From cc36f8bbbfa045a74690551497dcbe986a96445e Mon Sep 17 00:00:00 2001
From: Repo Updater <noreply@mpcdf.mpg.de>
Date: Wed, 6 Oct 2021 16:33:47 +0200
Subject: [PATCH] 8bbf6594 improve Diffusion exercises

---
 exercises/Diffusion_serial.ipynb              |  84 ++++---------
 .../Diffusion_serial_withsolution.ipynb       | 118 +++++++++++-------
 2 files changed, 97 insertions(+), 105 deletions(-)

diff --git a/exercises/Diffusion_serial.ipynb b/exercises/Diffusion_serial.ipynb
index 21a7d04..e54ae90 100644
--- a/exercises/Diffusion_serial.ipynb
+++ b/exercises/Diffusion_serial.ipynb
@@ -45,7 +45,7 @@
     "    -4u_{i,j}^{(n)}\n",
     "    \\right) $$\n",
     "* **exercise**\n",
-    "    * use a fourth-order finite difference Laplacian operator, 9-point stencil\n",
+    "    * use a 9-point stencil finite difference Laplacian operator\n",
     "    * formula for time update of $u$ at position $x_i,y_j$ from time $t_n$ to $t_{n+1}$: \n",
     "    $$ u_{i,j}^{(n+1)} = u_{i,j}^{(n)} + \\frac{\\alpha \\Delta t}{3 \\Delta x^2} \\left( \n",
     "      u_{i+1,j}^{(n)} + u_{i-1,j}^{(n)} + u_{i,j+1}^{(n)} + u_{i,j-1}^{(n)}\n",
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -71,13 +71,11 @@
    "source": [
     "# Technical detail: limit the number of threads to allow for a fair comparison,\n",
     "#                   some NumPy expressions would try to parallelize automatically\n",
-    "# --- environment variables set outside ---\n",
-    "# n_threads=1\n",
-    "# export OMP_NUM_THREADS=n_threads\n",
-    "# export MKL_NUM_THREADS=n_threads\n",
-    "# export OPENBLAS_NUM_THREADS=n_threads\n",
-    "# export NUMEXPR_NUM_THREADS=n_threads\n",
-    "# export VECLIB_MAXIMUM_THREADS=n_threads\n",
+    "import os\n",
+    "for VAR in [\"OMP_NUM_THREADS\", \"NUMBA_NUM_THREADS\"]:\n",
+    "    if VAR not in os.environ:\n",
+    "        os.environ[VAR]=\"2\"\n",
+    "    print(\"{}={}\".format(VAR, os.environ[VAR]))\n",
     "import numpy as np"
    ]
   },
@@ -119,13 +117,11 @@
    },
    "outputs": [],
    "source": [
-    "def init(val=0.25):\n",
-    "    \"\"\"Set up a 2d NumPy array with some local square initial value pattern.\"\"\"\n",
-    "    grid = np.full([n_points+2, n_points+2], 1.e-12)\n",
-    "    # set a square patch near the corner to val > 0\n",
-    "    block_lo = int(n_points * .01)\n",
-    "    block_hi = int(n_points * .5)\n",
-    "    grid[block_lo:block_hi, block_lo:block_hi] = val\n",
+    "def init(val=0.5):\n",
+    "    \"\"\"Set up a 2d NumPy array with some initial value pattern.\"\"\"\n",
+    "    x = np.linspace(0., 4.*np.pi, num=n_points+2)\n",
+    "    y = np.linspace(0., 4.*np.pi, num=n_points+2)\n",
+    "    grid = val * np.outer(np.sin(x)**4, np.sin(y)**4)\n",
     "    return grid"
    ]
   },
@@ -145,10 +141,9 @@
     "    for i in range(1, n_iterations+1):\n",
     "        evolve_func(grid, grid_tmp, n_points, dt, D)\n",
     "        # swap references, do not copy\n",
-    "        if grid_tmp is not None:\n",
-    "            grid_foo = grid\n",
-    "            grid = grid_tmp\n",
-    "            grid_tmp = grid_foo\n",
+    "        grid_foo = grid\n",
+    "        grid = grid_tmp\n",
+    "        grid_tmp = grid_foo\n",
     "    return grid"
    ]
   },
@@ -317,8 +312,6 @@
    ],
    "source": [
     "# look at the deviation of the solutions between the 5pt and the 9pt stencil\n",
-    "# - initially, it is pretty large near the discontinuity of the initial condition\n",
-    "# - on the long term, it shrinks\n",
     "rel = np.max(np.abs(solution_python - solution_python_nine))/np.max(np.abs(solution_python))\n",
     "print(rel)"
    ]
@@ -377,24 +370,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f54bc776ef0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plot_grids(solution_python, solution_numpy_slicing_nine)"
    ]
@@ -478,24 +460,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f54beaafef0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plot_grids(solution_python, solution_cython_nine)"
    ]
@@ -598,24 +569,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f54bac405c0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plot_grids(solution_python, solution_numba_nine)"
    ]
@@ -654,7 +614,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
diff --git a/exercises/_solutions/Diffusion_serial_withsolution.ipynb b/exercises/_solutions/Diffusion_serial_withsolution.ipynb
index 7c8b36e..b539f99 100644
--- a/exercises/_solutions/Diffusion_serial_withsolution.ipynb
+++ b/exercises/_solutions/Diffusion_serial_withsolution.ipynb
@@ -45,7 +45,7 @@
     "    -4u_{i,j}^{(n)}\n",
     "    \\right) $$\n",
     "* **exercise**\n",
-    "    * use a fourth-order finite difference Laplacian operator, 9-point stencil\n",
+    "    * use a 9-point stencil for the finite difference Laplacian operator\n",
     "    * formula for time update of $u$ at position $x_i,y_j$ from time $t_n$ to $t_{n+1}$: \n",
     "    $$ u_{i,j}^{(n+1)} = u_{i,j}^{(n)} + \\frac{\\alpha \\Delta t}{3 \\Delta x^2} \\left( \n",
     "      u_{i+1,j}^{(n)} + u_{i-1,j}^{(n)} + u_{i,j+1}^{(n)} + u_{i,j-1}^{(n)}\n",
@@ -67,17 +67,24 @@
      "slide_type": "subslide"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OMP_NUM_THREADS=2\n",
+      "NUMBA_NUM_THREADS=2\n"
+     ]
+    }
+   ],
    "source": [
     "# Technical detail: limit the number of threads to allow for a fair comparison,\n",
     "#                   some NumPy expressions would try to parallelize automatically\n",
-    "# --- environment variables set outside ---\n",
-    "# n_threads=1\n",
-    "# export OMP_NUM_THREADS=n_threads\n",
-    "# export MKL_NUM_THREADS=n_threads\n",
-    "# export OPENBLAS_NUM_THREADS=n_threads\n",
-    "# export NUMEXPR_NUM_THREADS=n_threads\n",
-    "# export VECLIB_MAXIMUM_THREADS=n_threads\n",
+    "import os\n",
+    "for VAR in [\"OMP_NUM_THREADS\", \"NUMBA_NUM_THREADS\"]:\n",
+    "    if VAR not in os.environ:\n",
+    "        os.environ[VAR]=\"2\"\n",
+    "    print(\"{}={}\".format(VAR, os.environ[VAR]))\n",
     "import numpy as np"
    ]
   },
@@ -119,13 +126,11 @@
    },
    "outputs": [],
    "source": [
-    "def init(val=0.25):\n",
-    "    \"\"\"Set up a 2d NumPy array with some local square initial value pattern.\"\"\"\n",
-    "    grid = np.full([n_points+2, n_points+2], 1.e-12)\n",
-    "    # set a square patch near the corner to val > 0\n",
-    "    block_lo = int(n_points * .01)\n",
-    "    block_hi = int(n_points * .5)\n",
-    "    grid[block_lo:block_hi, block_lo:block_hi] = val\n",
+    "def init(val=0.5):\n",
+    "    \"\"\"Set up a 2d NumPy array with some initial value pattern.\"\"\"\n",
+    "    x = np.linspace(0., 4.*np.pi, num=n_points+2)\n",
+    "    y = np.linspace(0., 4.*np.pi, num=n_points+2)\n",
+    "    grid = val * np.outer(np.sin(x)**4, np.sin(y)**4)\n",
     "    return grid"
    ]
   },
@@ -145,10 +150,9 @@
     "    for i in range(1, n_iterations+1):\n",
     "        evolve_func(grid, grid_tmp, n_points, dt, D)\n",
     "        # swap references, do not copy\n",
-    "        if grid_tmp is not None:\n",
-    "            grid_foo = grid\n",
-    "            grid = grid_tmp\n",
-    "            grid_tmp = grid_foo\n",
+    "        grid_foo = grid\n",
+    "        grid = grid_tmp\n",
+    "        grid_tmp = grid_foo\n",
     "    return grid"
    ]
   },
@@ -217,8 +221,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 5.76 s, sys: 3.66 ms, total: 5.76 s\n",
-      "Wall time: 5.76 s\n"
+      "CPU times: user 3.83 s, sys: 2.39 ms, total: 3.84 s\n",
+      "Wall time: 3.85 s\n"
      ]
     }
    ],
@@ -263,8 +267,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 9.52 s, sys: 3.98 ms, total: 9.52 s\n",
-      "Wall time: 9.52 s\n"
+      "CPU times: user 6.14 s, sys: 263 µs, total: 6.14 s\n",
+      "Wall time: 6.14 s\n"
      ]
     }
    ],
@@ -285,7 +289,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x360 with 2 Axes>"
       ]
@@ -327,14 +331,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.0010280388047200772\n"
+      "0.00013159826577225403\n"
      ]
     }
    ],
    "source": [
     "# look at the deviation of the solutions between the 5pt and the 9pt stencil\n",
-    "# - initially, it is pretty large near the discontinuity of the initial condition\n",
-    "# - on the long term, it shrinks\n",
     "rel = np.max(np.abs(solution_python - solution_python_nine))/np.max(np.abs(solution_python))\n",
     "print(rel)"
    ]
@@ -389,8 +391,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 58.3 ms, sys: 11 µs, total: 58.3 ms\n",
-      "Wall time: 57.6 ms\n"
+      "CPU times: user 51.3 ms, sys: 3.95 ms, total: 55.2 ms\n",
+      "Wall time: 54.4 ms\n"
      ]
     }
    ],
@@ -411,7 +413,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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cmEvJB+nwEEEVwnGKjSmg02WFqhpivhkaqFArrHyt/g8Geh6YIFYBJeUISx4BSdoB8gzuBdwFSMV6DrrYE+zi3zoa9AfZbKDLUb1XbI/FrxzHApA7VYbtya+Ywy+PX/Z4DIv6H8IwpBGeE+PXVPtz4NfpFlqTYB1BqrI6EdpaoKmjsyqE2iIsDEJj4GuGbxi+IfhaH2IBX0EdxvExKrQI7DRYuQe4F5jewLQC0wm4DbBrD249uPGgtge1To+j60DOabISQZwDwUSH3b/BnRZZVNlxT6iqgKaG1JUm6MIi1AZ+YVR3TfANIVSqPVRQSJlN7ZqopJAKCmruAdMLTIeoP4DbANMG1d/2oM6qfsM6BMsE6anoIfq9J1eO9BeNEpWN0pslpLYITaU+bxih4eh7gq8BX6l2sdpuiMFGb5ACDZBO2jtR/0ffmzbArL02VGsH6ipQ1wNtF8EVh6bZQ3q3WWzdTfRYuzEKqTjiQXWM+boeANVU2jA1Bm5hon71va+AUBW+5+GRv7LU7wDTx+cu6Y7aO6t+X3tw50BtD1in+pkhfT+CFYrNIV/lqNax+UUxlyf80hGNU2VY9bz5dRft2wrMHfxCXWsOnyjDQPI8+OUpdzBOlV+nW2hhEqzTqriYPCq1zZDyCwu/UEi5BcE30EStER0XA9ZCgzU5LQ49c1dCihA6/d1gAcsMEGBib4DTpFMRaFdTQEYn5WmPQTR579MpLAGdLPUGDRc9oQQsA2kMfBMBvWC4huEXBNeo/lBHDRNY5dvnSgrY2CNyeh5Cr8FuLRAsw6bjSIcFDCtd0mqPsuc6HX6+B6hGP6fPYxomzVbVGFCLqH2hSeqawuf14PPcOJXaJ4BiB/iOYFqCGIGw5N8XAkz2eQC8Rd63RXg4B1Of3zNZh3ktsSdWxryNl5fq1DjFmC/0J0iHqvB7glWhn4Keg+R33yusBsDF+RGGctwDGvsURI8n7tskca8eEckjAq95y4en4FcqmE+SYc+dX/vYTfyq7PNh2MyvB9lpFlp3aWzjNV6pzTDcGhPVNwy3JLgFwS2gydqgcJxALACWcY9QAG4J3JMGaxsTPF0bHk3CM+rgPHnexiXEDHgdJtYVMMBwOWkPhyXtnPYZiaszquESQ2is9giWY+1+AbgEqlK7AcSMj4WC9ggpae+B0AKmQp4XosGdLpILKJhilYdF2rPloQF7ewMVJwtXBqHmAVDZ56rd19H3qYFK2nmi3cfecNLeAZxGDrJ2hpAmDAmAAHAImqzBA8GAfNDVQQ+A9Gh12mhl2hDzOlk4Ns4p5hcMt2S4BYYGOsZ98nuwAMxmzCNQHAVQ/aFLsb/pdxIDCoirmwIoxf1on6c9i+yXYk/IL/g4Kn+CDJv5NZn0X504w/awmV/b7TQLrcKGOQ48qYwnDqs5D7e7JaFfEvwSCqoIK78QDdRKIFUAmTSDEgAIEoCwNpqsHcHYeF14NB+Ccw8CQZNVl8UHTZ4Qxj3CPRy2NVEnwSqx0JB4LV8vMzD6FcVkjbqXEdCNIFQC1AGwAvBEu9eHgorArQ7byzoN1xbz2YQUUml1k/cgx0MDMuk5PtimDVRc+puGnH1D2eduGQG1UN+HRrJ2qUR9buIMyqhFAgGO4DvO2k2nfg889v0w2ZQh3sSVTZMGivn+kN7VOE97gyb6vYmAjpcb3JKjfmT9KeZDPYl5RtYvkvzOCL36P6wJJsY9GMUqHy5W5VptoO2kkfJBGykf7j8S8gLtsfklnhB6Pk2G3YNfKX99LjTvzy9J2k+UX3k+2g0Myzm8D8Pa8lLr/RkGnvl1KH6dbKE1rYwBIG/eVu6zYeOkyXoYbneLCKkl4FbqLL8QyCIATQBXHrbyYBYwBxAh7m3H6GuL0Bn41ugkcssb8wH0ejiBvAE7DQC4APIGYJ8TlZgf7rCyJ5wvH8blvzFRS+0+9YJXEVTLpN2D6gBTBZjKw3AAkYAICIEQhOB6g9AzQq+TMbkaVjmp9ngt3MdkdSaubrEasI61V+T87pGdmyB9U7KWveHUQFUmAzpp9wv1uVuq9tAEYBFAlYepgvqdBMwSR8sJPjB8b+B7hu/iSq/1eM8WkjT/JSarM8U2CPG4XOGnB4B61DhPLjnkBspG3zeDz90y6dbnsAwIjQCNB9eqn02Ivkfc05ARQvK9gbSxEYhD7nmIXkgbZ1/AqtffzY1Uik/vh0sPDxkJecb2VPwKnuF7Pi2GAUNOPCK/QsXDqAZOk19HZVjaCoTjnLP7MmxfV8/82rCTLbRGFpN0GqwwGqjBxgmE8Zq+i70hDVaBXwVgGcALh7pxaOoejfWorYMlTVgRQh8MzqsG665CX1l4a+L14DjsGIohaqcrG0KljiLLQF/02lKwFg6796WkDOqiVxB3zNVg0l5BSBMnmwipDGlBWAZg5WEbh7p2WDY9aqPaDSkwvDB6b9B5g3VXoessemsRbFwhkjI1AloXDBBCzWDHQ8Baq0vGy5GdPSG9kaypkbI2N1BpNVapPSfrWVDtC49qodoXtWqvjB9p75xF5w2uW9XuK4E3ZoBtngNC2gY5RnAC7g3Ext2WOa4oir0ixP2I9vf55FJTHg2Io3lV1F4zXEPDcHtqnJcBYeXBUf+i7tFYh9p6VOxzzLuov3UGbVehqyyCtXCGIRTH3eNlBp1kTWDPCL2AKgPTGyA1UiZeenhgofni7BH51TmD1tnTYhgNDe3MLzsqsE+aYTO/DmanX2gVxcYwqmPyZmZ56LkaVufokGPsCa4CcOZhlz1Wyw5nTYc3dYs3VYeF6WEpgEkQhNAFi18yZ7isGlyYGq2p0ypQ7QWkCYc96YS7Xh3GnW6uRkWPlYh1cLOcE3HbctGiR7SRqJOesBiTe2yqHfm6to89QYWUQ33WY7Xo8KZp8bZusbI9anZZuxNG5y2uXIXLusZ51+DSNGi5QoCNQ+3aG2IPkCMN2F57y2zTChO/2SvaNjH8rlZ+RnnpNG5olwCVJs3mIecIaFo5NMseZ0vVfVZ1qt2o9pASNaj287rBRdvgytbooNq9cG6Y8orUjsCWtIHqSlANvtoK6VsuuYz33Yn+p3FvS1j3l8nLv1PM1/Ey8SJC6szDrhyaRYc3iw5nMeaT71PMO2GsfYWLvsZF1+CyqnFlajiu4uIbHuZ/OMoTrDk2UhIbZ52L4Qaw7ltovjS7I7+CPQy/rpz68qAMG8l5AMMOwK+zqsObqnsZ/Dowwy76Gpd1fTCGZX/vw6/03gnyy3RDkf1Y/Dq9QmvLipWNYoMIMBQTluIKA8qrc0JOWAGWAXbZ42zV4ovlGl8213hfX+OdXWNpOjSsm7UFIbRSwbLHR7tEZZb4SMC1AD4QfCBN0AYIPXR1Qxv3N6k0WYUP7LAUuNPeQYK0jdrrCawWAr/QnmB91uPtao33i2u8b9Z4VyXtPSryWftVqHHpGnzql2isgyHBOQnWokPz3mvApomWviKYeN7TrsU3QvqOQ7CjSy7pvWmyxp2SQ0V56XPWvhSERQAtHRarDm+XLb5cXuF9vcYX1TXObIsVd+A4v6MXg2tf4bNbYGWXaIyD4YBzAB0IPsTh5lRkdARTA6FLc0A4+2Tkp+S3ffL0hsYZqTcY99bxaaJwnCydGiizdFgsO7xfXeN9o48vqmusTI+G+qy/DRbXvsbnaoGPdolvzRJEgksALhC8j3HvUtyTgiru