KYR7GipieYT2n9DDZ4O6f7N3x8AbuLdog/FuHgInQOB4CD/9ZwAPPQQAPDgYwcEIwNSxLYSO7Tt+eoPnOj6TCByceBHkvBg+ehFGtUnhbuj4UPBidI5pXLam6Qb72X39723r+z7sdyIr+xLuOY4JcDcB7u23Pi1AJzZBcJIDw+/8drMVY/7+/sjMzOx6XFtbC19f326v19bWdj2uq6vr9npfPL7uRcjlvU/OZjLx0BlM0OqM0Ok7/m3Xm9Cu7/hXpzdCq/v5387n2/VGtOuMMBh5iEUiiH4agnKSSaBSyKBUSKFylsLXU4Eh3i7w81TY/VQKWVlZiImJYR3D4VC/Wx71ueVRn7NB/W4ZOp0OeXl5d3zdbMXY1KlTsXnzZqjVajg7O+PAgQP4/e9/3/V6QEAA5HJ514Hw3XffYcaMGYOeQywWQSEWQeFE8yIRQgghxPqY7VY+Pz8/bNiwAWvXrsXSpUuRnJyMqKgoPPHEE8jNzQUAbNy4EX/605+wcOFCtLW1Ye3ateaKQwghhBBilcw6qVdKSgpSUlK6PffRRx91fR4eHo4dO3aYMwIhhBBCiFWjSa4IIYQQQhiiYowQQgghhCGbXHtI+Ol+cr1ezziJ49HpdKwjOCTqd8ujPrc86nM2qN/Nr7NeEe4wHw4n3OkVK9bS0oKioiLWMQghhBBC+iw0NBQq1e1rpdpkMcbzPFpbWyGVSi2+EC0hhBBCSH8IggCDwQAXFxeIRLdfIWaTxRghhBBCiL2gC/gJIYQQQhiiYowQQgghhCEqxgghhBBCGKJijBBCCCGEISrGCCGEEEIYomKMEEIIIYQhKsYIIYQQQhiyyWJs9+7dWLRoEebPn4+tW7eyjmO31qxZg6SkJCxZsgRLlixBdnY20tLSkJKSgvnz52PTpk2sI9oNjUaD5ORkXLt2DQDu2M/5+flYvnw5FixYgNdffx1Go5FVZJt3a5+/+uqrmD9/ftfxfvDgQQDU54Nly5YtSEpKQlJSEt577z0AdJxbQk/9Tse6FRJsTFVVlTB79myhoaFBaG1tFVJSUoTi4mLWsewOz/NCQkKCYDAYup7TarXCzJkzhStXrggGg0FYv369kJqayjClfbhw4YKQnJwsRERECFevXu21n5OSkoTz588LgiAIr776qrB161aGyW3XrX0uCIKQnJwsVFdX37Yt9fm9O3XqlPDggw8KOp1O0Ov1wtq1a4Xdu3fTcW5mPfX7gQMH6Fi3QjZ3ZiwtLQ3x8fFwd3eHQqHAggULsG/fPtax7E5paSkAYP369Vi8eDE+//xz5OTkIDg4GIGBgZBIJEhJSaG+HwTbt2/Hm2++CV9fXwC4Yz9XVlaivb0d48ePBwAsX76c+n+Abu1zrVaL69ev47XXXkNKSgr++te/gud56vNB4uPjg1deeQUymQxSqRQjR45EeXk5Hedm1lO/X79+nY51KyRhHaC/ampq4OPj0/XY19cXOTk5DBPZp+bmZkyZMgX/8z//A4PBgLVr1+Lxxx+/re+rq6sZprQPb7/9drfHPR3j1dXVtz3v4+ND/T9At/Z5XV0d4uPj8eabb0KlUuGpp57Cjh07MHr0aOrzQTB69Oiuz8vLy7F371488sgjdJybWU/9vnXrVpw9e5aOdStjc2fGeJ7vtji4IAi0WLgZTJgwAe+99x5UKhU8PT2xcuVK/PWvf6W+t4A7HeN07JtPYGAg/va3v8HX1xfOzs5Ys2YNjh07Rn0+yIqLi7F+/Xq8/PLLCAwMpOPcQm7u95CQEDrWrZDNFWP+/v6ora3telxbW9s11EAGT2ZmJtLT07seC4KAgIAA6nsLuNMxfuvzdXV11P+DpLCwEPv37+96LAgCJBIJ9fkgysrKwqOPPorf/OY3WLZsGR3nFnJrv9Oxbp1srhibOnUq0tPToVarodVqceDAAcyYMYN1LLvT0tKC9957DzqdDhqNBjt37sQLL7yAsrIyVFRUwGQy4YcffqC+N4Po6Oge+zkgIAByuRxZWVkAgO+++476f5AIgoA//vGPaGpqgsFgwLZt2zBv3jzq80Fy48YN/OpXv8LGjRuRlJQEgI5zS+ip3+lYt042d82Yn58fNmzYgLVr18JgMGDlypWIiopiHcvuzJ49G9nZ2Vi6dCl4nsdDDz2ECRMm4J133sGvf/1r6HQ6zJw5EwsXLmQd1e7I5fI79vPGjRvxxhtvQKPRICIiAmvXrmWc1j6Eh4fjySefxOrVq2E0GjF//nwkJycDoD4fDB9//DF0Oh3eeeedrudWrVpFx7mZ3anf6Vi3PpwgCALrEIQQQgghjsrmhikJIYQQQuwJFWOEEEIIIQxRMUYIIYQQwhAVY4QQQgghDFExRgghhBDCEBVjhBCbsn79eqjV6kHbzly2bNmCQ4cOMWufEGI7qBgjhNiUU6dODep25nLmzBkYjUamGQghtsHmJn0lhNi/1tZWvPrqq6ioqIBIJEJERAR+97vf4fXXXwcArFu3Dh9++CEKCgrwwQcfQK/XQ61WY+nSpXj++efx6quvdttOJBLhd7/7HW7cuAGDwYCkpCQ8/fTT3dosKyvDqlWrcOLECchkMphMJsyaNQuffvopfH198fbbb6OoqAgGgwFTpkzByy+/DIlEguzsbPzhD3+AVquFVCrFyy+/jNLSUuTl5eG9996DWCxGfHw83nrrLRQUFIDjOEyfPh0vvPACJBIJxo0bhzlz5qCgoAAbN25EZGSkxfubEMKYQAghVmbnzp3C+vXrBUEQBKPRKLz++utCeXm5IAiCEBoaKtTX1ws8zwuPPPKIUFZWJgiCIFRVVQljxowR6uvru20nCIKwZs0a4fDhw4IgCEJ7e7uwZs0aYc+ePbe1+/DDDwt79+4VBEEQUlNThVWrVgmCIAivvPKK8Nlnn3XlefHFF4UPP/xQ0Ov1wrRp04SjR48KgiAIubm5QnJysmAymYRHHnmka18vv/yy8Pvf/17geV7Q6XTC+vXrhQ8++KAr586dOwez+wghNobOjBFCrE5MTAw2bdqENWvWYOrUqVi3bh2Cg4O7bcNxHP7xj38gNTUVP/zwA0pKSiAIArRabbft2trakJGRgaamJvzlL3/peq6goACLFi3qtu3KlSuxc+dOLFy4EN9++y0eeOABAEBqaipyc3OxY8cOAEB7ezsAoKioCCKRCLNmzQIAjBs3Drt3777t6zl+/Di+/PJLcBwHmUyGVatW4d///jeefPJJAEBsbOw99hghxJZRMUYIsTqBgYE4ePAgzpw5g9OnT+Oxxx7D7373OyQmJnZt09bWhmXLlmHu3LmIjY3FihUrcOjQIQi3rPDG8zwEQcBXX30FZ2dnAIBarYZcLr+t3fvuuw/vvPMOSkpKkJGR0bWmH8/z+Mtf/oKRI0cCAJqbm8FxHCorK8FxXLd9FBUVISQk5LYMN2/H83y368kUCsVAuokQYifoAn5CiNX54osv8OqrryIhIQEvvfQSEhIScOnSJQCAWCyG0WhERUUFNBoNnn/+eSQmJuLMmTPQ6/Xgeb7bdkqlEuPHj8cnn3wCoKOQWr16NQ4fPnxbu3K5HElJSXjllVcwf/78ruItISEBn376KQRBgF6vxzPPPIPPP/8cISEh4Diu62aBixcvYt26deB5vqv9zvd//vnnXe/fvn07pk6davZ+JITYBirGCCFWZ+nSpTCZTFi0aBGWL1+OlpYWrFmzBgCwcOFCrFmzBhzHYdasWbjvvvtw33334ejRoxg1ahQqKiq6bVdUVISNGzciOzsbKSkpuP/++5GcnIzFixf32Pb999+PnJwc3H///V3Pvf7662hra0NKSgpSUlIQGhqKxx9/HDKZDJs3b8aWLVuwZMkSvPnmm9i8eTNkMhkSExPx/vvvY+fOnXjjjTegVqu73j9ixIjbbiAghDguTrj1nD4hhBBCCLEYOjNGCCGEEMIQFWOEEEIIIQxRMUYIIYQQwhAVY4QQQgghDFExRgghhBDCEBVjhBBCCCEMUTFGCCGEEMIQFWOEEEIIIQz9f0qm8Ojs5+dUAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x720 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plot_triple_K_lines(K_HXa, K_Ya, K_bg,da_const,obs_loc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plot_double_pai(pai_HXa,pai_Ya,da_const,obs_loc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Next easiest, only point measurements, with overlap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 219,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "m_const = set_model_constants_22()\n",
+    "da_const = set_da_constants_22(method='LETKF',ncyc=30,obs_loc_sat=np.array([]),obs_loc=np.arange(15,299,15))\n",
+    "sat_operator = reflectance_simulator\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 220,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 3min 28s, sys: 5.61 s, total: 3min 33s\n",
+      "Wall time: 53.6 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "#this takes about 30 seconds because LETKF is so poorly implemented\n",
+    "states_1   = run_linear_advection_KF_22(m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 221,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_end=3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 222,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_start=da_const['ncyc']-3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 223,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "K_bg, K_HXa, K_Ya, pai_HXa, pai_Ya, x_ol_an, x_ol_bg, obs_loc = triple_kalman_pai(states_1[0],time,m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 224,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax= plot_triple_K(K_HXa, K_Ya, K_bg)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plot_triple_K_lines(K_HXa, K_Ya, K_bg,da_const,obs_loc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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OuEjUfHIIT6OTuGuy0VkMwQ6n2xRVIf6abEwxNiqXF+CqaQt2SAOCJG9CiH6tvmIr9RVbiM+4gtCorGCHc94C7d8W4/O5Kd7zGprmP/tOQpxBa14trftqiJw8aEAPeqsadSTeMBSdSUfFkv1429zBDqnfk+RNCNFvdbRVU7r/XUIiMkjMGDjt3E7HEhJHSu71tDYUUlX0SbDDEQOYp8lJzepCzIl2IqemBDucC6a3m0i8cSg+p5eKJfvxu6Vzz5lI8iaE6Jf8vs52bjoj6SPuRFH735hV5yMqcQKRCWOoOLSa1gbpZSe6T/P5qfqgABSIvzYbRR1Y7dxOxxQbQvz8HFw1bVStOCCzk5yBJG9CiH6pNH9pVzs3o3ngXhL6KkVRSMm9EZM1iuI9r+J1yzRBonvqNxzBWdlK7JWDMYSZgx1OjwrJjCR6ZjrtB+upX3s42OH0W0GZmF4IIc6kvmJb17ylodHZwQ6nx+n0ZjJGLiJ/0984vO9NMkffO+B6CfaGL0o289rupdQ7GoiyRnLHyIVMT50Y7LD6FUdpE40bjxA6PBZ7Tkyww+kV4WMT8TQ6adxSjiHCQtjIgTP8SV+RmjchRL/ibK/pHM8tg8QBNJ5bd1lDk0nOmk9z7X5qS78MdjhB90XJZp7Z8gp1jgY0oM7RwDNbXuGLks3BDq3f8HV4qP7wAIYICzFXZAY7nF6jKAoxV2RgTYug5uNDOEqagh1SvyPJmxCi3/D73Bza9RKqario2rmdTkzKZYTFDKXswHIcLWXBDqfP+P1+yloq+bJ0C+/lreTfO97mH1tfxe07sZeh2+fmtd1LgxRl/6JpGtUrD+J1eIifn41qvLj/bSiqQvyCbIyRFirfz8Nd7wh2SP2KXDYVQvQbR/KX4myrYvDY+y+qdm6noygKacNuZf+GP1G0+xVyJ38Xnf7iasN0VIfHyZbyXWwp38Xe6nzaPR1d24w6A26f55T71Tka2Faxh9HxQ9Fd5Mn8mTTvqqK9sIHomemY40KCHU6f0Jn0JN4wlCOv7KL83X0MWjQavXXgjWXXGyR5E0L0C/WV26kr30x8+hWEXYTt3E5Hb7SRPuJODmx9mtK8d0kbfsdF1f6tuPEIKw6uYX3pVtw+D5GWcCYmjyE3ZjBp4YOID4nGbDDzzWU/o85x8gj7Cgq/++LvRFkiuHLwdK4eMhOrwRKEVxI8rtp26j4rxpoWTvi4xHPer2DHBjaueofWpnrs4VFMnnsT2WOm9GKkPc8QZibxhqGUvbGHyvf2k3TrCFS9XDSU5E0IEXSB8dzeISQ8ncTMucEOp8/ZIzNIyLySykOrCI3MIippfLBDumCHG8t4fc9StlfuxaQzMiN1EjPSJpMdnXHK5PSOkQt5ZssrJ1w6NeqM3D/uDqwGM6sK1/L6nvdZlr+ahblXMT9rdl++nKDxu31ULctHNeqIm5d10rnzetw01FTQ1tRAR3srPp8XRVFoqK5g/5bP8fm8ALQ21bNmyQsAAy6BMyfYiZuXRdWyfKo/Okj8tSefh0uNJG9CiKDyeV0U7fp3YDy3kYsu+nZup5OQMZvWhkJK897FFp6C2RYb7JDOS2VrDW/sXcb60q3YDBbuGLGQuYNnYDNaz7jf0V6lp+ttOjF5NEUNJby5dzmv7n6Pz4s3Mt0+lnGM6/XXFEy1a4pwN3SQdMtw9DYjfr+fisMHKN6/g/KiPOqqyuAcx0Pzetxs+OitAZe8Adizo/E0pVL/RQkNEWaiLksNdkhBJcmbECJoNE2jZP/bONtrGTLugUuindvpKIpK+og72b/hcYp2v0zOxO+g6oLbvqd171oa17yCt6UefWgUEbMWYR8+45TPdXvdvLN/Be/nr0Kv6rkh92quy7nyrEnb8aanTjzj0CAZkak8NuNbbK/Yw3Pb3+D1ig8p21jHPaNvIsw8MOe8PZPW/Fpa9lQTMSkZb6iX9R+9Rf72L3G0NqPT60lIHcKEWQuIik8mNDIGi82OXm/A7/fz/G8eOeUx21oaWfbCnxk5ZTYpQ4ahqAPnEmTExGTcDR00bDiCPtRM2Ii4YIcUNJK8CSGCpvbIehqrdpI4+GpCowYHO5ygM5rDSB9+O4U7nqOsYBkpQ28MWiyte9dS98HTaF4XAN6WOuo+eBrgpARud1Ue/9j2GtVttVyeNplFI68n3NJ7ifjYxBEMj83m75++wMYj29lTnc+3J93DqPihvVZmX3M3dVCzqhBDrJkdFas5sGIDAGk5o8gaPYW0nFEYjKbT7m8Pj6K1qf6k9UaTmdqKwyx74XHCY+IZOWUOOWMvw2jq/x1lFEUhbu5gfG1ualYeRNErhOYOzBrqCyXJmxAiKNqbSykrWEZYdC7x6bOCHU6/ERaTS1zq5VSXfI41bBDRSRN6vAxfezPOI3m4qovx1FfgbanH39GC3x1I1BSDEW9LHXS2lzpK87poXPNKV/LmcHfw3I43WHt4EwkhsfznzO8yPC6nx+M9FaPeyPSocdww8Rr+suE5/ufzvzI/ew53jLgOQ5BrLC+U3+un/L19eL1uPjv4Gm6cjLpsLqMuuxJ7eNQ5HWPy3JtYs+QFvJ5jbQj1BiOXL7ybwSMmULhnC7vWr2bt+y+z5ZOljJs5n+GTZqE39O9zp+hUEq7PpeLd/VR/eABFVbFnRwc7rD4nyZsQos+5nc0c2vkiBlMoaSNuR1EGzqWbvpA0ZB6O1nJK897FEhKPLWzQBR1P8/twlu7HUbSTjqJduKuLAxsUFX14LPqwGIxhGaiGQE2O3+vG21h1ymN5W+rwNtdywNXI3za9SENHEzcOnceNQ+dhDELSlBqezG+vfIx/73yH5QUfs6+6gO9f9nXiQgbm7ANej5uCl7/AWG9id9vnDJ4wkfEz52MLDe/WcY62aztdb9PsMVPIHjOFypKDbFr9Hus+eI2d61Yycc5CcsZOQ+3Hl1NVg47EG4ZS/s4+qj4oQNEphAw+t6T2YqFol8jMry6Xi7179zJ8+HBMptNXNYuetW3bNsaNu7gbFPc3/f2c+30eCrb8HWd7LTkTv4XFnhDskHpET593r7udvI1/QdP85E7+HgZT98f2cteX07Z7Da17PsfX2gCqDnNyDpaM0VjShmOMTe1K2L6q9K8PBmrfvhoXsDoqhLURVmLNYXznsgfIis7odmw94avnfEv