6ySWdV+mMjeLQvPV2Z78SkXWQ/l15St86peHZdhDVuCVuXAbv6rXx6+DMqxa4HN/C8M6gKs7Muwh/EqxfoL88rUW2ffm1wMmxJ9eoVVYmkgJYHuxYTjvlhzssM+Mr5HnNPDCYbXs8MVyje8sL/Gd5hxfVZf4wl7jjVmjJgeGIICwDhUYYVQxh0BYe0JwhNAxfE/gCjCW4GuB6fSYNFFpAOpDhh9He/Ak/ZNEjRvYacAWq3LixHdZBFSLHm+WLd4vrvEDywt8XV/ifXWFL+wVVtxhQbpDbi8Ga6nwya1wZlvU/CYHsg+MzutEw5AaglpX9AybCBKYWe+ZdihI70rW+F5K1Kw9P0SH2pcOb5ctvlpd4uvmEl83F/jSqvYFDZBeS4WrUOOTW+Gj0Z4yoPMePntC75LvaTi/UXsw2iucQnrkt+zPfXZZnsRSXKYMJkgsrHVEAMOCh0Zjvln0eLdc48PiCl8vLvCd+gJfVpd4y2ssuM8x34nFhV/gk1tiaTpYDln/hWcER/Cx969xX/qdwWYHpAGASRcEvNJBrVv5xYfn13lY4I05ux/D2kdi2G38qk+IX8Dh+JW1j/klu/Qfk2G1Fhx3YtjIlwfmlz0RfvHj8OukC61s02KDh70x0m7JIUKqXAaLJqBuHM6aDl821/hOc44fbD7ja3uOD/YSb/l6DCqp0YvNSeqE4TzDOYOu0/kEYovvMAkWE4cZBvp46Pfs2e+8fBQTPiWqFOcg7ZFTLoHm2qNpHN40LT401/i6vsQPNp/wtT3He3OFFbcDqGBwGZocxIZiEHuD1hmdZNlxLDYo79YbrEDsDkgf2rYka7AJFqnIFEgTYBqPZdPhbbPGh+YK312c4wcq9ftbc40zblGhhNSgHQBcMOiDQdtb+C5NrC0BjSH+YsMpaQ5OfL73ZeOp3BJ2RTGTGue803+5t1INSB1QNR5vFtpAfb24wHebc3y3+owP9gLvzRUW1I1AdW6WWPEZKvZRf5zz0lus4wTTtC+NT7AyGOVg3vl7W6H52m0Xv+zh+fXRr7Agdz+G2S0MG8XuAxiWTwE/L35t0bC3lQtkJsXGyTOs8One/Mod5oJf9kT4ZR+HX8+j0EJMVECTNTuN8r2vxMQ9QyzyMliuPJq6x5u6xfv6Gl9Vl/januO71Sd8ZS7wllssyMFA0AtjLRaXVQMAcGKw9hWu+wpXdY2+sghViKs51FGh2KUYrKvUxhu17aiM7zMEuTGci62JKhHWoZIcrKu6w9uqxZf1Fb6qL/C1PccPVp/wnq/wlteo4mTKIIRLrvCRWxgK8CC03mLdVLjqa6zrCr4e5lTkzeNikmZIT3swhwjWLZ9ZjgSkTfySdtQBtnZY1T3eN2t8qK7wVaU+/479jPd8hbNi6LkXxnlYZED1YtDGuS7XdYWusejaQbvsgnSMgdGohb9jV2g6r2U6ChJfS2qkY8zlGMwNZwBVAXXtcFZ3GvP1Fb5bfY4xf473fI0FOVTRz2uxOAstqtiL74PBta9x5Spc1XFyaWXi3k3FVgHpnnsJ0mllFbB1bs9rtw1+ER2FXwvq8kjHgxh2W+/+rgwrR6Wn/DKvnF+54H5ChpkbGHZX/bfxK753svyKPjkmv0630Nq2u3BZbKSgjZBKG/LlJIrLYBvr8abq8M6u8YW9xgd7ia/MBb7iK7xlhwURGECAx6V4fAznOgRvFvhsF/hY9Wgqh3UV4K3k4FRnxf1JYqBi1CPacvyH0F/qJmRYZ2BaAVmBMQFN5VR7tcaX9hIf7AU+8AXemzXeksciJlIPwSJ4BbaxWIcKF3aBj2aJVdXhwjboTNAdhlNilICm9NjsDT5krs6oV1T2CuP3Zd05eXRX69p6rKoOK9Phnb3GB3OJ9+YKX/El3nOLFQuquO53LR4VBTACOquXIC6qBT5VS3yqHIwJICsQKwrlyb40Mr3UstWPDxh7LhuAogeqMYf8CFYAKzCV+n1Z9XhrW7wz1/jCXOErc44P5grvucOZphACBGtpUcfj68XiKjT4bJf4XC3wyXpcVx5tFeLk3XTOKcZCjEWaQPrQ5+A52m38SsVWyS96OL9S43uSDJvyi2d+PTnD+BaGvTR+0RZ+MR+dX6dbaCXblfBFguS9QtJ7rJu6MQtq67AwPZamwxuzxlu+xltu8ZYd3jJjRXoKvAgYDm95jbfmGm+NTjZdGAfLun+HS4kab4EgpA4r7zulx7xlfsIhzkOCVHoUvQPtKeprMgGV9WhM1M4dzrjFO77GO27xnj1WZLAgAwDoJcCwh0eHS7nGZ17gjV3rfAfjUVkPytpldL7zRni5waXD6i4/K/WKKBWZGI7DCGAAMoLKetTG48y2eGPXWHEb/d7hLQMrsqiijyrxMOIRpMWVXOMTr7BkXdHVGIfKerQmxO8ovi9rH47poJdNy88p4indfkJjMBV7A6TZBFgOWBiHpenw1sR45jXec4e3pPrT7SgqcQAcOrS4ZJ33o3Hfo7YOHHNJN4ik4pwPDQa2pOf08tOrtV3nYBu/DB7ML3CHXvh2hvHTMWzm17iT/CIZdh9+8SPyK+u/hV9TDQ+0kyy0tl3jH10zjycgO6p8cHKmbuZnSR8NO9SkjwVpT3BFFg1VYDB6OARI/L8eFTlU8e8r40EsyNty5B5QfBTJKUQ4YIpuBv7o9fAoi0wQVDur7gXrSg3V5rEgxooqVBFUDA8Pif/XY8E60bKigJp1vxZiDdacKMWjbICPbrmgpuL74zMLiAUmHndFARV5LLhXXRTQkEFDttDO0e8eC3J6nrhHw7Fx4jA6r+MecHFcUx8duMgY7e1SQqI4BzoNRlAZr3HLAVWMZ/W9YEE26rcI0J56H/8/5UcTl85bSvpllFvjx5aGadscHT7MpNLnYBv8SpfO8i8cj1893N0YNo3jx2LYLn7l43hcfmXNT8AvAE/DsGn7lWxXO3MAu5FfMRZPil+TqR/3naM2tccIrcPZPRsw/XXJw+kMAUNgIFk4x1eGGByjzsT9WRgh/y2l2z3k5Jz0ALd+/xFPb/Hd6Tjyzs9xx+SsmwJM1oOsk/M/goFegjAQGAQ9RzQMmZf6b9Od7RATSu/wGaObjNKQDExhrAeIOikrB/R86HmJ5ynq5nge02dOz7N+4UMF7rbb4md0Y9mJ/jJ+TeFHBsFQ0p2eEc+PPtLfpzi6xwHPo1i32SPwS39+BgyLNio0MI5hfT4ev+7MsiPYxnEciWHlZ07P9THtWfLrSHaSI1o7Ld1hvDCaFpn5Z8q3JwjpAX30wgjw8KI9QEMMLwEBAg+DXmz8fc5/K6Kflz8/3WrrhiJXDnETXdnxBcV3p+NI5yIda9YsDC+EHga9EHoJCBRyj0B1C3oQPAgeDB//Ln2GxFsYlN+Tv3uXHeK2K3f4jOyH5G8kn/NIj+oTBEihPaCXoOcFBj7+XfqMFEPl91ARAzv9v8tv9zCRsLuOm8afYEu8q/96sXoOBAgk8KI9XC8BXgQBiDlRnrsi5tNRTCRt5t5mfs4WLeTkHL1Nk3x6ML8E8ODnwzBs5xdwAvw6sm0cx5EYBtzCsCPZKfNrI+/0gPX5CLcLO8lCS4Igjooi3tBoLF4ECADFE0NB8s6/6QRKiPcuDAZdsGilwjpUWEutqwvFg+NwOwshQHAlHuvQxN+r0HqLLhj4wHrTzvQdAUPSphuzih4XSfzyg56QogFLmkVGyUn5WAgSCC7ekqL1Fle+xlVosJYKazFYSw8jDj5+Vo+g2kWXSV+FBm2o0AYLJzzRP5yDpBki8btxlCDNFqLfA+K5xnAs8fgk6H2/nDDaYNEGXfqsy787XMXrV1V8buGxFsFabF4mfeVr9b03cN6MfT895xO/HKXYkHij0+TzIBsxWPreB0YX1PfrFPfB4op61FF3ivm1eFwKov4a61ChlQpdsOhj7KPIq+F8D3GIgLHmEHO2eO813etwK79GvzDml+bPYfh1JYx1sKfJsOJ55lf8XqGXz7AT5FcZhxv8Ag7Or5MstG60FKwig5NGDQCAeCf34BmdM7rU0+tmfrrPTNxVlzv00GWhXoArYXwMK5yHBS78Ahe+xjoGq3fDVv7kAU6NjYwTZzjOCKqDBqwMIEzFRtLtAcRbTARPcF5vS7H2upndeVjg3C+xoF5X58AXG/4Bl2Lw0S/i7+nj0te47iv0ziA41vt/xe8pYTUCdPLRoXWXDfukyELS7wnBMXpncN1XuPR11nLOCyx8D2CNnnyx2R/hKlh8DEuc+yXOwwJXocbaV+i8hfOqm/3wPaNkDcMxHVwzMG6ky0ZBNP44DDFJnuAd6z3fvMWFr3HhFzg3C3wMK9TkAXToyMHETt5aCB9DjY9hiY9eY//KV7hyFTpnEDxDPKnvp35Px5Hi8RUVU3vbkfl1HuqHM2wae4eK65lfY369ZIZti6FXzK/TLbQkADCT94ZgFRGFhBeQK0a14r2cQq93sW+d3gPqU7/EG3MW9+BIy0EZi7j/hof2BL/xb/CNe4Nv+xUu+gUu+xptZxF6BvW6nX8OjAyqokd0qGCVgNEUujIRvEJB790lw72c4n28xDFcr4l64Wp87Jd5J2WmAC+Md7IuzoPBZdzsMOn/2C9x0TdYOwUVHMebkepjeg7SeZhql2lv/l6nYDL0nBM1PlKDke7f5ZEhtXYVLvoGH+0SK34z7DEDg6tir6FeDD4HTeRfdm/xbX+m2p1C2vUG4uLtK/ygm31sJKI/NhqpkR8faOlzy9G8FO/pmByBekLoGW1ncdnXuOgX+NausOJBbydXuGQHEy87rMXiPCzwff82xv0ZPvVLXPQ1Wmfhewb1rD53hb8dNA5T/E97xYc+B8/NnohfH8PqXgxjv4VhxbFm26cR2sWwmV/xgdNn2D65G2Qc+rnoGvOL/evh1+kWWhMTCaAQVHQKWD8ELTsagrWPTuv0bu6XlQZrui0FoPvMvDXX2kOigF50uP0X+y/wS/07fNOd4WO3wFVXo+8NpOfRd+TkiAGrQ+8C+DD0iBKcgoyHHu/quHTZofic3PsIAnISwaxByz0UpB3Bd3on98/VAgujKzGYRIFsKpzzYrhXGBiXocFHv8K37gy/3L3Ft90ZPrULXLY1XGuALkLaIzcGCkl9jJL0kL2jHZ9LXsBe/U4JnD0BHcO1BpdVjU9WtVcUYCigi8PLZ9yC04qVeLnhG/8G3+vf4vv9GT52K3xuF7huK/jOgDqNJ+6jv+N5J1f4vewRbbl0drPGgLQEWoJO4oTBOI58yH5nL7nRKCFNTkHV9wZXXY2PdoGFOUPFg9YrbuKqLAcvjLVUOPdLfPIr/GL/Dr/cvcHHdonLrsG6qxA6E7UX+eVQFLulXwIQAg4yr+eF2WPx6zws8I17c2eGpQLnVoYBD2dYwS/yT8Cv7rT4tZVh3eMzjPwOhu3Lr1Rk3cKvaZH5kvn1PAqt5CwZHEe+cJqTCKji0RF8a9BXFhemRmWWxW0pDM7NAm/NGhUN9wRbS4V/0L7HN90Zvtee4dN6ict1Dbe2oJb1jucdhu8qEpVCGBrX4nHfHpEEAfG4NyzxGjcirCUETZQwJKpCCjAd9H5mrUFXVTi3DSr2USOjF4MLs8CKOzSjnYQrfHJLfOtW+H77Bt9ba6Ku2wqhtaCOYNpC/zRRfewV+bAB6L16BGVvOPneB+2FpEeCdLxZqmnj/cxai3UV8NkuYGKSehCufI0Lu0DDw33CdP6DDs9/053h+90Zvl0vcb5u0LUVpDUwHcN0en65LyAdNPYQxo3oRqLK7Tej3ZQfxsP5MnzPCNIJIJ3GfGgZrrK4tDVsXCIPAH1gXIUab8w6jgxInmh67hf47Jf4frfC99YKqot1jX5tgdZo3Je5lRvHcS6W+XnQSy/P2YI8Kr8u/ALf9qsTZdjAr1RkPiq/ulPj1xaGdfGehI/IMI3FGxj2Wvl1wEuJJ11ojXr3yXyEQQggF0Au9u57iSeSwK3eMFUqgrcGranxkYAgBCeMta/w2S6wNB0q1h11Axitt/iH63f42C3wab3E+XWD7roC1gbcMkybAgIwvYA7AfcpacLuRH3QSUg9jDCCNPmgml189ATTA6EDuCWIZXhrcMU1qLj316Wv8dausTT9aOi5DRaXrsHnfoGP7QKf2wUurhv01xZYM7hNIADMJFjJC+C2JOp9RnV2aY89jFGh6TRZE6CS7qTdW0ZvLC64Ue1C6ILBZdXgW7tCw26k/dpXOHcLfO4W+NQt8Ol6gavrGn5twKX2nKjpnKsfRol66HktU0gn7TH+TC3wXbxhaot4mw2DzlQ4Tw1ziDHvFnhjOjTG5ZjvA+Pa1zh3DT52S3xcL/H5eoF2XSOsDUxLMGvNKc2v+N0+NlJuyEdMd9CejuS+BtvVu092ZH5deL3kcpIMm/k15tepM+wQ9pz5hT1HcbfY6RVaBaiGt8IwpG3jMKRL1XEA9SEmKmmwpnuGWYYQ4Ai4FiAEnWR53Vf4WPW6Y3LcbyYF8vfXK1x1NS7XNbrrCnJlwdcG9ppg2pioHQpIhAyo0aUBoOgd3t9BWy8hJUh7D3gbtWtPJVSC0I7v4+XZwBFwCSAERhfne6zsEgur2gG98WyegNg1uOoqXK9rdFcVcG3Ba876FdIC04qCuo8+SIGajhEYQ+qOvaKN3nB5LuPnJ7+bXhBaga8ArvT49NYijMAWHYBzAZxnne9Q11gYhzpuiJe0r128L1hf47Ktcb2u4K4r4MqA1wS7Vgio/yX2DBVQ2jD54fhuumR8d+dD7xVRnMcE6QgrdiGOBIj2gitAon7HBoGANWLjHBjXrsJZ1aj+PEKQGm6rE2+7GhfrBu26gr+24CsDvuZCewK1gAq/a/yHIUb3GAV5yfaY/Fp7nd9ykgyb+TXiF/cBpufTZdjMr4PZ6RVaUyucJhJA3gPBZ1hxH2C6AKk0YINFvJcR4o6zWrT5QFh7gnMGV3WNptJdcysTr/OLLis9v27Q9wZubbUXeG1grghmDZjrFKyaqNxFh/XxuFKieg/x/v6Jetci0wuo9+CeYfqA0BNMx6MbtAoTgLj/TFzJ0vYWTVWjrnTH6DQkHUQB3jqLrrfoOwvfGuBaA9Um/UXA5mB1AdR7IPUMts0r29dCAenys+N35gaqKwAdb6/gwAhi0QnBO4O2rnBZ1WisgzXDJo66hJ7R9RZtb+FaA7+2oGsDc00K6HXh904iIDX2qPfxssMdEvWWxmobpMV7kGfAm+h7D+qNau8YJt67Ltjhdia627FBEKCNK3muqwoXdYPaeBge9PfewAWNja5T/WFtFVDXDHuNsf7YQJku6k+QCl7jvhwJmOdqPTq/Om/QdvY0GSbPk1/7FBsbReY2flV80gzb6tvbNM/82monW2ht7RlsGdmhnkEVg7sAk+7MXt7DCgAFhg+E4Ahdp/Me1pXe+4tYE0JE9/Dory2kZ53P0HIOUnulzrJrDVTTyxCo3qvDnB/PcQAeVmjsgrTzIMs5YE3LECMIRm8YOix10X1jfABCz+g6j76yYBtgTADiztMSCCEozIIzQJv0U0xUBbS9Bmwreg7aMApWSj3VBKmi2Ljz8OuWyy4Z0glW3ut3udhApRuVGgBMw550seEJjuA7hm8MOmtxZYPe/4rV5xDAe0ZwDOk5X9M3sSdkr7A1WUeNk/OHT9RUZBbzG+A8yBmQHxop6Qmhk6FxSjEvBBcMgiP0PcNVAW1VwdjNmA9eV7hJz6COYVqGuS4a5nWM+wTprmigtvWE9xgJeGn2VPzyjhGSL0+MYbgvv+Q0+LWh5yatu4rMLfzKRfYxGbaOuvdi2MyvQ/HrZAutZKlnIFSM7JgAOAdyBjAB3HmIYbAh2Hgz2wFS8eEIoWOEmhHiXeydkZwXIgAC6fVsRxqoqQcUe4H2WpPUrgXcBnVYn3pEQ6CmpLp3oVFq3gbpFBApYHsP7hhiFNLCor3gFK0hrepg+EYQOoJYUe28qT0tseW+0L9O2gGzFtjr1BuIAZuC1fmhJ3yoYmNboemNfpfVxoktK6yYo8/1Pm26dJzg+zi5dM0IlYG3ArDkuy1IACjo9RnKfo/zGa4BG/2f/J4SNWnPjVOee7Nnou4qMoniZZeikeoZZIwehyHYCKikP+/P5Am+NwgdQ6wgVAJvtuj3qt/0rJdWWtJh9uvB9zbCKsU9dz7OMdJcLGEl8Ty8xgJrao/NL/Ixh0+SYcfjF6W9kp4Rv6hnsOF7MywYgZg7MCzqfxDDZn4dxE6+0MpWTiwsA5YZZAjMDFveOwkcNyWLe7Q0gO9J5z5UBsFqFZ1vbhmdy225CiJe122LIF0LzDrAtOos7tw4UONw6bDaYv9E3YB0EA0KwxqwhsB9vGFtuhlt0i3D3jS+jis6qjQ8LcNNZYFRYKf9RkwHTdRS/3XsCa4DTOtBnddE7fwQrOXQc7hnspa6E6TLUQCTekYO1DGo8zCmTFKOmw8Wy7h7wNcESaMFZof2tOy9H/t9U7uHaT249yDnhsbJuXFP+KGJmiCdht8Njxop7hxgCIYpNswKuRzzIa4w6qArMa02UsMlKdUOSY1ZXPk18b3GPWCv1e927cGt+h39DQ3UbGPbxq/eHZxfaU+ik2TYvvzqXya/wAxiPlmGvQp+9e5R+HWahdZ0CDZt/lcGrPdA32vFbAhMGqwml7oFpHpC6AGuoJPu4mRLMcg9RyAWWnn5bxms2guwCVDJWZ0bnOXiY1IVp+O/c9Bu0y6kgUAEYooFZgzezoGIwKzac5IGHgVgaAftwZRgQ7wtQtSfEjXr14mTZi2wEVLcenDrFNBlj9A5BfSunvA9bdozEu/V30SA0QYi6bBJh3ChQ/1urGrXyzLbtXMBNU7J2on2BtcBto29oQTosnGKl1vEx3OxrXG6Y2M1hfRoJIScau911INS3CNp4Q3whOT7MuaL8KL4+yXUTT/43raxYS59H/1OvQP6ftBczu3YU/+LsLvyyxFIE3c/fvHEl2Hw5SkyTLyf+VXwi3pWv58qw6Y+vavmx+RXKOJ+H3459yj8Os1CK1pymgQeekVlwHLsGbXqrOQ0EoN07yhyDNNrr8hYXd0QDIYiq+gRQtRJCjfEVSnFCpU29gJbD257DdTkrLhEdNrYPrhXMAlYhRXrdzIppEbBaoAQd0HuCb6JvYLUG0zaMdaebweRNmGNy81NX1zbbrUnyK0DtX4M6HLVzq6e8F2CdVehmZN1uPSCXuPAIAFqGG7PiZq0GwwTTSc+J0waqF5g+mLiaBfnc7QevB4SFUWiphGAaeO0r2VgTYvs1COOgB7NCBEBBY570+gEW1/FFT3R7yH1Bkv9CW5+WPqdIG26EOd0+AipCOjWjUezygYqjea90vlZyZ6CX1wWWyfGMDyEX3Ycxy+CX7HoOjjDUg4/lGEzvw7Gr5MutEa2LWDj7ScAqBMBsIg6IAjIG3AvCD3DtARfCyROuFRQDUO2Kcjz5oE+7jHj4n4ffXFtt3PxoaNqo96Q9+PGdqrhznIFxLQRsKDUI2Sgi9qj7mHHZYPgBOw0aE01AfR0sm1O8HLH8ZigUT93AdzHQG3TOeg39R8oWG9spFwEVNfn32dAE9UbkNN5dsaSDrkbxNVcyBMuS+3l7TAGSMeGqRv8nn3fe6Dr9ZEnksrWxule2rdMps1FtveQ2DClCQoUnxmItzQxCF50crXT4XZTk04yLiZZT2Ne4yb2iH2ElEs+l6g9KJxLQPf9MAJyUwM126PxK+VwusXKSTFsX35Z0u0fLL0ofiXtyQ7GMCdFsbU/w5KOe4g+Gr/EbGp/Tvw63UIrOm0jYOG1mCUqFtdFx8Vek+54a8BOdAO0XpPUdNFpKVGNYOM6d749QNzYzKV9buJzHGrPl01ikm5z1t6JelvAApqsgG6yA+Tl0yxpt18G9wyuOF7fTgGb9G/RHpB3CmaPqLs8B35LoE4AvevS2UOsvPQADAnb99q5ib2wtNsyO9aJw1VcNm4QdRcTbrdpj5sIUt7Mb1iCT1Ptacj5wI2T/noR83xTA92BpIqThgW6IaCuYpOeESzrBOLUOLPSaUO/H0DNXkD9oF/PQWycXGqYi8tMzo99v62Beo2F1zH41VKxDH47v8bF1mkxTHN05lfmV7STZ9hz4pcbaz8Vfp1uobXNJACBxwUHa4Obrq2mXpGEAKmC9gw6Rqh00mWwPOrZg4s+RU7StHtx3Mk2LX9OKzT6wUnZWeXw6zYH7bvh3yRgR8laHDeCAirvvtszpDKq3eoGeGJp6AmW2uPxljdY1VtTBA3auM8MObdVvxTzOjSh/MOCdVsjBQ+YYZ6LwIFcDN/YG0YIYGeBnkGVAfcT3UzD9f1Se770MOjmpD/73IPcDYCajmbtO+xcNlDlpePUQGPcCwaKRioEiDeg3kAqXc2Ulo4Hoz1JYWzEfGqcFVQK2ryRY96zLM1j8UNPsLjMdIjLDS/eHoNfAUOxdmiG7SW5yOF06RBH4FeZww/l10Mb2x1FNhhjfo3+5h4Mu03/gRj24MtmM7+ynXahtS1gpwUHADLlEmIdYyUfNLksQ3hwGrMCS8ww9JxMr/WmpC92Sy73mElgitea4cMAqMJZe1062qI9vd4oNno3BG2xFJmCjfMNGNR7iNWltEi9oRSwW7QjDd0n4OVzMFkCvJGkYRPQx7AiYQEMDVQCtWOQDRDLML2BRN/vpT1pTuegaJBGSdq7rQVmtj0Td+OyS2qgUcAqf6+ORJA1IBcg1kP66PN4DkwqMnfoH8V9eUsSpz3C5G/k1/5uReZrLryegF86zwXHYdhDtzrwz4Rfx4jZVGQX/BK4YSPXU2bYfXXmmJ/5ley0C62pTQqOEayAseOsAXmjPQOjziJDALPObTDpAnfhNYkBGnsW+ZYUcVlq2tF5XA2HAVA+HNxZKWCzxWID8dKDrmyJ8MrHmuBkVLtxOieChkQd6S7PXQDSzWXzbsH5c9Ok0TiXISXoBFIH0b+rkSpgJT0NoA5BNXoLcpxXNUnyOceZlzdoz3dyL7WnicGT1xtJOikwHzyBeJt2P8S6AIDoKAGY4zF4wBkFlvGbMb9Nf1plsyvuk7/TRpa79D8U0K/BHoNfKYdPgWGTRhfA4fh1k/a78mtHkfVY/AIwLjb3ZVheKXdYhh1c+yvm162FFhH9CIA/BuAHAQQAPyki/0ci+gDgTwH4UQB/H8A/KyLfxr/5PQB+HIAH8DtE5C/sfYTTZC1hRayOE4GIAJ5AJug+LSHo7DiTlpIadRCzfk50loxWvBSgy88Th6Wh3xSwcTh8mqQHsRuSFYwB1CJD0KZeY9LORvVGUN2qPc4TyfpD1DYFVJDNJH3oZbOdp2EHrCjuosykicU8wIpJtSf/E+l7RJu6gbH21KtPjVLh+wzndB5u0n7AOBjBSiTDedRQOVLfOwYMg4iL+Ofdfi/1572EfBEDE0BlMG02zMlfB9X/AHuV/AJOkmEgmflV8AshgILR7zpFhp0av4DbtZ8ov+4youUA/E4R+RtE9BbAXyeivwjgXwDwn4nIHySi3w3gdwP4XUT0awH8FgC/DsCvAPAzRPRrRMTvfZS7YFU4DiGAjBkDKyUoM/IeHoXDQDy5Th42k7V0WpBNR20JUv2owzqrTFbAg4RGoNakUUhTfIYr9Q9Jqvq3aAe2wMrn1yWgILJT/whSD73cUO42PIWV96qdaAyrvFeNGV4X2mm60GCb9tTDTI1S2Vgl7WWSxs85GKBvivkEaqJJI230+Kba76J/2kCX56CM+xvgnPw0OqdPby+LX6Uv75rDJ8KwpPvU+bXhuwfonW71sLWz/BIZ9hT8msb8CfHr1kJLRH4BwC/E1+dE9LcB/DCA3wTgx+Kv/fsA/nMAvyu+/ydFpAXw94jo7wL4DQD+8oOO9BbHAdFhsfeXXuteLTw4qkfuGW61PF9A8lBq6aRtCaqHdyRnbSk29PUE1DFoEYIOMfst2hOkbtIOjPTrbrlyo/6dSXok/RnWmGgnUlgnvzv/ONqnfj+w9l0NNIiHRpq18Mw9fxO//z76J73Dqf6NSwynX2S9PH4Bt/NLxZ4cw14zv9Lnbu0snyrDDqj9tfPrXnO0iOhHAfx6AH8VwHcjxCAiv0BEPxB/7YcB/JXiz34uvvdw2+E4IO44PAVWuq4PDL0iYLxqAVohS3lyk3OAkQPvDKd0rIeyjWJjor1MWBX0MO3Ahn4pk/jJ9adjoXHCEgHeD9pTUm7RvqEbGGsv9EqZxDsuDx5b+wjUUfMGsBKsgQFaKvZ2vydtwG792xqkEy6ypvZq+AWcLMMOza8Ne0b82lp03INhW+3UGDbzC8A9Ci0iegPgPwLwr4jI53IfkOmvbnlvo0wmop8A8BMAsMDqroex1XH6dgGs5DwfhorY+/j7RUWcrvWPPr8AUvHzdLnzozW008+8SXvewW4MrZy4yQrfbdOun7lb/7agfBT9k2JTvI/vDbDWQy604w4+1z8qvmqL9qfye/rcnYU2xsBKMQ/cXf827en9p477A9mh+RU/8/4M24df+mXx9/fw5Skx7MD8Gn/+8+IXZCg69mHY5necKMOegl+nEvPR7lRoEVEFhdR/KCJ/Nr79i0T0Q7E3+EMAfim+/3MAfqT4818J4OennykiPwngJwHgHX3YCrKdNnEcUCRtGbgJWsDw+6Ujd9mOk/8kCTq1m7SHFJAFtPQXVDdwP+3p+7Bb56PqnxSbKWH1v9TnAEbABrCf9ls0bgyxP7J2fXnAmAf2j/vJ/52aHYNfwAMY9pj8St+XXz4xw2Z+TXL4lTDsofwCjtduT/7vGHaXVYcE4I8A+Nsi8oeK//pzAH4rgD8Yn/+T4v0/TkR/CDqZ9FcD+GuHPGgAI8fpj8OJ23QgMHgP4yTe+tE3O+HJG5kd2vMlNeyvvfy8je+74/8f3WQK5l3aC91lAu/82C1t5YlqL4GlPxYxH///wX4vv+8O/3+K9hr5Nf280fft+v8tv3M0m/mlzztyGHjBDNtSaAN34NcBtD9lzN9lROs3AvjnAfxXRPQ343u/FwqonyaiHwfw3wD4ZwBARH6WiH4awN+Crvj5bQ9asXOblSdqiwNzlVz+yT2PZucEwaduZCbap8dZJm7+kz08cdL6t/p8U/u+EXiyxcUNDbW+/XD9J+v3+9mr59fmZ+74/se2e8Yw8IK0l9//FAwrv/+x7daYf3n8usuqw7+E7fMWAOCf3PE3fwDAH3jAce1nWxyob9/vyuSdPv/U7A7Be9DvOBWbHtNr0g7M+m+xmV83fMep2GuP4des/5Vof147w9/Hbjqx03047vO3z8Eeov22vz9123XsL113steu/6XYnMPb7aWzG3jd+l8ov15uoXWTnbBDjm6vVftr1Z3stet/SfaaffmatQOvV/8z132HMnG22WabbbbZZptttn1sLrRmm2222WabbbbZjmRzoTXbbLPNNttss812JJsLrdlmm2222WabbbYj2euYDH+XFQs32XOeiPdQ7cDz1P9adSd77fpfkr1mX87aH2az9pOwl1do3eKg6eZ/u2y0j8f0M0/IgSM7hvZtn3uK+h/D7/oL9zmqx7Mb9N9VO/CM9b8UO1AcA8+QYa+ZX8DrZtgL59fLKLS2nNCtzrlHlbx1V+LkxPJznjpoj6HdYKuuk9P/mrUDs/6XYkfwo/76M/Dja4/h16z/FWl/3oXWxAEjJxX/dy/n5ZNv4o/b70WV/y99zmMH7L7a77zh3c36NwL3CfXP2u//fxs20nDi+l+KHYNfwP4MG/3tkW3m1+THV6L/Jt2T/39J/Hq+hdY2h9z0Xv75tmFIBqRwEJV3/jaDkyTk73jUgmtXoMb3t52Lu2sH7qp/I3CfQP+t2kfwuqf2INo7AnZqf/SEvaW4fJj+pGGi/4YbeI/0z8XW/WxffgHHY1j6vmP6cuZX8fLQOQycNMOOza/C76fGr+dXaN21oWXKziGOf5OcxUUSp/dGTgrDewaQEIB413giuTlojxmwt2kvA7TUvk23ionHOpnTUOgXSq9pErxRf4T1owTtVD/x9uQ8lPawXXtK2kdL2PvEPAAQ3Rzz5fu3xX0E2BD32K5/Ht26mx3al3eI45Nh2Myv4uWg/8Uz7Cn5tRHzT8Ov51Vo3RSokyDNAZqf0wnn3ZVy0ROQdMKDgETUiSlxU9By4bhjJ+yOqj9rL3UnXYV2um1kr9CuP4ZBOzDoD2P9O4P2SMm61e/bfJ7PwQO1R91l4qakfRTtd4HzIWI+6r9T3JewfsyG6rnbY/ELOE2GTXTnn18pv3bqf0kMm/kF4DkVWreNZjCBjNlM0PRe+T7dEKzRcaMA9WEcuN5vwKoM2IM77b5FBkXdqWd0V+3FOaCkXWQI4CAg70eBO0rYMmiPkKwb+qNvs/aomYrzchDtUTMRPa72LTE/el36Psd+1G8m0Cp136B/FPcStU+h5T0QOMJZRwaOEvcvyR6LX8XzqTFs5tcd9L8khs38yvY8Cq1dkCqdZYw6xfDYUen9HLSTAJ5a0ISEDICCjQka/0+INmBF8AC0Zzhy2oG035ikpfYUsCW0mQAuwAVs114kJiSo9higFAIQAoRpE1g+wfl4ybpN/0grF+chPYhiHNzi8xJSQYDg47PqJ89DgvoAItLXjJywxwT1RsNcFpjpdWqYSmilHLiL/tLv+TwE/Y6yoS71TxrpudjaYY/Jr22+PBGGpdel9lFx+cr4BcObBdYjMgwiEPjdDDuQzfx6LoVWtG2QKhOTjFHnFNACx/fiz0KkDSRtcVyqegNiYsaffdDA9QFwTgPRew0Q7/W1Mdud9hCH3SVJo+YMZ2sH7ek8xKAVM9Gcnqe9IS8DoEMAYnLmwE3A8gEEQIAM6oPC6paRrKw9+9tsao/Jei/tBaBVu1HtRABpwhLz0EgdA9ST3t/WhnkKZ2s3Y54JwnxzzGdQITa+YTPuTdDGiQLEe1D82ymoD9pAvzB7FH6Vvjw1hs38GvFrpP8JGJb172TYzK9D2ekXWjc4LDurDNTkLGvz/4lVp4mh4ZlIoTX9OhdA8Vq+BqzXZ+f1YRhwXpPEeQiw4TTEnuGhe0Y7IZW1mhGsxBrAEMToc5msU+00BbSX3AskF1R7hPQoYSeg3gqrB8neASljou4CzvlnM/icWc9Bkay7tJMXiIhq916fXRwFcE6/w3vVC6d/iwjqCageKHqsPb23rWG20e/WKKCsPsTo7+SYJ9LzsC3mS/0p7pPffQR10k+xkR41VDtgNY9qPT6/UvyeIMNmfo35NSquXxLDZn5t2GkXWrc5bFuiWgtUVpPUKqTEaNCKjSeYNWGz02KkUeoNBAE7AfkAeAvqPcgyyBlNWB4cRy5+Zu80gBggeWBvYKp9R5E1KjSsyXCWWs+FZP0KZzEMEMba09dlSIk+XMjP4gLIOQ1cw6qdSINWT50+ex+PdZKs+wTsrssNZW8oaS6eVbMdfM80PLP6Z5t27QUD5DVRyZsIaKNg6jgmbOyRAQpqYCuoDpasSXs5dF7ZCCk7xHwCVIr3KjVSjGBjzFOhPx/0OO7V59H/3udzQMYMMe69Dr+PQH3ETsZztcfiV/roolevMXxaDJv5NeYXnTjD4g9Pzi/1/YRf27SfML9Ou9AqrXDYBqSSo6pKnVUVD2sQKoVUSA6zBCFo0CafCUACDVCnDuNeQcU9g3qjsDIEMnEItIuHht3JesgGF0xjSJVJukW76mYEy4NuVt1C2NAOEbAH4AXsBdzHhO31HKD3CubYM0hDuCP9wPaCYy/JW4rMElJVNW6Ysm4DqVRzqBjBaG8oGMTe4KZ2BTTU917ATntE3AdQrz3L9Azqt4NaZJSse4rerj0Begqpuor6Fc4StYdKG6hQUQS1+n6r/iB6DpL2mAPcG5DzoN4DPcUeOQN9n0E9hdVBGuiXaIfklxnyeFsO5zg+NYYdmV8ph58Nv+z9GXYX/U/KsKfiV0DuXJwiv06+0NrmsHTNfgopqSugMgi1VWfVBqHWHn2oCMEqpIKNwcoYHAYAApheQA6aqE5APcP0QZO1Y03YzunQM6C9g/gxEmSUrAcN1tQjyPM4eKy9sRqojUGotWfga9bzYCk+MEB6a6LGoHUAOwE7BvcC7gKkYnDHIEND0JaHDE1SkjR0vUXTXYO37A0mS5BmHvcEm2qAc23V55bV7xVl7VL4fKd2L+BCO/UBpgugpJ1V/0i5CDSQoMPzxWjAwea4bABawQxrgboatFca71IxfMWQpN+o/mC2x3zyO7t0DrSBZqe6OX4/cxwBKQ8PEVYhIE1cnedrDfbY/KKA2NCcHsPKAnPmV1FknRDDyoIDcqB5ajO/TrjQuilY87VtM4KU1DFRG4tQa6KGmuErQqg1UfWRegYANJ5ibxDgnmKQ6rPpgNATTMsQE/QYiMBUBGta4WDMKFk3GtyHnIs85LwF0I1V7bWFj6AKTdRdEXzWThADfdBYuwYrQH6snzuBqQjcEQwTmAnMQ1ICGCYjlgXHAwN2awM1hXQCVFPFRsnAN9HndfL5RHv0e+lzHckcazedgHtSQLc6edbQeAQgaU/JSsHk0YCHjGpNC+wRoNPclgSp2mrDXJvoe4ZvtBfsa2zVP4159X3pd6jfewFbgrEE7mIRWYwCZP0i2kAfopF6KfZE/NqWwwdl2L6+zDl8WH7lj3+O/Hogw7IdkGFlwXFvhu0YIJj5dcqFVmHTYN1wWBUTdRETtdFg1QfB14iwQuwVQS8jlQEbg5U7gD2Bey26QiUwHUOMwFgC4sgrAHDet0PGyborWO/hsJ3BSjwGdIRUaKpB90IhnbSHmuArxF4BRgGbtSdQubF+UwlCJbBGh3BNHFlLp42KJbU5YJn3D9ibGqhUbKa5DAlQjfrdN4zQMNxC4exrQqigD4PYI9yhPU5bIUcwPeA7wHSE0ErmI2LjlLUD2e/kA4T5YUX2VPtkBGQE6EqH2UNtERYx5hdGdTc79G9ppCgACFG7T5ACTA2ETiElRv0uBAU1UEw+HjfQo0bqAVdQX5IdlV/Jl6PG9ogM20N3HpGf+TXiV8rhU2XYUGzuOUhwbH6ly+XPgF8nXWiVm5yVwZqXvpaQyj0hA7dUSLlFdFoDTdgKA6xYnTYd1dEEBagHTA+ENlbUhiAsW52VkzXEFYs+7N/g3qWxLYsNm0AVA3XBcEuCawbtoRr0l4maikwqEpX8cA5Mhzh0rb9rmYvkFnDWbzVovd8I2AfNVyr1lw1UvGyYhtl9o7r9Qn2e/B7qwu9VkaipgUIB6ATpHggdwDUhtDFWbOGD5Pc4TK/BIYDxBymyb+wN5gbKDsPtCwO/sKo/xzyGuK8AKWCVOhejHqGPsR8hxRFSITVszOr/GCucY3sAlfqfxo3UQ0H9zO2g/ErsuoVfqdE5SYbN/Jrwy5w2w6Y6ngu/Kh3BPSV+nWahtTNRzbA8NK1SSJMH6yFRfcPoVwS/ILgFouMipCogVAKxoonKxUkMBNMSqCdN0m4Yqg+pFwXWxBaj14PTUtpgh6WkJgbrg09DTIrRtX2bYaW9IZN7QglS/TJqbwC/AEKGlSiojECMTHpEBPIUE5XAHRBawOR5EQrp/PtiAInzQSqJmyLanKQpYPcZ2dmarBR7xdYCrMkaEqCj9n4VE7Xw+eD3QjtPtPtBu+kIoQe4Tb0oKobpOfb+DExePh8UUNaOGygfl4c/tFeUGqh06cHqpNk8l6OJl1lizE/1J1BLjHmF1TjmFdCkfu+RfV/OiUlxr+csrfKJ+oO5vZF6TZcPn5BfaUTjFBk282vML7GnzTDM/Cqd+iB+nWahVdio2EjBagzSnhsJUqHSYHVN7BEtI6SWmqx+IQiNDiNLHUBWQCYABBAJRAgSCK41oI4QOga3cQJi7DkCFKtoAoIulU5LiHWfEgVIGoLdd2Rj2hPWN2NvJO61InWhvTYjSLmlBqtbxoCN2qUWSBW1cwDFgBUhiCeIZ6CP2jsa9QYl62fklR5eIE7nJZE1QNBVPaOlvA/pFZajefHSQ7nHjFTxEsOC4ZaxJxj9nZ5DIwi1+hyVACaAjIBi1klQkAZHoJ4ROgK3BGN0TsDGcmLhYtJtHAFIDVTRYwTT/XpFuxrn8nJL1I6yca4ZrknxTvDLQbvL+gOkFpANgBEQS455CCBe9YeOFVZtXOUTh+l1F3HEQIDGvRdw3qMo9lbLRupQheYzt8fmV/AEcXy6DJv5VfDLnDbDooaZXw+3ky20NhK1DFYugtXoMmDf6ORBH4dd3QLwq+i0pcAvAmQRwLVH1XgYE1BZD+YAIi3ynTdYryv4zsC36fPj3iXpuIRAgcEeCE5vbUA9Az5N9ou9QT/pFe3jsCJRRyt2uOgRWr2mnwLWxx6BK7SHRQAWHlx72HrQnhNVCM4znDfwvVH967jENm6SN540T2DPCF5AjiHlfi3GgEKApJ7xNk27IL1tfgMwHnoeNVBRe9H7dcvo9wXgVwHSBGARYGoPU3lY42FNGGnvnYH3DNcZhM7AV4Pv81wmST0n9T07BSW5MPjcGJAJecftfSG90RMufR731glVXJVUD5cbEqTU94KwUN9To363lWq3xueYD4EH/a36PqS9i4rtAyj1HAOBHMe4NxAbGynH40bqvoXmC7OH8svfg1/JnDeaxymHT4xhM7/G/JKUwyfLsNPlV7K78Ivw9Pw62UIrW0pUQCvj1CswaWOzuAQ4TqLTZB0qYrcShGUAVh7VokfTOKzqDk3l0BgHywFMgiCEzht8qpa4bit0VQVvDTzHLgEoXtNGnAdAcflwDNbeDyBxNDis0LG3w8oAMLq3TgpWH1cl+Sbpj8G6BPxZQFgG0NKhWjgsmh6LymFR9WiMA5OASeACo/cGrbe47itctxV6a+GNHXwwghTivjwCqoqATQmVisMHQHojWVNv2AybOPqkvy4usyTty4Cw8jBR+7LpsYy6K+NhOSAIIQih9RbrvsK6t1hH7cFY/T6oduQVTQA7AtWsCdtro0neQK9bxOPcBum7aC5hTUUcFbfkyA1U1O7iMLtrBkj5lca8XXjUTZ/118ahNj7HvAuM1lu0vcVVXaNtLZyt4BkQii1UADjq13NAkF7zTnoDMqlh1t6rpGM/xByX52578svtya+uyOENhskTM2zm14hfIW5jcLIMu6cdhF/L4/CLnphfp19oJUvFRlEZp51zfdzgLFSUHeZTb2gZgJVDfdbjzbLFm6bF26rFm6rDwvRoWDcsC9BgXViHz9UC57bBFddwBHihOAcAsSeg38M9geP+JGI5JqrJw6XZYXe1Ikg3LjmkRE23Y0i7BifddRpmj89RO60cmmWPt8s13jQt3tUtVla1VxSy9mtf4crVuOhrnNsFzk2DNectdrQHkPT3pPuU9DFgLQ/HVvYIJpC+c9DuStZiREATNequaaI9IJx52JXDYtnh7aLF22aNN1WHle2wND2id9ALYx21f+4aXNgG57xAS0CA1TkAvvB9r3MgJG6mqH4vfFNCejr8fK+9eCaNc7z/V9opWyGdJsxG/cvB9zjzsMseq6j/XbPGm+j3xrisvw0Wa1+p3+sGF1WDCyPoUCHAwgfWnrBXBps+Lr2uBFzkYB4JeUCh+aLtvvxa7Mevta9w4erTZNjMrxG/coF9ogxLPnw0fi2GuD8ov8LT8+v0Cq0tw6+jYoMmja2NG5tViPuODBPo/EKAlUd91uPtao33i2t8aK7xZX2Fd9UaS+6w4B5MAUEYV76GZY+FcahYh6YvAfSe4IMOtfoaecKdKTaTI2MgxsWeDI8dtm9lPE36+CzGxFur6GZ+eb+VSieO+jTkulRIvVut8dXqEu9r1f7GtFiZDhV5MAX0weIq1Lh0DT7aJRbGwXDARwDXAgRP8LEn4OOqNNMNm8mxpd2QHvmRbu0NTzcSBHYka9rEMEE6rsryS4EsAsxSAfV+dY0Piyu8r6/xvrrGmW2x4g4VOwRh9GJw5Wtc+AYru8JH60AEfAbQJu2OwZ50YnEEo+rXzfDEGFDqCU79te/lFmAcR5x2BTfDBo6VLnv3aWVSrYCWpUe17HG2avHl8hpfLq7xvr7C++oaK+6wMl2O+XWocB1qfO4X+LZb5bg/B9BB/U6OdCVirzlmOombCTLYcl6sUeZoKjRfne3DL7uFX81+/LoKNT72y5sZ1hcMs4/IsAfw68vlFT40Vy+LX+Y4DPsmTg14MMOOzS874VdzRH71E37ZPfj1gAnxp1doFZb3XwE2iw1O94AqAzausKl1Ep0sPGzjsFp0eL+4xg8sL/B1fYmv6gt8aS9xxi0a6mFI4IVwFRoAQMM6LB1ACIERHCP0DN+ITrJs47LhCnHSnfbSNnoE+zY4E1hPExXFrTjShm6+WAIdGgEWHtXC4e1Si6yvm0t83Vzg6+oCX5grrCKkAaAXg8vQ4MIusDRv0JjYSxaC94x1zwg9wdcmLv2P57mKvSKjcyHExB2Xy97bvkOwxWTK0vcSb66abs+gxzEU16EOQONRNw7vlmt8WFzhu8tzfKgu8XV1gTdmjTNuUZEezzpUuAo1PvkVGnawsZes85cInVPtoVM4aeOEvEu3xFtj4CZI76F/V+Oc7/+VdgtP56AGfJwwbBYOy0WPL5ZrfLW8wneac3xVXeLL6hJveY0VtznmW6lwGRp8a85UP+tx+sDwjuF6yvo17pEbqHTvPWEGTQtMAGDaf27PC7A788sejl/nYYEVd3djmKW4ku2xGLYfv75cXuEHFhcvjl9pNO/kGXY0fmHYkPSx+WUfl18nXWhlyyu50nV+BrhYtmuKXZPTnhuVgOqAunZ407R436zxdX2JH2w+4Wt7jg/2Au/4GgtyYAT0MFhLhV5MvP7LOufB6fXfrvPqrKoAosGowRmCajLsfB+pZY8oBWh+HZOCimBNCWOLJdC1gGuPRdOr9voaXzcX+KFatX9lL7CiFjX5rP0yNPjIq9hLFPTBoAsGrbNwjtF3BqGWAQyjXYpjopaJdWgrP3vk9xJUqr1aaOP0rlnjQ3OFr+sLfLf6jK/tZ7w3VwopeAQwOjG4kgYr12VwOWGsnVXtXVodI+AqnmdLCLZooIjGkAaGWC38utfcljKeiMadCzOJ+VqAxsM2HmdNhy/qNb6qL/Gd+gLfrT7hO/Ycb801FtRn/Wux+ByW+l7U3wWr8x46C18bhErGcW/HuQfGsIS7jNfZ1B6RX+defXknhm0pmo/KsD359aG5Oii/xJwIv2IMpGM5NMM6bx7GsGPzyxZx+ML5dbqF1rYeUXxf4glJwZo348sNjwB1gKkClk2Pt3WLd9U13ldX+Nqe4werT/jAF3jHLRbkwQT0QliLwWXVwEOHYy+9XvNvqhp9ZXUfD4u8XFrM2GGbje2Oyvi+OwzzGAJpJUlK1LRTtKRjqwJs7bGoHN7VLb6sr/B1dRG1f8R7vsJb7lAjZO2X3KImpz0FENpgceVqXNY1rmwNV4c85J3Pcyo0853VJ72YB15C2ugVJb/Hc5AKDcnatXGyNmBVd3hXtfhQX+Lr6hzfrT7hK3OOD+YKZ9SjIkEQoAPjPLSoSHvBvZhBe9dgXXu0VdKOYodiGm4HYfSWJqNGauTHW7pE03ktPImfsjc8irdBe0j6q4CmclhWHd7V64n+C7znayzIZ/1rMVhRh7roHV/4Gld1haumRtdW8HUo7rWHCEkZGqnok5SjhxjRe2n2EH6dVd2d+aVFVjhphh2TXwBu5Vcuap+cX0Vnyd7OsK/tZ/yA/fy4DHum/Lqo6sPx6wB2uoXWNstDunFfEKIcLPkRnQcrMJVHbTxWtsc7u8YX9grvzRXe8xXemzXes8eCGAxCLwFr6fF9vsLaVLgwC7y1a6zsEnXlwDbA27RpWtkbinu0THtDx+rZj3TTSLO+FpAVGBOwqHqsbIc3psUX5gpf2Qu85yt8xWu8ZaCKx+ZFUIneAMuDdRjarPCmWmNpF6grh9ZUecO4kfaYqLpDNQ1DsIe2dMmFaPi+wucKat1bqK4clrbHm2qNN6ZVn5tLfDBXeM8d3tKwM3YvATXW+traqH2pE26rHsY0IKsbJCogSv1DD/0ofgbGcZR8v0M7rICt6l/ZHm/tGm/NGh9M8vsVvmCHBREqYgQI1pIuMTHWpsK5XeCzXeCzXaI2upzcWzvRPTSSySfEg49mw0ZHUd/bj19vqu7O/DIQeOHTZdgj8KuV6nnx644M+8pePB+GPTW/qiU+HYpfB+gonmShtXPoubQiQfR3yhMoAAsMB9TWoWaHpel1Ih23eMtrvCWPFRmsqAIABAow4vCO1zhnneewND0W1qHiAGMCHKfdmHW1bN5tmApQqYADn5BxIkgMjniD9Ung6mZ+lfVojMPC9FiZTrVTi7fc4S0DKzJoSN3fwwNwCNThiuLvmhYNO9Sse5ewEfh4XiU2Funcy7Ye8FGSdvjsvMdTgiULYARsBNYE1OzRsMPK6MTRM+rwjhRQK7KoyAAAWjiAPTp0uAxtnmyZVrdU1mPNIUJqaJSGBw2bAR7r0gMNsMo3A0+QBIrY1waq4oCFHWL+jFu84zVW7HHGjBVZcLzbGaOHJ4+e1/hcxH3NDrXVScXgAtIx/lE0GNgW7tsunb7GQa1H5lcPj3fyAIbl4z4SwzDza/Sdr4FhRSw9V3491E6y0Npq0+IL2EzWdOIAgHT3WEMBlgIq8lhQH6/lBiyIsCCDigwYjICgPSPyqMijYb3maymosyjGS/E9+fuKYxMiHDBEN51d/kzjR+qdpZ1zmQRV0s49avKoEVARoSGLJkKaQQgQXJGL58dhQQ4VBVgOMBRA8RyU2vM5B4YAPrYlKGHs8/RM8Xgth+hnF/XoUPuCLBqyqGgI/R4BNQLqeJ40BnR/IiLdiViK8zt6JLvJTwew0c7Oscjc1K7PhoeYb7IejwUJGqjfU8wvENBTOld9nutgKfpd79USNU0BjTGgy+N7xbZt5dlj8Sv5b2+GpR7+QU/IpnZ9PX68Vn6dLMMOaFIWb8+QX3vPUUsfufdfPpXdIxgGvz78iitNP+MOh0GH7hXuMNlxLEk3x1UoHOc03GYGYfR3I7tPLh6iwb3rZ2xt2/T4k57bvoYnunfFza7zfWi7U/xs1HeHmV2QtN+LvfNlw4PaIfmln3d/hj2lPTm/HtsekWEnY6fEryPa8xnRStVkvOM6AJAIUsGaC9dhTSpCIHhhOGEEIfRi0MPoawh6CWD4WBsLegT0UiHEiaS9mPy3Eki/tvie/H07Kl05xE10RXb/vON4REhvSxEYAYQ+2Ky9F4IXQQ8PjlHu4NEjwIPQiUEvNusPQgigfF+pdH5p+rxN6iFuu7LlM8rvGm4UOmgPoMHfUU8nBh6EHgEVfNbRi9fzIRTPj0EfLAL0/KVzudXv5aHd5Kc9TSRsbxeC7PA79H53QnAyxPAQzz16CuiliHkJ6CExJwafO2F4YYRQdHsnuaaPzbw8iN9fmpXn5Kj8wsTnD2PYQUw2tevrQu8p8Osxtn0LA7+mx/CYDCu/L9sBmHUnO1V+lcd3YDvJQkuCIF5+BtLdtKeW3pL4O0UgUSCIj4Eab0txFWqs454bl1xhETwMe3gIDAgegivxuJQzXIYGbajQBosu3j8sBEK6UzhCESRl0oio4w5RYI1OiIwCgeL35GAJ5UO1O6+3pbj2usfKZWii9jZOHHUIaWdhBFyGgPNQ4Ur0d9ehQhcsuqD6xSf98Rwk7aMGFuOC+JD6ET87DO+Vx0HRP0l7Fwy6YLEO6vMrqXEeOlToAXao4getxeNcgMsUG6HBVahx7Sv0ftA+3CsrPopEpWlDcmhgSQCJxNuB6FtZu2CAd9DG2fm4tDtYtCHFfI2V9KjiRKkU860EXAXK+tei8dJ5i94rtJD0lwWmyADprUV2GJ2H13Svw6fll8FlzOFtDCO/g2HyCAyLdrL8Ao7Pr/I9EeXWS2fYlF/TmCtukfNS+XWShdaNFhtbEgGCjBPVDw/xBNcbdN7gylW4dA0+uRXe8hofudXVOeh0eTSAHro8+qNf4aNf4ZNb4tI1WHvdTyk4BrkBVPnu52GSsDmpovcOnbDpEb9zlDheg1XiDVZbH5f4Ot3M7yOv8hJonTg6LIc+DxU+hiU++jN88it89ktcuhrXrkLvTNbPrjjPxXejTNZjNKrxMykDauxzdgA5QnB6k9FrV+HS1fjsl/jkV6MN/no4GKSl0ITPUuOb6PcLv8Cla3DlarTewnmj98CKt7CYasY23x/CtsXRVHuQAZ5xB+TgGK2zWHsbY36JN2aFBXXaC8YaawqoIAgA1sI4DzU+hhXO/RKf3Crqr7SB7o1C2m/xuyDmoIyL7Nl229H5tbiRYfA7GJYbnyMybMKvkp+vll9PzDAKR2LYTfwSbOUX/Mvl1+kWWhIAmOHHWBVvVMde4gkUcIiJ1BOoJ4Sese4qXNY1PvVLnNkWC+5hKKA3Fpeim58ptAiXocE3/g2+dWf41q3wuV/gomvQ9RbBGVCfbsgJvfemT8EiIF84a5qw+zhQAvIUuiBbIZW/3xMoAcQB6Am+N7ju9R5QH+0SS/MGFfm4TxbjijosSHdW1g3vanz0Z/i+f4Nv3Bk+9kt87ha47ir0vYXEWzhkKPgiWUTPwbZElW29+Tufgsmlswyp9J3xOPIjQqq3uO4qfK4WOLMdltyhSbtIG4PLUOy7IhUuo/bvuXf4Xv8GH/slLvoa130F3xugH59f8uPzvwGqUc91D/1BNPTL3nVqoL3kmOPo9xyTPSE4g663uOgafK4W+NausDJdbqDWUuEsN9Skm1yGJT76Fb7n3uJbt8KnfonLvsa6qxB6zvnEDvHm0ppz8IKNURCRzUvmhx4deQ72RPw6D4vHYdhdfLqLYaMi6378AvB4/BJ5OL+2jBSV33lIhn3fvbk3w3YWW5k9d/RzOZ905teG3VpoEdEfBfBPAfglEflH43v/KoD/HYBfjr/2e0Xk/xr/7/cA+HHoxhO/Q0T+woOPsqyOUyB4BQOnh4uB5KD38eoJoTfoOovzrkFjHWp+kzfkXIcKn3mh4EKI+0c1+PnuS/xy9xbfb9/gY7vAVVeh7yzQMjgGK/eIN2YdBw6l4wuThMVk6PEGx+287JB6wF6/h0I8Bw5gp0GbdXcM3xlct7qvyMK4fLd7D8JVqPVeWeRgENCLxWVo8Mmv8I07wy93b/Btt8KnboGrroZrDahjcBe1Z0jHYsPpsSCEsY8O0TsaJX/8fC8gp35PvdR