5Lv6+6UVQFL47+WuMThgWlLjOV9mhPPa/9xnp2ggaQqoYevusc65pu1BHCvezYeXb1JQVE52QwozrFpGYlnXS8/rT54vP5aXi7X04q9uIvzb7oquBO1PeIjVvQog+o2kah/e9iaOlnMzR91w0iVtv0BttZI6+m/zNT1K0+yWyxj1wTj1xNb+P9gObad60HFdZPigq1swxhFx5H9aMMaimcxsjLWLWohPavAHUWCy8lZ7IEXcrE9u9XHuoEGvdU7RNuR5b7tSgD98wIWkUv5n7E/647hl+s/ZJbhuxgBtyrw56XGfj6nDwxQevUbXrIBNCr0GJ0zNx8U19GvegwUNJzvx/HNq7lXUfvM67z/yG7NFTmDrv1m7X+vUVnUlP4k3DqHh3H1XL8vE7MwkbdWl8pkjyJoToM1VFH9NYtZOkIdcQHjuwakWCwRqaTOrQmzm893VK85eQknv6L3S/20nrrk9p3rwcb1M1+vA4Iq9YTMjwy9HbI7pd9tF2bY1rXsHTUs/muCiWhxowKxo/mvYNxsbm0Lbnc5o3L6dmyeOYNr5P5Oy7saQG9+8aHxLDr+c8yjNbXub1Pe9T1FDKtybdg8XQPxvklx7Yy6fvPoe3zcP06Jsx2iyk3DomKAmnoigMHjGB1OyRbPtsOdvXfkTR/h1MmH0do6ZeiU7f/1IGnVlP0i3DqVyWT83qQ/gcHiImD+r3CfuF6n9/CSHERamhcicVh1YRmTCWuLSZwQ5nwIhKHIezvZqq4jUYzeEkZMw5Ybvf7aRl20c0bVyK39GCKSmbyNmLsWVNvOAx8+zDZ6ANHsPft7zE9oo9jInP4aEJi7t6koaOnYt99Gza9q6l4bPXqHz5P7EOHkfknHsxRp37TAA9zaw38fDkr5EZmcbLu97lp6t/x6PTHiQxND5oMX2V2+Vk/Yo32btpDVExg5iefi1am4/EG4aiMwf3q9lgNDF57k3kjJ3GF8tfY/2KN8nb+gUzrlsU1LhORzXoSFyYS/XKg9R/WYrX4SFmVgaKevEmcJK8CSF6XXNtHsV7XyMkIoPUoTdf9L+Ke1ri4Hm4nc1UFK7EYAojOmkCfo+Llu0rad7wHr72ZiwZo4iYdivmQT3X23Nn5X6e3PwiDreD+8bcytVDZp70t1NUHfaRs7DlTqVly4c0rn+Xsn88QsTUmwifegOKPji9FxVFYX72bNLCk/nzhn/yk9W/49uT72VC0qigxHO8ypKDfPzmP2lurGXMtKtJacvFWdZCwvVDMUXbgh1el/DoOBbc+z2K83byxfJXWfqvPxKVPJjswemEhEUGO7wTKDqVuHlZ6KxGmraW4653kDA/B91FOheqJG9CiF7V1ljMoV0vYQ1JYPDoe4M+8OxApCgKqcNuwetuo2Tvm3gLduPavR5fexOW9JFEzLgNc3LPJW0en4dXdr/Hhwc+ZVBoAv/v8odJCU864z6qwUT41BsIGTmT+tXP0/jFG7Tt+4LoeQ9gSRvRY7F11/C4bH479yf837pn+cO6p7lx6DxuHTY/KL0pfV4vmz95j+2ff0hIeBQ33P9j1P3QdqSWuKuHEJLZvxKio9JzRzNo8DC2r/2QLZ8u45XHf8r4KxYw+rKr+tWlVEVRiJmZjinaSs3qQkpf2knC9bmY47rf2ae/6z9nXQhx0XG0lFO44zmM5nAGj7sf3SU2oXiP8vuJ9sai7v4Uh7sIQ1ImsTf+AEtKzw5MW9ZcyV82PkdJUxlXD57JXaNuwKg3nvP++pAI4m74Po6Rs6j76FkqX/kF9tFziJp9N6o5OLVK0dZIfjn7B/xr2+u8u38FRQ0lPDzla4QY+y6e+qoyVr/5D+oqSxk6fjqXXXs7LRuqaMqvIGp6KqHD+/dsAXqDgYmzF+IxhNJUsocNH71N3rZ1zFhwFylD+lf71dDhcRijrVQuzafstd3EXJFB6Ii4i6rGX5I3IUSvcLRWcHD7P1F1JrLGfR2D8eL79dsXNK+Hlp2f0LT+HXytDZiTs2mOUmk2+wmzGempdNiv+Vld+AX/3vUOFr2Jx6Z/k7GJ519jZs0cQ/IDf6Zx7Rs0b1qGo3A70fMewJbV84MOnwujzsA3JtzF4Mg0ntvxBj9Z9Vt+OO1BUsOTe7Vcze9n55er2bjqbYwmC9cufpi03NE0bDhC07YKwscmEjGxd2PoSWZbKNcufpiSgt2sXfYK7z/3RzKHj+eya24jNKL/DNVhjrczaPFoqpbnU7OqkLaD9cRdNRh9yMUxVJgkb0KIHtfWWEzhjudRdUayxj+A0dL93o6XOs3noXXXGhq/fAdfSx3mQbnEXvcwm+rCeOvjXVw7ZCvuLf/AHTaf6VOmX1BZNW11PLXlJfbVHGBU/FC+NfHuHpneSjWYiJp9N7bcqdQuf5Lqt35LyLDpRM39Gjpr389FqigKVw6eTmp4Ev+3/ll+9vHvuX/cHcxM752J2lsa6/jk7X9RXpRP+tAxzLrhXiw2O/VfltK48Qj2YbFEz0ofkDVCqdkjuSMjl53rPmLrmuUU5+1k1NQ5jJs1H7Olf7Tb01sNJN0ynOYdldStPUzJ89uJuSIT+9CYAXnOjyfJmxBfsWdbGZ+uKKC5sYOwCAtXzMtmxLiB88s42Jrr8jm0898YzWEMGfcAJkncukXzeWnd/RlNX76Nt7kWU1I2Mdd+E0v6SD7fXsbf3t6Fy+PnxaYRLB6/l1iWsW6Dj2lTZna7LL/mZ1XhWl7Z/R4qCg+OX8QVGZf1+BebOXEwyf/xe5q+XELjl+/gKN5F9FX3B21suKzoDH535U/484Z/8ffN/2ZPdT73j7ujx4YT8fv97N34KRtWvgPAFTd9jdxx00CD2k+KaN5ZSejIOGKvHDygkwi9wcD4WQvIGXsZG1cvYce6lezf+gXjZ81nxOQr0BvO/XJ7b1EUhfCxiVjTI6hecYDqFQdo2VtN9Mz0Ad0WTpI3IY6zZ1sZy9/ag8fjA6C5sYPlb+0BkATuHDRU7qB47+tYQuIZMvbr5zUrwKXK73XTtvszGtcvwddcgy8yjbapt9AcmkVHlRd/5WFe/igPV+d70+Ex8NymkcwfVkiaexVVJXriU6edc3nFjUd4btvrFNQXMSp+KA+OX0S0rfcazCs6AxEzbsWWM4na5U9Ss+RxrPvWEX31A+c1Dt2FCreE8Z8zv8e7eSt4a98HHKwv5ntT7icjMuWCjltfXc6n7zxP9ZFDDBoyjFnX30NoZAx+t4+qDwtoL2wgYkISUTPSBnTidryQsEjm3PwfjL5sLus/eosvP3yDHWtXMGbGNQyfNBODMfiXKo0RFpJvH0nzrkrq15dy5KWdgZrPaano7cGPr7tkeizRq/rTVCoQGOHf7fLS1uqircUVuO1cXB0edm0tw+P2nbSfXq+SmR2DwajDaNJjMusJsZuwhZiwhhgJj7ASHmVBr7+wcbV6QjDOuab5qShcRVXxJ4SEpzN4zH2XXOeE7px3j9dPRW0bpVWtlJdXYSlaS0brNmx0UOqNYkXHKPZ7koBz/3LXqz6i7CrJCbEkxdhJSwglNSGUlHg7ZuOx3+lt7nZe3/M+qw99gd1o465RN3J52uQ+TSQ0v4/mTctoXPsGit5A1Jx7CRk5q9sx9NR7fX/NQf668XmaXC3cNPQars+9Cn03x8hzuzrY9tkH7PjiI4wmC9Pn30HW6CkoioK7qYPK9/Jw1zuImZVB+NjgjYF3oc7lnJcXF7Dlk/cpO7Qfi83O6GlXMWzi5Zit/ePHnM/ppXHTEZq2V4CiEDoslvDxSRgj+tdnlkyPJS4pml+jtcVJQ72Dxrr2rtvGegcNde24nN6T9lFVBbPFcMrEDcDr9dPU4MDt9uFx++jo8ODz+k98kgKhYWYiomxERlmJjLERmxBKXKIde6j5ovmV/VUeVxuH975OS30BUUkTScm9AVU99tGSl5fHF198QWtrK3a7nenTp5Obm3vGYx79TXkxnDNN06ioayevuIH8kgbyDzdQVtNGOC3MNO9nkukQJsVLuSmDvLjp6BJzmBdh5Y4QI1azAatZj8WkR6eqfO9Pn1Hf7DypjBCLnslDFMqra6mscrP3kAWXJ/D+VBRIibOTlRqGP+Iwu1o34PA6uGrw5dw2fAE2o7WvTwmKqiN8yvVYsyZS98HfqV3+JG37vyT6mgcxhMX2eTxDY4fw+6t+yr+2v8Gbe5expWwn35x09zl1ZtD8fvK2f8nGVe/gaG0me8xUpl1zG5aQQJu+1vxaalYXgqKQeNMwbGkXfzOCpPRsku5/lMrDB9n86VI2rHybLZ++T/aYqYyaOofIuDMPO9PbdGY90ZenEzYqgYZNR2jZW03zripChkQRPj4Jc6K933/2SM2b6FW9XQvU1uqiprKFmsrWwFLVQm112wlJmKoqhEdaAklVtJWwCCv2UBM2u5mQUBMhdhMWiwFFVfjLrz+hubHjpHLCIix89+ezux6fUIPX6qK5oYOG+kCC2FjnoLG+nfY2d9fzLVYDcYmhxCWGEp8URkJyGNGxIai9MAJ4X9a8Ndfmc3jfG/i8TgZlX0d08ok1OPv372fVqlX4fMf+HoqiEBcXh06nw+l04na78Xg8eDyeE54HoNPpMBgMXYvRaMRoNGK1WrHZbCfc2u12QkNDMRqD087m6Hl3ur0UHmki73AD+YcbyTvcQKsj8F6wW3RcEd/IaG0/ES0HUVQV67DpRE5ZiDHm7JfrPtt2hL+9tavr0imAyaDj27eMYua4QTTV7OXw3jfw+TVMcVfRrGVQVN7MlqqtVOl3gNGJryUSQ/VwcuPTGZoeydD0KLJSwjEEqdZY0/y0bFtJw6cvgwIR028lbMI1KOcwHmBvvNc3le3gn1tfo83dzg1Dr+b6nKtOOVSKpmmUHtjLxlXvUFtRQtygTKbPv4P4lEwAfB0eatcU07q/BnOCnfhrszGE988purrjfM55XWUpu9d/TMHODfi8XpIycsgZexmZw8dhPMe5dnuTt81N044KmndW4nf5MESYCR0ai31oLIaw4P3NzpS3SPImelVPfbi6XV5qqo4laIHbVhzHJUjWECOx8XZiE+xEx4YcS9bCLai6cxuQ86tt3gAMBh3zbxnR7TZvzg4P1RUtVFe2dN62UlPZgrezRsRg1BGXGEpCZzKXMCiMmNiQc471dPoiefO42ygrWEZD5XbMtjgyRi5C04VRU1NDbW0ttbW1NDQ0UF1dfcr9VVUlKSkJs9mM0WjsSsxUVT0h+fN6vV2J3dHF6XTicDhob2/H6z25FtVsNhMWFkZoaGjXEhYW1rUYDD07SHBdUwd5hxv4fHM+DQ49ReXN+PyBj9Xk2BByUiMZGe0mzbkf9dB6fG0N6EIisY+6gtBxV6G3d6+d2WfbjvDvFXnUNXYQHWHh7nm5zBw3qGu7q6ORkn1vUld/kIO6MLZ0dFDjaCQzMo3ZyXPwN0dRUNpE3uF6jlS3AWDQq2SlRDAsI4ph6VHkpEVgNfftYMqe5hrqP/onjsJt6CPiiZpzL9Yh489YA9Jb7/VWVxvP73iLdSWbibFGcveYm5mYNBpFUdA0jcP5u9jyyVJqyg9jD49i8lU3kTUq8MNF82u07Kumfu1hfC4fkROTiZwyCOUC/133FxdyzjvaW9m35XPytn5Bc30NeoORzGHjGDxyIoMGDw16Bwe/20drQR2t+6rpKGsBwJxox5YZhS0zEmOUpU9r5CR5Q5K3YOnuP3Sfz099bXugNu1oslbZSlODo+s5BqOOmHg7cfF2YhLsxMaHEpdgx9ZDjU57s7ep369RX9NGZVkzlWXNVJQ1U1Xe3FVTqDeoxCWGkpgcRkJyOAnJYcTEdS+h683kze/zUFP6JRVFH6P53Hj0WVQ0hVNbW09bW1vX80JCQoiKiqKkpOS0x/rBD35wwfG43e6uRK61tZWWlhZaWlpobm7uuv/VBM9msxEeHk5YWNhJt1ar9Ywfzm6Pj6LyZvJLGskvaaCgpJG6pkBNrV6nkJsWSHxy0yIZHO5BObyVtn3rcNccBkXFkjGK0DFzsQ4Zd8Hzjp5OVVstKw9+zieH1uL0eUjQ6ZibNIw5o28/qedvc5uL/cUN7C+uZ19RPYfKm/H7NVQF0pPCGJYexdDOhC68jxp1Ow7toH7183jqywOzR1x+B+akrFM+t7d/qOyrOcDz29+ktLmcEVFDuNyQQcWu7dRVHiE0IoZxs64lZ8xl6PR6NE2j/VAD9etKcNc5MCfaib1yMKaY/jFsRk/piXOuaRpVpYfI3/4lhbs343I60BuMpAwZTvrQMSRn5mIPj+qhiM+Pp8lJy/4a2gvrcdW0A2AIM2NJC8c6KAxLchj6kN5NNiV54+JO3lr3rqVxzSt4W+rRh0YRMWsR9uEzgh0WcPp/6H6/RmN9O7VVbdRWt1JbFVjqatrx+Trb6qgK0TE2YuLtgbZjCYFatfAI60U14bDfr1Ffeyyhq+xM6NyuzoROH0joEpKP1tCFExMXgu40Cd3ZPlxb9tdQv64Eb4sLfaiJqGmphA49dTsjt9tNXV0dNdUVtNbtxOgrQq96qG8xcajKjtNjJDIyktjYWGJiYrpuLZbApZBnn32W1tbWk45rt9t54IEHunuquk3TNDo6Omhubqa5uZmmpqYTbr8am8FgOKGWzq+z0eQ0UNHg5XC1g6LyFryd78/YSCs5KRHkpEWSmxZJQ0UBIxJCcBzchqNwG566MgBMSVmEDJuGLXcq+pDeae/U5GxhQ+k21pVu4WB9MaqiMnnQWK5Kn4Kt6QB1RzYCEJkwltjUaVjtp24w3+HyUlDSwN6ievYXNVBQ0oC7s21nUoyNoelRgdq5jCjiIs+c6F4IzeelZftKGr94C39HK5aM0URMvxVzcvYJz+vt5E3TNGrKD7Pq0zdpOJCPzgd+u4Wx0+cxZeo8dDo9PqeX1vxamndU4q53YAg3EzU9jZCsqH7fbup89PQ593m9lBcXULx/O8V5O2hrbgQgLCqWpIxcktKziRuUTljUyTMknE972vPhaXHRXtRAe1EDzrIW/J0/tg0RZszxdkzxIZjjQjDFhqAae+5HWb9L3pYtW8ZTTz2F1+vlnnvuYdGiRSdsz8vL42c/+xnt7e2MHz+eX/7yl+j1eioqKnj00Uepr68nPT2dP/7xj9hs5/ar5mJN3lr3rqXug6fRvK6udYreRPS13+gXCdyWLVvJTM8NJGfVbcclaW14j2vwHxZhCSRp8XbiEuzEJIQSHWvrF703g0Hza9TXtlNZfjSha6KyrAW3K1CLpNMfq6E72oYuNsGOTqee8cO1ZX8NNasK0Y4794peJXJ2Ov4EAw0NDV2XPevqavG764mP6CAuvAO9TqPDE4LPNJTIuBxiY2OJiopCf4a5DfPy8li1atUJtV96vZ65c+f2yodsd3m9XlpaWqiqqafoSD1FFc2U1XZQ0+yjqUPFpwUSZFXxYze4iA7xkxxlJCMxhOQoK2H+NqxtVSi1xbjKD6D4vaDqsaQOxTp4HNYh4zFExPd43H6/n0ONJeyqymN31X4O1Bfj1/ykhiczLWUC01InEGU9lii62uoo3/sRDYe24W9zYSAMizEWoxKO5vLibWvD1+FE83jwe71dt36PB7dXw+nVcHj8tLo1HBjoUE1gsWKPiyY0JYmErDTSh2cQHdWzDb397g5atq2kaeNS/I4WzKnDCB13NbasCSg6Q68kb5rfT035YQ7t3cqhvdtobqhB1elJGzaG+jgLHzfswuv1co39MiZ2ZKEccaL5NIwxNiImJGHPibmoflx+VW8mzJqmUV91hLJD+ZQd2k958QHcrkAHHZPZSkxSGlHxSYTHJNDqcLNlxx58x2UwffHZovk1XDVtdBxppqO8BVdVG96jzXcUMEZaMcXaMEZZMUZZMEZZMYRbzus90a+St+rqau644w7effddjEYjt99+O48//jiDBw/ues78+fP59a9/zejRo/npT3/K8OHDufPOO3nwwQe57rrruPbaa3nyySdxOBw8+uij51Ruf0veNM2P5nGjeVz4va5j9z0utM6l677XHbjv9YCmgeYHNDS/n5btq9DcJzewV01WwqfdjKLTo6h6FIMRxWhGNVpQO2+V424VneG8PnSPNtxvbuwI9OY82sOzs9F+U4OD499hoeFmYuLtxMQFErWY+BCiY+2YzNLx+Ww0v0ZDfTuVR5qpONJEVVkztRUteN0+dIBBpxIeZkZv8JGUGEWo3Yy9s8ei0aDg9rip2HwIh6eDDty04aS9c+lQAh8+etVPRIib2HCNcJsTg94FqJgNGUTZJ2K1JqGoCopORdEpqAYdikGHalQDtwYdqkE9oX1PX/06PuO50zRa2t3UNnVQ19RBVX07ZTVtVNS2U17bSkPLsR8/FpOe9MRQ0hPDSIoyE21xY3dX4aorw9NQidpSjaWjHps/cClfA5oVGw36MFxhyRA3GHtkDOHh4YSGhmKz2bDZbFgs59dexq/5aXA0UdRYyqGGEooaSyisP0y7pwNFgyxrIqMtgxhhTibMpeCub8Dd0IC7oRFX531PczP4/ac8vmLWo7NZ0Ftt6Mw2dEYTqsGAotej6PWg+dG8PjSfD5/bTUdTC66WNrxOF370eHQmPKoJt85MsykcZ0g03vBodKGR6HR6FL+GTlXw+zU0v4aiKhiNOoxmPSaTHnuYmchoG5HRNqJibIRFnHye/G4nLdtX0rJ1Bd7mWnS2cOyjrqBEjWbM5Vd1+5yecGyfj4baCiqKCigvLqC8OB9nexuqqiMpM4fBwyeQnj0a1aHiONJMa3EdzvJWVL+CQ3VRHFlPzKhkxo8Yj6kbc8D2d5qm4fV6T1r27t1LZmbmKbd5PJ5Trvd6vfj9fnw+30mL3+8/5Xb/ad6vZwk6kEAZjOj0egwGAzqdDr1e39X56Winp3Ndju6j052+IsHb5sZZ3YarqhVnVRvuOgfe1mOfKagKxggLhnAz+lAThjAzhrDArT7MjM506u+/fpW8LVmyhC1btvC///u/ADz55JNomsa3v/1tAMrLy7nnnnv4+OOPAdi6dStPPPEE//rXv5g0aRKbN29Gr9dTWVnJXXfdxSeffHJO5R49CTlpgzGZDSg6Dfx+NJ8X/F40vw/N5+187Ot6zCnXe9B8PvB58HcmXZrXhd/tOi4ZCyRkfo/zxMTsaKLmdZ896FNR1EDff0VBUdTzP85XqTpUoxkMFvwGK16dHY9qDSxYcGOmw2/C4Tbg8BhodyqBxaHh8Z74FjJb9ERG24iIsuHytDB0eCbRcSHExIVg6uNG0L1J82toPj+a14/m0zpvA4v/q+u6brVj273H1p/w+BTr/B4fPp8XjzeweH1efJofHz68+PHgxd25fPW+EzdOPMcNGaahVzWseggzqoSZ/VjNXkxmJ6rZgaIAPh369hj0LfEYmhJR/N37uyk6pSuZUwxqIKkzdiZ2Rt1xj3XHPVaPPT66rmu7iqJXuxqMO90+OlzewOIM3LY43LS0uWhpd9Pc7qa5zUVTq4u6pg7qmp24j+uEoqARZVVIj9aTFK4jye4n1uwh2uTBqrXjb2/C21qPp6ESX2vDCa9NHxqNMSETQ2wa7pBY2s2RNHd4OHDgACaTqeuS7Fe/fFRV7eode3QxmI2gB82g4NP5cSpuHB4HHe3NtDXX09JUR1tTPTqnB1uHjxCnRqzHSLhLxdbhQ2lpR/Oc3GlDb7djjIrEGBmJMTKi8/bYY4M9BJ/OQ1NTPg3VhTTXV+H2qHg8ejQ1HNRw/FooPp8Vt8eA26XgdIKzw0eHw4PD4cbvO/1Xh97nQu934dc0HKoBh94SGB/RoMOgVzEoCiqAX8PZ7j5h2B1biJGUjEiG5MaRNTQO63HtijS/j46iXbRsX4WjcBtofgxRiVizJmLLmogpIRNFd+ovQo/bRUtjHS0NtbQ01FJfXUZd5RHqq8rweT2o6IgMTyQpIZvYqFTCQ+Lxt3px17TjbuwIZOmAMdqKNTUcXZKVzf58VhZ9TnlrFTajlYlJo5kyaCzD43K6PU7cudI0rSvROZosHe3Mc773T5d4nS+9Xn/CotPpzrqoqnrK9YqinJDMa34/zo52tm7aAH5voLZb86F0VmqAgnb0exIFVWdA1RtQdXoUVYem6NAAvwZen59zTYF0Oh16nYqCC53iQ6/XYbNHYbNHn5DkHb1vUPXg9KM5vGjtXrRWD1q7D3+7F9WroaKiQ0VFwWA0YLCbMYSY0NkM6G1GdDYj2HUUtZX3j3HeampqiImJ6XocGxvL7t27T7s9JiaG6upqGhsbCQkJ6bpEc3R9d3384Yv43M7jhr7sHE/q6L9MpWtVIEfiuD9sZ1Z/dF+l63/HjnN0vwAdYAW9NXCmLcdKPeG4p9Gt3+g9WEt/XF8/oKVzAXRgNIARCD+X8jWw6aEqfx1V+T0X33k76ynv2UsdPfarSCFw0s+BvnM55873WuBDrK0D2jqMXynICephiDx8zqGelg/o6Fy6Sevm38XeuSRD4ERYgIQzFoC/BapaoKrzcaBEM9jT0ezpJ+/T6oXWQqCwc4VCGIAT4hWIDz9dYU7wNEATeJsC/8KOpwNCO5c4CNwLC4XjphnVCOzX3LXmbOenFdytUFWCVnW65x4/1ltb5wIqYAbMBggzAHbt5OJOcUhFC7yxFL8fRdPQFAWfosOnqKf9d6EcdyjFr1C2D8r2AWiBfZQTn60kjkNFQ8WPWlICJSWBL2UUtJM+YTUUjcCP3s7/QCHMZiE8Mxv1uNJd/hqO1NZwpBZ8aHh0Gp5oDQ8abjT8aFAKWmngyKMxM1JJDvwwL8xj26H9bNNUVE2P4tej+HV0pqrHhaN1lnjsls6olZPe8ac6Y+fzWXX0u+74Y2roAB0aJr2Gpu8824rWGVHg733co8C2zu1oGooW+Bsrfg31+NvALig+jaO/HZXO1x24ggS+ziXwfjl2brRAMccSK+3YonU+Tuv8PkY9djw/R//+Kj5FQdMU/D7QfIHoNfyg+ANlKMeflUCypylq5/3Od5YSuA8qmqYDnxI4W4qK16PQ1NFBU20FWmeCqShqYPejf6XAi+3KCRQA87G/e1c+oYDi1lAbFdRGUFBQFQWDPoT0kaeed7fPkze/339iFq1pJzw+3favPg/ObwDP5IQG8LefR+T9Q0/Xk572cD1YTk9X7Q6I1iTnEeSAeF0c/+NECHF6PXRVpN+7OIZAObOjP5kAPH1XrHrygNxH9XnyFh8fz9atW7se19bWEhsbe8L22trarsd1dXXExsYSGRlJa2srPp8PnU530n7navC4BzF0ThWjdf4iDGTznb8tOtP6wC+4wBeqn6NZ/dHn+Lueq2n+wD5KoDrXr8GW/ZV8sOEQTW1OwkINXDEuiaEZEXj9vsDlLr8Xj8+L1+/Dp/nw+nyBdX4vbp8Hj9dNh9eF0+XE4Xbjcjtxu114vG68Hjd+nwd/5+VeRfOh+kHVQPVr6Pyg92oYvGD0ahi8GgaPH4MvcN/s0rC4/Mdu3f7AL6SvcJr0dNiMOGx6XCFmnDYTrhAjh5UWGi3gNCqgdlZTKqBTVKKs4Z2vx4Pb58bj9XD0F6/S+Uss8OvruKXzMUd/qQE6VIyKDoOiQ48OAyoGVHSagh4dOo3ORUHVAj+kFP/RX/oa+PyBy9peL36PF7ydl71PcuosRNHpUI1G9AYjOqMJg9GA3mBCbzR1Pg7cNxhNGEyd901m9HoDOo8f1ekGRwdaWzv+lnb8rW1oLe14m5vwNLfgaW45bfsjnwpenQ5TRDjmyEgUixnFbAaTEQw6NFXBryr4FA2fouBDw4sfr9+Pz+/F6/fQ0tyMwWjA63Hj8brxeNx43a4zXB44dh50eh0GkxmD0YLBZMRgtGA0GtEbTKh6PXqDEVWnQ68PtCnRG4yB9Tp9YJ3BADp94NKVqsOvKKDo0ZRjdQo+JfDT1I8SWBQFn6bg8Wu4/Roenx+Xzx947PXh9mm4fX7cfj8enx+n14fD56PD68NzwqW7k1+fSadiNeix6XRYjTpsel3gsSGw3mrUY9XrsBl0WDsXk045OUM9wy+QHVUNrCyqpsnlIdxk4KqMOMbEH+sscNrzfg6/xL66r6ZpuHwa7W4vrV4PDrcvcN/tpc3jod3to93jo9XtxeHx0uE9ftDj464OaGDSB16rWa/DpNNh1quYdTpMehWTTsWgUzGooFdV9KqCQVXQqyoGVUUH6HUqOlVBVUCl87bzcqiiBL7SVSWwXlEU2vPzqVm2HFd1DeHjx5F0w/WB9/fx5/oU58Tr83Eor5ZdW0ppaXIzKD2CcdPSCLGbyD9YSE5ObuD9pugDNSaags/txN9wBKW1BlqqobkaHI1oHc3Q0RqoiulJOj2K3oiiN4LOiGIwgt5AvVFPkU6jWPVSrXio1dwc/y9fRSFEZyJEZ8SgC1xqM+oMoCj4AJ+m4dX8gc9VzUeHx0m714nHf+ZLmlaDBZvBgsVg6bxvxWqwYNFbsBnNmPUWTDoDBsWAsboB3ZFqKK/GX16Fr6q2s111gKLXoQuxo7eHoAux0+bzEZ2cjM5iRjGZUA0mFKMB1WRENZpQjQYUfaDNJDpdoH2sqkPR6VBUFe34daoCOl3ndwm0trqpr2mlucFBY0M7zQ0OWpqd+Dy+zlqqzu8bHZjNehS9H7fbgYYHvUEhNj6ayMhwdDoFVaeg03U24VADoxcEahEDr03r+t7X0LTAufb5Ap+lXm/gs8br9ePx+vD6/DTWFeHzBz6rfH4Vj0/F61dx+3T4NQW/FqjpCxz35FuzUY/ZZMBiNmAxGbCaA+2RLWYDNrMBq8WIzWzAZjFhsxixWY3oFD0FhUdO+Tfu8+Rt6tSp/PWvf6WhoQGLxcKqVav41a9+1bU9KSkJk8nU1aNl6dKlzJgxA4PBwPjx4/nwww9ZsGAB7733HjNmdL835VNLD4Oqx2rSY7MYsJr0nSdPj9VswGQMtMkw6jvbZhjUY4916hlrHXx+jS92lPHKh7V4vCFACHUOWPKRA/dlsWQmx+BweWnv8NDh8uJweml3euhwHrvf5nDT6ghsPx2dqmC3GbFbjdisusBiUzCbVcxmDZNJwWgCvd6PavCjqn7Q+UDx4dU8uHxumrxuqnxu3G4XvvZ2dA4X+jYnxtYOjC1OTC1OTK0uIlpdmCvbMHQOLDu+Mwa3XqHFptJi09ESoqPFpiMhLQFvRAjEhWOwhWDSG6irqiM9JQ2T3ohJZ8KkN2LUGTHpDZh0Rox6IyZdYDHqDBh1gYFae5rm9+PxuPG4XXhcTjxuJx6XK3DrduF2deBxHb114nY5A7duJ25nB25HO66mpsB6jwvvKZPBszCCEqOgxB7rIe3X/Cd+YXW9wZzgr4B2AssZKIqC0WTBYDJjNJlRVA17aCgGkxmT2YLRZMFoPrb96OPArblzXwtGkxndGXqO9kdevx+Hx4fDE0haHB5v1+M2j5d2j5c2t5d2j482t5daj5e29q8mNSfSKQohRh02g54Qox6bQUeIUU+IQY+t61ZHiEFPYWMb7xe34sEKJqgB3jjchtEeyeSk049T5fNrOH0+nN5AMur0+nF5fTh9gdhbOxOyVreXVpeXVren67HXf+qkz6rXEWoyYbcaiIvQE2rUYzcZCDXqCTXpCTUasJv02I16zHodal9XoSanMfjy2Rx5823K3n6X8oMl5P7sMawpZ59ZInFQBlOvmMCmL4pZu/oAZa+VcPX1w4iMjCLldPunnXoKJk3z4+9ox+/p6GyP7A60Wfa40XyeQDLZeblMUY+2MVZRFLUzKTGiGDqTFn0gUTvdmH1pwPH9Mr0+L5VtNZS3VNHkbKGxo5lGZzNtrnY8fg9un4dWb+Aao17Vo1d1WFV95309VqOFEKMVm8GKzWgN3DdaCTHaAredSdqZPkO9jg6atm+ncdt2GrftwNPcjB8whIcTmpmBbeJlWJISMcfFYY6LwxARfkKCvW3bNnJ6oLep369RWdZEUV4dZSWNVJQ2nTArTXikhejYaBJTbYRFWAkLNxMabiEswkJIiKnPe/TuWfs/uJ1NJ603msPJvewnOJxeHE4PbR0e2js8OJyB27YOL20ONy0ON63tgdvyZg8tDjdtDgfO00zJCJAcbeb+udGn3Ba0oUKeeeYZPB4PN998M1//+tf5+te/zsMPP8yIESPIz8/n5z//OW1tbQwbNozf/OY3GI1GysvLeeyxx6ivrychIYHHH3+csLCwsxfIsQ4LS7e0U9vs6TrRZzpxvUlVFWzmQOJ4NJG0mPSEWA2EWo2B5Mxi6ErS7EfXWQPP6+vxg7xt7bhqa/nLB49DfTOh7T5C23yEtvsJbfNh+kqnBZ3Nhjk2lg6TgfisLExxcZhjY7pudZZznxKl5vO1lL70Cq66ekzRUaQsXkTs5Rc2DIqmaXjb2vA0NeNubMTT1IynuQl3Y1PgflMj7oamwLbm5pNqBDRFQRcRii48HDU8FMUeAjZLYDEbUa0WFJMJTAY0TcPn8+LzevF5T6xy3/75h6eN8fLrFqMz6NHpDYFFpz8uATN3JVx6g/GkD9e+nph+oPH5Ndq7kjvfSUneqR/78J3jx6UC2I2Bf6d+TTtu6axNOU0CdjyjTsVu1J+4mPTYjQZCjPrOpMyAvTM50/fCj57e0pKXT/7v/oCvw0n2Dx8hcsL4s+/Uqbmxg/de20nJoXoS08zc841ZGAyX5pBC3dFWVETVR6up/XwtfqcTvT2E8DFjiBg3hrARwzFGRp7T98qFfL64XV4K9lZxYH8NRQdq6XAEPg+j40JISgknKSWcxEHhRMeGYDxND8xgqa/YTsn+t9H8xz7DFdVA6tCbiUoce97HdXt8tHZW2hxN7lrb3bQ63Kj4SAt39I/epsFyui63Pr/WWQsWSOjcHl9g8QaqTN1eH26PH4/Xj/crv9ZPuGCjBUZY//s7uzmdpx+b3VnTF+h1NRAHcPyiZDPPbHkFt+/YLySjauDBYTcxxpiMs6YGV3UNzuoaXDU1NJWUoLS04nef2P5DHxqKKSYGQ6gdQ2goentI4DbUjs5iRWcyoZqMtOTlU75kKZrnuH8wBgOD7ryNqPHj0fw+/C43fvexxedy43M48La14W1vD9y2BW597e14WlrxNDejnaI3laLTYQgPwxAeHuilF9HZUy8iItBL7+jj8DCUM3QdP1cv/u6HtDbVn7TeHh7FPT/+43kdU5K33hG4ZOk/Ian785bC0z5/xqBoNLTOS4eBy4e6zobNJp0auEyp12HWdd7qA5cuLXoddqMe00U+xqGrvp78//0dbUXFZD3yMDEzpp/zvppfY92nhaxZUUDioDBu+9oE7KEDf97Qnqb5/TRs2kLZu0toO3AQ1WgketplxM65gtCc7PP6DOvu54vm1ygurGf3tjLydlficfsIsZvIzI4hMzuGjKyYE3oU92f1FdupKFyB29mE0RxO4uB5F5S4nc2Zhgo5Y2o7duyZg9I0DVUNDAo6UOlUhRCLgRBLzwxh8danB6k9xcTmMREWkmJCeqSMYJqeOhGA13Yvpd7RQJQ1kjtGLuxaHzI484Tnb9u2jbFjx+Jpbj4hqXPW1OCuq8PT0oqzshJPSys+h+Ok8k5F83goffFlSl98+azPVU0m9CE29DYb+pAQjNHR2NLTMYSHYYyIOJaohYdjCA9HH2ILXCrpI5Pn3sSaJS/g9RxLbvUGI5Pn3tRnMYhzoyhKV5J19EJGpNlAg/PkBsyRZgOLR5z9cuClzBQVxbBf/ZK8//kNBx7/C5rXR+wVM89pX0VVmD5nCC3tNeze2MILf1vP4m9MJjzSevadLxFNu/dw+LkXaS8uxpyYQPr9XyN21uXoQ/rme8jn9bNnezlfflpIfW07JrOeEWOTGDEuiZS0yAE5kHFU4theTda644zJW0JCAs8+++xpt2uaxoMPPtjjQQ1kd8/L5W9v7cJ13JhSJoOOu+cFfzT5njI9dWJXsnYuFEXB2Jkg2bNPPUchgN/j6RzpvQO/y43P5WLPj3962udnP/p9UFVUoxHVaAzU1h29b7Oit9lQe3gS8p6WPSbQDXzjqndobaoPTHI996au9aJ/uyE7kZf2lOI+7jKoUVW4IfvU00+JE+mtFob+58/I+/VvOPjXJ9HZbERNmnDO+8cnmxn1jaG88uwmXnhyPfd8cwoRURfXXKLd5apvoPgf/6R+wyZMsbEM+d53iJkxvUeuFJwLr8fH9o2lrP/sEC1NTuITQ7lx0RhyRsSjl8vbPeaMydsjjzxCUtKpG30e/xxxzMxxgwD494o86ho7iI6wcPe83K714vRUgwFjRAREHOupZ4qJxlVbd9JzTTHRRE+7rC/D6zXZY6ZIsjZAHe2UsKSggganm0izkRuyE8/YWUGcSGcykfvTH7P3//2Cgj/8H8N/9QtCc3POef/k1AjufmgKLz+zkZef2cR9355KyCV4CVXTNGo+WUPxc8+jebykLLqDpOuvQzX2zSVJTdMo2FvN6mX7aax3kJIRyfxbRpKZHTMgmwj1d2dM3ubMmQMEhvNYsmQJTU1NJ2z/0Y9+1PUccczMcYMkWeshKYsXcejJp/G7jk01oppMpCxedIa9hOg7k5OimJwU1dkWaESwwxmQdJZADdzuH/2E/N/+gVF//B2mmFP3sjuVhOQw7rh/Ii89vZFX/rGZe7815aKazeVsvO3tHPr7M9St+5LQYUMZ/O2HsCT2Xe1va7OTD9/ZQ8G+amLi7Sx6YBKZ2TFn31Gct3Nq3PPQQw+xe/fuwLhoxy1C9LbYy2eQ+a1vBD7IFQVTTDSZ3/rGBfc2FUL0L4bQUHJ/+hh+l4u83/we33E/2M5FcmoEt9wzjpqqVpa8shPtHHr0XgwcR8rY9cMfU7d+A6mLFzH817/s08Qtb3clT/3hcw4V1DJnfi4Pfn+6JG594Jz64no8Hv72t7/1dixCnFLs5TMkWRPiEmBNGUTW979L3v/8lsPPv0jmNx7o1v6Dc2K56rqhfPTePtasLOCKeed++XUgaty2nYI/PI5qNDL8178kbNjQPivb5/Wz6v19bPmyhMRBYdywaAxRF0GnvIHinJK3YcOGceDAAbKyTt/YXAghhLhQkRMnkHTDQsqXLCVs5Aiip3avPeiEaWlUV7Sw7uNCBqVFMCQ3rpciDa7qjz+l8MmnsKWmkvuzH2OK6bvarvY2F2+9uI3SogYmX57B7Gty0OkHzjiDF4NzSt7Gjh3L9ddfT0xMTNfE8ACffPJJrwUmhBDi0pSy6A6a9+6n8G9/xz5kSLfavymKwrwbh1NxpImlr+3iwR/MwB52cXVgqHh/OcX/ep6wUSPJeexH6K3nPuj5hXK0eXnuiS9paXZyw52jGTEuuc/KFsecU/L2r3/9iz/+8Y+nn4ZECCGE6CGqwUDWD77Hzu/9gMInn2Lof/28Wz0W9QYdNy4eyz//vI4lr+5g8YOTB+S4YqdS+cEKiv/1PFFTJpP1g+/16XBI1RUtrF9Vj6rquPuhKQxKizj7TqJXnFM9Z2hoKNdccw3Dhw8/YRFCCCF6gyUhnrR7FtO0YyfVqz/u9v4xcXauWjiUw4X1bN1Q0gsR9r2qlasoevafRE6aQNYPH+nbxK2yhX8/tQFFgXu/NVUStyA7p+Rt8uTJ/O53v2PHjh3s27evaxFCCCF6S/zVcwkbOYLDz72Iq/7kaeTOZsykFDKyYvh4eR6N9ec2g0t/Vf3Jpxx66lkixo0l+9EfoOr7bu7P2qpWXnp6I3qDjslzooiJt/dZ2eLUzpi85efnA4GJ5FeuXMkPfvADvvOd7/Cd73yHhx9++ITnCCGEED1JUVUyv/kN/F4vh597sfv7KwoLbh2Joigsf2v3gB3iqn7TFgr/+nfCR40k57FH+7TGrbmxg1ee3YSqKNz90GRs9v41Yfyl6ozJ209+8hMAPv3005OWo50Vjj5HCCGE6GmWhHiSb76RunVf0rRzV7f3D4uwMPvaHIoP1rFvZ0UvRNi72oqKOPB/fyJkcCY5P/1xn82YAODs8PDqPzfjdHq58+sTZSiQfuSMKXR+fv4ZJ6fXNA23233a7UIIIcSFSr7xemo/+5xDz/yDMU/8qds1T+OmpLJryxFWLd3P4JxYzJaBMfuCq76BvF//Br3dTu5PH0NnMvVZ2X6/xjsvbae+to07759EfFJYn5Utzu6MydvHH3