077bQMVxrcFXX+FQtsLAONgKptTq8rD1DFzd11MsyH/0K3+vf4pv+DB+7Jc7bBa7bCr6L2nsq/K7nHX7wuzZSshmr2/y/6fQMqpH/C78roMOoUeTYUHKf4p7gW0ZfW1x1FT7aBWr2w95KtsJbE29hEWNeb9/R4Bt/hu/3b/G99g0+dgucdw26zkJ6k7Xn/Mq+j42zn/goHfeJ2JMz7BH5de4X+Ma9OT7DbpK7i2EH4lcr1Z35ddnewC93C78OZTv5lViynWGX1RMzbI9LZzO/tttdRrR+CsAfBvDHJu//myLyr5dvENGvBfBbAPw6AL8CwM8Q0a8RecAOOmV1nJzmQwyMoAGbHj0NydTqXbp7a3FpGpi4XDjd5f7CLvDGrnWUB2k39Ao/336Bb7szfG+9wud2get1Dd8aUMvgjmC66Kg+gXKSqGVhsG+PaFtvOIRccWuihghohTQXN4rljuDXqv3cNLq0G0Af9Lr3J7PCyrRYFDsJr0OFz36Jj/0S33YrfP96hfN1g/W6QmgNTEfgrvgeJzF4C0CXveFQBu2+54AjnMrPRE7Y4TjiccVj9K3Buqpwbpp83y8nBtehxrlZ5OXPALAWiyvf4MI3+KY7wzftCt+sVXu/tsCa4+ei0J4grX4YElVBeogeUe4NTwvNAtLk0znQuNT7eTF8bXBta3w2Ia++6UU3on1r1mh4GAXpxeDCLfDZLfFNv8I37QrfXq9weV3ob2mIrXTOnR4HxVyEn/gJOKVLiT+Fp2LYI/Pr3C9iDp8gw56AX217A7/c0/KL4jHsYlhbVTi3J8CwmV8PtlsLLRH5L4joR+/4eb8JwJ8UkRbA3yOivwvgNwD4y3c+oi29+xud5gPIMbgHTC96A8l402euGMEatFzhPDqs8wbrpsJHo0PxuteI3gm8DRa/uH6LT+0Cn9sFLq4bdFcVcG3ALcG0ALeDw0wnoD5kZ2l1HMbOeqiVvUsfBkgHAfcB7DgnqulQ3PCa4Y3FmoGPAIIQumBw5Wq8qdZo2GXtveiky0tX43O3wKdugfN1g8urBv7agtYGvOZBfw+YGLBUJGpZDOZEvWevaKM3jMlllxAgCdROYHqC7/W4TAWEihEM4I3gkvQm4enehZe1Xoao2aEijyCMPvr9ol/gc9/gc7vA5+sF1tc1/LUFt5x9byaJyn0YIB19s2s0YG8rfJ9HA3wA9QGmI/g6AjTrJ3hr0FGFcwJECD4w1t7i3C1wZtINh0PWf+kaXPkaH9sFztsFzq8btNcVsDZj/THHcoHtw62N8ylMgn9Uhh2IX3rT3fvzS2+505wmw2Z+jfhFsdA8WYYdwk6AX2Z9IH494BLiQ+Zo/XYi+t8A+H8B+J0i8i2AHwbwV4rf+bn43mFs6jTvwc7EYBW9O3mlDpM14g0jGQEWa9E7erfO4Kqvsao61Majjnf7TktCv71e4bKtsW4r9NcWuLbga4a5Jpi1Bqrp9Ps0UGNl7FJV7AHvNVGzA/fpEQiIBEITSMfh55yovYA7gYk3zjTpvlFxN2pHwLUA3uskw8u61ttSsIeNPcUEsWtX4bqrcNXVWK8r+GsLXJmsndtBP3cC7oImqg8g74dE9X6z2LjPOSh7wxnSHvAm+t6DvNHvryKgrTZQxgLCBE86VfRCSCfW9hbnfYOl7VGzzz0lFzhrv+pqXK1rdK1VQF0ZmCtWv8fGKWvvC0hvuWQqsSe7V6EhARDKPUvyPsZV9HuMuyHuFVCyht5ahRmBLDoA54HQO4O1q/DJLrCselgaeopdiBOu+xpXXYXrtkZ/bSFF3NsY96ofQ+w7ib44QuP8OPa4DLsPv+KNf+/Lr+u+wtpVp8uwR+DXZVujbZ8Bv/qgI013YFjvDNrmcRn2UviVC8wn5Ne+hda/DeD3A5D4/G8A+BeBrdv+bD1yIvoJAD8BAAusdn/TLqc5D3IG5Dy4Y7AlGEuw+c7ciDvw6v0GQiB0nuF7g3Vd4cI2qKyHicOyAVo5X631mn5o47DjmmGvCPZaAzU5zbQxWF0A9z4m52T4cZKotwbtdFJhaWko23uQCxCnvQLuAkxFeofyQrveZkA/K3jCumc4x7iyNerKwZow0u68rnTpexv1G9BaIWWvVb9N+tsS0gHU+61zHB5SbNwEaXgB9X5I1DYmqE26CQDDC8F5wlXP6BqLy0pvR2FNQLptqBfW5cS9hXMMt7ZAG3vA1wy7RuF70QYqQpr6ALgQG6jC/zf59zbNvAXS5aUM78G9h1QM7hjGigI63SQ46ndghGDRe4bvGW1vUVmvMc9j/b0z6JyB6yx8a7QnuGaYFPdrfdhWYtxr3JHTWIRLIH144/yI9jgMe2R+9c6gd+ZEGXZi/OqfmF/WgHu+E8NCrxPkn5RhM7/2tr0KLRH5xfSaiP5dAP9p/PHnAPxI8au/EsDP7/iMnwTwkwDwjj5sePZGp/l4MlwYB2wXECwPd+UGoHt2ELxnhJ7gO70G3JkAMpJv9yBxQ7+wtkDHoI7ArSapWQPmWoPVrgVmvStQD5eo8SSMIZ2Gd50HOQfuOQYswWY4D7f1gADkGd4TQk/oOwNXB7SmApt0fnV4VuJqF3EM6ljnNKy1J5SD9boI1nYcrOQ84Nw4qXZpuknvNkiX8HcOZAzgWBPGEIzh4V5WqZkU3TsleCD0jK4z6K0F2+j32COSwAhxSbkkv3dFT6hM1LXArmOixsaJnNNE9cXchgcm6k5Ixx7hqJGyhBDvYQaiXBFQ3I8mOJ1c3LUBnQ2qfxLzEvWj42EeT4z75Hu7lgjpMG6gUm9412XTuzTOT2DHZtiT8csx4PgkGYZT41f/tPwi58F9vKx3kgyb+XUofu1VaBHRD4nIL8QffzOA/zq+/nMA/jgR/SHoRNJfDeCvPeQAN5zmA2BSz8hrwHYeJiaqLe6jRGkTwBCXzdakE+6qGNQGAMeTKACCTkSknmBavXaceoDqMIG9Ftg2xET140B1Tqvi1DPYLuhumhOkpz2CImDRa2/YsN6k1DLrDWJBw14lXicb+tog1AKxDLHxBqs5oVU7OdLVP3FCaprTYGOy2qxfYNoA7vwQrHnoPerPQ9AP6BUkSItAvAd5Bpj1u5wBdx6GCTAEkERAUd4Ejx3ge0aoBaFWnwcr6vNSe9yDih0Nk4W7lKATQLVhpH3UOE1HA6KGOyXqDZAW70HMGl+Gh0bKEqQl2Nj7z/pRxHxH8I1AKkIwBsFM9AcC4rJynYxdxH3WLxP9HtQVDVSK9wirBzfOj2CPxbDH5hc86UTjjuIE8FNi2Myvkl/Ue7Dh02VY1PDk/KoFUj9vft1le4c/AeDHAHxNRD8H4PcB+DEi+sehLv77AP4lABCRnyWinwbwtwA4AL9tr9U6U6dtG353DBgP6hnErCMb+S7s+rdpl+W0hDTUei04WNJhSiPDTVXj75o2JndXXNdttSdkrzVBzVqdxZ0HdW53oD4wUUeTab2HMI0CFswgQ2BO2hF1M9JOw+wB3wEctYslhAjoqfa0mV9emZIvMUz1K5xzovZOj2lLsCb/3Sdop5DeaKScU593XufhrWMPGJx9Tg46wbSPPq/0soTO/5BBdyqwfbG0vosTJ9uYpC1gr5PfQ/Y7er/ZOHl/mIngBaS3FtmdA5sY7zTWjzAs4fe1NjpZu9nUnzYyLJeYm9xAS26gRvr72Ej5eA5uG3Z/wsuIj86wJ+RX3vjyBBmGSYP72vkFQ2Dmk2XYyfCrfv78usuqw39uy9t/5Ibf/wMA/sBDDmqrlcPuNAQsiEBEAANc3kFSCOQ577bLXQSVgTosTjgceo/6sdwh77VheuhEzS4OPXYaqNx6cOtAbXRWStRpY5uq4vsk6i5ITwM2JWuvyZrvnikYwOOhVX4NnXCYAtUM2pNNdyhOsDJdHHJtY09w7VX/OgI6JWrqDZbBiocVG3kFT+wN50aKWS8/dC773CICR3Tna/bauws9EKot2vOXbNeeJwx38TJLTNLcOPVpRMLdrXG6Y6ImSEvgYSRkWmSzxjwxg1Vy1k+Bs44QtwtI8R7i/I90eaK8Hcawv8ywIi1dZlHdg++pcxHSkwbqRCfEnwTDHolfaRTkJBn2QH6JKfL4JfCrV92HZFhZbD6YYVOf3lXzzK8NO92d4TFxmoEOQRLps0vVcAGq/IcCCkYLpzic6qu47YPVCYfaK0qVtBqFtPQ1LX+NE0b7ONTciwZpAlTprOlE0kP0BKe9ohSwlLQ7UEw4TrrFxF13Wa//9wLTaW8gTzrksfYcsB5Dr8jJAOm+GG7uFVKcIJX0O5eDVfKqnT2KjW2QDjwMP6esItKh97JxCgA8R+2AqQFfjX0uBkUPCnmInsLY73reoNf02xCfI6DavtCuoJo2TunYD94r9F6XYqW4h84Cyj50AvI6R8U3iKu4xpNNpTi9+RJF4XdtoGUc+63XeR1tHxuo5PdCf7xMoId+z8b5BdpT8KtscE+NYZj5NeJXKjhOlmEzvw7Gr9MttG4J2ASt1BNKTmMgQkpAziDUuiOuiUPuwcpoVc8IVBILrWLHYtNL3PMjTv7uNEnRe1DXA30/OKt3WxvbkYZ7n4YIqxSwqUeckhVDx45FInAEwQuo1/1pgiUddjcxURmjRAUKSAfVn/da6cLw3BWXGnoPdL0+yiBN8xvwsGCdNlKq3UOIFM5ev5+ibpK067RB8AK2ulLH2LiiqfT5NFHTaKbHsOTcxWXncdKmTt50g/a23wB02TjtvSw6xbwMDVQushF9PfF7ulcXeZ3HQV50knH0vdio32yP+aGBLjdQTEvvw/gyS+dAnR/HffT5gxqol2ZPxK9caO3LsB0dhpGOe5+KxLBH4le5EWgx+fn0+IWsf4NhTsBVwbC4Ou8xGbaH6Jv5xfRq+XW6hVa0UcCmgiNWnTlhAQAdSKrsMEo70DpGsBwTVa/xC49XuAApWIcda9MtXnRlSsirFPK13d7tdtaksb13ok4CdjQMC2iyTv4k3auLvUCcATkGVQzpWYO00tVMqeAAbWpP971KO0VT1J9X50z1J0htKzIP2bimRmpacHR9PP6oPW6Gx73RTf96yT4Pcbj9Ju3s4znodddqStqT711K0gin6P9dl1pGx38vuQJiGhXZGw10NIIeP8d5JeTV92JZN+xNMZ8aZ9rUP7rvXPa7LvvXc5B8HuezFHE/2nuojPtXPpqV7Nj8AlBcRpGi2NqTYWlE5wgMQ5j5NeIXMBRbp8iw8vjvJfcGfgEH41dcdPks+HXyhdaGhaLgwOCo9KC8lNSDnQV6BluGGI4bABKC5aFHNJoXIfn+R8MjBah+JnU+J2cGVHaYz8OkD21s9U8kD61DAuCj5mmyxgChYEGVFnviDag3GrCWIIY1SU2c18ET1CVQiQy3pXBhrN+FOOQ6TJ4c9YJvCtb76I+Q3tZIiffqeyad79ABeg+1gHRrD7G6RxF3mrDCMVlpgFRpCvnYOIW0W3fSX6zMmQw3bwDKh5HOQ4xqpSIbjNxAC9zGzbYpTmQmF0A9Q6qo39DwSB2LScynHjE7hSynW1Mknzs37DczgZS4SQM12812ZH7lwvkUGebDzK+SX+n3T5RhM78OZ6ddaO0KWD9ASp8tAJcBAW+1R2QDxDLIGEixwkMnX0Ir43IINkAdHodw4eLeVfm5gFOc0Jl6gcOS6DGcHrT/zG3Jik1QwweQNTlZwSlRdZWLxFUepXZKhyuapPl2FHH3ak3+As4+5EmEqSeYv38boB9q04QVUWAYM0xcDT76yABWl06LMao5ac+rujDWni5ZyKA97ZacEzRtalcm6aEBPZI8KbIDx7t7xbfghj1qfFDNwQI2AD2rfmbAxlVNNOifxnzWH3S3bqRnX2zol3yeLq9MIRUBfSj9L8KegF85h0+QYWmDrJlfyi8JovpPlGHZh3tJnvlV2mkXWoXdBisID73BEOLKDgZZC7AHGdYh67ykNCZtufVHUGdBymQNwyS+vNHgOEin13eP4qyUrPCAMQOsRAbt3gPWxmQyoLyEeghWsJ4HAJvaM2zCcC4mmstzsZGkuwD9gOv9uxIWREAfN/8T0ckbPug+Ld5G3ZqsxNB42OFzAEPspAYqaw1It4/IcC5iIWv3/nCA3tVAl7CKy68piC6VT8By2jCjj36PS+hvjPlRQyfDUvRtfi/13wap2cYmj8CvqS9PiGFaWByBX2UOPyN+5WJzH4bt0n8KDHvm/DqGnX6htWVS6QhWIiPHgUkTjFkD13l1JJE6kAan0XT4OYx7VpDkBBkclYA0DdJdgDqA9pysZbFF8Xp3MXGT0ggPs472MANMABv9+9Eqpy3agQJUMujPxWcEVHo/BepN+h8SuDckLBjaG0+gjoDKPmdWYFE6B5zhtlV7maxBe5ejlTJp7sIIStuT9OCN0xZYZVCXDRVR9HssRJP+GP931p81Fn5PsR4ENzXMG/577bYrh4/FL+CEGTbzq+SXeA8SOV2GvVJ+HWM0/vQLLeBmWJWOi87KwEqQcilI3QCqqbOSbQRsGAJ0krhSJjCwmaTp2I+lPYIaIehEwxSsCdZZK48AfaN2YHvQlgm6C87xeI8xolEmLOBBEm/XEAIoGB1m9gQyQfWlpC11A/fze3w9JKTcCOd0nOk8PFBw7mBsG83NowLZH6knHAYoe364/tQwlYB6DP0vyR6bX8D9GXbMgnnbvJ2ZXxoTSf8pMuxhgncPkEwKzdfAr+dRaAE7YbURtCWwYuDqfiU8OIkmz6PvGXoEkk52GDtvq6PiMR60yLpFe250y4RNw8s+DNC6i3aR8euk/ybtpeZtSXrAy2jps/P9zdKcB8jg97gqL4OZ3aC91LtLe3q+i/YtPb+DJ+mOYgvAMCpQxnwIGvNFY7Shf1fM76F/qncusm6wQ/ALuJ8vT4xhyqyZX/q6KDpeKsOKmAewu9A8JL/id50av55PoQVsdZy+vSVpgRy4oDj6wZzfHxnTkHhAEawhv96ZoOm4cIQkLW0nqLGpnQj5dhf31Q4MwRlfS/H6SfRvwCrq99DXE1ht1X5X3cDN2nck5dGS9AZQj4CVeoIp5oGhsY6vR3Yf/QW8b4RzOt7Zttux+LX1u06QYZjk7yH4tfEFd8hhPZCn51fK4bsyDDiM/sdk2LH4tfW7Tpdfz6vQAm5sdPX96Dxg7EBg5KzszI2PL0506aD03bghQMtjPIbdAGq1IXD18Ivjitp36R6+4oH6j6kd2N1DYsqw1kMfGqt0affO2svzdktP/9G0FzEPTH0/1n/fmNfPub/fR+9N3p9thx2ZX/q5J8qwmV836H/BDJv59QwLLWBr0OqPWxI3OTD+fv4If8tJnZz0W5205W+OYjckrP63Bi6AAdjx94E76J5+D3YH45Pp39ZDKhoq4JG1P7Lfy+/fpn8U8+XfHEj/k/j9Jdlj8Kv8HpxQDs/8ulMOAy+MYffgF3Bc7U/h9+dZaCW7xXlAdGD+nbL1ued35B/l1t95FLsF1kAZvMBe2svvyT+egP5T0f7EftcftzTUGw3zw+N++l27fme2e9hj8Kv8nvzjnMM3/c7R7Q45DLxQhj2W9hPj1/MutJKVJ2ySuMPb+53UnSswTqWRuSFw1WKveK+P3qG9/N6ntFm72g79+8b8ts/a+r2zHcZujeMX7Ms5h9Vem/6n4tf0ux/JXkahVdoWB+rbN5z4+37uKdr0+A6pfdvnn5K9Zu3ATv0H0b7t82c7jr3mOH7N2oHXrf8V8OvlFVqlncAJfjKbtb9ee+36X4q9Zj++Zu3A69b/ArXfvIRhttlmm2222Wabbba9bS60Zpttttlmm2222Y5kc6E122yzzTbbbLPNdiSbC63ZZpttttlmm222I9nLngxPB6wjn9sEvUNqB56X/tesHZj1vxR7zX58zdqB163/BWp/eYXWDic9eC+S6eeegPNGdkNwHmQfllPW/5q1AwePeeAG/aem/SXZEeIYeCYMm3P4hv964fofk1/6n3t/7r72MgqtyYnc6qA9q+TppmlbofWUQXub9gf0Dshg987Cp6D/qbWfkN/1rQPq37JZoAQ5Db+/NDsiv/RP5xxOdsra9a1XwrCn4lf5ufPO8He0XUlavD9y3n0cl51g4o/b7sv1hEF7B417awdG+nfeJuGp9J+K9if2u/64qfPBwJKAadzrx0zuFfbUsH7udkx+AXMOAzh17frjK2LYo2k/LX49z0LrFodsAOsedwIf7gLOKO8CPvQOhsB9Esdt0z59b6obyNrvfPf3Qj9ReUPtW/QfO2h3aH2Iz5Nl7cUNTUvtw81+J9of2e/641jvQ/UPfsegfxT3yPqfHNbP3Y7IL+AAOZx/7wg286t4edgcBk6YYa+cX8+v0NoRqCNHFU4i5sFZyVGF8/R9AlLyAUWBFfS1iY4UGjlv6rijJ+yOoNzQXkLpHtqBQn9OWIFQkby36T9W0N7k9zI5d2m/RTcAUOl3YEM7kexM2qz9iH7Xl1t8P9FPpa/v63dgrD/FPVDoj42VBBDT4zZUz92Owa/pVwCnybBj8Gv6Fbfk8KnxK/98F4YBD9b/JAw7Br+mXwGcNL+eV6F1U6IWSZoDND8TaAKw0XNpIrHQEEg66UE0gCO0kvOS48qAPZrTtmjfBqi9tYuMXyf9U+0UwR14DKxjBu2uxsno8PCdtJd6d2kvRjB3a4+w5gJWpfYj+T1rv0fMq9SJ/l0xv4f+Ry02X4I9lF/A/Xx5agybaH/1/NpVZLwkhj02v6L/To1fz6fQ2lVobHOWMUOAmokD02PXioYgudjKTgphCFwfQEQjxxE8AA3Yo4DqrtqNGZIzvb6vdmCs3/sBXN7ncyL5fd4I2oPqvylRk3ZjskaKvs9xUOoG7uR3iIDSSICo7py03m9P2GOAaov2HANR2whQhgcwMW/6fR/9PgzQij7PcV820scsNl+CPSa/gPszrPDlURqeSWE182ui/yUy7D4x/8L59TwKrVsclpMyASoFbX6ftwft1Gmls3zQk+1TDyioo0wM2ggr8V4/twjYgybrTdoNjwCVEzS9xyloi8S9STuQtSIOrcKb3CMgzzlwiXmUsFNQH+zO6/k00Ha/GzMkqClhnRqpInF3JeskSREECD4+R62poSIaw8oDRwHVriJrG5wNT3KAi7gvGuu76k+NkA+AjYAKARIvN2ZgwY8bqrnY2m6PyS9gP4YxNnw5Ov4DxfLMrx0F5iky7GGCN35+zfw6/ULrJoeViZqcVSapYcDa/FqIADMkqxBhtDd+QFEJx6rYx96g9zlpiQgg7RURsNVpB0nWXYAegYnH2q1V3Wzic9SedHM8D8Cm9pykYTgXSb9z8bMirClownq/FdRZ/0MCdtL7myYqrI3F1g0+Z9Zji8m7zecARkPM5KXwe1BgeT0HxLFhArSRAvKo5jGSdWeBGaGU9Reay3MhzLfH/AhSqdc78XsBa2HSRhrYCuqR/157sXXXjtKh+DX15Skx7Fj8KnP4GfErdRT3Ytgu/Qdl2Ovk1zGKrdMvtKJtOKyAFKXkTCMc6WdrIFbfFxOT1JA6j6COKztbASA/BKq4oMman706jkgT1tHYabtAdaBh2A1ITQPVGgWUNYN2ZogdAlaINrSnuZI65DoAWnys/r3o93g/BC7FhAU2QI14KfVBATttoNJ7RaJSZcdwtlZ9bY1qNfE5aS+u9Y+0iwASEzZqJ6eJSi753et3OL/RSKVRzRJUD7IbAD0axUuxzhx9rjEgzEDyuR0aqaR/GvNZfwga9/EZ3oOcUe0R0vCFfiDGPUawOsaIwIuwR+BXzuETZNjMry2Fxktk2DPn1+ubo7XLYdsglRK1qnKSirXqKMsQwwhWh5yDVVBJTNhsImCvgBoeAdR7wAXAMqhjwAyw0h6B0+MEdifrobRPIVUEKKwFKqt6KwMx6TwQxDCEKQYtNGhLE9FCUwTkFFjkAsibqJ8BZ/S8O6/nLSUpE9BHeDNAcpjeUHkuyjlZIAIqm6GUE7Qq/F0Z1WyjbquQFsbY50BsmKD+DtHnLun3oJ41YZNGIgU1MCSr9/E4D9NA7QR0gpS1Y78bA6lNhHSh39DwYNoa8yQqhJ1eWmCXzoHRhto5hbVhoO/j3zsQ7O3F1mse1XoCfpEgxvDpMWzm15hfudA4UYbFhJ75dYA4OO1Ca5sxjSFVJmpVaaBWBlIZhMpAKkawjFBFZ9noMMbgOCA6S8A+BqvToov7AKpYn3vtYVHPI2eroxRUCGF7su7hsI1gLQGdIFVVA6BqA7FWg7RihIr12RCkYghDX8dEnWqnoAnLHpqkUT9bA3JegWUongcCukJ/kMMVHHctMo0B6kq1R59Lpb3BkPRHnweD7Pdd2tnHc9AHfd0HcK89L+o9yJA2UuSy/zOoRHKyPqiB2jafJQF6G6SqTf2hUjiH5HubQDU0zqV+Csn3XPhdwC7kc4Dea+wTAdRvB7VIkj7bLjswvwD1aY5jQRyZP0GGzfyaFJn2pBl26vxK24M9B36dfKG1LViTw0Y9wbrWRK3VaaFWUIVaIRUqQrCEYDE4LTkufZcQuI/B6gB2AtMzqA8wXQBHUHDsEZR9ChLRZDVmnKx+jwZ3R7DuhFRTaZDWFqG2Cqea4StGqKPuCGpNVgw94vQ1gWKwIsJZ9XNHYMfgjsGGwWllTIJ0Cat0HuJqnoNFbeoRJf1pNKuugLrUHv1ea+8/P1cDoNMjf7RA5ycE5CKbe4raGaYP4C6ALIO76PdJbzolaX5+YAOVPn8D0Om5bJjrCqiM+j1q97U2UD7GvNio32yL+cL3XsAx7rkXcM/gLkAsgQ2BTOzxEyE7XmQ4oSFsb6ResT02v9SPD2AYAArHYdij8csVcdyRxnF/gvxKRdY2hlXR74lhFprLj8kwXxz/IfhVXi58Zfw63UJryyT40fycDYfFQG0qDc7GwDcarL6h6DQUjgMwdVpALDBikDpCaDVoxRDYMszIWRhAlYIURbJ6jIN03x5hAnRaiZEBXUCqqTRBGwNfM0KjAetrREhjADWPtaehVwU0QFG/6QlcEUwvYEMwceieSR9ZewedC2BMhFQAIEgTKvcJ2I3tDMrJk2nCcF1lOIeFNky+idorQqgJvhr7XAxGkCZBnDiLmKTR/73AVIB0mqQmXrLgLX7PyRpC9NPQQN1T9ObrbYAuICW1hTQGobHwjYnxPsT9yO9mB6TD2O/s1OemFfV/q6MozJznoZJUWf+ok7GtkXqNlw+fiF+50HoIw+I2AEdh2FPxqz1Nfp0yw+5daN7Gry1F1mvh1+kWWtgM1hSkI4dZC6nsAKnGwC+Mwqlh+IbgmjiqUWugBgtISlgaht4pANwh9gQJpgd8BZhOE9R0If++Scc4Wk4bxtfh9wnWiXYANwSrHSAVA9U3DL9g+AXB1+kB1Z+CtegV5u+LgFZIA9wTfA+YDggtYAzr6o/18DcsaZ8eGSUrhQcE7E0N1ATSEntCYWGy310TG6ZGtYdqh/ZkMtWuo5qmI4RKECptmIQJJvo1J2taQl4m66SBelCvqCywmQZA50stCim/sFG/Nk5uEX2eIa3xHiy0geLyclPUnwDtCdwBvidYq7ASBgyTniDERT+T1T4UVDcZAwnuQY3US7Gn4BdiY3uKDHsov8Rg1OA+d34l/YdkGDuA/IEYNvPrYPw66UJrZPk6bwzWtFIjOay2A6QWDLckdVhD8A2i46YBK/GaL6LDCKaNAdsBoQO4KqtphpCeNBJ1mIQwJGvQlT1lsKbLSHd22LZEnQZr1C7W5MsMPgXqguGWDNdAYdUoaJP2oTe8qV2TNI7q9QC3sTdhCGIEIMn6gSFQKS0fDgbkQ1wVpR+sS4n3c/moN8hpn5m0SimOAERAuaVC2i0pgir6vEEGVQY1y6BbAASKPaKou4vnqx3mRSCdKwAQAYcQV/dYXdGS9vzZ1UDdsVc0apynBXYJqcrknqDq5w39oR7iftxIjfWTp6KBUv2mg84LsYAYRp4QkfxegsrHiaapR8w0z9Wa2iPxa2hsT5BhM7/G/KpOnGFTH8782ttOs9DamahFsNq4QqEqk5UzpPolwS8IbgH4BbLjQi0IlWjixYQFAMRgDR2Beh1uDB1gWk1u5InznCvpvF9JCCDHA0QO2SMEtgerNTppNl7XT9r7VewRLJC1DwErEKsPGCmSTrWTI+0NdQB3BFNpb1B7zxP96Zp4TtYwBKzXBNt3ZGfraF5qpBKkK5vnsegIAKNfxcZpCbhGAaV+l5isUTtPtPuo3ZHqjg1UOflU0vEIQMHklV26T43dbKB8eBCkdxbYaRVS9ntsoKJ+vyC4perOsGoEUok2UGaiPyhUtBes+jmOAmT9mbkce38GnJdRB43F+Do3UnsWmi/CnpBf8LHB7UhHNE6IYTO/xvwq5+KdIsNwKvyqBVI/b36dZqFV2KgyLoM17jWiTlOHhUaT1C0IbhmTdRlBtRRN1CYAdQCZADICYgGRQIQggRDWFuh0Eia3xWoHPZoIKI5DtUZX9jgLspNg9UH3bdkUdKvDNobcdwVrAeix9qg7BexSEOoAqQUUtbPRnewBqHZPCI710emkyVAxTBqupVI/AV6H2HUZbQBc7KkFAzLxFhcPhHSZrOXSYIU1Z+2uoTwC4FYY+T0sgvq9DiAbwDb6PfZwJDCCJ4hX3aEjhI5hrqeTLylOumT4oMlKLsS9WrY0UKlXdFdITxvnZFsaKLFWJ0pXMeZjT9AvCH3y+wJwS0FoFFKoA5D0T2Jeon7fMUKrvk9xr5eZqBimZ/jYSIn3gDUgb3SSxKSRGk2ofaX26PyKOYwYy6fFsJlfJb9K/SfJsKhh5tfD7WQLrVGiAkPjNeoZcF4OGirSyZMNDT2iVQzWlSAsArDwMI2HrR1q61FZDxN3uwsg+MC4qmu41iC0Fj7uX5OWUROAYXUHgRyDHQO9giMHa0quhzps2hPOuwYXwWp1hU6ClE894KR9GSCLADQe1cLB2oC6crAmjLQ7z+idQd9buNbAt6YYco768+UJAntG8ALuDcSmgLW6R00qCu8L6RuStdwNPjVQIU2ajfNYcoKuNEn9UiALD248qsajqhwq62FNAMdmxwvDeUbXWzjHcGuL0KY9XBigqDtpDwB5RugFVJmhgXKs8Cbe3Su6s9snjXNqpGIDpXEfV2bVaeSDcuPkVoDLMR/AjYNtNN4r62F4rL93Bp0zcJ2Frw382gxxn3gbtbPTJdSh0n15yAWgj3HpaAzp6NPXOE/rqfjVO4PemZNk2Mnxyz0tv/IWDifLsJlfh+LXyRZa2bYNu8fdg3Ow1tFpKVgXRY/gLCAsA2jpUC0dlk2HVd1jVXWojUfNGkhBCE4Y39oVLqsa6yqgNxaBLVzsEpUTDnVVj/YcqDIwfayKyxGN+zpsV6ICQ/LHDd02grUe5nO4ZRx2XwaEMw+zdKgbh9Wiw6rusLQ9avawsUcYhNAFg2tX4bqrcFXXWFcVvBF4KpY3pUmHcbIlWxoCNu5TcihI70zWtENyZRCsrsbKupP2pcCvArDysEuHxaJX3XWftXPsDbrAWftVV+PK1ugqC29iaggjreghT3miLfeTBsoU/r/JvzeMBNzYOBf+HxqoNGF2GGp3ywipVQBizC+aHmdNh4Xtsax6WApZfxcMOm9w1de46ipcV3WOez0WLlazRf1u3EiRNXFEQPcremih+aLskfl13VdYu+pEGfY4/LqsarR34Vf1xPxKBfYdGNbEHH5Shs382ttuLbSI6I8C+KcA/JKI/KPxvQ8A/hSAHwXw9wH8syLybfy/3wPgx+MR/g4R+QsHOVJg1COUeHsCXfoZg7Uerue7NNy+DKCVw2LV4e2yxdtmjffNGivT4cy2qCiAKSAIow0WNXt8sgt8tgtccKMrf8XCB449wBSkgIn7u3BPMVBZIXoAh21N1CJZJd6aIKQlwDXF+TipRxgQVh525bBYdni3XONds8a7qsWbao2GXdbei0EXLC5djc/VAp+qBc5Ng0tq4AB4oTzZ1MftL0wNhF57RdwxxBiQ8cPQOLsNSN/5HGxL1mLVjhjtsWgDVaxMStqXooBa9ThbtXi7aPFFvca7eo0z26Fmh4o8gjD66PeLfoHPVYPPdoHPZoE1AS62JxQ4L5v2PcH0OpdPNxKMmzBO/PSgkYBdjXO65GKHfZU07iOsipjH0qE+6/Fm2eJds8YXzRpvqhZnpkPDLsd8L4xL1+DK1/jYLnBuPc65wZqAAKtzX3LcR/93pEW21UsiYpzGfvLVidnJMOwe/MqXzO7Jr0tf46JvTpdhj8Uv+wz4VZ02w8D0IvjF7un5dZcRrZ8C8IcB/LHivd8N4D8TkT9IRL87/vy7iOjXAvgtAH4dgF8B4GeI6NeI3MNVRZCOJoOXAZCHIineokCXwPpKl4P6BgiNIDQ63N4se7xdtvhqdYkPzRU+VFd4Z6/xxq5RkYeBwIPQhgpMAQvjYDiASHAuQCeE4Ag+win0OtHQ1wTTpaF5BcfBHTa95JC+i7U3lkAdqgHQodG5HGapkHq/usaHxZVqry/xxrRYmRYL0p2gezFYhwqf/RJntsPCOtg4LH8hBOdJ70nac9bvK4V0StR0Py5KG9RRHNwtYHWXTQ/Hu+FH/9MA+3zPL8sxUeOKnDR5chEgC+0Fnq1afLm8xlfLK3xZX+F9dY135hoL7lHFpb5rsbjyDS6qBt90Z7mn+BHAdQCCJ4R+8D13KM456xwYjg1U6fvpqp19bdo4c4y3ioel33WhvxFg6VGverxdrfF+cY2vF1f4sr7E++oab80aDfc55nsxuHALfHZLLEyP2uh5ESGsg8Z96Fn1xxVsppJ8WxTEe/BN85OYH74g4HD2U3gshh2IX36xH7/O/QIf7fI0GTbza8QvMXTaDDuEnQC/fM9xkcAD+fWACfG3Floi8l8Q0Y9O3v5NAH4svv73AfznAH5XfP9PikgL4O8R0d8F8BsA/OW9jg4YHF4OQWYoREgVyZqXQDcCLAKqhcPZssWXyyt83Vziu4tzfFWd44O5xIpbLLiHQYAH4yo08MKoaBiSdp7hndGJdp1W38Yi7lQcVzZYutVh97LJ8Huen5U3/YuFhhl2i857rcTVOUn720WLD4srfHd5jq/rC3xdneO9ucKKO1TkYBDQi8VlaPDJr7DkDjYmsBOG8wZXPWvvr5a4S3VM1BSwHBOVJ35K8xwesvnddII5owA1Br9XaWWOgBuPxaLH20WLr5ZX+E5zju/UF/hgL/GFucIZt6jIwYPRi8VVqPHRr7SXHC/F+KDzHlpndILpZD+bvGw8Qjr3+iOsZUPLfUcDbmic0+040oiAxbAqqwkwjcdy0eFds8bXiyv8QHOO79Tn+GAv8NasseI2x/w6VLgyDb6xZ2iMA0MQhOCF4D2jd4zQky4Tr+NKJpt2bKbcQOtICI0hfSLbPDwpwx6ZX+d+gRW/OU2GPQG/emfiyNUWftmn5VfafmAXw5rmRBg28+vBtu8cre+KyC8AgIj8AhH9QHz/hwH8leL3fi6+9zBLvYrSeSbdkiE+0iZ+OWkFVHnUtcPbusX7eo2vmwv8QPUZ360+4b25wlu+xoKG6vgyNOjFwFCAh173X7sKbV3pqqD10PvMGwemm12mZN0xonHXynijR8RcvKahV8AJWClhBt1SB5jaY9n0eqmhvsaH6hLfzdovcUYdFtQDADoxuJIaZ9yiYX3PicHaWbS9RddYdF26HQiGDeTSLTFKSE8T7BC+3zbHIUMCA6hrQOqAqvFY1R2+qNf4sr7Cd+oL/FD9EV+ZC7w3l1hRhzr3BitcSo0VdzAxSVtvsfYWa2fjBMviNigGMUkl9oJpGAko/Z7OQ+n/Xb3hLaMg4xjQz82AjnEQ4p5CeX+hSoAmoKodVnWP980aXzUX+MHmE75bfcIHc4G3vMYZtznm11LhPCxjgy3wQuiCRess1nUFl+eSFPmVfa/HMUB6Eq+nbY/HsEfk1zkv1JfHZthNcncx7AD8+tp+xlf24u78aiz6fge/7C38OpTt5FdiyXaGnTX3Y1gTY+FgDLvnaF76vQ3tM78OPhl+29Ft9Q4R/QSAnwCABVZbfmFbjygOv8aTIoQIrFgdc0yiSvcNMlXAou5xVnX4orrGl/YKX9tzfMd+xld8ibfcYUEBDKAH4S13OA8LdGJx5WtcVg0u6hqXVY0ur5IpCw2MAgdljwh4WGVc6uciECj1ioaN6MTEIIrPqASm8lhWPd5UHd5X1/i6ulBImXN8MFd4Rx2qOKHQg3AeujwU3doK16HGZV3jvG9wWTn01uoeLqboBXPap4SG1T0bcN6jN1z87fiNlLDpO5FvSZE2cCQbUFUOy7rHu3qN99U1PthLfGUu8B37Ge/5Gm/ZwcSw7KXFZ6m1hyQ6FH3ta1y4BhdVj6uqhq/s6PyKGZ9/MCb+KRuaPXrDPImfsjdcNIrBFOCIcc/Wo64c3tQt3lVrfGmv8KW9xAdzge+Yc7w3aywooIIgAFhLizPS0QEv2kO8rBpcVDXO6x7rqoKL+RSs5pikDSANFTd5pc3LLg85B09nh2HYE/Fr4VPxcWSG3eUyyi6GJW7w/fn1A/bz4/Fr39G8LJ83Pm/Mr8MzTH++O8Pyzcl3MewuuTtdADHza8P2LbR+kYh+KPYEfwjAL8X3fw7AjxS/9ysB/Py2DxCRnwTwkwDwjj7cfe1kclga4aGUMGWwAmQEtvKojcfK9jizLb6wV3hrrvGer/CeW7xloCEDA4KH4Eo83psrrKXGhV3gW7vCwjg01uHKBnirGwWOIMECmQYpcJzKeFJsgWjQzkOiwgRY49EYh5XVSbNvzBrvzRU+mCu85w5vCViQur9HQAUFdG+M9oyNzvVY2h6V9WAbEKxs3AYi33sqBWvy0aEtfmZupCY+14ZDwDagsh5L2+PMdnhnrvGFucJ7c4n3fI0P3OOMGVW8AclaPFj0BqOdWJyHJc5si5Xt0BgHazw6EwZITzRvAOpQti2Optq5PA+S9TfWYWFcjPlrvDdX8bHGe/ZYFTG/kACDVkdETIMv7BW+tSusrM53sJWHNzLKrdENjWOjkS+7PB97GoYdmV/AGj3MToYFs4NhscE5KsO2dBZfPb+emGFbi6xD2E38ImzlF8zL5Rff/itb7c8B+K3x9W8F8J8U7/8WImqI6L8L4FcD+Gv3/fCdQ8+lpbcyIPS1OjE6jQSV8aiNw4p1qPmMW5xRjxULVmSwogpLqrCiCisyOKMuD0E37NRZJoBZd6Qd3dA0BgyAUWV84xLnfWySABK/R7Le8iEKaRNQGY+l6bFi1ZS0vyVgRRbLrN3ijBlv2WEV9S+4R81Ol1HHzRFVfyosi2IjJxXGvZhD6gdyI5XeK49Don+S9po9anZYsPp8RR3essMZ84b2twScpdjgFivusDQ9KjNoT7rLJNVH9PkOXx1G/2QUBBi0E5Du/wUWMEf9xqNhh4ZTzHc4I7815lcsWf+CNF5q41CZuIQ86Y8xP8o5YDtFtlw6PTE7GsOell/+RoZpkYVNhtEjMCzayfILOD6/yvdeC8Om/JrGXFFsvVR+3WV7hz8BnTT6NRH9HIDfB+APAvhpIvpxAP8NgH8GAETkZ4nopwH8LQAOwG+714rDm6xMABp6B0OwDOBQU6cZCnnfjYo8KujJr0CoiFGRAYMREFCJR0UejKC/+/9v711iZWm2/K7/iojMql37nPud+93bfWmBhW3kiSeAZXliZIEsDPakYQAyIw8s9QRLMECikScWkiWDBDOEaIQlCwEGAZZ7YIGNBWIGNsiPNsb4QQtMX3X7e5yzX1WZ8VgMVkRkZFbWftRj76zauY5KVbvO3lX5j7XWLx4ZD/L5b2U3WhRAKr5vhxO2hiD3sWHA9xJi/HqIZOdcEzd2q+JS4AoeFTE0ESrSqCjtswJUCNBwqMmjIpf1K2IoxF2Ii/Ll4fNosB4hWUc+o/yufLxCoV2BO39HPXVcnVVBw6DTHsDQsVykfDwqJZMqTVy1RfGMtC2/l5f2mJ/2NNq5ASLt8DtASrQb6mK4i2egQj/mJe4p5kTnc0OyIaRS6ayW7rv6j+28nNrI1iQYNqxkcTp+HZNhR7FhJZ5fF3qnwK8jty1HTXX8Gl7DazKs/L5sx+4g7rKp8qu8viPbc1Yd/is7/uv37vj9Pw7gjx9yUU9c0It/NfDhBcfDz3jGZfArne1GO64l6Q4xswMUnrPBrY/ECWOtp5e0HI+xG/hzP2Pk19L1+2cQNLCUT/l3u+JmV3kf25jD6ISh/i8N/+Y4kEjaX5BuL/zl17PJMeyZdkx+yee9nGFvaW/Or9e2V2TYZGxK/DqhTX9n+GRlhsXSI+buaIH4yI5jAjPJ8QSsZK8VrrDhCpYVNuxRsYeCTHQLCGjgYbmGZY0mVLCs4VjBBwUwZO5n8T35+4pro2N7dvh55c/cf1C8Pg6iPTDBJu2hQssaLRQsBzRw+WMse2zYwzLF8jHYsIFlBRcUPCtwLINSey5zxO9+jXZl3OUX6Ps8PXO8XhdU9LOJeipYbmQ+AwghBkrDDpYZLRTaWE6WNSwrhBhDHKhXvr1Hssf8dAQj5u7rAo/GYYpPH7qYb7IejQ07LMlDs41xL/M7NsyxrFJ+xLhnJeDLXW9s5VuO91LvOztuZ2gcGKQHb74SvzZxQcfeDGM+LcNmfm3xa7IMO6IRsxzSDZwlvy7yCJ4eqJiBMJIBvYBhIJ3hFLfa5yBnf7XOoA0Ga1/hIdSy10xYoqIAzR4BDAWC5YANM27CEvdhgYdQY+0rbJyBDQreq3xeEkIcdQ2cA5fSdYiAIxcIdw8kQA8g3dMu+8fIEt8KD74W7bzAbWhQYwMoDxvJ4lk2NbzhGvccf9cv0ASDNmg4L4eWwlMu5678GRS6ayuBfVT9g8+mmKwZXEGuL3jZN6gNGk2Qjfwegui64TpOGnXQcRWJZcZtAG5j+Yj2GhtfofEG1mlwULI7eirjQaL2krXw0/H0h053USlRYBAolwGFuHdMUNi4LubvwwI3YYklOVRw8GRRkUIAY8MBt6xxG5Z4KOK+DQatk93E8+7wuayTVmQfbFkIvXJ4b2cdZntlfj0EcxjD8nWfiGGY+dX7TqbLZ1gRS+fKr0Ntkg2tncacxkclMJhBnrvgied4kQfgCN7Gc5BchRu3xBe3wke1wVJZucPLDZbxnq70hgw+hxW+8x9w65e4dUs8uAqtNQhOAY5kh9n4HWXQbgVoguspeodZN/c0J1AFJwG7sRUeXI07L5v5rZwsgwWAFi1qBCgCLBPuucJ3foXP/hqf/Qp3foE7u8Q66mevxrUXFUbyyUlGNCKYqEiQ0ufKA+QIHA9XXbsKd3aJu2qBz34V98mKy5/JoiJGYKCFwm2o8Tms8K37gC9R+4OrsbEVvFdgR3J0ybCsg/jhNI2rkThKvt+hHY4QnOh/cBVu3RK3fonv/Idib6U1luRRUUBg2VX6JizwOazw2a/wxa1wk+Lea3irJe5H/J60E0tOIpygHM7VOAAYDGvtya87G4+WeRa/rqbNsBPz61v34fz49UyGyT5ZZ8KwN+bXna2Px68jdDqm29AagCrPV+Egw5Ah5ERVDlCeewdm+lbBW4V1U+G2XmBlrvBZt1jGDe1ao/HAayzJQSHEJdEVft1+hW/sR3zXXuOmXWJtazTWgNM2/g4gVwRrAoaPATvWOwrc79E/x3EckGdnBu4HqucuUZNuH6/LAWQVXKuxsQY37QIrE3cMjvvMWGNwHxrUcaKhhSyJ/uxX+Mb9oNNvF3hoazinwK3KZ0blQ2l9KvcUrKEP6+in/UMgdPDLEJT3yLN8f/KFk2QNrYJzCg9tjZt4JMUi7jnjmdCykV2V4RHiUPsDL/Ct+4Bv3Ed8Yz/g+3aFm3aBjTVwrQZZlctW9fwO8YMfXuMevo4T3znEibsa/d51EWNdvFHWrqJ+tgqNNVjbGjftEt/p63hMi5wNttEVlmSzfgHVFb6L+j/bFW7sFW7bBdZNBW8V0Co5Gy/53rO8jqBG9lOIlxu29b1zO4Rf93WNG/s8ft36K/wD93HSDHtrfqUz/96eXx3Dsk+eYBiA12XYmfLr3tbH49cRbLoNrdLK1jEz4IP0CgunKZcglR4Cq7Y1uGsWWGiHWhVnY3GFLyr2Ekgq4YewwE/bT/jWXuPb9hpf2iXumxqu0UCj5TDK9PllorpyKJgP6tnvvG1aBCszg3wAOY5JygJQC+hWDgsNrcamqXBnFvhcnP1lWeMhyE7oCdqWBVR3folv7Ad8Z6/xXbPCTbPEw6aG2xhQS53+9J25N87AMFGPbeVn9/wO8X08LDS0BLcxeDA1bswStfKolI/zPbTsMaOa7pywIMPTX/wK39gP+Kb5gM/tFe6aBTZNhdBqUEvQUTtF7QIG8UOuPHoV1JFunZXxFG85kBtAOsVkS/CNhqs17qsatVmi1j4ewCrzVz76eIRFjPmGK9yHBb531/i2/YBv2mt8bpa4axZoWwNuFbQdxL3r5x4CJCeH8Tqb2Cvy6zYs8b29fh7DbIzl12LYnvz6Tvuj8ks6ihPgV4wByafjMuy7ZnU4w07NL8f5cPNL59ekG1pbrePCaZR6hEOnOcjhkQ0hVBq+YjyYGlpJAbp43/uuWuIqJms6CfzB1/i15it8blf4fnOFL+sl1psKfmOgWoJu4sGUDlCWoSx3geqjkwa9or16RGOjeSFATkaV70q9A0kYgo6HxAYr2n2lYY3BrVrmlasunvL+RV9hpdu4FDbABjkr694t8Nle4XN7he82K9ysl2gbEwGtoNtYtrYrA7JBoBlCP1FD2UPcswyYYpl2nykJIt+pLBeNLEC3kDO9Go22MrjRS9lHBUDjDda+lo38VItKuXj6u8aDl9sT37crfG6v8O3DNW7XS9iNATYaqkmVAKCHDU0fIe2jf0I4yojOVm84xZZPlZSKMRgbmi2gG0KoCX5jsDYBSi3z2V9N9PFKtVjpNsf8Jsgu2jd2ie/bFb5rrvB5c4WHTQ3fGFDSn+N+u3Km5OfS98D2KMg7s2fzyx2PXw+hjjn8DIY5jhXvazFs5lfJL7Ih+vy4DPuuWeH79ep4DDsZv5D9/+r8cq/Lr+k1tIphyO6tcaeRC1AugOKp7Lpl+JagKgko3hC81mhR4RYAM8EGmbP1pZLTvhexlxgg50N901zjplnidrPAw7qGW1egtYZeq5wIOVhtB0nyvkvUlFy5dbznUOQAzhnS3oO8hnIByqmoG1A1QTWAzoe2GjQE3ED+fOMMHlyNlWmx1LY7eBYkEw9djTtb4zbq36xr+LWB2ijodUyGmKxZe6pwXXi8sYHn9YrGVmwNG5rkQldBWZZecDwwVK/loFCvDTYEfIasYtl4gzu3wMrIRn5phzPLSibcuho37QJ3zQK36yWadQVO2jdSrgJDhm6T3yMwvR/1095zPdItlzKO8nC7h3K6025JKqgq6VdgBThd4R5dzG+8wZ1dSszHw1cBoAky4fjOynEld80Cd+sF2vsKeNDQG+oqqFZyTFmAbNTvwvEq50uwffjlRvjVAGxezq+Nr3Dn6t0MawYMc6/IsAP5JfNtL4hffuIMOzW/3IBfDaDNCfjVjPDL7cGvA24pTq+htctKp3kPcgEcC0rbgGAJyirohrqznEgOsgwwaEG48ST3f+sKXyonxxMo2cwvMKH1Gl82V1g3Fdqmgt9ocdZanKXXiE5j6IahLUOlHtGuRH3JEOTwXrceQLrsFUTtqVekW0JoUJybRUDU3jAQAqFxBvftAssqBivJ5nAuKFgvq3zWtsK6qWA3RiD1IIDWDaA3ol+3HCvf2CMsg3XY2Ci1vaQcUm94K/mLSqpl6HgQbWio0C5l6BhYB8B5WcVyF3VX2sMoGY7OB7DaChtrsInaeW2g1qrzfdZe9IRToo6MBKREffG8lvy7HJ9GIO0DlA3QViE0DF8B2hT6FcGThmPgPq7gWtsKN5VFrV0cjpeYd0Gh8XJ4+ENbo2kM3EYglfWvAdPE2I8xr5Pfcxn47cp5ts724Zd6Ob/aIoe3GLbp4vhNGDbzq8cvskFG2ibKsOTD/cpgQvzavD2/pt/QSkOwKJzm5UHeg6zuAjadRRgPaE1nOHlW8AGwjuBbjXZhoLWcJ6VUAJHEhfMam00F32pwo6E2CmpDMGuCeeicZWKyqjYljM8A7e71bifq3sOQJQC8BzkPOC0B0wZwJQEr53hR1A0pgCDLhVsXJ5jWHlovUBkvtzUgvQbnFVxcpeFbDWwUVKOgHxTMRhqZZgPoDUdQSbAKpH0B6UFjY8/h13TbhWnQ0MzJ6qFtALckp7MXh6SCgLT9cvCExmm41uChqmHSkRSFdus0vJfyCa2WofbYCzZryKOBVEyxctJt1O6C+KPsEe6ZqBwYpHZA2icYaJD1oEpBtQHaEExD+RwvmXtMABRCIDgnk6rb1uC+qmHiOXIp5kMEmfcKrhH9tFHQSX+qnDeAifpzBRV9n/Jxq3KeJ8HvzS9+Ab+SOS9bGbiYw1sMW78xw2Z+9filrLoohh2NX/Q0v7qweppfZgL8mmxDq+e0kR4BnAc53QVsE8CGivOcik3KAoG8QnAS0G2jQYbR6IB05EHa1I2bNHFQQTVdRWPWKVkZehOg2vjo9Qp8TqZDEzUWgkCaGew9yCvA665XbJUEbBOgNcBx2DUfK8AyydI7hWAJodZoqgAyjI0KINUlKnsCvAIsgVolE0cb6rTnYBVYqUb0S8B6wPnYa/HgVA67ND2md+zYmRBEv1LyHU60qzZAaZJbDemAUopL1QNAIepuFXyt4CuDNp77lSEVZN8ediTlmXVLL7DTzpKobYBqisqp9HnSnoegD2hwlZD2AdDdSAi0xB3rAGVIfK9U77wyCgTnKa5iIrhaw5uARnM8ikViHgxwXP5NaeJo0l9UUBL3sZJqBhWU8xgdEYg+fY/ztI7BLwZezC94Ajs1SYZJI27mV+IXaT1xhl0Gv/QE+DXZhlay7eHnmLBlhasUWMtET9mFT8VgJdmzwyM7LFRAqBTYpMNVyx23pXVNtpuXomMPMDnLrItgbb0EakrUFKhc9ozCUNDzNJeQ1ugq7xAA50CtApSCahVYEXTuCYhR2gjPA8qLdl+zwEzHnnP69QzzuPzZUl97T3+A3khPNEEqB6sfBOuhvYIS0vm2S1FJ2ZABJedYSVcw7dOiHOCtTLAMVbolUxwwmrT7uMeMQ16Zo5o+mKu1+F4qKJ99T60HnNsacn9xog4hXUymZU49Ly3lrBTIKChF0IYgZ4clTXEH6LhsWvyuwRXHeS8Q/el74gaOMiG3mJSbRj4SoNcM04QIqU5/WUElv4/eNn2n9tr8SnsSTZZhM78KfnmQUdNlWNQw8+twm2ZDa5fTvAcTgbSKDhNQQSkoTTlROQ47pw3w0mqDUEEmHJrYe9BAOmgyB3ZcBko2TpzMw62xVdxIb0A10Vmti0Phrht6TUPvBxdDAWki6RWRzF3IPUKloNOBvnHIFUCn3QOhBXwNqJSoqecUizhvIBf3V0ll0IGaBVKxJ6yzfgdyDrAuVhyuH6ypJ/zCXkGCNAfV7xkFlu/QCrAOqnUAIeqPWgJl6Pb8XlGe+5F6jbmc0sMVugvfm6YDlG4CdONBje96g14qj9QTPmqi5h5hrKCdk55xS1BEoocIuoh52fZB9PsWcQ4IIcTbMr1ec4JahHpalaXbQn+Me70J0JsC0AlUzudRV+zqDb+n24in4Fcb2fUEv5D8P0GGYeZXj1+kZcuJqTLsbPnV9uN+CvyaZkMr2rBX1BuKpJgYikAkD0UEJhFFcdg17zWUVnU0AGsgxPvB+dxRFseptgNVWgmk08TRlsVRjYfaREBZL4nq+sPOeyfqLkhn3XF43wmwSBPQAioPtzPASlYypSStpYfHBsWEQ+TE7u1S7Mb1mzjcnpI0Azr1huLw66PBul8Q9CspRfJdRKDWie7yVkNQvZ6gSitaNCKkd2iXek96hHllTqyg2tADNCVAl5VTus+/qyf8zLIYhXTZyHYKICflEGMeAIh1rHCkZ5s2vhRIFX7XEdAFpFPlnDeibRHncKQKuqycIqDbWEGV+osKKml+z6NaR+VXRQh2hF/Jl5FfubExRYbN/BrwS3U5PEWGDXU8S+4r8ivG/Dnwa9INrWQZWMOATQkbQQUAmjk6LO3TIvfrdWxkBZN6hF2wlq3jbp8NeZaeQYiT6GJPoI29oQyo5LDjVLal5q2ATcOwRADZnGsKiJMuda9XoFuCrwGddA+CtewN52Qt9OelwG0M1jTk3Ng+oFNvaBisL9U/Ns+hqKRywhLJ90ftYAYFDR8Y5GUnYG0JwVDnc91BqtcjKiuoqF2WAcdVWVG3ToBqHahxgLVd5RRvtRzSE35WI5uc+F51lTPQNZjIqbj5oeyzNaZ/GPPJ953fI6Rt9Huay9O4cUiNVFDvuYE1tNfk11gOH5Vhe+hODOvdRjoSv5KdI79ygwP7Maz7ztMw7OA8nvmVbboNrccC1ntwdFTqCaScS+cWkVMgpxEcQ5k4v8HIUGUw3F/dkb9TWsLSK4p7y1iWpaA2TRwteoGt3XbWoZXtrrJgyhMqGU4ue6AdIYI6CKCpVuBKydJpE3WXw85ljygHLBc7B0uiqlb2+8m9wDTs2thtQA+DdU/9PUgXlZQIjgnbFKAOIW4+pxEsQ1mVfR4MxTktT2j3BaCdrEzRbdpKIvaE3ABQzoGj/kMnkY5qH/YKywo6ylAsu20jAdop+Io7v2vRH/R4zCe/px2Ts99d9H3rY/w7wHpQa/uAjpA6qIK6NHsjfkkj5YQM29eXHHKFO/OraHAUMqbAsIMa2DHmZ35t23QbWtFGA3aYsNEIAEKACgHsddyvQ8fJo9FhmmR1DyFPQJQvSr2CbsdYZTnv+dFNnHQyedI6gZQvekPZaeEw5+wIWChsJ2uhnXw8Q80FcKVBTskEQqM63WlF00iiguVYF6RzuGyQ8rARznHSLLmiFxwDdgjoUU0v1N+zMEhYQL4fyEdoUNqfp9JQTjTLsmkCtOzTAhrXno/EcGkkIcIp+b28p18AagvQx6yc0t96gOMls6KiYpLPT3sUKWdAToMrWc3FWsm8DtX5flR/iKMoSXvMAVmN5h/VPwboo3UwLsBOwi/d5fFYDuc4nhjDkPIWOAm/Ug6fDb8Key7DnqP/EIZxnBTO5UrTc+BXbGROlV+Tb2hl46KFDF+Uc4RVXtFjuqB1AWw8qNVgo6DiJFKobhIeAHT3eznvjKyKYynI+v5S0PK+dgKUdb0RjaNWtunvg5JkRRe4XYAwEIxcc94QT0CldASVVjLsWmqPlnvSIR5L4EJ+lk3dXKHf9Z7HAH2MYN2qpMqEBUDW5vKmYJCWjStngKS9obhsPPkeo9rzQbc+wjnv4CyfSa3P/i4BxTEOyuH2g2yska2KEU0UvgeAFrEnqKWi8h5sNajSAmatEOLKHqZCf/og9OM+HQuT9vrp/O8Hcxp8B6kBoN/lCNZTdkp+Rcs5zJwrnUkxLDU2MPOrl8OXxLAT8Ct3LugJ7RPm17QbWj2nUfdeUNuwSkuHmYHgQd4AToO0AhsPxCXU+Zm2kxWAOCh+lpwB5eU5wSkuy5aA7ZK0g8WRnLUrYAfJClZ9UGsvCas8YDRIE1hL0CKu8hjT3m2qh7ipIscdfQN6y5/TMuDydlkK1AGge1r21J9ejyVsWi3SbYhn5JaLCWAjK5pYqdgTVEDuEY1rzyfYx6MipLLzPb2jSZr3HTpNA7s3osksFWKECoz4CEFLvBst+p0DtAZrku0DKPaIx2K+1J/iPvk9aU56o/9zpVRAqtR6NP3nbG/BrxS/E2SY3D6b+bXV4Jgow/bWPiiHQ/mFC+DXtBtawO4GRwmruBSVtI7JpqUQtQKUwEpWuKg4ERXIy4lLxyXYpWQN8ed0LMXQUYH7SXpKZ/F4YwuIoPYB0B4wJmsnr0U3OSD2DMp5Id1KF+6ee8kacg+r93oYqMWuz2WSHmPoNVdSST+8JGBKHlaSaErJ9SkFONkMMPm8BPSztOedsQfaE5w5PA2ow0Q/WkGDqKio0m7j0ffB5woaSuZEsFKPx3xZSfX8XsR9URZlxVxC6uiNzEuw1+bXsMExIYblBtfML2lspblJl8awmV9bNv2GVmG7YJUdl4I2QcoREIMVcTkpUfe657Bk5fApFwEbExSBOygNkjRd49GcNQzYYWMr9VqDlt5OSliKusl12pXOS2oBjGsverRIiZgbn2ELznmFzkiSnlQ/vPQWVZpXwbKKJUHKx/8jkjgg1WnfpTs9BxlRyBUUcz8pfVEORVmdVnvf7yWooXVXSSf9WhfanxHzQ7/ncgjdSEcJ50f0z/Oydtur8GvMl5Nh2Da/ckPzHfIrNzbfiGG7GhpZ/8yvo9l5NLSKYdhRx5GSpI3OYqUAT13gJgcpNd4jyN/Dg4ANfScFxhacRqB0VGc91tgKMpScgzYEsBe9pEM/OJ+jvSyDpC/dSkj6S0CdsqHxDP3sYyUV4ZxhNUzMQ7XnpAyvqz0XQTGhGOhAnRraKr5Oy6ad7yrqpL3U/QL9HYh5FM5Z8zDu59Gszl6TX8PnCTGs++yRhuY75FfuLE+VYUeymV/n0tACxmEVIZWTNriu5xcdlBIXcQgzB3Cy4TAk0CVmfP1YgKbrGQ3SYzlrR7ICXo6qINVPWEjjKwdpSlyg074rWOP196AMPJ6ghdaT3DZ6qmc4hJVSncZDtSe9wOtrH4l5eb1dSSdgZf3+hTEf9T8r7uO1nTzuL8lek1/AJBkmcTvz60n9l8KwmV/ZzqehBYw4bhC0ivrOI5KJoEXQMiAJnGx4nxsQ5xTvcRGoW3BK14UTO6tIVgC9oO0lrC96gkn7mG5gXDvQ089lWYzpfa2KdkT/VsKW2oGTaX8Lv6fv6cc8toEFdBV1fP1s/WNxn35+q7i/JHspv4CnffmMOJbvmwDDis+f+bWj0XFpDHtrfk0g5oFza2gBXUHsbHQAOXHT76XgBXICP/4d/VZy+b1jLf5Xq2gGQQuMAKuANYBt7c/6nvPQX44KjGovdbxU+4imRxO0eP/o9ljMl/p3xTywv/5HYDQ3sPawQ/kFPM+XU8zhmV/jjY5LZ9hr8es5fn/ivVPZ+TW0kj2StPJeAa0UvKUNN5QrP7f3425nvElFUwRteQ1jgSvvD7Tv0j38/PzjuMZXa2QM7ZlJC6BL3GQXqZ06cByif0TD5PRfkp2KX+mzez8+k2Ej/390m/klz0UOy4/vgGGjMf8++HW+DS1gZ9LKW0XBevR+T+ypUa0nHPfI772K7a39Cd3Dz++9NTH971k7sAVreesd6L8UOyW/ys/vvTURP878kuf3pr/8vnfEr/NuaCUbOE/eGinY1Dt81keO/f3I9721vbb24Xe+pb1n7cCz9Zfwevojz0j/pdgJ4nj3Z4x851vanMPd6/em/x3x6zIaWqWNFWTRE3zSEc/9zCnaKbTv+typ2fAaB8PMF+134FH9F+33S7M5h/v2XrQD75thF86vy2tojdmECvzV7b1qf6+6k713/Zdk79mXs/b3aRem/YmZdbPNNttss80222yz7WtzQ2u22WabbbbZZpvtRDY3tGabbbbZZpttttlOZHNDa7bZZpttttlmm+1E9j4mww/thZu+XZQ9pR24TP3vVXey967/kuw9+/I9sxt4v/rPPOYvt6H1HMe89G8n7MieHaL9sb8/B/2n8DtwHtqBWf+l2JzDx//bc9AOvG/9F6r9shpaOwr6JZv8jVnex2P4+VMK3BHth+pONmn9J/J5slHtU9Cd7IT6e/vXTFX/Jdlr+HLO4fI/jvL5B9t71v9O+HX+Da2nGhh7NEAeOxag9//ps98qYAfatnTt2fg6R/1Pad9Ht/zdiPYpNDpe6Pu9/K7R0zf5Ruc52gn4BeyRw/Lmk597VJv5NfjxFRlWfv4b+13eumx+nW9D6zFHxP/bCawnnEY0PIxSx5djh7/y6wfsLu27Gh4v0I7AEqDJov6dZ3G9of5dGsfKA8Aefgd2aX8zWD3h4739jqf1b/m9/I65wfUyOyG/duWwvHzCl6/hx5lfxct3xrB9+QUcrP0t+XWeDa1HAnIrQBUBRMXvF86jEccxAxrgEAs+nSCeEniQuL2gfQ2nPVd7fk3xrSd0A1k7sK0/BzEHcOh0pu98Ff1PaS99Lhcd/28f7UreQ9SeTpgP6ftGYDUFvwMv1x919uI+6X9O3Kfvnhtbz7NT+3JHDk+CYTO/4ssdjYxLZdhr8+slMZ+++4T8Or+G1g7nbAUpkTgoOab3uu8sIgUuCzkwKDkvhH7ji0n+XxVBGxP2pE57TiOjCNBDtAPY0s/UBXCXtDFw30g/ad39X9GgztpTgo5o39IN9LXnhI3aS2AXsH6VSmqH77cqpuR3udC+/qf8DkhcA7GBVegv4z5Ca6f+ubH1uL0Gv4BJM+yY/NqyM+LXrhyWH59m2KhNkWEzvw5raBHRrwK4BeABOGb+nUT0NYD/EsBvBvCrAP5lZv7+sMtMX7idqKOA0rpLTkWgQRD3nJg+Or1IUIq9eQBg7wFmEFE/aDOsJGFP5rTHAnUYpEnbmPYSXLu0Az39zKGDdgmtQn8ZtCeB1VB/+vlA7b3UfaH2HqxOCepdMf+E/twIfYn+VDnt0J/yAEH1gVXqP7PG1qsy7LX4BUyWYafgV7Yz49db638Vhs38AnCcEa1/hpm/KX7+RQB/kZn/BBH9Yvz53zz4W56TqAWg5HV0XHIiEaCLVvLwHjCHDk7cPcirznnei+O8H0/YYzvtqSTVqh+kWkly6uK9InE7WI9oB7b0UwpOFu0I3XtjCXt0WI3oH9Ue/U1aF74uXr9UewiglLw+SNL60K+oPHBSUD+3coo6c8wPtT9Hf4KU7zoaFIIALMW9UtvAOlXcv66dnmHH4lfpy2fm8FQYdi78ko87gfb4884G1tQYdqi9Nr+GMT8hfp3i1uHPA/in4+s/BeB/wikhlRK1dJaOP6siYZPjVL93yMU9X0pO8qF4DoDX4jDvQVpJ0BJ1CQt/cqdtNTKGcNaqS9BSuyqAPQjYUe1lsPoABIETQugCVVEGFnsv5wsU+o/W4HiskZWAVMJJFX5XJNqT/wvtW7qBLUCJZi9loIP4WkdYR1ixFOLuhuYh9gSkSl/nmB/6vqyw0jNG/F7qz2D2RQwEqah96ICVKukS1Ofd2CrtuAx7bX4Bk2TYufCrp/VI/HpU/yUy7BT8Ap7WPlF+HdrQYgB/nmSm4X/EzL8E4CfM/FMAYOafEtHPHvQNuxzWA5PeBpTRPaexUoCWhGUieQ10rWS5XsAXw6w+top9AJzvgpacOESRBCww6rSDbdD725WkPe0jr1l3oGJd9BIK4wwq5J4A+S5QpQxcH1hAF7QDUB+zZ/RYI4sq04eTMRHQqqedlRKgDrQLaFLvt+gJJu3ex4eWSooIoJiwwOMNzVNUUGXFnCqnnm4dY38k5sf054p5R9zHyhlORVj3K+kMavhzbWydlmGvza+UwxNk2FH59Zj25/JL0Zvzq5fD+zKsaGwcl2Ezv47Fr0MbWr+bmX8tgugvENH/+dw/JKJfAPALALDE6pl/9AikEpiMjk7TYKMBEx1mJGA59hRYU16YkD+eIcEZxFHkAthLz4ecFlA5L44OoQtYQAIW6IHqGBVub3UK0O8NVKYfqEm70WAjicpGgbUGtEA1gWpMe0pUCpyDlVzsBbsgiZCAVSZp1r8DVvvof6SR2WtkRV/nRE3atTynZH2x9qQ5aHl2XnQ71aukCOhGBHzfb3uDepf2AlKU9ZqB/3Xf56kMFIEjqJ6Me89gF287uAByHtBRPxFAPsd7jgGte7A6I3s9hr0Cv+SWCabBsGEjE5gev9Lf4/X5lRsaE2VY1nEs7e+YXwc1tJj51+LzbxDRnwHwuwD8OhH9XOwJ/hyA39jxt78E4JcA4Af09XiNtMthNDKiYQxQVZ2zqvgwCqwVQiXOCkaBFaQnR0BvNUOQQFU+BqxnkAsgqyVorRJYWVU4zfWdVt779QdUuOWw8wDQPUiVSVoZgXPSXWnRbgisFdjEZCX0taeVKgGgIIlKjkE+gBxDWS+B65wkrCLAxV4pERhO/h4YT9Zj2QBSnb+TdgU2BjAKodKit9SdkhUD7RyTtdCtnBb91gM6ACrNJYl+L0Ft43tjybpnIzuvrCwBXUKqqJR6+isN1hpcpUpK4BwSoBW2Yh5JewCUk1sOyobo/wBYBbKxh608YG2+th6s6ISjeieykzLsLfgVAPCJGHbobbRT8qvM4UP5FRSODrGxRpYx4zn8FMOe0n8shu1TBoPG9cwvsb0bWkR0DUAx8218/fsA/NsAfhnAHwLwJ+Lznz34KvOXDhyWekNV1Tmr1mBjwAvpEYZKIBUMgStxWAIVayAvXeDY0PAM5eOzZSgXQDZAWel9qNblBO1dGgpQpcZG6aQ9HPYooAs4Ze2VBtfyHGKgZu0mas/6R7SnhlYqAxugLIMrlcsArYu94E6/aJZh+WGy7hWwYxVUCekMKS2+L7SHSpI0GIVQkbzWiLqf0J4a2U5BuZislZJno4A23v5IoE7a47Lincn6Mqdvvy5H8YaQqipwZYBKI9RG9FaqXwaapAxi5byl3xeg8gpkOetP2kkpkC7ingiwFqS1xD1zrqBP19I+rr06ww7llyF5foRfqdI5CcP2klwy7Ez4pQBiOi6/0tyyHr+mzTDwAaPyRTm8Kr+cksb1xPh1yIjWTwD8mXjhBsB/zsz/HRH9JQD/FRH9YQD/D4B/aa9P3xGsW8PtKWAXVReotUGoFUKtESqS14bga3RO05D7vgQwIQ69QhzkAOUZqmUoR1CtgrYBqg2AJpCOyUgEoJXrZZYISMl6SIU7nEQJbAO67AnWpXYdHwqhVvAVSRlUhe4E6hRzUbsAmqCcJKxuScqjVVBtABuC0nIdRNRbXkvMW8l6tIDd2ciswHUlcF5E3VXSTtHnMVEN+slaaE9JSp6gPKRysgxto24doBRBUdcLBlCMBHI/WQ8cfh9rYOcJoWm43WigrqVirk3hewVfdfpDLRVUMOiNhJQxT8xZu/g95kFLUFbJs5JnEHW3guL8iDQKkirogyqp17XTMeyN+JVymPz0GLY3vwwhVIgjWxfEr9TQODbDHENZyeGjMGwC/GK9rf2c+LV3Q4uZ/x6Af3zk/W8B/N5DLmrUdjms7A0sKnHWQsMvNPyC4GPA+hpdwmZQQUo5deUY0DZCyhJ0HStcw2ArSapjsCaMEFdJeJesR6hwt4Ze84oM6uZz1JVAKsF5GbUnSNUkZVBBgG2ibh2HiwvtkqwEcoiNDcDXBB31a0PgRsq/RGiGFcuQPXOnfytgX+TuQQUVl3mXkOoBamHgFxphUeqO/k6NzNTYGPicID4nD2lkW4mD0IhuZUj06+j7EtItABNXdmkdK6k9bx0/t4GdAR0rp0UVY16J/kr0h6org+T3kHqDpX5OFbPEvV/ESqoi6DZAa5L/JAioIWDONlJBn8Oo1qsy7JX4pUIRy1Nj2CH8Mv04vgR+bTWyjsUwS7GRdRjDAD/z60g26Z3hHw3WNE/HaPCiaxH7pYFfKviFgl8S3EJ6BKFGbHDEYC1hlb4vAL6Nla0DfEvQLSEYRmgZJg3/RlNAt8LHh3xtnFY/FBXungUQv6jbayVrL4bbE6T80iAslGheKrgFCkh32oOWi+/1COPQc2poSC8YCG2EnGaYGORMgAa6JdVJv1aPB+xzID2yJHqrgspzWjR4kXTrqFn87mtkvyftaVRnTLvyEEhH7aGVeDENQWvxQbmsWHFa5cJ5vxrZ8FF1FdShiyCKBna+zRS1c2X6kFpG/UvqIF2j01/GfHl3Mg29F/q1lcpNV4iTURmsAB31q9QTZI7L57VUTj4cpZK6FDs5v9TAlwH9DsPEGDbza8iviTPsHPgVirifML+m2dAaC1agC9Y0uhPv7+ZkjYHqlwruSsEtER0HhAVk6D0HLHdzHFKvKACqkaFn1QKqQm/IWpK0uzYql9MWGz3C01aF+2yH7UrUMljL1Rm1zOvI2hcK7opE9wLySAGbEtXw+D3+NOzuIMOvTTESpuRamCRocnKzTLyE0V2POAWsj0tl94R01yMe6Q3q5HPxu7sa0T70uwFY79DuqIN0K2Wl860KBRBDE0CsQQG5IiIfx7S936qgXgzppHmkgd0NuReAzjEf9S9Fe09/ASuOMZ/1px6hjxWTFd+HwvdcDNcDoh8cYeULUHsv15h2p95T/0XYc/mVKpwj8ksqnGkybOZXn1+d3yfKsKEPL5Ffab+xE/Nrmg2tMSOSYE1D0LE3iLg6Jyw0XGoVXynYK4K7iol6lQKWY8IGwDBYc44JZgCBoDZKArYl6AbgBiNzAlQcataAZ6gQQEZL69gJUOQ+/2HDkL2eMFEcdjdIe42wkYmTPvUIFgp2FQP1CnBRe6gBv2CEmsGGRbva1k6OQJagLCG0JD2CDSKgk37V3Rv38RypEEDBxP15qAtYRS+HNLaTtVdBpR5RrcF10q6ydr8s/L6U51AzQsXgKupXnDv1HAAKJH7LfpfeYDkXpqc9Lp9Xzkgl5SJAY084VVDE+0O67Al3m/upXEGFNAKyULFyphjz1MX8otPPJurXI/o9wbs0nwEITfT9uoz7FCyAYeRl1Agh7lEjK5w4xSqe5+t3Y2P8ShXOEflFXnJ4kgzbh1/L2NB4gl/kSRqH58Svaj+GQUffP8Ww5jCG4YBG5vnwy8RG1mn5NfmG1lZjoxh6laWwqps8uVCxRQy4K3n4qxisV4ywCOA6gKoAXQUoHUCKQcRgJnAg2NogWIXQxNUPmoreAxUTLxVCXN3BPu1Tort73EqN94qe0TLuJSrQNbLSjrmpN1gVk0brojcQtbtVAnUA1wwsPKgKUCZA6wAQRHsghEAITiE4Dd8k/cUqTXT6KcjKjlArUNJudlS4h9zvpg5OWw1sHbVXMo/FXVFMVmT94nMGLwKwCFDGQ5kApRikxOdgwHuF4BTYKvhGI9QEvVYC6OwGisPUBHIK5GWZPHvfVVCpMilXcz0X0uUow6AnjLTqMlVQaVVSL+YjpJbR70vApZhfSMyrKkCb7ZgPXsFbeYRWQdUKvKberSmJe+riPvndxxVULvYI/ZEamhdir80v75Twa5IMeyG/svbL5FfWfyqGmSMwbObXUWyyDa2djY0SVrrba6acPOmWFBM0Ou0qIFwFqKVDtfCoa4dF5WBUQKWlJAMTfFC4NQtYq+Eqg2A0nNLdfe004TJOuqNKycNqsInB6rqWPICuV7RfIWwnagrWtNdIpeR+9oJyDyg1stwVw18x+MpDLx3MwmNROdSVQ6UCdDzXKzDBeYXGGbTWwNYGvtbwRhct/MjpPNlWxT164h4lNu3y67v5GEq9DNK7krXX0JRrYqPg6zjUHueypIrJrQC3YoSrAFx56IVHVYvuhXEwOkCRgMMHBRsUWmvQWANXa/iN6VboofO98ogrugjKSdmz1SDTVVDk/HEgnVbGpFhSRQWlZfm7r+LE0bobbhe/A37FCFceWHpUS4eq8ljUDrX20KrTb72GCwqNNWhbA9doeGOkjJX4I080TnNgnIKyUlHKvkQRUo72b2hemL0Vv1qv0bRmkgw7V35t6XkGv7q3dvMrVK/EMNqXYTO/jsWvyTa0su1qbOhBsFY0mrD+KiBce+grh8XS4sOywXXd4qqyWGoHQ+K0wIQ2aNRmhYe2xr2p0eoKgQBAy8qGPOGS8oNtEaw6OkxrkA551/Sk40mHPZaoxZlPrCnvNeOrVAZD7Qy/CsC1R3VlcbW0uF60uKparIzF0oh2AHAsgN54g7t2gYe2wtrUaKlCIAMHlQOV4iRb3VK3qVylZVM8W0BVHQHS5Weo4rPTxnZV6g12w8zSI2KEVQCuHOqVxdWyxaq2+FA3WGpJ1lL7xhk8uAprW+O+qrE2AU5X8CTdwVwx5TkQCr7iWElpsHNyflzyk98D0hivnHsTp7XqVVChHsR8GgFYMcLKg1YO9ZXF9bLFqm5xXbWiX/kc844VNt5gbSvctzXuzAKNZngV0cAqz/1JS+eVJVCtciVF6eiMYzY0L8VemV8bb3Bv62ky7Ez5tc/IRt6rKn7GKL+MmjTDRn0782svm15D67mNjbg1P+siWCv0AjZcBYSVh1k5LK9a/OBqg0/LNT7Va3w0Da50i0oFKAQEKDTeoFYen80SRgXcEmMDmSvngo7zH2SyoazkkZ2alVFAPB6DEliBLrn2cNhWog56wtBxx+CUpHU3edQtgbBkYOVhriyuVw2+utrgq3qDH9QbfDQbXGmLiuSaLGs0weDeLXBTLfHZLHGjA25JVv6GYOC8kl6QBYKV71KWoCoF1YovKK2q8Wm89uU9g9GRgFSWKVmj3/My4LQqaxGHm5cRUNcWH1cb/GCxwafFBj+oNrg2DRbK9bSvfYVbt8RNu0RtllBqiXsAjoEQCM5TBrSyJMvlWyl/6DQsPugVRb/tNfxcjgKkMqDiKA4TN/Mz1EG61H8lkFquWny8avDVco1P9QYfqg0+6BYL7XLM26Cw9jVu3QKfqysYHXCjGBsS/cSAd6rT3wI6bqLIyRdGPa+h+U7tNfl152vc2eU0GTbzq8evUE2cYTO/Xih8t02voVVYL1GTpWSNBSQ7BqPblLOKkyeXcm9bLT0WyxafVmt8vXzAj5d3+FH9gB/oNT7qDSpyuXW84QqKApb6GqYYlm48ITiCt1om21nAVwRdy6RLjsFDuoDp8Lr3LoQB8FT8Ph3nIJhuQz9fxRUaC0lUs/RYXbX44dUaP7p6wI/qe3xd3+Oj3mClWiyUHEUgoKrwxV3he7PKPQZmwm0gWK8QnGj1dQxWk5ZNx/O3YsWRIE0pseiAcihHAspkjUcziHbkCippxzKgunL4cNXg03KNHy8f8KPFHX5oHvCVWWOhOkg3ocJDqHHrl/hOX6PWHgqi/T4oOCeLI0JL8K0sGe7KPFYWOm6CN4TLMaxsZKezv3SM9TruM1MjQzosArD0qK8sPl41+NHqHj9eiN9/WD3gg95gSTbHvGWDW7/Ejb/CUts8QvI9A8HLvBdvOS8XzzmmIceCmC4foRVg+9f+7uZpjdz+7tmJ+XXnl/jerKbJsJlffX5NnWHHsHPmF/DiuYm7bNINrWzl/IYiWaH6wRqq4hEnT1ZLhw/LFp8Wa/x4eYefLG7xk+oGX+kHfNRrLMlCU4Blg02oEFihioByQcEFBe8UbJxoF+q4mqNCdyREPuy1GCJPKy5e2DLe6hEB24mq4rEUWb9cD+dkDaCFR72w+Lhs8MPlGj+zuMXP1Hf4cXWLr/UdrlWTEzVA4T4s8EGvsNItNIp7/07nSYZ+IbvthggpNhzP4pLHTkjvMwRblsEwWdMjwdJ0Kyu5ZqiFw3Jh8YPFBj9ePuBnF7f4hxZf8ENzj0/6AdeqgYL4xLLGfVjgO/8BFXkoCpLAQRfaCb7WAqi4xDzE4zCCkV2HtyA90PLS+/w0EktQqTfcnf+Vr6eOq3MWAdXS4XrZ4qvlGj9e3OMny1v8bHWDr80dPqoNlsqiIgfPChuucOuv8MWvYFI8MMncB6/RRv0ZUOn7YiWlYy7SID+P1tA8d1P0qvy61UusVDtRhnX8SsfJvCq/aoaqp8SvEYbVr88wicVHGPZe+XXItJeBnUdDCzFR0wS9WCDd2U8peeIjLoNVtceytriuG3xarPEz9R1+Ut3gJ9UX/EjfitNIDhT1UNgEg03cJdkGhY2vsHYV1lUFVwWw4ZwUrFOwonMYUbzfS/1kHfbsn9syHpvvpGSpLtQgUXWClSSqqT2uYqJ+qh/wo+oeP6m+4CfVF3xSD/iB2vSGnu9VjSW1qGMA23jve+MqmWjYBHBVNnD6kN5KqnIy7WGOH310PUJ0GzhWDNQBZuFxvWjx1WKDH9b3+Jn6Fj+pvuBrfSeQoran/SYssVQWGgKoJph8379tZXIpV5x3Zy4hnTYBJIXxORnP0jgYBRneMo63XZLfg07XUcRh3GeGqoCq8ljVLT7VG3xd3+NnY8x/re/wST1gqRx0hPSGDW7VGss4OiBzfWS+xyZOrA2VRqi62Jd9iQpIZ7+o3IN/X1Pfn7bX4tfnsOpi+xkMS0ebPMkw7Nm7LxlW8GurofEa/Kqnxa9RhtWvzzDWOxi2L7+SPcGvHH/vgF/TbWiNzNVKjucUrIricGQquGJTt7gEemEcPlQtvqrW+GF1j6/NHX6kb/G1fsAn1WKZVm4w8EAWn8MdLGs8hBo3bonraoG7eoGmqgSAhmOSdHvTyLUAUDhigg70l4kaE4NVgkUHTDYMMgGm8riqLD6YFp+i9p8xt/iRvsOP1ANWymftli1WbFHF5vvGxKFot8QXs0RlPFoTELQe3aU3Be2Y9kPuddNwCLvwezpUt0zUoAGYgMp4LI3Fh6rBp2qNr80dvtZ3+Bl9i096g2vyqOJlbthhSQ6aAkLsIT0EmedyU1ncVzW8CTKvoFfWMd6iP3bC+RgTKnNPK23WR128Jz/EfWZUFbCoHa6rFh+qDX5YPWT9P6tv8VG1WFGALvRX1PWMN2xw52Wuy51ZYF0F+CogGNUd/6EE0tCd35nikR5jsf8eJ8W/Eb/qovJ9DsO68+MKhhXXmm2f3v0uhs382srfyTJsn9wd3nJOnzfgV9nYunR+TbehtcvKUR2KBZeekyM1gzRD6YDaeKyMxUpbfFQbfNIP+KTW+KRafCRgSQYKhECMmj0+qQc8qAU+aJl4l1Z4aBPgNXdBmhtZnIOn56Rjz9VJnxWDAjlgkRMWKiaqZhgdUGuHpbZYqRYf1QYf9Rqf1BpfKYdrpbCI7rcUULEHsMGGK3zUG3zUG1xrWd1Uxb1bQtSPoqyZEM/dKoL12LeOip51rqQKnyPp1wwVIXVVWVzrNmsR32/wSXmsSKOKNcqSPCo4eKyx0RU+epn/sdQWtZZl1I3m7tgPXXwvlbF4As1Af75EBjVi7JPEYQYWQ5uAWnsstcMH3eJD0q4e8FG1+KQYqxTzYKmcVCtzfLTM81hpi5WxqI2XvZp03CRRUd/v6TqGveHZdtuJ+QW0aPlAhg1j71hxPfOrz69LZthYDL1jfk2yodUbfiyHnnvvIe8Ns1WABEABWgVUyqNWDguyWCqLJbVYksM1ASsyWJCBJgUfh8GXysXfs1jEpaRaySZpiGcm5c3/krMU9ZN1rDd7UIEUCVD0istDZXPgxI3sjPaotcdCO6x0i5VqsCSLJXksiaL2eJs03g/YUMC1arBSDRbKYqFkCXVffxGwhH7ynLqyTZVUgnSvguKsXasAQwEL5bBQFivV4Fo1WFLAijRWVKEiDQDQbOFzucjvruLKllp7GO1BWTe2y3zgl6M3uACAVA/QULQVg6XvtQqolfh+meJeOawoYEUGV1TlmBdgOTyQk9xQFguyqJVDFWMfRV515V1UHAnYPT+p3nuHHGVybjbKr94v9PnVa3AcyK+WHO6nyrDieebXdofxYhk2QX71RpeH/ALG+XXAXlqTbGjttJEA4GE85J85/jpDpQfkUVGAAqCJUJHJf6eYoBHySh6FkP+WKG77T933cPnz6OUe4V7vroAvvpuLpJE/4diJipopQJO0/itiVKSQ/gGAQoAGoQJDg6ERoOPfpc8g4l5yJtsq/9KOAa1nfEYJDsqao+5Cj+gjKFChXaEihYoCKnjo+HfpM1IMMbbLGY/5/wigerSyG8Zf7jCW8S7+q0jmNGgCFAg6+Z8UHDwUI+ZEWXZFzKcoHkjazr0TNDIvxVROzt7bPMing/lFOC+GYZxfwAT4dWLbuo4TMQx4gmEnsinzayvv5ILl+QSN7SN3W05s6cDTF/06IcQSDSAEEDwI6a57iK88B4S0WoUVAhMCVP5bTl5JXx/36Hj8+0+4j1Dx3ek60jMzQc76jbpZwWc9yDpD/sfwYAQAHgQPJWVUHJNe6n9Kd7Zj7Ab+jM9IR4oAxXUi6i71AFEnZ+WAlIeUSyynqDvEckyfOSxn+cJDBe62p+Kn1D3UX8avL/wYwHn0o9OPWD7ySH+f4ugFF/yi/HyX9gr8kp/PgGHR8pFAIzEsz6fj17NZdgLbuo4TMaz8zGFZn9LOkl8nskmOaHFgxFHRzsoKNxYIMcv2+uUjyDMzIQQFx/JogkHL8tiwwYYbVOzyR3pmbNhjw0tsuIJlAxv/3noNDiSLbLgIkPQIOUpAx3bWsPLqve4eFNK1EMAQ7UF0b0KFhquoW2PDDgoWy7w8OKDhgE2cSLkJFSxrWFZog4ZnBQ4EBOolKuWyYPn+19ifMiStXHx/fA4k573F67asZIJkqEQXN1hygIbLSSo+D7FsjJRTqNAEAxcUQlC9cs3lXEIC2PbRkeOAmMHpMwP3fR+fOUDO6/Ra4jYoWfaffe9QwUOB4OLkzgd22DBjw11+NMHkvBH91Mut/qOL/c5H29rf0xE8W/wK4RX5RfH/n2DYMI5fi2G7+JWv43X5lTW/Ab8AvA3DhvVXsl31zBHsUX7FWJwUv0I/GC7/CB7eFg1AkiI7iiWJisYGe0IIhNYZWeLsa9z5JW71Fa5DgxoegIMlCxU/7p6B27DErb/CrV9i7WtsfAzWuLOwnJPVOYk8tnsIZUv+WAGbYBVBSMygwPlIDcRjBigA7GX/mMZH7aHGfVjgJlxhRS0UMTx52LRaA4yHQLgNNW7DFR7CAnduiXu3QOtlLxb2BHhIGaTvC1L2ubElw2jH1V1+VojfkSqo8jri9bEnWKfReo17Jzoe9AK34QrX1EKjgVcOVew5bZhxyxo3sXzuwwLrUGPjKzTeRO3dMQ6d7qS9u6ajNrB60OviKUPZp4q6iElPCF4qqI03smOyj/Gs1rI6R7UIcFAsMb9hxm0wuA1SRnc57iu0ziDEXOo1NKP2rpIeuf4Q5tEtYHcZjPErsuQQfn0O9fMYFt6OYTO/Er8YFOgyGfYSfoVX5FfW/wS/hhoOtOk2tDgAGAxrpUQI6ALWczzHSIJWOYAcQFbBWY3GadzZGjfVEl/cFVbqGlXce6ZFI8tiwbLvCht86z/ii1/hxl/h1i2wtrIPi7cKiGeDdRVbSha5DvgiUMcahy/WP7izWza2fD9ZVYKniztAezlo887WuLFLfK+vsYzLvwMUrNrkZbGBCfdc4XNY4bNf4Tt/jRt3hQdf48HWaFOiJkg7dN/X6xlz56MsY/9y4BC62+qhBAFypa/i9aREZa/QOo0HW+PB17hxV/jOXHeb3IGwYZvnLlhWuA1LfA4rfOc+4Ht3jRu7xJ2txe9egZPfQ6k7ln/p87HEPPTWS2qwsMQXeS5irotF5QjeEbwVv69thVu3wE3czK/cZ+aBZEm0lIVA6lv/Ad+5a3xxV7hxUb/TcFbLeWDxCAspA47f21WcCIWPjl0G52hP8Sv6tccvPpxfn8PVdBk25FeY+fXmDAtPMOzS+MUj/Arh5PyabkNrYMwxaDmAQpAgLgKF4llOFM9yCpYQrEbTVrhrF/hsruLZYGmfGYN7tUZNDgqMAMKGa/y6/Qq/bn+Ab9sVPrdXuG9rtK0BWwVtFZTtErWXrKm3UvaI0uvA/aHHlzgu3XYoIe3lNTmOp5FzPI09am8VXKPxUNe4rRf4vl31zsba6Ao3aoklxSMsIDsL3/orfOM+4lv7Ed/ZFT43Szy0FVxrgFbJGVkpYB1y0igXcsWx9TjURj6TQpDv9Axy3TUpS/CtgmsNHtoKn5slllpWXmkwPCvc64XsKp323OEKD2GBz34l2tsP+L5d4dYu8NDWcI0GFdoFChzLIPrBDxoaI0PPj2sMSHsOcYgTdzX6iV/EVwnoBGllIQfFWoW2Nbhva3yu0rEU3d5KGy0bO6aYb9ngNlzhO3cdfX+Nz+0V7toFmrZCsBpkSQ5idWWF0FWUCMn/IbrsHTasnrAtfpUjOkfk12cvle3BDCtjGdifYanBFkb45d85v4J6e4b5Rxj2XP1P8Sv6frL8So2tE/LrPBpaubIJ2XHku4fyEqTaAj4emEqWwI1CWxncVzW+11f57C8bNB6C7DPTA1Wo8NP2K/yD9gO+2XzA580V7jaLLlDbMigQv7tI1PQoNrh7aY+oN78j6mYOcQRPnnMjM+lPidqmayP4VqNpDO6qBSrlYSKgN6HCrZFjOjKoWGPDFb64Fb53K3zTfMB3zQq3zRLrpoZvNKhRUK0cyqp2NTb8EQG1VTD9XhFCB2kVD4tVLSE0Cr7WWFc1bo3P5355Fv9+ZR6wpO6csLS53xe3wme7wjftNb5rrnDXLNA0BqHV0DZ9PjpQF70zhM4/YO4StSiHl97j7/WGfRdbCdLKC6RVvDaK/k+V1J1ZwGhZIg4gnoUn54Itle2B6s7LaMm39hr/oPmI75sr3Dc12sYAjYqgktjSNpaBRy8HO6hua3/3totf7vj8ug1LfG+vX8YwN8KwXuwewLBcBAF0Tvw65pzCcjSryJeyozxZhhU+fYn1+JUb2wW/3ET45V6HX5NuaO1uHUen+TSyoaRX5AjaQg6P3FA8JdzgQdd5ybCLp33fxB7iQskwfGBCwxV+uvkBPjdX+Nxc4Wa9RLOpEDYGulFQDUG3yVkM3QJkdyTqIQ2O8rbDENI+5ABRGZIxgeKBqaohBKPgTIU7zVl7GwzufI0bs8SV7hI1MOEh1Lh3C3yxV/jcLvH9eoXb9QJ2bYCNFki16B65JyrXkBPV+76fUvLuUwZM/RE97zOoRXeEdHldLcFvNKw2uFWLrK8NBvfVAt+bFVaqLYbdNda+wo1b4sZe4XOzlMppvYDbVKCN+D1XAoV2VSaqD7sTdd8e0jCWSkhbiT+/YGgbD0xtCKpW8Mag0YwbxfnwVfH9Aist+8wk/U2QuRA3bonP7RW+b67wZb3Ew7pG2BjQRkFvurinnt8lB3Pl/NQoyDuzJ/kVjs+vB19JDr+EYbsaG8dm2FP8qibEL+B4/Mra+/zqGrmvyLD2BQzr+XIPe4xfbiL8Cq/Dr+k1tIphyO6t0E3Wyw0OBsXbR8rKQ7dylpNq5HR2NgSnFZyqcA+AWVY0PLgKN9Wyd9p3cuZvrK9x3y5wt6nRbGr4tYFaK+i1OEs1Eqi6RVfZ2wAkpw0bGknTPhYegbQLAivLUC1D15DDMxvE86sUvAJaVLiFHLDaeIOHusKNuUIdN/NTxHCs0Ho5H+re1rhtF7hfL9CsK/DaQG2i/ibqtoC2XblThGeZqFvDr/y8Q0k5MEj157cwF0P7CdQ+iM8tw1vxTWgQjxZRCMpgQ+Jzz4TGGdxVtewYrEV7YBLt8Wys23aBu2aBh02N9r4CHjR0StSoXcfyVjYCyj2eqHtZmtsybGSGAHYBynYNTd0SfCVxqSuA1wRWCj7q/57Ri/mVkc38Usw7lvPw7myNu3aB+6bGw7qGW1fAutPexX3p96jfD3IzVibv0vbkl26Pw68HJ748KsP2bWwAfYY9xS/7NL/uqho31eXw65gMu7M17m39OMPsCxh2CL/GOskT4Vdi2Iv5dcAtxek1tIb2SKUDF0A2QLUBuiaEluPp3Ok8JwKTkvU5gXDnFVorjY0vxqM2EqxELBALGrebBTZtBbsxCBsN9aCh1wp6A+h1rGzbGKitBA35BKiRRH3J7aPhvW49AmkfIeU9lNVQTkFblkZWeY6XEu0BBi0I3ik0rcHDokatRbuOw7I+Lv9uvcamlUNI7Sb2BNcK+oFE/wbQDWAahm4iqFyIweq726blPf5DegTD+QJp9MR7kNMCqYZh4uGooXf+pGjfBJlYu6kr3NYWtfaotO9pb51B6zXWjWj3jQEedFc5Rd29xlasnMj7qD+MJupL5rXsvG1cQjqN5NogvfSKoCsgVAReJ/0SQ46B4AnOa2yswZ1ZoDYelfI55l3U3ziZD9Q2BmFjBFIPEVRJf4SUgFpyj07Rwbgkeya/VE2xoXUYv1qn0ThzXIb15BzAsCPx68ul8MsFKKsmy7Atf7+EX+m9CfJLudfn1/QbWkBXebEEBbwGnAeMgrIeXMUhcU0CqXScAgEAgVjBe1nNsrEabWWwrjyUYigVQJTiQAmcWg00GrohqLWCWUdANYDZsCRqm3okMVFTryDfShkk6r7DzxHS7L0cUhp8ByvnoVoFZQg6JakujrZggg+i3VmCrzXapoKu4pEccefcEGRTRGc1glVgq4GNgmokSc0a8tgAuoRUDFYkWDnXAWVXY+PZ0geQ9gEwDDgHclp6Rm2QRG04n8je7daugCA+t07BVRqbqoKpvOwcrDiGVSwjq+GtArcKtNGSoGsSzUPtrXw3uRJQHvAenIB9kM/19ihmiqtY1spGSLdyWGyunNJgCisQA8EptFbB1RrrKkDpeCQJpfpUIYTkey1zGlIPeEMwD6LdZFAzVBPnWVjRDCcxCe+lcj7VPL1ztVfkV/AyoXhSDEujG97P/Cr4lRvZU2XYzK+j2WQbWmkIloOS1isFkHVgABS3yk+T7TQzyFfxnr+G2Si4DcEtCe4e8AtCWBB8raTHWDGcAaC4tw0/scwPMGnyXNP1AsyGxWHrAL0JMGsPtfFQawvVWKC1QNMC1oKt6wJ2OOT8jODtafeyDzIplZaLZO2KGWlPEOmdKJiNgrkiuAeCXwJuQQg1IZTaNWB1P5Ao7uOjy4mDqfezSfoZZs3QmwC9dtAbB7VxoMYCjQWsE/3edz2EkSH4R4T3b7skSHsv569ZGy9WDp8w9xrkDZQ10G30+brT7muCX2iESiNUFbhiWA05U6zUHpcZV+WE0RYwTaF9zdBNiP73UGsHtWlBjQOaRrTHhBX90e/PvOWwNRKgYuOaaCvmKd56MkHiXVkN3Yjv3RJwS4JfAH6hEBaI+hneAF4z2kHMI8iKnKQ/3V6SuB/q99BrD7WxoMaCNkXcOwdYJxVUmt/wXP0XZm/FL8TVe5NiGLHEspv5JRcr/JK9xMJkGTbz63j8mmZDa1fADuYpwTlQqwClQEpBKTn/S0x2w6UAKEcIViZbhgoyRGuAfJgogLRhX54omJK17XoBZhOTdBOgGg/VOpCLwelcb+hZegVdT3BvZxU9wtwjVgqwDqQISjmkQzMNYuBx2pxOAjBYufffuy2Rek6F9tSOSytAtE3JOtTvY2/QA9Z3+hOYvT8oWEcrKe/BiqTB6RygFch6qNQAHficfAecUANsCu000B467SqtSmmL2wwbhmkKvzdOfG+9wKnsDR04p6U3xyNwN5LpA6Bjr1spkCaoVnTo8iw5TnvlSIUb2sLvJt2SQdaf9hHKfred33XLuYLWhX5qPcjKc477cgTkpRXUpdkb8kv2opomw2Z+9fmV83iqDNvL1TO/xmyaDa1oTwYsEaA9qCWo8qRt1nHCoZIVHRYy2dAAvkJ0GLqTzNPfhW7pq0CKZfJgE+/tNgFm4yOgPKh10Vlp+LEcdh25x/080VuTaXv3+BNJibpkJYImKo6USD08grYEX1MMVkRI9bWXu/WqUAYsd5BuA1QToJuUqFb0x15gnuNwaLA+p5LyHrAW1Fb9LV2ZQUFBOQXl4lL5Sla0sAGCEv29A2wTpAagShMmk+8lUaPfmwGgXQJVQO9Wy0u19349zndI82W8B/kY80p6iqAu7ol19LvqYriVuQ/Z96p7JOvpd93KnDwfq4na2+j3TaycW1cMux+ngro0Oym/KObygF95j6IpMuzc+bWPPcYvIkDhPBg2ZX75+Dxhfk26odWzMmB9iiglw92QoclU/t0mgAzlZaM23cr8Bx2TNchR4CMNLS4aW92qkHRPO/cCy95AStRhT/CAVnEP0hrdMKz3IEVdshZ/oyIgyGmQE0iHSskk29gLDrqbA7IFqlhueelvXqESV/j14BwBbe3OYE2a957jUPaMykoqJim10gvshuG1hIZjAVVL0FWnnZP2AaTSkRRqoF0mbEqiKtsBSrTbHqC5fI7X/2LtY43MoPq9QoplDkgcZL/LFJDgo3ZL0AWk0vyPMVAhas+QdkXcJ0i1AdQWkLJOci+Ebo7DMSuoS7MD+KXb2Nh4Br/SJoxTZFg31/RM+fWCjuJz+AWy+ZbaFBl2zvzKk94nwq/pNrRKp/EgYFODw8VIc6lVzFBpEmMwIM8IlqFqJasadDHhUnM3DBmNggRnnjPgAbLiKHJBgtTGRxOdlXoDzvfv7WPPynZXWaSABfrJCuT73szlRq4KbBV8xeCKBFCaEAzHRKUBqLjrEcX9XSgt/U4rk/KQa9ETzMPuYStYj9EbyMDqVVIBgAPaFsQVZEfjlGyMUCkEx1CG4m2WpP9x7WkTP+XjPlU2Tli1he9Tko4BelfltKfmXEHFlWpM1FVMyfexjFWe76GhrALVClwpBB2H3RWBjczpYVWOniBuHpm0o9sypY37PNmQbzNk/S71CF0H6EEFVQg6qDzO0o7Ir1BLxfMYv7rz+uKA0QQZtje/Yg5fHL+IAJyIYVH/WzDs1Pwaaj8Hfk23oRVNnEZdwHrI5DrEhE2/GAso7XKrPANWgSpZQixJqnKPgDVt9woAkJWdcruN3GKS2rg6w3pJUpd6Q67rBZS9oUOcM+gVcVBbycpwvd6gQDZqDwFktaxmMkp0p2DdpT3Oc4AfaHcsK1Oi/twDLud1+CATCYtE5WEZvKQ8BpVUvvWCCGoABCPfD+RDUTn1mOMEyxD34+EIKRQrmrZvO3B3/lfaKTsmKfmuchpq5wTpIaBf2hN+rCyC6nrEiD1Ba3NlmCaXpn1huJIRgVI7q6g/Fesu/XkjUo6A9nGlUBwB8F56giWkMqhDT/d7vm2Y7NX5FSCxMEWGpRyZ+SX8imdWiobpMWzm1/H4Ne2G1lMNjrSKJ/1+w4DRoGBARpaNaqtl+ahRUDqBKg3dQiYVRqOiRyW718Z9P+I+K7IEOMLJh61e4JazjlnZph5xTFYAHazy/f+4+Z4LYONlmbMRWLGindopTXwMnA9KJh9i8CfdshQ4BegopEYAfUiwpkoql0FKWERYWVXAIV6z0Vk/aS3JmfxOAOLn9bTnHmH0f/Q9XLHHTJrDknpC3neAKnuC2V97ix6P+bKCBkRbsuCLfYpUhKsCK4l73fP9dsxv6c/L7wdxn/weJ3Kzj9A+VSPz3G2swj2EX6prcOziF3IP/xGG5R79KzNs5lefX0n7JTFsX37FUdyD+eU4x/sh/OrpOYJNu6E1YulYC0YMQuvkvSCQysOz3oCcAkyQnqEmQEmwQilx1mC+ptznDjHgpeLqbeRWBGWaz9AD1C5n7Se0CNiiRxzUNqxSJRsCEDTgNMhokPZgIyuaWMVZl49pzz1OzkcTkOcuONPkwTJQU5Lm1UpHAvRzEta5Xi8ZRoO8Fn8bDdaywoVlOVcccn5EewhdDJS+dx4I3cTJrvc/ANRYb+gIcVBW0Pn2CwpQh7hvjVMgY2SyqRZI5Zin5+lPcZ9jIM1fyCvS/NYtpt4owGxbVla4R+EXUZfPpZU5PEGG5cbGzK+cw7Jf1DQZtrf2QTk8m1/e78+vQb19KL+OzbLpN7SGkwtJ9RIW8b4vR0BQCDLJND07JUAjisuoBVJ5zl5vaWl0VG+FSEDaZC87KjmnTNJ0H7oA1MGV7a5kLWEVJDFI63wN0BpwSrZA0Dqv7IEWSG1pzz1C9JM+PQ/1JzhnzduQOrrxCKziXlUUWFYwhQAoL6+dBmlZ5ZKen6W9PO/Lb/u9rJiGk4aPNgIwUkFxUCCIb9n7PKclgzr7PepXUX+M+Z7+Qcxn/alHX8RzT38J51DEQOnzeTSrb6/Mr14OT4xhoJHO4nvmV/6viTJs5td++kds+g0tYLTBAXgQk7yPrjXPgQFFUuhE4jySXgGiw4hUHn4FgLzNLNAVei9ZiwDlone4I0jlko/rrF2NLRB1QetJwJQg7ZUkLdHLtYeuZ7xL/zBQj65/V8JmWFmQ1l3C+hABlfxOu7WXundpz71sSeAtOI9oP1pP6DFYkZKJw0D0g+ge1R8BDVJxs+ln6g/92M9xnn4eVk7xmudG1oi9Nr/Sd06MYb38PRa/Sjs3fqVR5H0Z9hz9b8WwmV89O4+GVmFlz7A3wZQ5Jy2I+s7L9/WlVwig3youncaFk4AuOcvATY46ZZJ2gvM8j52gTgmrVC4HqCIpH9O+9X2F/qhvVH8B56z5hPofg1WCMysF+Kjd+W3tT+kGHte+C07xOo865P6U9kFFNapfK8BiXP8QVI/pLyvl5+qfbdROwq+tL5kmw2Z+bfMrNzqmyLBTaj+UXy/RPgF+nU9Da6TBIa+3gzY7z/t4T1d1vQJAEjhZ2TuIBZ0DU37YdlL63ZEW8ElaxC/RHoEFkqMPnqW9CLB8kGxKTGA8SON1nbShMdCfPn9rZC+4rseXtJdQ3ld7COk/thJULmsEzifUXsJqq6KKWnv6PWWtT8X8Tv3xs99M/6XYqfk1qCSmyrAp8+t1tJc5jMtn2Cn49RLtE+HX+TS0gK4AhpVuTNSe88qeoI8bpgFdAgNdDylZKAp46CDgeQlaXucxbQvUIwmbgHVM7cXPW0Gargtvob9IWEV9WAO593MU7U/A+LW0lzEvb/djHuBtaMXXvWr4AP2vrv2SbMCvnMP78gvo+zIMyn9qDMsf/X75tTOHL5lhp+TXYzGffn7i1uBrTHc4r4ZWsh2NDvl5ELhAP3lLGw5FMvd/fkYwbg03nrKy2dHQBNCHdZG08n8HaC++dxL6d4wKiMWkBU6nfSxBB++fxAbagW1gAejpH9UOvDjuy+98M/2XZFsVzwH88r743Inn8MyvJ3IYuFiG7csv4OB6u/zOt+LXeTa0gNGklR+HiQtsOfHZX7HbEa+aoEMbCVpgHFr5/16offjZk9H/CKyBbe29CuvZX7Fb2+h9/DfQXl7Lo/oP9Xv5vU/832wvsFfgl3zNRHN45lfvOt4Fw6ao/ZX8fr4NrWQ7nCdvDZKrdNjwnu/w87beHgnOR37/5FZ+70u079I99rm9t9+wgTFmOyoqeWuQuN1/PO8zt96ernb58Qj6H9EzOf2XZMfmV/mZW29PiGH78qv4/Sc/t/f2xGJ4oP9d5fA75Nf5N7SSPZG421a0mPNHPPb7O75rCvYi7du6H//9R75rCjZrFysg9BL9L1ppMzX9l2Svya/h9721vWd2Awcz7JL8Lm9fnvYnuvj7GxH980T0t4jo7xDRL57qe0aNw/Zj569yfhz6WZOwZ15vqXvWvv9nTcaOGfMv/LxLtIvm15R9+Z7ZDezFsEM/axL2gjg9R+0nGdEiIg3gPwDwzwL4+wD+EhH9MjP/H6f4vmfZlIPs1DZrf5/2nrUfYDO/JmbvWTvwvvVfiPZTjWj9LgB/h5n/HjO3AP40gJ8/0XfNNttssx3TZn7NNttsR7NTNbT+YQD/b/Hz34/vzTbbbLNN3WZ+zTbbbEezU02GH1uL27uhSkS/AOAX4o/N/8D/9a+c6Fpe034M4Ju3vogD7RI0AJeh4xI0ALt1/KOvfSHPtCf5BVwkwy493s7JLkEDcBk6DubXqRpafx/Abyp+/kcA/Fr5C8z8SwB+CQCI6C8z8+880bW8ml2CjkvQAFyGjkvQAJyljif5BVwewy5BA3AZOi5BA3AZOo6h4VS3Dv8SgN9GRL+FiGoAfxDAL5/ou2abbbbZjmkzv2abbbaj2UlGtJjZEdEfAfDfA9AA/iQz/41TfNdss8022zFt5tdss812TDvZhqXM/OcA/Lln/vovneo6XtkuQcclaAAuQ8claADOUMcL+QWcocYRuwQNwGXouAQNwGXoOFgD8fBAxtlmm2222WabbbbZjmIn2xl+ttlmm2222Wab7b3bmze03vSoiwOMiH6ViP46Ef0VIvrL8b2viegvENHfjs8/fOvrHBoR/Uki+g0i+pXivZ3XTUT/VvTN3yKif+5trnrbduj4Y0T0/0Wf/BUi+gPF/01OBxH9JiL6H4nobxLR3yCify2+fzb+eETDWfliXztXfgHnybCZX9PRcQn8Al6JYcz8Zg/IRNO/C+C3AqgB/FUAv/0tr+kF1/6rAH48eO/fBfCL8fUvAvh33vo6R6779wD4HQB+5anrBvDbo08WAH5L9JV+aw2P6PhjAP6Nkd+dpA4APwfgd8TXHwH8X/Faz8Yfj2g4K1/sqf1s+RWv/+wYNvNrOjougV9P6DiaP956ROvSjrr4eQB/Kr7+UwD+hbe7lHFj5v8ZwHeDt3dd988D+NPM3DDz/w3g70B89ua2Q8cum6QOZv4pM//v8fUtgL8J2YH8bPzxiIZdNjkNB9il8QuYOMNmfk1HxyXwC3gdhr11Q+ucj7pgAH+eiP43kh2iAeAnzPxTQJwH4Gff7OpeZruu+xz980eI6K/Fofk0ZD15HUT0mwH8kwD+F5ypPwYagDP1xQvs3LVcCsPOMl922FnmzCXwCzgdw966ofWsoy4mar+bmX8HgN8P4F8lot/z1hd0Ajs3//yHAP4xAP8EgJ8C+Pfi+5PWQUQfAPw3AP51Zr557FdH3puEjhENZ+mLF9q5a7l0hp2bf84yZy6BX8BpGfbWDa1nHXUxRWPmX4vPvwHgz0CGDn+diH4OAOLzb7zdFb7Idl33WfmHmX+dmT0zBwD/Mbrh3MnqIKIKktz/GTP/t/Hts/LHmIZz9MUedtZaLohhZ5Uvu+wcc+YS+AWcnmFv3dA6y6MuiOiaiD6m1wB+H4BfgVz7H4q/9ocA/Nm3ucIX267r/mUAf5CIFkT0WwD8NgD/6xtc37MsJXe0fxHiE2CiOoiIAPwnAP4mM//7xX+djT92aTg3X+xpZ8kv4OIYdjb58pidW85cAr+AV2LYBGb8/wHILP+/C+CPvvX1PPOafytk1cFfBfA30nUD+BGAvwjgb8fnr9/6Wkeu/b+ADINaSMv8Dz923QD+aPTN3wLw+9/6+p/Q8Z8C+OsA/lpMhp+bsg4A/xRkyPmvAfgr8fEHzskfj2g4K18coP/s+BWv+ywZNvNrOjougV9P6DiaP+ad4WebbbbZZpttttlOZG9963C22WabbbbZZpvtYm1uaM0222yzzTbbbLOdyOaG1myzzTbbbLPNNtuJbG5ozTbbbLPNNttss53I5obWbLPNNttss80224lsbmjNNttss80222yzncjmhtZss80222yzzTbbiWxuaM0222yzzTbbbLOdyP5/W+K5CE37yB8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 720x360 with 2 Axes>"
       ]
@@ -506,8 +508,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 9.82 ms, sys: 13 µs, total: 9.83 ms\n",
-      "Wall time: 9.6 ms\n"
+      "CPU times: user 11.9 ms, sys: 0 ns, total: 11.9 ms\n",
+      "Wall time: 12.6 ms\n"
      ]
     }
    ],
@@ -528,7 +530,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x360 with 2 Axes>"
       ]
@@ -639,8 +641,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 5.25 ms, sys: 13 µs, total: 5.26 ms\n",
-      "Wall time: 5.17 ms\n"
+      "CPU times: user 26.3 ms, sys: 29 µs, total: 26.3 ms\n",
+      "Wall time: 25.1 ms\n"
      ]
     }
    ],
@@ -661,7 +663,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x360 with 2 Axes>"
       ]