e/kagQQgjRk1SjkYwHv87+X/yK8nffY9Btt3Rvf1XhmptG8M+/rOPzVQe4auGwXoq05/icTvL+57d42x2M/O3/YIzs2w4CHy/P41BBLfNvGUlG1rkP1SL6xhmTt7NNSi+EEEL0hYgxo4m6bCpH3nqH6BnTsSTEd2v/xEHhjJ2UwpYvDzPhsjQio229FOmF0zSNg3/+K+1FReT+7DFs6Wl9Wv6+nRVs/LyICZelMXayDBHWH8mQyEIIIQaE9P+4F0Wno/hfz53X/pdflYVOp7JmRUEPR9azKt57n/oNG0m7924iJ4zv07Lra9tY9uZuktMimLuw76bbEt0jyZsQQogBwRQVxaBbb6Zxyzaadu3u9v72UDNTLs9g384KyksbeyHCC9eSl8/hf79M1JTJJC5c0Kdlez0+3vn3dnQ6hZvuGotOJylCfyV/GSGEEANG4oJrMcXGcPj5F9H8/m7vP2VmJrYQIx8vz+t3Q4d4mpsp+MP/YY6NZfB3vtmtWSV6wpqPCqiqaGHhHaMJi+i7KbdE90nyJoQQYsBQjUZSF99Fe/FhfLv3dHt/k1nP5VdlUXKogYN5Nb0Q4fnRfD4OPP4XPC2tZP/4h+htfdsm73BhHRs+L2LclFSyhsb1admi+yR5E0IIMaBET78Me3YW3k8/x9fR0e39x0xKISrGxifL8/D7ul971xvK3n6Xpp27yHjgPwjJSO/Tst0uL0tf30VklJUrF+T2adni/EjyJoQQYkBRFIW0++6BtjbK33u/2/vrdCqzr82htrqN3dvKeyHC7mktOEDp628SPWM6cVfO6fPy13xUQHNjB9fdPhqjSWZQGAgkeRNCCDHghObmoA7NpXzJ0vOa9zR7eDwJyWF88fHBoNa++To6OPD4XzBFRZL5ja/3eTu3iiNNbP6imHFTUklJj+zTssX5k+RNCCHEgKSfPQvN56P05de6va+iKMy4cgiN9Q727gjetFnF/3oBZ3U1Qx55uM/bufl9fpa/tRtbiInZ1+b0adniwkjyJoQQYkBSI8JJXHAtNWs+o62oqNv7Zw2LIy7BHqh98/d9z9P6DZuoXv0xSTdeT9iwvp/1YdO6w1SVt3D1DcMGzJRhIkCSNyGEEANW8s03oQ8J4fBzL3Z76A9FUZh+5RDqa9vZv6tva9/cDY0UPvkUtswMUu64rU/LBmhqcPDZRwUMyY0ld2RCn5cvLowkb0IIIQYsfYiNlDtuo3nPXho2b+32/rkjEoiJC+GLjwvR+qj2TdM0Dj7xN/wuF1nf/y6qoe9rvVa+tw+AeTcO7/N2duLCSfImhBBiQIu76kosyUkcfuFF/B5Pt/ZVVIXpc4ZQW9VK/t6qXorwRFUfrqBpx07S7rsHa3Jyn5R5vKIDdRTsq2b6nCGER1r7vHxx4SR5E0IIMaCpej1p992Ds6KSqhUru73/0NGJRMXYWLvqQK/PuuAoPcLhF14iYtwY4udd1atlnYrfr7H6/X2ER1qYPKNvx5MTPUeSNyGEEANexLixhI8eRenrb+Jpae3WvqqqMG3OEKorWynM771ZF/weDwce/wuq2czg73wrKJcrd24upbqylTnzc9EbdH1evugZkrwJIYQY8BRFIe1r9+Lr6ODI6292e//hYxIJDTOzfk33e62eq9JXX6e9uJjB334IY0REr5VzOi6nhzUrChiUHimdFAY4Sd6EEEJcFGypKcTPnUPlio9wlJV1a1+dTmXSjHRKDtVTcaSpx2Nr3reP8iVLibtyDlGTJvb48c/FFx8X0t7mZu51Q6WTwgAnyZsQQoiLRsqdt6Mzmzn8/L+7ve/YySmYzHrWrznUozF529s5+KcnMMfFkf4f9/bosc9VY72DTWuLGTk+maSU8KDEIHqOJG9CCCEuGoawMAbdejONW7fRsHlLt/Y1mQ2Mm5JK3u5KGuvbeyymomf/hau+gazvfxedxdJjx+2Oz1YWoKhwxTXZQSlf9CxJ3oQQQlxUEhZcizU1haJn/4nP6ezWvpOmp6OoChs/75m2b3XrvqT2s88ZdOvN2LOzeuSY3VVd2cKe7eVMnJZOaFhwkkfRsyR5E0IIcVFR9XoyH3oQV20dpa+90a197WFmRo5NZsfmIzja3BcUh6uunkNPPUtI1hCSb7npgo51IT5bUYDJpOeyKzKDFoPoWZK8CSGEuOiE5uYQN3cOFe8vp734cLf2nTIzA6/Hz5b13dvveJrPx8G//BW/x0PWIw+j6vXnfawLUVbSSMG+aqbOysRiNQYlBtHzJHkTQghxUUq9+y4M9hAK//40ms93zvvFxNsZkhvLlnWH8XjOfb/jlb72Bs2795DxwH9gSUw8r2P0hE8/zMcaYmTSdBmQ92IiyZsQQoiLksFuJ+1r99J24CBVq1Z3a9+pszJxtLvZteVIt8tt2LKVsrfeIXbObOLmzO72/j2l6EAdhwvrmT57MEZTcGr+RO+Q5E0IIcRFK+byGYSNGsnhF16io/Lc5y5NyYgkMSWcDZ8V4e/GhPXOqioO/OkJbBnpZDzwH+cTco/QNI1PV+QTGm5m3NTUoMUhekefJ28VFRUsWrSIq6++moceeoj29pO7Y7vdbh599FHmzZvHDTfcwKFDgTF3PB4PY8eOZeHChV2LrxtV4UIIIS4tiqIw5DvfQtGpHPzTX8758qmiKEydmUFjvYOCc5yw3udykf/bP6IoCjmPPYrOZLqQ0C9Iwd5qKkqbuHxuFnq9TIN1senz5O2Xv/wld955Jx999BHDhw/n73//+0nPeemll7BYLKxYsYKf/vSn/OQnPwGgoKCAMWPGsHTp0q5Fp5M3pRBCiNMzxUST+Y0HaS040K3epzkjEoiIsvLlmkNnnbBe0zQOPfk07cXFDHnkYcxxcRca9nnz+zXWfFRAVIyNUeOTgxaH6D19mrx5PB62bNnCVVddBcCNN97IRx99dNLzPvvsM6677joAJkyYQENDAxUVFezZs4eGhgZuvPFGbr31VjZv3tyX4QshhBigYmZMI3b2FZS99Q71m87tu0NVFabMzKCitInSooYzPrf05Vep/XwtKXfdSeT4cT0R8nnbu6Oc2qpWZs3LRtVJ66iLUZ/+VRsbGwkJCUHf2WU6JiaG6urqk55XU1NDTExM1+OYmBiqqqpQFIXZs2fzxhtv8Itf/IJHHnmEhoYz/4MSQgghADK/8XVCBmdy8E9P4DhybnOfjpowCGuI8YxTZlV+8CFlb79L3Nw5JN98Y0+Fe158Xj+ffXSA+KRQckfI5PMXq17rfrJixQp+85vfnLAuNTX1pMlwTzU5rqZpJ6zXNA1VVbn99tu71g0dOpSRI0eyfft25syZc85x7d2795yfK3rGtm3bgh3CJUfOeXDIee973T3n2rXz8P3zOXb89P9hum8xSljYWfdJTjdyYE8Nn32yEXu44YRt3q3b8H64EjU7i6aJ49m+fXu34ulpJQfbaWpwMGFmBNt39E4s8j4Pvl5L3ubNm8e8efNOWOfxeJg0aRI+nw+dTkdtbS2xsbEn7RsXF0dNTQ0pKSkA1NXVERsby3vvvcfYsWO71muahsFgOGn/Mxk+fDimIDYivdRs27aNceOCewnhUiPnPDjkvPe98z3nbWlp7P35f+J/8RUUVcXd2IgpOoqUxYuIvXzGSc/PzXHzl4JPaK41M3P2aCDw/VO+ZCklH64kYsJ4cn78Q9Rufh/1NI/bx+fLPyUlI5Kr5085ZeXIhZL3ed9xuVynrXDq08umBoOB8ePH8+GHHwLw3nvvMWPGyf9QLr/8cpYuXQrA1q1bMZlMJCYmUlBQwHPPPQdAUVEReXl58iYSQgjRLSEZ6SQsuBZPUxPuhgbQNFy1dRx68mlqPl970vOtNiNjJg5iz/ZyWpo68Hs8HHryaUpefInoaZf1i8QNYPO6YtpaXFwxL6dXEjfRf/R5S8b/+q//4s033+Saa65h69atfO973wPgtdde4y9/+QsAixcvxu12c+211/I///M//P73vwfgW9/6Fg0NDcyfP5/vfve7/O53vyMkJKSvX4IQQogBrvaTNSet87tclL70yimfP2lGBppf44tlO9n1/UepXv0xybfcRNYPvtcvEjdnh4cvPz3E4JwYUjIigx2O6GV9PuRyUlISL7300knr77jjjq77JpOJ3/3udyc9JyQkhCeeeKJX4xNCCHHxc9XVn3p9bR2az4dy3DBUmqZhaKpikLmVndvdhLc5GfqfPyNi3Ni+Cves1q85hLPDwxXX5AQ7FNEHZL4MIYQQlxxTdBSu2rpTbtt87/3Y0tMwhofjdThoP1SEu6GBBHsCpXFX473lO0SMG9bHEZ9ea4uTjWuLGD4mkfiks3fAEAOfDAAjhBDikpOyeBHqVzqvKUYj8fOvIXL8OLxt7bTk5+Ouq8Oem8Pg73yTK/7+GzJzYti8oQy3yxukyE/2xeqD+H0aM6/ODnYooo9IzZsQQohLztFepaUvvYKrrv6MvU2Pd/ncLJ574ku2fHmYy64Y3BehnlFDXTvbN5YydnIKkdG2YIcj+ogkb0IIIS5JsZfPOGuy9lXJqRFkZMWw4fMiJlyWhtEU3K/RNSsK0OlVZlw5JKhxiL4ll02FEEKIbrh87hAcbW62ri8JahyVZc3s21nBpBnphISagxqL6FuSvAkhhBDdMCg9kvQh0Wz47BAety8oMWiaxupl+7FYDUydmRmUGETwSPImhBBCdNPlc7Nob3OzbUNwat/y91RxuLCemVdlY7YEf5w50bckeRNCCCG6KSUjkrTBUaxf0/e1bx6Pj9XL9hObYGfclJQ+LVv0D5K8CSGEEOdh5lXZtLW62PRFcZ+Wu+GzQzQ1dHDV9cNQdfI1fimSv7oQQghxHlIyIskaFse6Twppb3P1SZnNjR2s+6SQ3JHxpA+O7pMyRf8jyZsQQghxnuZcm4vH42PtqoN9Ut7Hy/NAgysXDO2T8kT/JMmbEEIIcZ6i40IYOymFbRtKqKlq7dWyDh+qZ9/OCqbMyiQ80tqrZYn+TZI3IYQQ4gLMujobk1nPinf3oGlar5ThcftY/uYuwiOtXDZLhga51EnyJoQQQlwAa4iR2dfmUHKogT3by3uljM9WFtBQ52D+LSODPquDCD5J3oQQQogLNGZiCkkp4ax6fz/trT3beeFIcQMbPy9i7OQUMrKkk4KQ5E0IIYS4YIqqsOC2UbicXpa9tbvHLp92ONy8+8oOwiOtzJmf2yPHFAOfJG9CCCFED4iNt3PFNTkc2FfNzs1HLvh4mqax7M3dtLY4ufGusTKTgugiyZsQQgjRQyZPTydtcBQr3t1LxZGmCzrW2lUHyd9Txexrc0lKCe+R+MTFQZI3IYQQoocoqsJNd43FZjfxxvNbaW1xntdxdm8r4/NVBxg1IZnJM9J7OEox0EnyJoQQQvQgm93EbV+bgLPDwyvPbqKtmx0Y9u4o5/3Xd5E2OIr5N49EUZReilQMVNLfWAghhOhh8Ymh3HbfBN54fgv//vsGFj0widKiej5dUUBzYwdhERaumJfNiHHJXftomsbW9SWsWLKX1IxIbrtvPDq91LGIk0nyJoQQQvSCjKxo7vz6RF775xb+/rvP8Pv9+HyBXqjNjR0sf2sPACPGJdPe5uKDt/eQv6eKIbmx3HzPOAwGXTDDF/2YJG9CCCFEL0nNiOKB70/nqd9/1pW4HeXx+Fj5/n5KixvYtbUMzQ9XLshl8owMFFUulYrTk+RNCCGE6EWR0baTErejHG1udm4pY+S4JKZcnkl0XEgfRycGIknehBBCiF4WFmGhubHjpPU2u5Fv/XiWjOEmukVaQgohhBC97Ip52Se1YTMYdMxdMFQSN9FtUvMmhBBC9LKjvUrP1NtUiHMlyZsQQgjRB0aMS5ZkTfQIuWwqhBBCCDGAXDI1b5oW6OnjdruDHMmlx+Xq3uji4sLJOQ8OOe99T85535Nz3jeO5itH85fjKdqp1l6EWltbOXDgQLDDEEIIIYQ4Z1lZWdjt9hPWXTLJm9/vp729HYPBIPPECSGEEKJf0zQNj8eDzWZDVU9s5XbJJG9CCCGEEBcD6bAghBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhBBCCDGASPImhLhklZWVkZuby8KFC7uW6667jrfffrvrOR6Ph2nTpnH//feftP8VV1zBnj17Tli3c+dORo0axf79+09Y/8orr3D11VfT3t7eOy9GCHHJ0Ac7ACGECCaz2czSpUu7HldXVzN//nyGDx9OTk4Oq1evJicnh71793Lo0CEyMzPPeLzRo0fzwAMP8KMf/Yh3330Xo9HI4cOHeeKJJ3jxxRex2Wy9/ZKEEBc5qXkTQojjxMXFkZqayuHDhwF47bXXmD17Ntdccw0vvvjiOR3joYceIjw8nD/96U/4fD5+9KMf8f3vf5+cnBx27tzJokWLuOWWW5g5cyY//elPe/HVCCEuRlLzJoQQx9mxYwelpaWMGjWKwsJCduzYwRNPPMGwYcNYvHgxjzzyCBEREWc8hqqq/OEPf+CGG26goaGB5ORkbrvtNgD+/e9/8/DDDzNp0iTa29uZPXs2e/fuZfjw4X3x8oQQFwFJ3oQQlzSn08nChQsB8Pl8RERE8Ic//IGEhAR+9atfMWvWLCIiIoiIiCA5OZk333yTBx988KzHTUhI4Ic//CGPP/44q1at6lr/29/+lrVr1/L0009TVFSEy+XC4XD02usTQlx8JHkTQlzSvtrm7SiHw8HSpUsxGo1cccUVALS1tfHyyy/zta99DYPBcNZjDxo0iMjISEJCQrrW3XXXXWRnZzN9+nTmzZvHrl270DSt516QEOKiJ8mbEEKcwrJlywgPD2flypXodDoAWlpamDVrFh999BELFizo9jFbWlrYs2cP//jHPwgLC2PTpk2Ulpbi9/t7OnwhxEVMkjchhDiF1157jfvuu68rcQMIDQ1l8eLFvPDCC+eVvIWGhvLAAw9www03YLVaiYuLY+zYsZSUlDBlypSeDF8IcRFTNKmvF0IIIYQYMGSoECGEEEKIAUSSNyGEEEKIAUSSNyGEEEKIAUSSNyGEEEKIAeSS6W3q9/tpb2/HYDCgKEqwwxFCCCGEOC1N0/B4PNhsNlT1xLq2SyZ5a29v58CBA8EOQwghhBDinGVlZWG3209Yd8kkb0dHQ8/KysJoNAY5mkuHzNnY9+ScB4ec974n57zvyTnvO263mwMHDpxyNpdLJnk7eqnUaDRiMpmCHM2lRc5335NzHhxy3vuenPO+J+e8b52qqZd0WBBCCCGEGEAkeRNCCCGEGEAkeRNCCCGEGEAumTZvQghxPEdrBS11+bQ2FOHqqMfjakVRFFSdCXNILLbQZMJihmELG4SiyO9cIUT/IcmbEOKSoWl+Gip3UFO6DkdLGQBmWxxWexKG6FBAw+tx4GyrpvrwWqqK12C0RBKXOoPopAmoOumpLi5umqbhaeig/XAj7joHnmYnmtcPioI+xIjJ6aE9qhFLUiiqQRfscC9ZkrwJIS4JrQ2FHMlfSkdbFWZbHINyFhIRNwqDyX7K53s9HTTX7qe2bANH8t+jqvhTkrMWEBE/Sgb6Fhcdn9NLy95qmndV4ml0AqCz6DGEW1AMKvg1XNVtGJu9VJTsQzXqCMmOJmx0Aua4kCBHf+mR5E0IcVHzed2UH1xO7ZENGC2RpI9cRETcyLNeCtUbLEQljiMqcRytDUWUFbxP8Z5XqK/YStrw206b9AkxkPi9fpp3VNCw8Qh+lw9zUijh45KwZURiCD15SJBtm7aSE5tJW0Etrfm1tOypxjYkiujpqRgjrUF4BZcmSd6EEBctp6OOQztfxNlWTWzqdJIGz0PVnTzg5dnYIzPImfwwtUfWU3bgA/ZveJyMkYuwRw7uhaiF6BvOylaqVhzA09CBNT2CqMtSMcefpRZNr2BLj8CWHkH0rAyatlXQtLWc0qIGrBmROKta8bW60YeaiJqWSujQ2L55MZeYoCRvy5Yt46mnnsLr9XLPPfewaNGiE7bn5eXxs5/9jPb2dsaPH88vf/lL9Ho9S5Ys4f/+7/+IiooCYObMmTzyyCPBeAlCiH6qvmI7FYUrcDubAAVVZ2DIuPsJjcq6oOMqikpsyjTsEYMp2v0SB7b9g9TcG4lOntQjcQvRVzRNo3FTGfVflqAPMZF40zBs6RHdPo7OpCdqagpho+KpfC+P9oP1Xdu8LS5qVhUCSALXC/o8eauuruZPf/oT7777Lkajkdtvv51JkyYxePCxX7CPPvoov/71rxk9ejQ//elPefPNN7nzzjvZu3cvjz32GPPnz+/rsIUQA0B9xXZK9r+N5vd0rtHw+/14XG09VobFHk/OxG9TtPtlSva/jdvZRELm3B47vhC9ye/2UbXiAO0H6wnJiSF2TiY684WlAnqbEW+7+6T1mtdP/boSSd56QZ/3f1+/fj2TJ08mPDwcq9XKVVddxUcffdS1vby8HKfTyejRowG48cYbu7bv2bOHJUuWsGDBAn74wx/S3Nzc1+ELIfqxisIVxyVunTQvFYUrerQcncHC4DFfIyppApVFH1N2YDloWo+WIURP8zo8lL2xh/bCeqJnphN/bdYFJ25dx25xdWu9uDB9nrzV1NQQExPT9Tg2Npbq6urTbo+JienaHhMTwze/+U3ef/99EhIS+O///u++C1wI0e8FLpWe+/oLoag6UofeTEzKZdSUrAXH7h4vQ4ie4mlxUfbabtz1DhKvH0rE+KQe7TWtP0XnBgDVJMOJ9IY+v2zq9/tPeMNomnbC4zNtf/LJJ7vW33///Vx55ZXdLn/v3r3nE7a4ANu2bQt2CJecS/Kcu6tOv0219t450ZLBNBiceWxb9wpYcnqnHHFKl+R7vZsUl4ZthwvFo+EYYSS/qRi2FZ/38U51zvVJfixtoPiPrdMAv8vHnnc24k7rfkchcXp9nrzFx8ezdevWrse1tbXExsaesL22trbrcV1dHbGxsbS2tvLOO+9w7733AoGkTqfrfkY/fPhwTKZT/0IQPW/btm2MGzcu2GFcUi7Fc97RWkX+lvfQmcLwuNtB83ZtU1QDqUMXEpU4ttfK17SxbP/8b+DYSVpGDlGJl9b5D5ZL8b3eXd52N2Wv78HnU0m6bTjmhAsb4uZM57wlvYb6dSV4W1zoQ01ETk2ho6QJ8mpJTEgkamrKBZV9qXG5XKetcOrz5G3q1Kn89a9/paGhAYvFwqpVq/jVr37VtT0pKQmTydT1Blm6dCkzZszAarXyz3/+kzFjxjBq1Chefvnl86p5E0JcXDyuFg7u+Bc6nZGcSd+mtaGoq7ep0RxO4uB5vZq4QaAnKiGTsWPi8L430RushMXk9mqZQpyN3+2j4t39eFtdJN087IITt7MJHRp7UueE0KGxoCg0rC8FkASuh/R58hYXF8cjjzzC3Xffjcfj4eabb2bkyJF8/etf5+GHH2bEiBH88Y9/5Oc//zltbW0MGzaMu+++G51Ox5///Gd+8Ytf4HQ6SUtL4/e//31fhy+E6Ed8XjeFO57H53GQPeGbGM3hRCWO7fVk7ZQUHZmj7uHA1mco2vUS2ZO+jdWe2PdxCAFoPj+V7+fhqmkj8fqhWJLDghKHoirEXT0EFGhYX4rOaiB8dEJQYrmYBGWctwULFrBgwYIT1v3jH//oup+Tk8Pbb7990n7jx49nyZIlvR6fEKL/0zSNw3tfxdFSzuAx92ENTQp2SOj0ZgaPuY+8jU9waMcL5E7+LnqjLdhhiUtQ3efFOA43EXvVYGyZkUGNRVEV4q4agq/DQ+3Hh9DbDIQMiQ5qTANdn/c2FUKInlBTspammn0kZy/oV5coDaZQMkffg8fdStHul9H8vmCHJC4xzXuqadpeSfi4RMJGxAc7HCCQwCXMz8EUH0LVBwfoKG8JdkgDmiRvQogBp62phLKDHxIeO5zYlGnBDucktrBBpOTeSGtDIWUHPwx2OOIS4qxspfbjQiyp4URfnh7scE6gGnUk3jgMvd1IxZL9uOocwQ5pwJLkTQgxoHg9Dop3v4zRHE7qsFt7dKyqnhSdNIHYlGnUlKylvkKGsxC9z9vmouK9PHQhRhLmZ6Oo/e/fht5qIOmm4SiqQsW7+045M4M4O0nehBADRqCd2xt4XK1kjLwLvcES7JDOKDlrPiERGZTuf4eOtuqz7yDEeQp0UMjH7/aSeP1QdJb+O66aIdxM4g1D8Tk8VL6Xh98jTQu6S5I3IcSAUVP6Bc21+0nKuhZb2KBgh3NWiqojY+QiVJ2Rot0v4/d5zr6TEOehfn0pzopW4q4agimm/3eSMSfYibsmC2dlK9UfHUST6eW6RZI3IcSA0N5UStmBDwiPHdYv27mdjsEUStqI23G2VXGk4P1ghyMuQo7SJho3lRE6Ig57TszZd+gn7FnRRE1Po62gjoYvS4MdzoAiyZsQot/zehwU7X4ZoymsX7dzO52w6Bzi0mZRV7aRhqpdwQ5HXER8Dg9VHx7AEGkhZlZGsMPptoiJSYQOj6Nh4xFa9knTgnMlyZsQol8LtHN7E4+rhYxRd6E3WIMd0nlJGnwVtrBUSva/jctRF+xwxEVA0zSqVx7E3+Eh/tpsVOPAmwReURRir8zEMiiM6pWFdBxpDnZIA4Ikb0KIfq2mdB3Ntfs627kN3Kl1FFVH+shFKCgU7X4Fv9979p2EOIPmnVW0H2oganoa5riQYIdz3hSdSsLCXAzhZiqW5uFu7Ah2SP2eJG9CiH6rvbmU8gMfEBYzsNq5nY7JEkHa8FtxtJRRLuO/iQvgqm2n7vNirOkRhI8b+NOw6cx6Em8YCgpUvLsfX4d07jkTSd6EEP2S1+OgaNfLgQb/wwdeO7fTCY8dTkzKZdSUfEFTzf5ghyMGIL/HR9XyAlSjjrirh1w0/zaMERYSF+bibXFS+X4+ms8f7JD6LUnehBD9jqZplOx7E7eruXM8t4HZzu10krPmY7EncXjfG7idTcEORwwwdZ8V4653EHdNFnqbMdjh9ChLchixVw2h40gzNasLZQiR05DkTQjR79SWfhmYt3TINdjCB247t9NRVT0ZIxeh+b0U735V5j/t9EXJZr657Gfc9sZDfHPZz/iiZHOwQ+p32g7W07yrivDxSdjSIoIdTq8IHRpL5JRBtOytoXFzWbDD6ZckeRNC9CvtzUcoO7CcsJihxKbOCHY4vcZsiyEl90bamoqpLPok2OEE3Rclm3lmyyvUORrQgDpHA89seUUSuON4Wl1UrzyIKS6E6OmpwQ6nV0VOTSEkJ4b6L0poLZDe2V+lD3YAQghxlNfTQdHulzGY7KQNv+2iactzOlGJ42ipP0hl0cfYIzOxR2YGO6Q+4fB0UNRQSklTGbWOBlqcrWwu34Xbd+I8l26fm9d2L2V66sQgRdp/aH6N6g8PoPn8xM/PRtFd3HUviqIQd/UQvC1OqlccwBBqwpxgD3ZY/YYkb0KIfqGrnZuziewJD1107dxOJyX3BtqbSyne8ypDp3wfvbH/T210PuocDawv3cqW8t0crC/GrwUao5v0JsJMISclbsfv9/GhdVyWMh6LwdyXIfcrjZvL6DjSTNzVQzBG9O85fXuKqldJuH4oR17ZScWS/QxaNApD2KX7HjieJG9CiH6h9siXNNXsDUzmHp4W7HD6jE5vImPkIvI3/ZXDe98gc8x9F02No6Zp7Kraz4qDa9hZuR8NjfSIQSzMmUtuzBDSIpIJN4cC8M1lP6PO0XDSMVRF5dmtr/DSzneYmT6F63KuJMp6cbb1Op2OihbqvywhJCcG+7DYc96vYMcGNq56h9ameuzhUUyeexPZY6b0YqQ9T281kHTjMI68uouKJftJvmMkOpOkLnIGhBBB195cSlnBcsKicy/qdm6nYw1NIjl7AUfy36Om9AviBvg50DSN3dV5vLZ7KUWNpYSbQ7lp2DXMSJtEfMip5968Y+RCntnyygk1cEadkQfG30l8SAyrCteyqvBzVh/6grmDZ3Dr8Pl99XKCyuf0UrWsAH2oidgrM09I7DVNo625gfqqMtqaG+hoa8Xn86AoKs0NtRTu2YzfF+gM09pUz5olLwAMuATOGGUl4bpcyt/ZR9WyAhJvHIqiXhw/cM6XJG9CiKDyutsp2vVS1wTuF0utU3fFDJpKS/1Byg98SEh4OrawQcEO6bwcqCvi1d3vsb/2IDHWSB6asJjpqRPR6878dXO0Xdtru5dS72ggyhrJHSMXdq3Pis7g1hELeHffh6w4sIYNpduYFjaWsdrYi/Y9c3T6K2+7m0GdNU5ul5PD+bsozttB+aE8HG0tJ+yjKMpph9fwetysX/HmgEveAKyp4cTOyaRmVSG1nxYRMzvjov27nwtJ3oQQQaNpfor3vIbH1Ur2xG9dMu3cTkVRFNKG38r+DX+iePcr5E75Hjp9cNv3tO5dS+OaV/C21KMPjSJi1iLsw09dK9jqauOlXe/yWfEGwkx27htzK3Myp2HQGc65vOmpE8/YOSHWFsU3Ji5mTuZ0/rntNZZVr+Hw5xV8ffyi09boDWTNu6poP1hP9OVpNHtrWff2mxTu3ozX48YaEkpy5lAS0oYQFZ9MaGQMFpsdnU6Ppmk8+dOvnfKY7a1NvPHXXzBiymyyRk1Gbzj3v0+whY2Mx9PYQeOWcvR2E5GTkoMdUtBI8iaECJrKok9oqS8gJffGAVvT1JP0BisZI+6kYMtTlOx/m/QRi/q0duFojY2iKLTuXUvdB0+jeV0AeFvqqPvgaYATEjhN0/iiZDMv7nybdreDhTlzuWnoPMy92LlgcFQa/zvnx/zrs1f4smEHP175v/zHuNuZkTap18rsa66aNurWFKFPMLF29+sceXcfBqOZ7DFTyR49hYTUwSjqqXucKoqCPTyK1qb6k7aZzFZ8Pi+fvvMc6z96k+ETZzJi8mxsoeG9/Ip6RtSMNDytbuq/OIyiV4gYlxTskIJCkjchRFC01BVQeWg1kQljiU6eHOxw+o2QiHQSB19NReEKbKGDiEu7vEePr2kantpSOkr3464+jKehAm9zHb6OFjRPoL2Zojeied2gnTg9keZ10bjmla7krcHRxFNb/s2uqjyGRKbxwMxFpIb3TW2IqqqMDRvKDZOu5a+bnudvm15gZ9V+7h93O1bDwO6N6XN5KXtvLx7NxSf7XkZn1TN13q0MnzgTo/ncXtvkuTexZskLeD3H2hDqDUZmXHcXWaMnU3Yoj93rV7P1sw/YuW4VI6fOYezl12C29O/ezoqiED9vCJU+P3VrilF0KuGjE4IdVp+T5E0I0eec7bUU7X4Fc0gcKbk3XdJtV04lPn0WjpYjlB34AIs9kdCoIRd0PL+7A8fBrTgO7aSjaCe+9iYAVEsIxuhBmJOzUa2hqAYTKAqax0Xz5uWnPJa3pQ5X5SF2eJt5ZusreH1evjb2NuZmzkA9TU1Qb4q2RfJfMx/h3byPeHvfBxyoO8QPLnuQ9IiBWZPr7GjnwAvrMLVZ2ONcy7grr2Xk1NkYTd1LSI+2aztdb9NBg4cyaPBQmuqq2PzJUravXcHeTWsYO+MaRl12JQajqcdfW09RdCoJ87OpfD+f2o8PoegUwkbEBzusPiXJmxCiT3k9HRTueB4UhcGj70Onv7jmZuwJgfZvt5G/6W8U7X6Z3MnfxWSJ7NYxNM2P80gerbvW0J63Ac3jRLWEYEkfhTVjNOa04ehDY06bOLfnb8TbcvLI9k5F4U/Lf8X2UAvpligevuKbJIUlntfr7CmqqnLzsGsYEZfNn9f/i59/8gceHL9oQF1G1TSNg7s3U7JiJ2n6YTTH1rPw1h9hspx/O9DsMVPO2jkhPDqeubc9yNgZ17Bx9btsXPUO+zZ/xrRrbydj2Lh++8NK0anEL8ih8r08alYWovm0S6oGTpI3IUSf0fw+ine/jLujgSHjHsBk7V5CcinR6c1kjr6H/E1PcGjni+RM/Baq7uyJrt/tpHX3Gpo3L8fbWIVitBAy9DJCRs7EnJyNourOqfyIWYtOaPMGcNhm5a1BsTR4HcxxwKzCPLwlv6R50gJCx16Fog9u4/fs6Ex+O/cx/rzhX/xt0wsUNhzm7tE3oz/H1xwsbc0NfPruC3QUNzEm9EoMaVbG3XRZnyZO0QmDmH/3dykvLmDt+6+w4pUnGTR4KNMXLCIyNrjJ+emoepWEhTlULS+g9uND+BweIqcM6rcJZ0+S5E0I0WfKDiynpf4AqUNvwR6ZEexw+j2zLYb0EXdSuON5ive8Tsaou1CUU1+a9LY10rLlQ1p2rMLf0YYpcQgR02/Blj0Z1dj9zgNH27U1rnkFV0s9axKi+cSmEmuy8t+Xf5OsyDQchdtp3rSM+tXP07zlAyJn3YUtd8ppY+wLYeZQfn75w7y8awkfHPiEkqYyHpn69a7BgPsTTdMo2LGetctewaRZmRKxEFNUCIMWjgxaApKUns1t3/4v9m5aw6bVS3j9L//JqMuuZMIV151ze7u+pBp0JFyXQ/WqQhrWl+JzeC6JYUQkeRNC9Ima0nXUlK4jNnU60ckyV+W5CovJJTnrWsoOLOdIwfsMyl54wheTt62J5o3v0bJtJZrXgzV7IuGTrsOUnH3BX2D24TNoT8vlmQ3PcbDhMDPTJnPf2Fu7pqmyZU3AljUBR9FOGj75NzVLHse0cTBRc7+GOTn7gsq+EDpVxz1jbiYzMoWnt7zMj1f9Lz+Y+gBZ0f3nB4OjtZk1771I8f4dJKcMZaRuBppHI3FhLqohuDWFqk7HyKlzGDJyIhtWvcOOdSsp2LmBy+bdhqb1v6FFFJ1K3NVD0FkMNG0tx9fhIe7qIUE/j71JkjchRK+rr9jGkfylhMcOI3nItcEOZ8CJS7sct6uZmpIvMJrCiU+fia+9maaNS2nZugLN5yVk+Awipt2EIbJnLnFpmsbaw5v41/bXURWV7025n6kp4075XGvGaCxpI2jbu5aGz16l4sWfYR97JZGz7kJnDl7vxWmpE0kOTeSPXz7NL9b8ia+NvZU5mdODFs9RRfu2s2bJC7hdHVx21W1EHYnHXe8g6Zbh/WruTktIKFfceB/DJlzO5++/zOo3n8UenUhachzR8f2rQ4iiKMTMTEdvM1D3+WE8jR0kXJeLIbz/nM+eJMmbEKJXNdXs5/C+N7FHDg6MW9bP2x/1V8lZ8/G4WqjY/z6+PVtx5+9A87oJGTaN8Gm3YIzquXZJDncH/9j2Kl+WbiU3ZjDfmXQf0bYzt09UVB32kbOwZU+mce3rNG/5EEfBZqKuvA/b0L5tv3W8tIhkfnvlT/jLxud4duurFDaU8LWxt2HsxuDBPcXt7GDt8lfJ37aOmMQUZt/0I1zrm3DUNJGwMBdLUv+7tAsQNyiDWx76Ofu3fcEXy1/njb/+gpGTZzPxyusxmfvXwNoRE5IxRlmp+qCA0pd3Ej8/G1vaxTcXriRvQohe09pwiKLdL2G1J5E5+h7UIHxhXiz8znbC6kHbU4bTV4IpcwSxc+7HGN2z46rl1x7irxufo76jidtHXMf1OVd1awgQ1WQh6sr7CBl+OXUrnqbmvT9h3buW6HkPog+N6tFYz1WIycZPpn+LN/ct4939H1HaVM73L/s60X3YYaa8uICP3/wHbc0NjJ81n/GzrqNudRGOw03EXjWYkMHBOTfnSlFVhk24nFaPDmdNEbs2fMzB3ZuYOu9WssdM7VdtzGwZkQy6azSVS/OoeGcfkVNTiJw06KKaD1WSNyFEr2htKKJwx/OYLJEMGfsfQZ/qaaDydbTRvHkZzZs/QHN3YMueRFO4jyatCZu3HiM9k7x5fV7e2b+Cd/NWEGuN4lezf8iQqPTzPp4pIYPEe39D85YPafzsVY48+z2iZt+DffTsoHzRq6rK7SMWkhGRypObXuSxVb/hkalfZ1hsVq+W6/N62LjqXXasW0lYRAw3PvgT4lMGU/vxIVr31xI1LXVAjVFmMFmYfP3d5I6fztqlL/PxW/9k3+bPmb7gTmKT0oIdXhdjhIVBd46iZnUhDV+W0l7YQNy8LEzR/aum8HxJ8iaE6HFNtfsp2vVSIHEb9wB6Y/8etb0/8jvbad78Ac2bl+F3ObDlTCFi+q2sP6Lw2so9XJW5Df+ul3EV1TBt6pUXVFZRQylPbf43Jc3lzEibxNfG3tYjsxQoqo7wSQuwZU2g9oOnqPvwKdr3ryP62ocwhMdd8PHPx8Tk0SSFxvPHdc/wq8/+wu0jruO6nCtRe6GHbF1lKavf/Af1VWUMmziTy665DYPBRM2qQlr2VBMxIYmIATo/Z1xyOjc/9DPytq1j/cq3ePNvvyRr9GQmz72J0IjoYIcHgGrUEX9tNrbBUdR8XMiRl3YQdVkq4eOTBnwtnCRvQnzFnm1lfLqigObGDsIiLFwxL5sR4wbmB2ww1Fds4/C+N7HaExky9n5J3LrJ73IcS9qc7VizJxEx/VZMcWl8tu0If3trFy6Pj5ebhnHHmP2ks4ovv/Ry2WXzul2Wx+fhnf0reC9vJWEmOz+a9hDjk0b2+GsyRMSTsOi/aN3xMfWf/JuyZx8hcuadhI6fF5Q2kEmh8fzPlT/i6S0v8+ru99hbXcC3J9/bY8OJeD0etq55n+2fr8BstTH/nu+RljMKv9dP1bJ82g7WEzl5EJGXpfSry43dpagqQyfMIHPEeLZ99gG7vlxN4Z6tjJw6m3EzrsES0j/a8Nmzo7Ekh1KzupC6tYdp2V9D9OXp2NIHbls4Sd6EOM6ebWUsf2sPHo8PgObGDpa/tQdAEriz0DSNmtJ1lBW8jz1yMJmj75FLpd3gc7TQsHkFrVs/AFc7HXHDqR05lyZjHI6dTvxaHsu+KMLV+d70+HS8vG0YMzNLGRKziQN7Yciwq855jLVdVft5bvsbVLbWMDNtCnePuYmQXky0FUUldOxcrIPHUvvhM9Svfp62vPXEXPvNHm+3dy6s/7+9+46TqrobP/65bfrM9gJLXXpvFkQEREQRsD2aYBRNfIzGmPiYookxefmkmOJjkidGk+jvMRpLjMYEjcaOIhZEQaQvnaXssr1Mn1vO749ZFpYF3IUt7Hrer72vW+beOWfO3J35zrn3nGN4+dZZN7C04D0eXfN3bn/tHr5x5nVMKBx9Us+7f2cJby/5C/XVBxgxaRrT5y/C6w9ixUzKX9hMYn8jubMGk3Va7xlQ3e3xMe3CKxk3dTYr33yeT997nQ0fvs24qbOZdM6F+IIZ3Z1FdL+LPpeMIrKthpp3dlP2j434BmWSO3Mw7rye9wNTEUKI7s5EV0gmk2zYsIGxY8fidp+6Y7b1NqtXr2bKlKN3L9AdzJRNQ32cSDhJtDFJJJxIL4dTJBIm2zdXYllOq+NUVaGwXwYul4bh0vB4DfwBN/6Ai0DQTUaWl6wcP6EMT7dXx3dHmTuOxZ7NS6jZ/xGZ+WMZPO5LzY0TNm/ezLvvvks4HCYYDHLOOecwatSoLs1fV2hruQshqAsn2XOgkT0HwlTvLSV3/7sMT23EpdhsSPXj1fh49totLz0pCnzWp7XHEPTJDVGUH2RQ3xCD+2QwqE+IvCxvcw1PdbSWxz79Ox/t+5TCQB7XT/4iE/uMOeHXfSKEEEQ2vEPNG48iUkmyZnyBjKmXtLsWrqPO9T31+/ndikfY21jO3KEzuGb8ZXiM9v3wiDbW8+Hr/2Dz6vcIZeUx67LrGDAsXa6Jigjlz2/GjqUomDec4Mi8k85zd2lLmddWlrHq7RfZtnYlmm4w5vSZjD97DhnZ+V2Uy+NzLIeGT8upXbEHJ2njH5ZD1ulFePueGjWFBx0vbpE1b1Kvk4ib1FZHqauOUVtz+DxKuDHZan9VVfAH3Xi9xlEDNwDHEXg8BmbKIhEzqSwPEw0nW+2v6SpZ2T6ycnxk5/nJLwxS0DdEfmEQvZd2GJmMVbNz3V+JNe6lcPB59B06t7n2Z/Pmzbz++utYlgVAOBzm9ddfB2gRwNm2TSqVwnEcDv89qes6hmGgaT237BIpi+1769m8u5aS3XWUlNbSGE0xUKtitncjM4w9CEWjLHMcDQNmEeg7iK9lesgIuPF7DHweHY9LR1UVvvLT16iuT7RKI+Q3uGCSzu49O2lIRtlamuS9tWXNj2cEXAwd4MfJ2872xKeoKiwadzELR8zB6IYWwIqiEBw3C+/gidS89n/Uvv0Ukc0