@@ -732,7 +734,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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XAr8KfLa7fxJyRwa8srztNcAfDL7t2fKaiMjWqP8Skdt24ZBlZo8BPw18o7u/cNZbN7zmG37eM2b2fjN7f8P8opshInJpN91/lZ+pPkxEznShkGVmE3IH9SPu/jPl5U91ZfTy/Fx5/VngdYNvfy3wifWf6e7vcPen3f3pCbOrbr+IyJnG6L9AfZiInO8iVxca8APAR9z9uwdfejfw1vLxW4GfG7z+teUqnTcBz3dleRGR26T+S0S2qb7Ae74Y+JvAb5vZB8pr3wp8J/ATZvZ1wO8DX12+9h7gzcDHgIfA37rRLRYRuTj1XyKyNeeGLHf/ZTbPUwD4sg3vd+Bt19wuEZFrU/8lItukFd9FRERERqCQJSIiIjIChSwRERGREShkiYiIiIxAIUtERERkBApZIiIiIiNQyBIREREZgUKWiIiIyAgUskRERERGoJAlIiIiMgKFLBEREZERKGSJiIiIjEAhS0RERGQEClkiIiIiI1DIEhERERmBQpaIiIjICBSyREREREagkCUiIiIyAoUsERERkREoZImIiIiMQCFLREREZAQKWSIiIiIjUMgSERERGYFCloiIiMgIFLJERERERqCQJSIiIjIChSwRERGREShkiYiIiIxAIUtERERkBApZIiIiIiNQyBIREREZgUKWiIiIyAgUskRERERGoJAlIiIiMgKFLBEREZERKGSJiIiIjEAhS0RERGQEClkiIiIiI1DIEhERERmBQpaIiIjICM4NWWb2g2b2nJl9aPDat5vZH5rZB8rjzYOvfYuZfczMPmpmf3WsDRcRuQj1YSKyLRepZL0T+PINr/8Dd39DebwHwMy+APga4M+X7/nfzKy6qY0VEbmCd6I+TES24NyQ5e6/BPzJBX/eW4Afc/e5u/8e8DHgi66xfSIi16I+TES25Tpzsr7ezD5YSvFPlddeA/zB4D3PltdERHaN+jARGdVVQ9b3AX8WeAPwSeC7yuu24b2+6QeY2TNm9n4ze3/D/IqbISJyJerDRGR0VwpZ7v4pd4/unoDvZ1lOfxZ43eCtrwU+ccrPeIe7P+3uT0+YXWUzRESuRH2YiNyGK4UsM3v14NOvArqrdt4NfI2Zzczs84DXA792vU0UEblZ6sNE5DbU573BzH4U+FLgFWb2LPBtwJea2RvIZfSPA38bwN0/bGY/AfwO0AJvc/c4zqaLiJxPfZiIbIu5b5xucKuesJf7X7Iv2/ZmiMgt+kX/qd9w96e3vR034cw+zLTm817ztO0tkB100f7r3EqWiIhckALV4dnUpgpeckEKWSIiN2HDwdjCposVZd94WhvxWW9rha6XhmG7X3AQUCFLROSGbAxVqm7tN0+PtOupoUth6zBd429YIUtE5AZYsEc643MrWQpgu+HMcFQ9EqosLN+/8jWFrcNyVnX6gk2skCUicl2WA9ZKqFrvoM8KXKZhxa3oL/zacHvKQXiyipXg5GnZtl3geiRsKWjtt9NOmC55YqSQJSJyTQZYVQ7UK0Erf2xhQ8esYLVb1q+0r8BTGnyttG/yldDVBa5HwpaqWvvpnHB12XmWClkiItdl5HA1DFVdiOoC1nqo0qT43bI+z8o9B+dB0PKUoLJl6Eo+CFdhZf7WSthS0NoPNqxQrlalVckSEdkaywdksxyq+oBlWNcp9530WrhSRWu71itY3eclJLmn/mNzz6GrC1wBhmGrH0YsYUtBa49sCljD6pWF0/+Gz6CQJSJyXWZQ18tQ1VW1utDVvWfT85CqW7djvWoFy3C19mwlVOEOyfvQZe4Q4zJspbCxqqWgtQdOCVgrYav8Ta9UqS9AIUtE5AbYpF4Gq66qZTYIXKecCauStV3DStawiuWpD1Z9yIoR85ArWTHmg26M+XNL4LZa1VLQ2n1nBaxN4aqqLnUypJAlInJdfSUrQBUeDVrV8uzXzcowEwpb27QxXJUhwe61mFYCFnWVX0sJszw3y4NBzJ97jCtVrY1BS3bSmQGrqvq/7X5awAXtVsjSmjEvLTqjk0NhBpMaQpUDVemQvVrO0erDVQle3s/bOuXnyc3bdK/e0g1ZCVPuvgxbZQ6WRYdYJsGHBCnmdu3CliU8Rqz8G048PWipmrU71q8YXAtYfaCqqvxxFUol6+JZZWdCVn/582mz+2XvrZzJeWJlkT91OofvkVuRbGczRmEG02kOVnUOWf1zVUJV6J4pIYvB/Kyzf7wrdF2JbQpVQ92X3TEvz6l7ziHLYp7kbm2pYLUpB6425rBlBpYDlkMeUqyqjUFruWEKWlu33h+dF7DqKgesusonUxe0WyFrffwTdEZ3KNxzJ5SG8xwSWH72uO0NlFENO7DOIR1jguGzGqoKr3PA8lLJ8irgwUrYytN2PAzCVXfJv7q6W2VdwErehy1LXdgCizloWcyVLIslYFWpBKkAbVgOCZMLA13QoqtcDvo2DRvunkeKOcOLVqoqz7UMIU8HqKvl8wXtRMgyM2w6zSlxOOa5fjm07KfBZc/WTRiNuaOiaXPAKmFLDtAgYPUld4Bmu5t1o8zw2aQErIpUGz4JpCpXsLzOFaxczcrPuZKVv92HJ9Xq7sY1XJg9LV8zp1SvSthKYK1jKRCiY00itI61EWsDhFiGCgcN1ralipWbMU+OVzVr55xVxermYHUVrGHAmkygrvDJnoUsqgp7xWfB0ZR0Z0Ka1qRpVc4CB3MX1Pnsl+7ssJTcLTphEbFFSzhu4GSBHR/j8wXpwYvg5SxPHc9hGIarSY3NZthsCkez/PUXt7t5N8mD0T4xI04DaRpIEyPVVp4hVeS+LIBXXTWL3Kd1Qavr39TPjavvlwafew5c5mCxfBydECG0EBontJ6fF4lqkQiLlAPXPGKLGmtaaBpoWqxt8daWQ4huGBHvhw91teHWrE9J6vqpUtyxqoJJjdV1DleTGiYTfFLj0xqfVfi+VbKoAv7EXdonZrR3a9q7FXGWO6h89qdS+r6yrvNKuaOq5k79MFI/bKlfqLEq5OPM8UkZMtS44UEp1SubTnPAeuwefu9o21t184LRHlWkWSBOrPRf5KBVQ6pLuArLB12/Vh4KWbdkGLK6gOXkye7DR7QcsLpHY1RzpyrVyaoywrxcy9BNkh88zB1Pg+r9oKK1ErRkK1YCVj8BPgwmuVerw4OTCp9VpGlFmu1byAqB5qk7LF42Yf5kYPGYEY8gTsHr5RmfgtZ+seEZYgvVwqhOYPogMHu+wqvABPJchxcflnVpTPOzDoQFy49JjU0ncOcOfu+I5qk72960G+cG8SgQj4w4zY80oQStErL6ihZlyJBlv3ZWyDIdjK9l/cCxFrKG/RSlkhVi7rOGASt0QXkBlYW+nSxBmkLwboHScgVit0Zad2uetflZskO6eVjdGljdVKVQ9cODaVrnqQCzijjds6sLPRiLl014+IqK+VOweALax5w0S/jEsaobMN/2lsqlOCU0GdYYYR6oHxjtC0YsY9oWE5NFW0q1pRdSCX3/dSV5K5c8TyZwNKV9YsbiZZPtbtsIPBjxyGhnuYoVZzlgxWl+9mE1q/IctIKvBKsctrz/XEbQDxHaspJFV8myPFQY83NoS9BqoFqQQ1Y3lw7IpcgyrOiOp6os91Dlqw5TtaxmhdBXs5S0dsywijWYj0UVcsCqAz6p8hzLaSBOAnG2byGrMuZPBuZPwcmfcZqnIvXjCx6/s+Bo0lBXiSokwtoZXTioa8D3X1o7MiQ3Ygq0MXDSTHh4PGV+f1pKrUbVBKrjmurOJF+p05dt1QkdhO5q4SrApCbdmdDerZk/eYDr4QVywDoy2lKFT4Og5RPHaydVQOVQOR48/3c3H6yVdXbIMlW1LsRPG/bof33lKsAEuJESWDKI+REipDafHFaLHJLDnH75jf6neCCmfLW0xYC1Vb76MFSr1ax+gryXKwwHQ4Y6qbw9a/ciXK6PZatt1VWxyrpYXgfSJOQ5l7Ncsb6onQhZBGPxmLF4ApqnInc/6yGvevIFXnnnRZ6cHHOnWjAJiXBQ13wfvkSgSYHjOOX55g7PHd/jj6ZP8JC7hHlN/dCY3q2YTmtCVWktoEPUnRnWedJoe7di8djhtbMbxFkJWDOIR3kIKc6cNPU+ZNkkQXBClbDKCcFzcLIcoPrC1ilhSiHrYk4LWd3r3n3s+TmlXHFPMUAyYhOwErK8Nqq5LS9UgL4SZi1YzFcfelvhdYIY8tWHKUCb72XpIeSrqYPpHHLXdEErhHzf0e4ODWXNu+6K4WUlK08HuKidCFl5PkMeIqwfX/CqJ1/g9U98mtcefYZXTO5zL8yZWKQiEUxBax8kD0QCjVe8mGZ8unmcJydPAfD7i5r2QZXnr8yMNK2oytpoOoQclv5+X3WeMBpneb7lwbESrqa5L8tBqwSsWcKmiaqOVJNEVZVHSNRVwswJeDmR9pUgtV69l6tJg9DlbiS3vLIMhrvRxkBMgRjLowmktiItckDyAFV3EthfzFOGFaORmoDVCasD1oTl0kPdfKyuf4tKWLuo76cGVxnmalYOWfkClnzVcJzta8iaQpolHr+z4JV3XuS1R5/h82bP8cr6BR4PJ0wsUZGodBjeCxErIStwPx3xeDgG4PnmDp++8xj3ZzPitMpXkFZri/mpHzoIw1K8l5XP08SI0+1u1xjcyiT3WalgHTnpKOGzRJhF6mlkMmmZ1JFpFZnWkUmIOWiVqRAB70PVI1MjFLauJK1VtLrPkxuJHLbalANWkyoWbcUiVjSTiqapaauKFCpSyJeDmlue6B4hteVRluoIbcCbfFC27vYrbVwOL/bPmhKxM/q5o2vDhmVOVr+o8GS4LEv+W7+onQhZWLmKcOIcTRqenBzzisl9Xlm/wKuq+zweWiYGFbbxNl+yexIQcRqHe5ZXnbyf7vDk5JijScMLE++vHB3e300OTH9GOFgnajd6nZtly0nu/RDhLFEdtdSzyNG04WjScjRpmFUtR1XLtIrUlqhDfg6WqLqQdcrJpCr5F5N885Gimzca3UgeaD3QporWA4tYcRJr5rHmpJlwUiVOwoTWnEhNSkYsSzvEaZ4Yn5py0G2MVBmh9GVe2XKh0q5CElmdlxXRCvBb0J38rczHgtW5c2b9ccmr3LbLde9sD0MW+WBrlVNXiTvVgnthzuPhhMdDy10zjqwiYMuSrey06E7COSFfpvOin3AvzLlTLfIQSeWDNdBMAeuQlbZ1W657d2i6Slac0gesMIvUs8id2YK704a7kwWPTRYcVS1HVcMstMxCSx0ilTmBXNGqytxTVa9uVlfFioRSyQpEN9pUMU8181RzEiecxJoHIVKFKWbOMdN+3lZKgdga1i6X5shXjZaV/cutlFaGn8pcn35eVmc44V2T38c3XOV9fcX3bj5WWN7arwtYw9tiDdv8onYmZFEuX65CYhISE4tMLDExOLKKmdWEUy65qdZ/YXKr4obOoTZI5Wy8oS1tGZmEPBelW5JDa5+9RPRBi8NcnmBQjfeJY9NEPc0VrLvThidmJzw2WfBYnU807lQNd8OCSYilr4u5koWvVKsqXexzI+JgDCTPF82VrMar/EgVD9OU4zjhOE6pyzAu5DlcnowmBry1chHD4IBbdeugLW8C3k+eXjt5zPOy1Ka7pL9Pcv/CoO1seVusYVvvZcjqOt9Qzuiq/mGE8ujCVNCg4U4JayE3dQcGT7ndsL49u7N1rXD9EnTg7ZwPtPkqwqrOc7COJm1fwXpicswT9QmPVXPuVgtmoeHImnxRTzkJ6a6grgZVLAWt6xkGrNjNySoX5cQStE58wt204GGY8iC0fdDt5mu1ZTJ8rENeiqO2HKr72yV5P/Uhr6XVDRcOKlrDYSlNydoNwyHDPiDnNvMuYFXLCnyubF1uysPOhKx1/VkdrAwRKmDtvkDog1ZlRnAeOUMXOSRu+YCbKrBJopokJnXkaNL0Fawn6hOeqE94vDrhbphzFBpm1jC1yMTafsiwKn8nm8KVrr+9mPU1+2AZtqKHfqiw8ZqFVxz5hBOblIpi/h0nD7RlQvy8rWgmiTRJpCoQSlsvb5PUVbEoB+zyj4YDP7M4RP2SDpTQtWzfrr3Txe+qs7shaxMFrP0RCESdgcsGBzlEbHkldyqH4FRVYlrFfpL7nWrBY6y+y6sAABtOSURBVNWcx6sTHqvy/MS7Yc7UIke2IOBMSyWrWhkuVKi6CXEQurqQtfCKhHHiUxbeMLHZIGBZnqNVTZiVixTmVaIJZSHZyldv+D24RVK3YKlbvkE0mnO6Hwbt5P1Q4eC2V4O29kMNWSIiu8rLau6hrIM1rWM/yf1O1XC3WnA3zPuAdS/M83AhMQesMum9GizlAApa1zUMWMmNaHl5mSM3Fl4xsciJT1be01RljlbVcFRNmNaRqkqEKpG62yJ1B15br2bZspqlcLV/hm3XDRkGW2nry0x92LmQpXL44VMby0EK5VY5VXcBT14TaxZa7oYyBys0fcC6Z4t+TtakTI/IAevRYKUa/tWs19KjGcnLOn5mTDzSeJV/3+WXnOdo5QsTXgwzptVyTTMrt0PKbZ0Pxis3+qYciLsqFjy6RIDslm4+Vvdx4WYrbdrf1P2SV0jvXMgSEdlHXubMhuD9/VZrS8xCyyREjmw5B+vImvLorrz1wRzUvCZgRwHreoZBK+JE8pXPEeuDbf6a0VjNrLTNJOSAXNtydf5Q7jfZH3TXnvs5WXB2oNKCpNt31qoEK4uTsrmtL2hvQpaWadg/lQVaLd8uLwX9lbL5tjhmXpYBiNSDZRq6OVgT4mCZGmeCMzXbcKGPKh83oVtOZoIRcRKwcC/tlohEJp7bppsAP7HYt18dUt+ulKHc1WBV/qHhpGm4WOCS3bDeVusXLwza+jLzSvcmZImI7DSjzOWgv0VOXVZxXy7T0PaT3NcD1sSsD1VdJUsh62akvlrlBLP+c0rQiiSmFjlxL1d6ptJmXlbjz7c9GrYxaxWNfgjpvCYrq77LDjgv/HbDhWHtNYUsEZHb5f2JcLnZc1m2JJQb23cH7eUk9/wYBqxuXUDgkbtb6Orqy0kMr9I0ojuBZcCalF9vcu8vNpiWNuoWh+3arruBtw2qWKuPHJxWKhyqXu2vlblZ3bOttPlFKWSJiNwEc8BzscPyQbvqnim3zSmP/ipCKI9lwKrMHglUqmhdXqBaVqzIoz6JtFJECt08OHy5WHLfRqttGMxLKyyHDC+2IWq7vTFCWylkiYjcMFtZgiH1C/FWltfB6q8itGXFaj1gbQpWmpt6Md2tvoa/w4Tn363loBVxKrPlBQfufftAtyD2shpm68FqfchQWepwDdtYw4UiIltQOt/uYNzP4ymGt8pZDheuz8FaDVgKVVez/nuL5RZfXdCKRKryeVWuMgzmfZVrpa0G65ZZuSXYIwfZRz5X4tp76214xSZVyBIRGVFYq2qdZljRyp8/GrA0L+ti0trvubKwErQqM5JvHvIbtlG4zLCgyAYKWSIiN2z94Fxx+q1ywmCye/+eQcBSsLq84e9seR/V0A8j5vd0v/fNq+uvB2IFLrkK/fWKiNyCTUHrvA5YAev6zvsddl89K2BtpND10nWJtj/3L9jMftDMnjOzDw1ee7mZvdfMfrc8P1VeNzP7HjP7mJl90MzeeKUdEBG5Idvqw86rfGzqfHUV4fg2/Y7PDbuXOKi65mMdjJtoy4ucJr0T+PK1194OvM/dXw+8r3wO8BXA68vjGeD7rr2FIiLX8072oA9T1er26Hctt+Xc/2nu/kvAn6y9/BbgXeXjdwFfOXj9hzz7FeBlZvbqm9pYEZHLus0+rL/1StEt3dB/foGVvrv5WAoCN6f7XV7kas31Nhq24Xr7ipznqn/Fn+3unwQoz68sr78G+IPB+54tr4mI7BL1YSIyups+Vdo0gLkx9pvZM2b2fjN7f3vy4g1vhojIlVypD4svqg8TkUddNWR9qiuhl+fnyuvPAq8bvO+1wCc2/QB3f4e7P+3uT9dH9664GSIiV3KjfVh1T32YiDzqqiHr3cBby8dvBX5u8PrXlit03gQ835XkRUR2iPowERnduYuRmtmPAl8KvMLMngW+DfhO4CfM7OuA3we+urz9PcCbgY8BD4G/NcI2i4hcmPowEdmWc0OWu/+NU770ZRve68DbrrtRIiI3RX2YiGyLrhEWERERGYFCloiIiMgIFLJERERERqCQJSIiIjIChSwRERGREShkiYiIiIxAIUtERERkBApZIiIiIiNQyBIREREZgUKWiIiIyAgUskRERERGoJAlIiIiMgKFLBEREZERKGSJiIiIjEAhS0RERGQEClkiIiIiI1DIEhERERmBQpaIiIjICBSyREREREagkCUiIiIyAoUsERERkREoZImIiIiMQCFLREREZAQKWSIiIiIjUMgSERERGYFCloiIiMgIFLJERERERqCQJSIiIjIChSwRERGREShkiYiIiIxAIUtERERkBApZIiIiIiNQyBIREREZgUKWiIiIyAgUskRERERGoJAlIiIiMgKFLBEREZERKGSJiIiIjEAhS0RERGQEClkiIiIiI6iv881m9nHgPhCB1t2fNrOXAz8OfC7wceC/cPfPXG8zRURunvowERnTTVSy/rK7v8Hdny6fvx14n7u/Hnhf+VxEZFepDxORUYwxXPgW4F3l43cBXznCvyEiMhb1YSJyI64bshz452b2G2b2THnts939kwDl+ZXX/DdERMaiPkxERnOtOVnAF7v7J8zslcB7zez/ueg3lg7tGYDpvaeuuRkiIldyI31Y/TL1YSLyqGtVstz9E+X5OeBngS8CPmVmrwYoz8+d8r3vcPen3f3p+ujedTZDRORKbqoPq+6pDxORR105ZJnZPTN7vPsY+CvAh4B3A28tb3sr8HPX3UgRkZumPkxExnad4cLPBn7WzLqf80/d/Z+Z2a8DP2FmXwf8PvDV199MEZEbpz5MREZ15ZDl7v8W+IsbXv93wJddZ6NERMamPkxExqYV30VERERGoJAlIiIiMgKFLBEREZERKGSJiIiIjEAhS0RERGQEClkiIiIiI1DIEhERERmBQpaIiIjICBSyREREREagkCUiIiIyAoUsERERkREoZImIiIiMQCFLREREZAQKWSIiIiIjUMgSERERGYFCloiIiMgIFLJERERERqCQJSIiIjIChSwRERGREShkiYjcEHfD3frPk692sQlb/5ZHRE/lvelmN+4lrPtddr/bs9+72kbDNlxvX5HzKGSJiOwAharbo9+13BaFLBGREaRzKh6bDvMJH2djpLfpd3xe5DqvLYfM1YaH4ibaUiFLROQWxEF3G8uQ1LkHd1Vcru2832H31TgYJowXOTRq2PCl6xJtX4+4GSIiL0nrlY9NAat/L07CqYYHeU9UFsrXlyEh6Lz4QjYFq/X5WN3vfeU9ZwSty1SzRDoKWSIiN8Hzo5sYndxIWH9wjm79gTu5Ec2IOBPyc3AHS/QDDJsmaes4fyGbJrh3gSqRiO7E8nnEicN2IhBPaUN369t5xSOfa8hw76234RWbVCFLROSGDa9Ai4T+CrXoIT/MSA6RfJAPZjkEOGCJQFipsgS6oKbhw8tYr1R1Aat7PboTndIW1rcP5KsKh9WsR64qdFYDl3LV4Rq28aaQfQaFLBGRm+AGGE6pgLgRu2eMROgfkVBecxJrYcAhEqlssBQEGiq8rPUhw+hdJStXsZa/+xKwBu2TuvYZtGFyK61kl5uPlZS+9sYIbaWQJSJyA6wUovJaSpRhpnLQ9kDjFdGNhVcc9cOFxqIc/CfluB3L/Kzk3lew8utxC3t1GNJgaLD7vHFn4V4CVg5Ri9JGjVcrbZfIbdpVs8zXH96/3tOQ4f4atF3XpuaOufVtflEKWSIiN8HJZZE+YBmth/6gHT3QeE0iH8wnHqnwPM+qdOoBp+qGDmElZMnVDSuFebgQFu40GI0bjQcWXpEwGq9LW+XA1Xro52YN23h92Mi6wtl5B2CFr91xXlt0ASutvXaIISt6IpjK5ftE80fkJaOfs2H9quBtCrSpok0VjefHwitOfMrEIo1XOWSRwCiVK6hWrjR0DRJe07AXipQ5WOQhwi5gNV7RkNtm4cv26tqvTWG52vugmvVI2OqGm/rA5avPsrvW26prw65NB22tSpaIyC0zh5QgJaONgZgCrQfmqaZJFSc+4cgnLLzhxCclYOVhwEgq4WoZtIYUtK5m/TQvDwvSDxF2AevEJ5z4hIVXzMvHTaqYpzpXI1OgjYGUDE8QhgdbXw9cFwhWOgHdPk9AdcrXBm14Wltf0M6FrIvc20v2m9pYDlIyLBkejZgCTapYxHygfpim3E0LTmzCxGb5/SEf7CcemVokmFORqNwJg1Pl9cAllzNc+6q7CCFf8ZmHbXMFa8KLacbDNOMkTZinCQ/TlHmqWcSKJlXEFPCY2zi3NbkIWYYPl3N31lYK7ysjrorWLnIfVKuGc7F8pU3pVlhJa8OH59i5kCUiso8sAtFIMRBjYNFWnMSakzjhOE54GPIw4TBANVZzZAtO3HPQIlFZ6s+UFbBuxsoio2VCezcHqxsifJhmfdB6GKccxwknccJJrFm0FTEGUgwQLbd1Oeha95wc64KUlzFJhar9M2w7975dLVnf1ntdyTpLIuky5j2h24HIaS4zn2FvOFg0iLnKEWPIVaxYcxJrjuOUB6HtA1Yqk+Fn1pTqVktlvgxZQLXhbygodF3Ipmp5t+ZVF7LyBQn1cogwTXiYZtyPRzyIM47jlJNYM4+5mhVjgGQlZOWgZYn+uatmWTlA28qQk9pt5w3aydxx9z5E94F60OYXtbMhKy8EZ3mCojt1+ZtR0Np9w4DVXckTy+XsIofIPHe8IUJsArEJNJOKk2bCgxCpQyKU8JTcaKqKE284soaJRSpLucpV/naqleFCnbBcx8otjbqV3AmDKz7zcOE8TXgYpzyIM15oj3jQznjQTDlpJjRtRWwC3gSquGxrS+tVLJaVENAaWftoePFCmZO1Us1Kue0vamdCVpcW86Wy3WJ9YbBonPeTBeNap1PpqsOtOu0qwq7d8m0rwnKxv3Jriv44on7opeHA2zm0kFrDWiO1FU1Tc1IlqjClDl3ACss5WmHBJEQmFsswYp78HgYTPhSwbsYwaPUn8N1VhZ7nXD1MeYjwOE77gPWwmXLS1DRNTWorrLRvaMHaUtmIvgxbsRyMu6qIp+Wcn+HcLNkNyfPc92EblTazbqhwvX2jYe3F/4mdCVn5DKCbMNr95w80DidlEb6ArayC3Gldi/Ttmu7WFSceaZzlZdIpX6nDetCSwzZcrPEQ29zLQbcxrDHSItBWFSdhgpX/5HlJh8BJNeG4angxzJiFljrEfqiwm/wOrMzdkusb3puwP5l3oy1XEc5T3c/B6gLWw8WEk8WEdlHhi0Ao7WttDtWhzVWNHLrW5mTF9MgwoSeF5l3jKWHV4CrDYdt1Qav1lbYO+xiyLIHHfOnzcZzyYppxPx1xzxoILQ0tFZYvnZWdl4cIncbhfqq5n454MeV5Dm3srtLpJo5qzsJBG8xz6Nr80JhDaKBagNeGh0AKFa05x0xxX15xOKtajqoJ0ypSW6IO+TlY6ocJT5t7FQ7xlzeC06YmdHO18q1y8hIbbapoPc+h6+ZgnTQTTpo6B6x5RZpX2DwQFka1yG0dBkGrr2DFhMWylkdXHUkJ95RfGxqOAGhJh/F5AhvefH0QrEobWUrLilZKpXKVsBSw6IRSxdy/kDU4CzxpJjzf3OHTzeM8Ho4BeNFPmFjKlzcf5Gnw4ekuk248cD8d8Vz7BJ9uHuf55g4nzaQ/G+xKsH2nJIfFu8WjBsMql+ig9oZ3AQuqueEBUghE6ryIZVk7a95WTKvItI5MQqQKqczXcgLLpRvWq1iqal1NV71a/7xbwT2VRWP7JTfavOxGU4Z728VawJpbH6Zz0HJC4/k5et+XWRxUtDYsEeBp9VlujyfHguXnbqgQBsOFpYIVPVe5Ym7bZVtDaC6+DNFOhCwrHVSYBx4eT3nu+B5PTp4C4H66w70wz5NDSTqT2xPdHewbr3gxzfh08zjPnjzFc8f3eHg8JcxD6ah82SGhTueQePJcN3DHus6qcarF4a2T1lWywhw8UKY15MUrUzKa2E2GT8yrRFWlHLCqhJWAZZbDlA0ClcLVzRiGLe9u9uyUexIuF4+NZfmN2ARSm4cI+4B1YoRFbuPQDB7l4GtNylWPNuXhphhXryzsn3UM2xldRWv9StAYIVZYW9q0SYQ6ECZOaIxwieS0OyHrBOoHxvz+lD+aPgHA880dnpwcc6daMAmpv/JG9kMiz687jlOeb+7w3PE9/uj5J2jvT5k9MKoTqOZOWOTOSPMVDo+nlIeD20hYRKq5U51se6tG4FCVgNWtHmBuxAQpBbw1Yh1Ik0QTnFAlrHJCKKHKwMz7hQfslHB12uuyyn1zkO9e9+5jL6GrLCKbyjIN3oQ8wb2xZQVrkY9T1SK3dbXw3H81TmgTofUcsFJaVuZj7Csk6t92V99PpdJmddW3o5W29TYRGqOaO37KQvGbjBayzOzLgX9EHvj83939O099c3KmD5z2BSPNKh5yl99f1Hz6zmMcTRrqctb3SAldQ4c7ZX1tmlTmobQxcNJMeHg8pb0/ZfKZiukLMH3g1A8jtmjx7qxPDos7HiPWttiipX4YmT7Y/auBL9V/UU4U5w7dhTn9ujpGbA2fOF47qQpQOalyPHieImI+uG9O+Rs4pdinkHUxp4Ws5SGjXxMIPN8qx8oaWETLyzS0eZJ7PzQ4zwGrLieH1cKpGicscqXD2pgrH30lKwetlflYqtTvnuRQ2XJelofcdqG0ZVXatjFCZVSV4YuL//hRQpaZVcD3Av8Z8Czw62b2bnf/nY3vj87s+UScVIAR5jXtg4r