ryFtwC+6CQV2enwGZRfz8/O/z9PoXeGXr26wp38jNp1/D2IKRn3msZZp8+v5rrH7739i2yeQZ8zj9vEswXG6EEDSsKaf6nV1oPhf9rhqPpzDYBa+oe2Xn92XuF2/i9NkXs+rtl1j/4VusXfEmg0dNZMK08ykqHtmtl4tVXSXrtCJCY/KpW11Gw6flRLfV4CkKkTmlL4Eh2Sha940S0hay5k3qVJ1ZC2RZNtWVUSrLG6ksD6fnB8I0HvHlFgi5ycrxk53rIyvHT2a2l0DQQyDkJtAUtB2sLfvdz5bSUBdvlVZGlpf/+uF5LbYJITBTNpFwkvraGHU1sXTQWBOjrjpKTXUUy0wHd4qqkJPnp6BPiMKiEH36ZdCnXwZeX8cPyt5VNW9CCGrKVrG35AUURWXgmCvJKhjXYp+HHnqISCTS6lhN0wgGgyQSieag7XhUVcUwDAzDwO124/f78fl8zZPf7ycYDBIKhQgGg+h61/8uPVjuVXVxSnbXsrm0ls27a9m1vwHbSX/MDs51cW72foYn1uGN7Edx+whNuYCM0+ajBz/7/pvD73k7yG1ofOPKCcya0p9I3S52rnsKMxUms99sku7JbCurYfne99gn1iE0E6umD/b+EQzKKWD04GzGFOcwZnAOWaHuu8QdKVlBzav/hx0Pk3H6fLKmX4Hahs59O+NcL6nazh8/eoLySCVziqdz1fhLCLoDrfazbYutn37IR0tfIFxXTfGYyUy78Atk5qYbYpj1CSrf3E5sdz2+4iwKLhiG7u/4//eudiJlHmmoY8PKt9jw0TIS0QhZeX0YOflsRkw6i0BG949v7KRsGjdUULdqP1ZjEtWjExyZR2hMPu7CQLcFmseLW2TwJnWqjvhwFY6grjZG1YEwFYcFaTVVUUTTl6KqKeTlB8jvEyKvMEhufoCsXB9Z2T5c7rZ/kR95zxuAYWgsuHJcu+95cxxBXU2UirJGKsrCVJQ3UlHW2CI4zMz2NQdyffpl0Lf/yQd0XRG8JWLV7Nn8T8I12whkFTNg9BeIxByqqqqorKykqqqK2traowZuB40YMQKv14vL5cIwDFwuF6qqthz6ybIwTRPTNEmlUpimSTKZJBqNEovFiMVimKbZ6rkDgQChUKh5ysjIICMjg8zMTILBYLv6LTsey3bYub+Bkt21fLBmBxUNguqG9I8Hl6ExYkAWIwdmMC5QQ37dOlJbP0SYCVz5AwlOOp/guFmo7va16ly2ei+Pv7KZ6ro4uVlerp03illTDvV2b5kx9pY8T+n+1ax3XKxJJIiYCU7rO575Qy8kXu9LB5e7aykprSPVdK73zfUzpjiH0YNzGFOcQ2GOr0u/tOx4mNq3niT86VJUX5DsmVeluxU5zqXUzjrXk1aKZza8yMtb38JreFg09mLmDJmOpmrYlkXJJ++zatlLhOuqyes7kLMv+iL9hqRrkh3Tpn51GbUf7gVFIXfmIDImFPbohgmHO5kyt8wUW9euZPPqdynfvQ0Uhf5DRjF03BkMGjURfzffGyccQay0nsYNFUS31yBsgZHhwT80G/+QbLxFoS6tkZPBGzJ46y7t/UePhpPpAO1AI1XlYSoOhKk6EMZMHQqmsnJ85BcGyesTpKAwRH6fINl5frQO+qfq7NamsWiK8n0NLab62ljz45nZ3qZgLrM5qPO14xd7p9Z2pqLs2/4GNftWgKIScYayp9KgpqYW206/R7quk5OTQ05ODtu3byeVSrV6nmAwyI033tgheTJNk2g0SjgcprGxkYaGBhobG5uncDjcomZPVdXmgC4zM7PFPCMj47ifD7WNCUp217KlNH35c/veelJNl84zfBoThhcyclA2owZk0ocK4ls/JLrpfexIHYrhwT9qGqHJ5+PuO6xTvsyFEGyt2clr297hg72rcYTDMENjTuEIzhx7Ob5Qy5vkTcthx/56Nu2sYePOWjbtqiESTwfD2SE3owfnMLY4h9HFOQwsDKF2wf2cyfKd1LzxZxJ7N+PKH0TWjC/iG376Ucurs3+o7Knfz6NrnmVj5VaKvYWcTT9qNm0k0lBHfr/BnHHeJQwckR5E3rEcwhsrqF2xFyuSwj8sh7xzizFCvev7pqPKvKGmkpI1H7B1zQoaaitBUSjsX8zgUZPoN3Q0eX0HdtiPrBNhJywiW6uJbKshvqceYQtUt4a3fwbe/hn4+mfgyvN3alAugzd6d/AW3rCcurefwmqsQQ/lkHXu1QTHzujubAHH/kePx1JUHghTdSBCdUW4aTlMNHLoi94XcKXvGWuqTcvvEyS/MNiumrSeIh5rHdDV1RwK6DKyvC1r6Ppl4gscPaD7rA/Xxk2V1LxXitWYRA+5yZk+kNDo1jcSCyFoaGigqqqKqoo9pBo34FP3oyqCA3VedlUE0IwA+fn55OXlkZ+fT35+PllZWc0fukfe8wbp4G7u3Lld1mjBcRwikQgNDQ3U19e3micSLS+ze71eMjIy8AUySOKnIWFQXu9QWhGjuiF9z6SuqQzpl8GIgVmMGpTNyIHZ7Nm8iuEZKrHtq4lt/wQnHgZNxzdkMoEx0/ENOw3V6JzPnr0NZbxX+jHv7fmYqmgNXt3DucXTmFt8NkrNZip2v4NtxQnljqRg4DkEs4cetVWq4wj2VoTZuKuGjTvTU01TTaLfazBq0KHLrEP7Z2LonfPlKoQguvkDapf9FavuAK6CwWRNvxLfiNNb5Luzgzfbsti7YxPvv/sitTu3owhIZfuZMmM+M864EEVRMOsTNG6soGHdAeyoiadPkNwZg/D27/4Wlp2ho8tcCEFNxT52bVrDrk1rqNy/GwCXx0vfwSMoGjyCgn7F5BUNxHC1/P/pqsZQTsomVlpPdGct8b0NmE235qhuDXdBAE9hsGkeQA+5OyygO+WCtxdffJE//vGPWJbFddddx9VXX93i8c2bN3PXXXcRjUY57bTT+PGPf4yu65SVlXH77bdTU1PD4MGDue+++/D729bEt7cGb+ENy6n+958Q1qEb8RXdTe78r3V7ACeE4IP3P6Z/36FUVYTT04EIVQfCRMKH8utya+QVBA8L0NK1aYFg73mfTkQ8luLA/sbDArp6aqsPBXShTE/LGrqiEP6gm08++eSYH66NmyqpfH074vCGFpqCf0ZfzFyV2tpaqqqqqK6upqa6iqAnQmFWnNxQ+v2KO3m4MiaSVziU/Px8/P7P/uV5qrc2jUZj7NhTyY69NezcX8/eqjiVDRbhxKHX5dZMQkaCTE+KomydAfl+CnwKmSKCP1qJVrMbp64cANUbxDd0Mr6hU/AVT2zTvVvtFTPjbKzcytoDm1h3YDMHIlUoisL4glFMH3A6Z/SbiLeptaSwbeI1lVRuepuaHauxGiOoloFbz8EQAUiBHYlgJxI4pokwTRzTSi9bFg5go5JyFBI2RIROXHOT0t24srLw9u1D9uD+9B9VzKCRA3C7Ou7HlXBsIhvepf795zBryzFy+xGafAGBcTPRPP5OCd7MVJJ92zexfcMqdm/+lGQihscXYPjkaTQUBHip7H3MSJJZ+iROjw9Dr0rXOPsGZZJ1ej+8AzJ6zSXSo+msgFkIgeM4hBvq2LezhLJdWynbvY1wfW16BwUycwvJyutDRk4+8ZTDpm07sIWWbopN+l7a2bNnM3r0aDRN67T3wWxMEt/XQHx/I8kDEZJVUTh4C49Xx53nx5XjazHpvvY3DDqlgreKigquuuoq/vnPf+JyuVi0aBG/+c1vGDp0aPM+CxYs4Gc/+xkTJ07kBz/4AWPHjuVLX/oSN910ExdffDHz58/nwQcfJBaLcfvtt7cp3VMleBO2hTCTOGYKYSZwzCTCSjVtSyKaJsdMIaxky+22Bc2t8RwQgmjJhwizdQtKxeUhNGkuiqaBqqMaLhTDg+r2orq8KC4PqsuL6vKgNM1VlxdFb98JlkxYRMIJGurirW7Yr62Jtbjcabg08goC5BUGDwVrhUFCmZ5e/WHXkeLRFOV76qjY20BVWSPV5WEi9XE0RUFVwOPS8bghLzdEIOAm4HPhcWs4ioXtJKneWkbcShAjRZRE8+QoAhB4XTZ5IYu8kI3fG0NVbRBuAsZIMr0TcemZ6Xs+VAVFU1ANDdXQUAwV1XVwWUM1VBRDQ9GUU+K9jcZNquvjVDVNB6qj7K+KsL8qwoGaKJZ96GOwT66f4r4ZDC4KMajAT57WgNKwj3jlXsyaMpTGCjyxanSRrk00UalRQ9SoISK+ApTcgWQcdhnW7/c3T16vt93lEU3FKA9XsrNuDztqS9lZW8rexnIcxybouJjg7ccoo5Chei56OE6qppZUbS2p2jpStTWk6urhaA1CNAXcKqrXQA/40f0hDF8I3e1DNVyohoGiawhHIGwbYds4qRTx+jANdRFi0RR2ysJRDEzNjam6iRl+op4sUv5MhC+Eqhnpy01N3ZwIR6CoCi6Xhtut4/LoBEMesnP9ZOf50416+oYwjmiZLRybyMb3aPz4ZZLl21F0F/7R0yl392H8nPZ3MXK4RCxC5f5SynaVsH/nFir27cSxbdweH4NGTWTI2NPoWzAMqy5JfG8D0dI6zOr0favVeiNbMg+QO74fM8ZMI3SUhg09ycEAyrKs5sk0zRbrW7ZsYcCAAS22HWs6/FjHcbBtu9V0+PaOpmkqmqaj6zqapjXfW9ve6fDjjnYp17EcUtVREgci6WCuOkqqJo447N5p1atjZHgwQh6MDDd6hie9nuFGD3lQj1KLfUoFb0uWLOHjjz/m5z//OQAPPvggQgi+8Y1vALB//36uu+463nzzTQBWrVrF/fffzyOPPMKZZ57JRx99hK7rlJeXc80117B06dI2pXuwEIpDubhdKoomULT0b0ocBxwb4VjpAMluWnbs9LJtIpz0hxdN+wjHRlhmU4CVagqwEoctJxFWEifVFIA1BWg47T9BFc1AMdwomg6KCgdv6lYUrPrKYx9neJoCPuuY+xzOEQqm4sXSg5haAFPzYyo+TNVLCi8J203MchNL6URTGtGEinnEU2uaQmaWm+ycdL9n0UQd4yeNIq8wREamt9v7QDtZwhEIy0HYTtNc4BxcP7itafuhfZz0PlbLbcI6uP0Y22wHx7QxLRPTsrBsC1s42DjY2E1zBwuHFBYmFiksUpiY2M3LSSyEcujfXFMdPLogZKgEDYWAx8LjSWF44yh6+n4nxfRhRPLRGgvRG/NQxAleHlMVVENNB3VNwZ3aFOg1rx8M+prXD9u/+RgNDBVLgbhlk0jZxBMW8eShKRxN0RBN0RhN0RBJ0hhNURdOUl0fJ548eKIKDGyChkX/bJ1+mRp9QioFXptsI0lIi6MmGrGj9ViNNZj1FWAfOskVw4Mrrz/uwmJchcWIrL5EjRANjWE2bdqE3+9vvhx7tMYaqqqmW8j6fbh8blSPDjoIQ8FWbZJWHDMeIRULE4/UE2usR8RiuFMCf9wmM6mSndLxxx2MSAJSrRtr6IEArpxsXFlZuLKz08uHz7Oy0AJ+LMeict8Gqg/soKG6nETcxLQ0bMuDo2TgiACW7SVl6qSSKomEIBG3ScSt4/Q3J9DtFC47jmEncXBo1DzUGkFUI93licel49FUdFVBA6yERTySbH5OVVMo6p/JsNEFjBxXSG5+y4AoWb6TxjWvE9nwLsJMoHoD+Iadhn/YGXgGjkbztu6Kw7YsIo21NNZW01hXRWNtFTUH9lFdvpdIQy264sKleSnIH0xhXjFZwT749BBWfZJkVRQnkT4HFE3B0y8D34BM3AOCrDO38dr25Wyq2oamaowvGMVZ/SdzetEE/K6OG0Pz8ADnYHBl23ZzcHSwUc/xltu634mGBKqqout6q+lgVz9Hmw4eo6rqMR8/shETpBs+vPHqyyiOBY6JIiwUxwHhgCIAtak2Lv09qWgGmu5C1Y3096iqIVBxhMC2BfYRXRQd93UqAk0V6Dp4vEG8voyjBnmGYaDaCiRsRNxGRO30csyCmI3qKKgoaKioqLg8LgyfG1fAje53Y/gMCOnsofrU6OetsrKSvLxDHRTm5+ezbt26Yz6el5dHRUUFdXV1BAKB5i4ADm5vr+UfP4djxkmfCkrTn+DgqaEogDhsOb1Xk0P7NR3aTDnsyxFFA5cPxeWDY/3/Kkc/UZTjrB1VVp/mvH3287XnwYNiQAyV9Etp18dRCkIq7F67nN1r23Ngxzr8ZXbPDZ7tDFi1pkkAbWyIqDdNXtr/Gk3ATAJJD3B4dxE14K+Bjr7q5wCJpumEKEd9kQaQ2zShAaGm6bB79I9aNjY0RKChxUYVgnnp6WhqK9LTYQIACcgEMgMHNxxNU1AXB6V1rzSH8ur2Qt7RT4Bk05R2vPOrPj3V7YTa4+wGqIBbc0AzgXDTUx/jbGrLKS0EihDpQlfSn55COezTVhx6P1p8ljbNI+WwqvywpztiR6VoVNOqQGmog1WvwarXDv+UPmrGlabHXZpCUf9c6J/bvA3i1NkbqavfiEBgA1ZW0xywEYgUsL1pAkYBI5W+4JiIsjLKy/fzIi+Co6GgHpofLJODeSb93QNN3x/iiO+Rw4v+ZGqvj0gzHbYIXApgCIQB+ERTcgLn4FJTbbxQoPnR5mWB4jgoQqA46fdZFQJFkJ476fwrKVCaTtSD54JC+gqjaFo3RVMexcFOqA+dGKLpseayEIceHqUJhHpwJxBCwRHpV2crKg7gKGrTIU25NtM/otMfQk7TeXnoeBQFFBWBmn53lINBoJpeRkUoTaXoqIhYI7FYObGm/Q5WqiiKkr460fz+NpUBgC5QQodvE4fiCQWUKBBNv1eGHmDQ6JlHfVu7PHhzHKdFFC2EaLF+rMeP3A84ocsx/fLD4ETbtO/hgXjLoLzpLTna/5lQOOKhY36bdnwgcYzyOE5CXRHMdHQaPbvurm1ONOA8uSuUPaPt0gm/xM/BiXNyL/EE3/8uLtfOSK69r/zwH/THfD6lda3okXk/Vmyc3lG0XD3y+T9j25HB7me9xhYBtDhsmzji8eYvw6aA9GRvi1DoQVdkmqJHjt8vZUdxjpNOlwdvhYWFrFq1qnm9qqqK/Pz8Fo9XVVU1r1dXV5Ofn092djbhcBjbttE0rdVxbTV62ncPVT8qB+vflMNOwKPfoyNEOnZPz0EIp2kuWiw7OLz76V6eWbqFusYYWZkuFp4ziEkj87AcC8uxsYXdvGw5FrZjYzk2pm2RtFPEkgkiiQSRZIJoKkEslSBhpkiYSSwziWWlcOwUjpO+JKo6Fig2mhBoDhiWSE9meu5qWneZDu6UwJtw8CUdvAkHb1LgSTpoR/xnCyDu1YkFDGIBF/GAi1jAxT4jTr0PGv0aputQOamKgtfwYDkWKds8vODSvzDFYVOL9aabPFFwKQYuVcdQNFxKem6gYqCho6CjogsVDQVNgOakf8+qAhRbgOOgOOlLk9gWjmkhTAvHMnFME9tMz9tK0w10txvD5cE4Yu5yezA8XlxuD263F8NwozmgpkyURAonGsMOR7AbIzjhMFZ9A1ZDA3Z9Y/ry+0HKoWDf0hRsTcHWVfwFhfhz81C8HvC4wDBAV7FVBRuaL5majo3t2Ji2iWWZmGaKcGMDqqZgppKYyfhndoAL6QGmXe7063F5vC2WDbcn/foMA1030A0XmuFCNwx03dViu960XdMNFFVL//JVtKYaFxVHSde+OKjYpH+BW47AchySdnpKWQ5J204vN21LWgeXbRKWQ8y0iVk2MdMiZtrH/WIyVAW/Syega/hdGn5DJ+DSm+Zaq3lA1/EaGqryWV/RaSv3V/P8lnJqkymy3S4uHdGHM/vmHHbsyfx6OrSDEIK4ZdOYtIimLBpTJo1Ji0jTcjhlE05ahFMm4aRFzDr6LRq6quDTVbyGhldPTx5dw9u0zaNreDUNl65iqAouTcFQVQxVRVdVDE3BpSromoquKKiKgqakPwNURaGp0qFF+QFEd+xi9xNPEi7ZQsaECRTf+J+4s1t20Hq0shJCsGNLNR+8tZ0D+xspLAox9+LRFBZlsHbdOk47/Yx0Vx2i6fKiI7BtB6u+EruuHLu+DLu2HDtcgxOtx4k1YEfrT+gWlpYUFMOFYrhRdVd6WXejGC5Uw42iu4jpOjtVi+0iwX6RoNyO0+i0/AxSUQjoHlyajqEauDQjfUuMcLCFk/6eEOn/8ZiVOO7lPU3VCBg+Ai4/fpeveQo0TX4jve4zvHh0N4YFbCvF3lGKWbqf5K492OHwYZlTcefmYGRkYISC6MEQtfE4RcOGovu8qG4PqtuN6nKhuV3pZbcb1WWg6nrTPdcaqq41Lyuaiqrrh27/aWKmLA6UNXJgXz3VlY1UV0aoqYwQjSSba6dAoKoQDLrxBQyEkiIcrsN2Erg9OoOL+9OnTwG6oaDp6ftydV1BURXSt0UqONjpyjxFaR7RxXYElu1gWQ4p08a0LFK2g2k6mJaFaTpU7l+D5ShYjortqKRsFdPWMG0NR/URS9hYdlMNszhsLhQc0nO3oePzGk0jp7jweV0EvC78Phf+puWAz03AZxDwufG5dXbu2Hn0s6+7Giw899xzeL1eFi1axE9/+lPGjx/fvM+CBQv48Y9/zJQpU/jRj37EwIEDueGGG7jxxhtZuHAhCxcu5I9//COVlZXcfffdbUr34D1vz30YRqDjdev4PHrz8DNej47PbeBxaRi6imE0fXjpKoau4TJUdK31tffD1yzbYeXGAzy3dBumfegLU9cUzp3Sn/4FQWIJi1jCTM+TJrF407xpezhmYh5jiCYAt0sj6HMR9Bnpud9F0Oci4NXx+zQ8HvB4FAyXwHAJNF2gaDao6aAqaaVI2ilStknCSpKyUiStJMRTqJEYemMMvSGG0RDDaIzjaozjCidwNybQjshX3K3Q6Ndo9Gs0BDT6Dx6Jkx1Czc1Cy8nG7fVRvq+M4UOG4dZcuHU3bs2FS3Ph1l3pZd3ArbnQVf2YNamV7yxnzxNPkayuwZ2bw4DFV5M/88Ra0grHwTRTzYFNep4k1bScSsYxkwlSyUR6noiTiDSSikZIxqKkEun9LMtMB97dXFtluNOBpMvtbV6OxpPkFxQeEYh5cXk8Tft4m7YfWtZ045RoWHAiHCFIWA5xyyJq2unAzrSIpGyiZjq4iZp20/zQetS0DjYQa0UB/IaWDvqagz3tsKAvvb6nMcbrOyuwDnseQ4Frxg3grKKcpqBCpAMLIdL32AhB0joUiCaspvlhgenBgCySspoDtHDKwj7Gx7Xf0Ai6dEJuo3kecukE3Tohl9E8D7l13Ef5HOsqwnE48Mpr7H7scTSvhxHfu52MMW0bCF4IwfpP9vPmi5uJRVPMvGA43owGTjv9tPbnQ4imH3iHGowJK4WwzCPuK266HKaqoKhN9x+7mu5BPrH/mXAywv7GCuoTDdQnGqmLNxBORUnZKUzbImWnu0vSVR1d1TBUA13V0FUdn8vbIggLNAdn6WDNrbk+M0/JmhpqPviQutWf0LBhI8I0UTQN34D++IcUEyguxtuvCE9hAe7c3HTQdZiOam2aTFjs3l7Nzq1V7Cutp6KsEafpH9Lt0cktCJCXn+7DMyPLS0aml4wsL8GQG7Ubhq5av/weUon6VttdnkzGzbgLIQRJ0yaWsIjGTaIJMz2Pp7/Xw7EU4WiKxqZ5et2kMZYiGj96pUJuyOAbCwpOjQYLkO4q5KGHHsI0Ta644gq++tWv8tWvfpVbb72VcePGUVJSwg9/+EMikQhjxozhF7/4BS6Xi/379/P973+fmpoa+vTpw29+8xsyMjLalObB4G3ZJovaiEW0KYCKJ9LLxwuYOpKi0BQ4poNG32HLXrfeIiAL+oyWyz4Xrm4aH1MIgdnQyE//8WOcmjpCUZuMiE0w6pARsQlFHbQjvgmNrEwsn5+cIYPx5OfjLshvnrtzc1GNz27ZWvnOcnY8+Cec5KE7fFS3myG3fO3EAzghsCIRzLp6UvX1mPX1mPUN6eW6esyGelJ19aTq6jAbGlu31FMUjFAIV3Y2RlYGamYGSkYQJeBH8XvA60H1+VA8boSSvlnati0c28K2zOarDooC77709DHzOe/qW9K1f4aBpqV/ybpcHgxPU82f4U5/qRyhOwam74nSQZ/dIsiLmBbRlN00P9q6Tcpu+2fFYbfQtotHVwm60kFiyGU0zdPrQbeeDtCagrGAS0fvxs5MT0Rs3z423/MrkhUVDPn61yiYM7vNx8ZjKV7+xwY2flpGbqGLr9wyq1OGmetNhG1T/+laDrz2OrUfrwbHwduviKwpk8maPIngqJFobeyF4WQ+X8INCdZ/sp9tmyvYu6sOxxEYLo2iAZkUDcyiqH8mfftnEMw49XogqCn7hNJNzyEOqzlVVIOBo68gp+/kk3pu23aIxE0am4O69Bxhk6XXnTrBW3f4rK5CTCsdMSdNG7O56tQ5tGw7rQO8Fve8CTRV5eePfXTMPDxzz0XNA0z3VO+WfsRDHz/V/OsQwKW5uGnKlzgjNIxkZSWJisrmefX27bgSCZJV1a0uF7qystBDQYxQCD0YaJoH0X2+pup3F7sffRzr8Gr8JkZGiOHf/XZz9wVOMtk0T+GkUlixGFYkghWJYkcjWJEYVjS9bkUiCKt1C1xF19OXBzIzcWVmNAVnmekWetlZzS31jMyMdLV/B/jLr75LuL6m1fZgZg7Xfe++E3pOGbx1LtN2moO5H79Xcsz9FgwtRECry4qqAm5Nw62reDQNj642X7b0NF3GNE7xQbE7ghWJsuV/fk39p2sZfMNX6LtwQZuPFULw6Ud7eem5dWRl+7nqhtPJyevZ3XR0Bsc0qXhzKfv/+QLJykqMjAzy58ymYM5svH37ntBztvfzxUzZbF5fzrpV+9i1rRohoKBviCEj8hg6Mo/+g7LROqmz545WU/YJZdtfIZWox+XJpO/QeScduB3P8eKW434DTZ58/EwJIVBVldWrV598LruZoWtkBE6+Visvy0vVUQY2z8vy4vO0v5O+U805A88A4Ol1L1ATqyXHl81V4y9p3u7OySY0amTz/o1N/+jCtknV1rYI7JLV1ViNYczGRmK7SzEbw1iRyJGtQ47KbGhk44/++9g7KAq6348e8KP5A+h+H76cAen+rIJBXJmZGJkHA7VMjKxM9EDXD0A8de5/8PaSx7DMQ8GwbriYOvc/ujQfUtsZmkqW5iLL4yLbY1CbaH3JI9tjcMnwE/ty/LzQA35G/fBOtv76t+z6v0cRtkPRpRe36VhFUZh05gCqa/ezdkWYxx5cweKbziS/T6iTc90zCCGofvc9Sh9/kmRVNcGRIxh03TVkn3lGm654dIRE3OTj93ez8t1dxCIpMrO9TJ8zjPFTinpsoJ3Td3KnBmvtcdzgrU+fPjz88MPHfFwIwU033dThmerJrp03igf+vpbkYZ3zuQ2Na+edOj3Kn6xzBp7RHKy1laJpuPPycOflAWOOuZ+wbexkCieVxEkmWfe9H2DW1bfaz8jIYMT3voOiaqgu16HJnZ5rHs9RLymeakZMOguAD1//B+H6GoKZOUyd+x/N26VT22Uj+vLE+j2kDrtlwKUqXDZCBm5toRoGI27/Dlt+/b/sfvQv6IFAuy6hZue7uO6Ws3jiTx/ylz+sYPHNZ1HY9/MdwMX27mP7g38kvLkE/5Bihn7j62RMGN9lP0zjsRQfLNvJqvd3k0xYDB2Zx1nnDmFQcU4PalV66jtu8Patb32LoqKi4+3Ct771rQ7NUE83a0p/AB5/ZTPVdXFys7xcO29U83bp+BRNQ/d5wZfu32rQV6476j1vg/7zy2SMOXYQ2JOMmHSWDNZ6qKlF6ValS7aUUZtIke1xcdmIvs3bpc+maBrDv3Urm6NRtj/4R4zMDLJPa/tlubyCIF++ZRqP/2EFf314JV/+xjSyczt+SLJTnbBt9i95gT1PP4Pm9TL0GzeTf97sLvsR6ziCTz7cw9uvlBCPm4we34ezZw+lT7+23Zcutc9xg7c5c+YA6e48lixZQn19fYvH77jjjuZ9pENmTekvg7UOcrBRQke1NpWkjja1KIepRTlN9wKN6+7s9EiqYTDy+7ez/gc/Yuuv/5fx//MLfP36tfn47Fw/V990Jo898AFPPbyS6795Nv7P0djIyZpatv32dzSs30DOtLMovumruDK7Lmiqqgjz4jPr2Fdax8AhOVxw6ZjPfQ1oZ2vTXdc333wzhYWF9O8vAxKp6+XPnCGDNUnq5TSvl1E/+B5rv3MHm+/5FRPu+yW6v+01aHkFQa664Qwe/8MK/v74ahbfNLXH3Ah/Mho3l1Dyy//BjscZeust5M8+t8sukQohWPVBKa//axMul8alV01k3JSiU66laG/UpuDNNE0eeOCBzs6LJEmS9DnmzstjxPduZ8MP72b7g39ixO3fblcg0G9gFhd/cQL/fGoNrz6/gflXjP/sg3qwyreXsf2BP+LOzWXsT+/GN2BAl6WdSlq88LdP2bzuAENH5nHxookEPke1nd2tTT9LxowZw9atWzs7L5IkSdLnXMaY0Qy8+ipq3v+AijeWtvv4sZOLmHbuEFav2MP61fs6IYfdTwjBvn8sYdv//p7Q6FGMv++XXRq41dfG+PPv36dk/QHmLBjFVf95hgzculibat4mT57MpZdeSl5eXvPA8ABLl7b/H0uSJEmSjqfo8kupX7eeXf/vEUKjR+Hrd/yGc0eaPW8Ee3fX8e9/rKdoYFavasAghKD0iafY/48l5M6YzrBbv9Fl3X8ANNSZPPLi+9iWw5e+eiZDRuR1WdrSIW0K3h555BHuu+8+BnRhZC9JkiR9PimqyvDbbmXNN29j+/0PMO4XP2s1TNPxqJrK5VdP4qFfL+efT37CV755Nlov6fh479PPsP8fSyi8cC7FN321S7tEKt1Zw4dv1uDzu7n25mnkFQS7LG2ppTa966FQiIsuuoixY8e2mCRJkiSpM7iysyi+8QbCW7ay/4UX2318RpaXBVeOo2xvAx+8vaMTctj19j77HHuf+Tv5c87rlsDtr//vI9xela9842wZuHWzNr3zU6dO5Ve/+hVr1qxh48aNzZMkSZIkdZbcGdPJnnome/76N+LlB9p9/OgJfRk9oQ/vvL6VyvLGTshh19n3z+fZ89TT5M2aydBbvtalgdu+0jqe/r+PCGV4mHpeDhlZ3i5LWzq64777JSXpcftefPFFXnvtNb7zne/wzW9+k29+85vceuutLfaRJEmSpI6kKArFN96AquvsfPj/OJGhuOddPhaPx+Bfz67DcXrmUN4VS9+i9C9PkHvO2Qy79ZYuDdyqKyI8/X8f4Q+4ufbms/B4T34YSenkHfcMuPPOOwF46623Wk0HGysc3EeSJEmSOpo7J5sBVy+i/pM11Kz4sN3H+wNuLrhkNGV76lmzck8n5LBzNWzYyI4/PETmxAkMu+3Wdt37d7LCjQme+n8rUVWFa246k2CGp8vSlo7vuA0WSkpKjjs4vRCCVCp1zMclSZIk6WT1uWgelUvfZtf//ZnMiRPTQ+i1w9jJRaz5aC9L/13CyLGFPWb0hXhZGSW/vBdPYSEjbv8Oqt6mNoYdwjJtnn10FbFoiuu+fhZZOb2nxW5vcNwz4c033+yqfEiSJEnSUSmaRvHXbmT9937A3meeZfBXrmvf8YrCvMvH8tCvl7P05RIu/uKETsppxzHDYTb99BeAwugf3Yke6LrgSQjBv59bz/499Vx53RT69s/ssrSltjlu8PZZg9JLkiRJUlcIjRxBwflzKPvXS+TPPhf/wPZ1XZVXEOSM6YNZuXwnZ84YTEGfU3fsTWHbbLn31yQrKxn70//GU1jYpemvXlHK2lX7mDF3GKPG9+nStKW26R0d30iSJEm93sBrr0H3+0+48cI5c4bi9hgs/fep3dBuz1//RsO69Qz5+k2ERo/q0rTL9zXw2vObGDoyj5nnD+/StKW2k8GbJEmS1CMYoSADrl5E44aN1K78qN3He30upp83lO2bK9m1rboTcnjyaletZt9z/6Rg7hwKzpvdpWknExbPPb4aX8DFpVdNQlHlAPOnKhm8SZIkST1G4dzz8fbrx+6/PIGw7XYff8b0QWRkeXnzpc2IU6zrkERlJdt+ez/+wYMZfMP1XZ7+6y9spL42xuXXTMIXcHV5+lLbyeBNkiRJ6jEUTWPQV64lUVaOvWp1u4/XDY1z542gfF8DGz8t64QcnhjHNNnyP79BOA4jvvcdNHfXtogtWX+ANR/tZdrsoQwszunStKX2k8GbJEmS1KNkTZlMxoTxWMvfx4pE2n38uElFFPYN8dYrJVhW+2vvOkPp408S2bqNYbfegrdP1zYSiEVTvPTcOgr7hpg1V97n1hPI4E2SJEnqURRFYfD110E8zt5nn2v/8arCnIWjqK+Ns3pF93fcW7fmU8r+9RJ95s8j56ypXZ7+my9uJhEzueSqiWi6DAt6AvkuSZIkST2Of9AgtEkTKP/3K8TLy9t9fPHwPAYUZ/PBW9uxzO6rfTMbw2z73QN4+/dj4HWLuzz9Xdur+fTjvUydWUxB31O3+xSpJRm8SZIkST2SPmsmiq5T+pcnT+j4GecPI9yY5NOP93ZwztpGCMGOP/wRKxxm+Ldv6/L73CzT5t9/X09mto+Z8nJpjyKDN0mSJKlHUoIB+l1+KTUrPqRh46Z2Hz94WC79Bmbx/ls7sC2nE3J4fJVvvU3NipUMuPoqAsWDuzz9d5dup7Y6yvwrxmG45IDzPYkM3iRJkqQeq++lF+PKyWb3o39BOO0LwBRFYcbcYTTUxVm7al8n5fDo4uUH2PnwI4TGjqHokoVdmjZA1YEw77+1nbGT+jJkRF6Xpy+dHBm8SZIkST2W5nYz8JqriWzbTtXy99p9/JARefTtn8F7S7dj211T+yZsm22/vR9FUxl+2zdRtK6t9RJC8PI/N+By6VxwyZguTVvqGDJ4kyRJknq0vFkz8A8ZQunjT2Ink+06VlEUzjl/OPW1MTZ8sr+TctjSvuf+SXjLFoZ87UbceV1f67VlwwFKd9Rw7rwR+INde5+d1DFk8CZJkiT1aIqqMvg/v0yqpoay5//V7uOHj86nsG+Id9/cjtPJoy6Et25jz9+eJXfGOeTNOKdT0zoay7J548XN5BUEmDJ1QJenL3UMGbxJkiRJPV7GmNHknDWVff9YQrKmtl3HpmvfhlFbHaVkffu7HWkrO5Fg629/hys7myE3fbXT0jmej9/bTV1NjPMvHo2qyRCgp5LvnCRJktQrDPryYoRts+fJp9p97IixhWTn+vjg7R0I0Tm1b7v+/BcS5QcYfts30QP+TknjeKKRJMvf2MbQkXkMHZnf5elLHUcGb5IkSVKv4CkspO/FC6h8axmR7TvadayqKkydOYSyvQ2U7mxfzV1b1H70MRWvvU7RpReTMW5shz9/W7zz2lZSKZvzLx7dLelLHUcGb5IkSVKv0e/K/8DICLHrkUfbXYM24fR++AIuVrzdvsDvs6Tq69n+wB/wDx7EgKuv6tDnbquqA2FWryjltLMGkFcQ7JY8SB1HBm+SJElSr6H7fAy4+ioaN22matk77TrWMDTOmD6IbZsrqTwQ7pD8CCHY/sAfsGJxhn/7v1ANo0Oet73eerkEl1tn5twR3ZK+1LFk8CZJkiT1KgXnzyE4Yji7H/0LZrh9Qdhp0wZhuDRWLOuY2reK196g7uPVDLruGnwDuqd1577SOrZsrOCsWUPwBVzdkgepY8ngTZIkSepVFFVlyNdvwgxH2j3uqc/vYuLp/Vn/yX4aG+InlY/4/jJ2/fkxMidOoM/8i07quU7GWy+X4Au4mDqj64fgkjqHDN4kSZKkXsc/aBB9L15AxRtv0rhpc7uOnTqzGOEIPnp39wmn75gmW3/zv6iGwdBbb0FRu+frdufWanZvr+Gc84bicuvdkgep48ngTZIkSeqVBlz1Rdx5uez440M4ptnm47JyfIwa34fVK0pJJtp+3OF2PfIoke07GPqNr+POyTmh5zhZQgjeeqWEUKaHKdMGdksepM4hgzdJkiSpV9I8HopvvIHYnr2UvfBiu46ddu4QkgmL1Sv2tDvdyreXceCV1yi67BJyzjqz3cd3lC0bKijbU8/MucPR9a4dP1XqXDJ4kyRJknqt7DNOJ+esqex5+hmiu3a3+bi+/TMZNDSHle/uwrbaPmB9dPdudvzhIUJjxzBw8dUnkOOO4TiCt1/dQk6enwmn9eu2fEido8uDt7KyMq6++mouvPBCbr75ZqLRaKt9UqkUt99+O/PmzeOyyy5jx450qx/TNJk8eTKXXHJJ82Tbdle/BEmSJKkHGfL1m9CDAbb+5n/bNXD9WbOGEG5IsOHTsjbtb0WilPzif9D8fkbc/m0UrftquzZ8sp+qA2HOnTdCDoPVC3X5O/rjH/+YL33pS7z66quMHTuWP/zhD632eeKJJ/B6vbzyyiv84Ac/4M477wRgy5YtTJo0iRdeeKF50rrxn0OSJEk69RmhEMNu/QaxPXvZ/ehf2nzc0JF55BcGWdGGIbOEbbP1N78lWVXFyO99F1dm5knm+sTZlsOy17ZSWBRi1Lg+3ZYPqfN0afBmmiYff/wxF1xwAQCXX345r776aqv9li1bxsUXXwzA6aefTm1tLWVlZaxfv57a2louv/xyvvCFL/DRRx91ZfYlSZKkHipr8iT6XnoxB155jYo332rTMYqicNa5Q6g8EGZ7SdUx9xNCsONPD1O3eg3FN91AaNTIjsr2CVnz0R7qa2OcO28kiqp0a16kztGlwVtdXR2BQABdTzdXzsvLo6KiotV+lZWV5OXlNa/n5eVx4MABFEXhvPPO45lnnuG///u/+da3vkVtbcePQSdJkiT1PoOuvYaM8ePY8aeHCW/Z2qZjxk7sSyjDwwfHGTJrz1//RsXrb9LvisspvGBuR2X3hJgpm+VvbGNAcTZDR+Z99gFSj9Rpnb688sor/OIXv2ixbeDAgShKy18BR65D+lfM4duFEKiqyqJFi5q3jR49mvHjx/PJJ58wZ86cNudrw4YNbd5X6hirV6/u7ix87sgy7x6y3Ltee8tczD0P9uxl3d0/wXXdNaj5nx3gFBUbbF5Tw9LXV5CZ03KEAnPZcuzl76FNmkDVqBFUd/M5sGNThEhjknFnBPjkk086JQ15nne/Tgve5s2bx7x581psM02TM888E9u20TSNqqoq8vPzWx1bUFBAZWUlA5qGEqmuriY/P5/nn3+eyZMnN28XQmC0c5y4sWPH4na7T/BVSe21evVqpkyZ0t3Z+FyRZd49ZLl3vRMt8/jQYay/8y7sJ/6KcLkw6+tx5+YwYPHV5M+c0Wr/sWNMdm5eSt0BF+fNTacnbJvdjz1O2fL3yD9vNkO/cXO3dcR7UCJusnTJWwwdlc/5887olDTked51ksnkMSucuvRMMwyD0047jZdffhmA559/nhkzWv+jzJw5kxdeeAGAVatW4Xa76du3L1u2bOHPf/4zADt37mTz5s3yJJIkSZLaxdunkD4L52NHo5h1dSAEyapqdjz4JyrfWd5qf7fH4LRpA9m8rpza6mi6Vekv/4eyf71EnwUXnRKBG8CKZTtJxE3OvVAOPt/bdfnZdvfdd/Pss89y0UUXsWrVKm677TYAnn76aX73u98BsHjxYlKpFPPnz+eee+7h3nvvBeCWW26htraWBQsW8F//9V/86le/IhAIdPVLkCRJknq4ildea7XNSSbZ88RTR93/jHMGo6oq7zz3EWtuvY3aVaspvvE/Kf7qf54SgVsknOTD5TsZPaEPffpldHd2pE7W5QOdFRUV8cQTT7TaftVVVzUvu91ufvWrX7XaJxAIcP/993dq/iRJkqTeL1ldc/TtVdXYiQSax9O8zUmlMLdupB8H2Lglm0JvBuPv/B7BYUO7Kruf6d03tmFZDufOk7VunwdylFpJkiTpc8edm0Oyqvqoj6380rV4+xVhZGRgx+PESvfgpFL0z+lPadYcohd+5ZQK3Opqoqz+sJRJZ/QnJ09ejfo8kMGbJEmS9LkzYPHV7HjwTziHjbiguFwUXXYJ2DbR3aVYkQh6IEDB3DlkTppI5vhx1Dy9nlUr9nL2ecPw+lzHSaHrLHttK6qiMHPu8O7OitRFZPAmSZIkfe4cbFW654mnSFbXHLe16eFmzB3G5nXlfLh81ynRMKCirJH1n+xn2qwhBDM8n32A1CvI4E2SJEn6XMqfOeMzg7UjFfQJMXJcIR+9u4upMwZ3e+3bWy+X4PEYnD17SLfmQ+pa3d9ERpIkSZJ6kBlzh5NMWKx8d1e35qN0Zw3bNldy9uwh3R5ESl1LBm+SJEmS1A6FfUOMGFvAyuW7SMTNbsmDcARv/GsTgZCbM6YP7pY8SN1HBm+SJEmS1E4zzu/e2re1q/ZRtreBOfNHYbi0bsmD1H1k8CZJkiRJ7dSnXwbDx3RP7VsyYbL05RKKBmYybnJRl6YtnRpk8CZJkiRJJ2Dm3OEk4ibvv7W9S9Nd/sY2ouEkF146FkVVujRt6dQggzdJkiRJOgF9+mUwbkoRK5fvoqEu3iVp1lRFWPnuLiae3p+iAZldkqZ06pHBmyRJkiSdoHMvHIEAlr26pUvSe+2FTei6xuyLur+POan7yOBNkiRJkk5QZraPM88ZzNrV+9i/p65T09qysYLtmyuZcf4wAiHZIe/nmQzeJEmSJOkknDNnKMGgm5f/sQHHEZ2SRiJu8vJz68gvDHLmObJrkM87GbxJkiRJ0klwewzmXjKG8n0NrP6gtFPSeOPFTUTCSRZ+cQKaLr+6P+/kGSBJkiRJJ2n0hD4UD89l6csl1NfGOvS5t22uYM3KvUydWSwbKUiADN4kSZIk6aQpisKCK8cD8MLfPkV00OXTcEOCF55eS36fILMulI0UpDQZvEmSJElSB8jM9nHhpWMo3VHLind2nvTzObbDkr+uwTRtrlg8BcOQIylIaTJ4kyRJkqQOMuH0fowcV8jSl0vYubX6hJ9HCMGrz29k9/YaLrp8LLkFgQ7MpdTTyeBNkiRJkjqIoihcsmgCufkBnnt8NbXV0RN6npXLd7Hqg1LOmlXMhNP7d3AupZ5OBm+SJEmS1IHcHoNF15+GosATf/qQupr2BXArl+/k9X9tYuS4QubMH9VJuZR6Mr27MyBJkiRJvU1Wjp9rbprKkw99yGMPruDqr55BRVkjb72yhYa6OBlZXmbPG8G4Kf2aj3EcwTuvbeXdN7cxclwhl18zSY5dKh2VDN4kSZIkqRP06ZfBtV8/i6ceWsnDv3kXoLkT34a6OC/9fT0A46b0o6Yqwr/+tpa9u+uYeHp/Flw5DlWTF8eko5PBmyRJkiR1koI+IW78zgzuv2cplum0eMw0bV59fiMb15azdVMFbrfOpV+ayLjJRSiKrHGTjk0Gb5IkSZLUiQJBd6vA7aB4zGTf7jrOOW8Yp589UI5ZKrWJDN4kSZIkqZNlZHlpqIu32h4MufmvH81Blfe2Se0gL6hLkiRJUiebPW9Eq052DUNjzoJRMnCT2k3WvEmSJElSJzvYqvR4rU0lqa1k8CZJkiRJXWDclH4yWJM6hLxsKkmSJEmS1IN8bmrehEj3rZNKpbo5J58/yWSyu7PwuSPLvHvIcu96ssy7nizzrnEwXjkYvxxOEUfb2guFw2G2bt3a3dmQJEmSJElqs+HDhxMMBlts+9wEb47jEI1GMQxDdn4oSZIkSdIpTQiBaZr4/X5UteVdbp+b4E2SJEmSJKk3kA0WJEmSJEmSehAZvEmSJEmSJPUgMniTJEmSJEnqQWTwJkmSJEmS1IPI4E2SJEmSJKkHkcGbJEmSJElSDyKDN0mSJEmSpB7kcxG8vfjii1x00UXMnTuXp556qruz02stXryY+fPnc8kll3DJJZewdu1aPvjgAxYuXMjcuXP57W9/291Z7DUikQgLFixg3759AMcs582bN3P55ZdzwQUXcNddd2FZVndluVc4stzvvPNO5s6d23zOv/HGG4As947ywAMPMH/+fObPn8+9994LyHO9sx2tzOV5fgoSvdyBAwfEueeeK+rq6kQ0GhULFy4U27Zt6+5s9TqO44jp06cL0zSbt8XjcTFz5kyxZ88eYZqmuP7668WyZcu6MZe9w6effioWLFggxowZI/bu3Xvccp4/f75Ys2aNEEKIO++8Uzz11FPdmPOe7chyF0KIBQsWiIqKilb7ynI/ee+//7744he/KJLJpEilUuLaa68VL774ojzXO9HRyvz111+X5/kpqNfXvH3wwQdMnTqVzMxMfD4fF1xwAa+++mp3Z6vX2blzJwDXX389F198MU8++STr1q1j4MCB9O/fH13XWbhwoSz7DvDss89y9913k5+fD3DMct6/fz+JRIKJEycCcPnll8vyPwlHlns8HqesrIwf/OAHLFy4kPvvvx/HcWS5d5C8vDy+//3v43K5MAyDIUOGsHv3bnmud6KjlXlZWZk8z09BendnoLNVVlaSl5fXvJ6fn8+6deu6MUe9U2NjI2eddRY/+tGPME2Ta6+9lhtuuKFV2VdUVHRjLnuHe+65p8X60c7xioqKVtvz8vJk+Z+EI8u9urqaqVOncvfddxMMBrnpppt47rnnGDZsmCz3DjBs2LDm5d27d/PKK69wzTXXyHO9Ex2tzJ966ik++ugjeZ6fYnp9zZvjOC0GohdCyIHpO8GkSZO49957CQaDZGdnc8UVV3D//ffLsu8CxzrH5bnfufr378+DDz5Ifn4+Xq+XxYsX884778hy72Dbtm3j+uuv54477qB///7yXO8Ch5d5cXGxPM9PQb0+eCssLKSqqqp5vaqqqvmyh9RxVq1axYoVK5rXhRAUFRXJsu8CxzrHj9xeXV0ty78Dbdmyhddee615XQiBruuy3DvQ6tWr+fKXv8x3vvMdLrvsMnmud4Ejy1ye56emXh+8TZs2jRUrVlBbW0s8Huf1119nxowZ3Z2tXiccDnPvvfeSTCaJRCIsWbKEb3/72+zatYvS0lJs2+all16SZd8JJkyYcNRyLioqwu12s3r1agBeeOEFWf4dSAjBz3/+cxoaGjBNk2eeeYbzzz9flnsHKS8v55ZbbuG+++5j/vz5gDzXO9vRylye56emXn/PW0FBAd/61re49tprMU2TK664gvHjx3d3tnqdc889l7Vr13LppZfiOA5f+tKXmDRpEr/85S/55je/STKZZObMmVx44YXdndVex+12H7Oc77vvPn74wx8SiUQYM2YM1157bTfntvcYOXIkN954I1dddRWWZTF37lwWLFgAyHLvCI888gjJZJJf/vKXzdsWLVokz/VOdKwyl+f5qUcRQojuzoQkSZIkSZLUNr3+sqkkSZIkSVJvIoM3SZIkSZKkHkQGb5IkSZIkST2IDN4kSZIkSZJ6EBm8SZIkSZIk9SAyeJMkqVe7/vrrqa2t7bD9OssDDzzAm2++2W3pS5LUc8jgTZKkXu3999/v0P06y8qVK7Esq1vzIElSz9DrO+mVJKn3i0aj3HnnnZSWlqKqKmPGjOEnP/kJd911FwDXXXcdDz/8MCUlJTz00EOkUilqa2u59NJLue2227jzzjtb7KeqKj/5yU8oLy/HNE3mz5/P1772tRZp7tq1i0WLFvHuu+/icrmwbZtZs2bx2GOPkZ+fzz333MPWrVsxTZOzzjqLO+64A13XWbt2LT/72c+Ix+MYhsEdd9zBzp072bBhA/feey+apjF16lR+/OMfU1JSgqIonHPOOXz7299G13XGjh3LeeedR0lJCffddx/jxo3r8vKWJKmbCUmSpB5uyZIl4vrrrxdCCGFZlrjrrrvE7t27hRBCDB8+XNTU1AjHccQ111wjdu3aJYQQ4sCBA2LUqFGipqamxX5CCLF48WKxdOlSIYQQiURCLF68WPz73/9ule7VV18tXnnlFSGEEMuWLROLFi0SQgjx/e9/Xzz++OPN+fnud78rHn74YZFKpcTZZ58t3n77bSGEEOvXrxcLFiwQtm2La665pvm57rjjDvHTn/5UOI4jksmkuP7668VDDz3UnM8lS5Z0ZPFJktTDyJo3SZJ6vClTpvDb3/6WxYsXM23aNK677joGDhzYYh9FUfjTn/7EsmXLeOmll9ixYwdCCOLxeIv9YrEYH3/8MQ0NDfzud79r3lZSUsJFF13UYt8rrriCJUuWcOGFF/LPf/6TL3zhCwAsW7aM9evX89xzzwGQSCQA2Lp1K6qqMmvWLADGjh3Liy++2Or1LF++nKeffhpFUXC5XCxatIi//OUv3HjjjQCcdtppJ1likiT1ZDJ4kySpx+vfvz9vvPEGK1eu5MMPP+QrX/kKP/nJT5g9e3bzPrFYjMsuu4w5c+Zw2mmn8R//8R+8+eabiCNGCHQcByEEf/vb3/B6vQDU1tbidrtbpTtv3jx++ctfsmPHDj7++OPmMSEdx+F3v/sdQ4YMAaCxsRFFUdi/fz+KorR4jq1bt1JcXNwqD4fv5zhOi/vhfD7fiRSTJEm9hGywIElSj/fXv/6VO++8k+nTp3P77bczffp0Nm3aBICmaViWRWlpKZFIhNtuu43Zs2ezcuVKUqkUjuO02C8QCDBx4kQeffRRIB14XXXVVSxdurRVum63m/nz5/P973+fuXPnNgd706dP57HHHkMIQSqV4uabb+bJJ5+kuLgYRVGaG0ds3LiR6667DsdxmtM/ePyTTz7ZfPyzzz7LtGnTOr0cJUnqGWTwJklSj3fppZdi2zYXXXQRl19+OeFwmMWLFwNw4YUXsnjxYhRFYdasWcybN4958+bx9ttvM3ToUEpLS1vst3XrVu677z7Wrl3LwoULufLKK1mwYAEXX3zxUdO+8sorWbduHVdeeWXztrvuuotYLMbChQtZuHAhw4cP54YbbsDlcvH73/+eBx54gEsuuYS7776b3//+97hcLmbPns1vfvMblixZwg9/+ENqa2ubjx88eHCrBhOSJH1+KeLIawaSJEmSJEnSKUvWvEmSJEmSJPUgMniTJEmSJEnqQWTwJkmSJEmS1IPI4E2SJEmSJKkHkcGbJEmSJElSDyKDN0mSJEmSpB5EBm+SJEmSJEk9iAzeJEmSJEmSepD/D2QGxJJicahwAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plot_double_pai(pai_HXa,pai_Ya,da_const,obs_loc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Different K, same pai! wtf?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Next easiest, only sat measurements, no overlap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 227,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "m_const = set_model_constants_22()\n",
+    "da_const = set_da_constants_22(method='LETKF',ncyc=30,obs_loc_sat=np.array([50,150,250]),obs_loc=np.array([]))\n",
+    "sat_operator = reflectance_simulator\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 228,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 3min 22s, sys: 5.17 s, total: 3min 27s\n",
+      "Wall time: 52.1 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "#this takes about 30 seconds because LETKF is so poorly implemented\n",
+    "states_1   = run_linear_advection_KF_22(m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_end=3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 230,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_start=da_const['ncyc']-3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 231,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "K_bg, K_HXa, K_Ya, pai_HXa, pai_Ya, x_ol_an, x_ol_bg, obs_loc = triple_kalman_pai(states_1[0],time,m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 232,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax= plot_triple_K(K_HXa, K_Ya, K_bg)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plot_triple_K_lines(K_HXa, K_Ya, K_bg,da_const,obs_loc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plot_double_pai(pai_HXa,pai_Ya,da_const,obs_loc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets take a look at what you get from the background kalman gain"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dx_bg_kalman =np.dot(K_bg,(y_obs-y_ol_bg)) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f9262697e80>"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.plot(np.sum(pai_matrix_letkf,axis=1),'r',label='sum PAI')\n",
+    "plt.plot(x_ol_an-x_ol_bg,'k',label='update')\n",
+    "plt.plot(dx_bg_kalman,'orange',label='K_bg*dy')\n",
+    "plt.ylabel('dh [m]')\n",
+    "plt.xlabel('state vector')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f927156ab70>]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(y_obs, 'r')\n",
+    "plt.plot(y_ol_bg, 'k')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Now replotting things with the new PAI\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'state vector')"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for j in range(da_const['n_obs_h']):\n",
+    "    plt.plot(pai_matrix_letkf[:,j])\n",
+    "    plt.scatter(obs_loc[j],pai_matrix_letkf[obs_loc[j],j])\n",
+    "for j in range(da_const['n_obs_h'],da_const['n_obs_sat']+da_const['n_obs_h']):\n",
+    "    plt.plot(pai_matrix_letkf[:,j],ls='--')\n",
+    "    #plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j])\n",
+    "    plt.scatter(obs_loc[j],pai_matrix_letkf[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "    \n",
+    "plt.ylabel('PAI [m]')\n",
+    "plt.xlabel('state vector')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Comparison to background Kalman Gain looks much better now"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f92629fe9b0>"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "j=13\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=14\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=15\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=0\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'k')\n",
+    "plt.plot(K_bg[:,j],'k--')\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='k')\n",
+    "j=2\n",
     "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'k')\n",
     "plt.plot(K_bg[:,j],'k--')\n",
     "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='k')\n"
@@ -670,16 +1442,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f92718bcb70>"
+       "<matplotlib.legend.Legend at 0x7f92714b4128>"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },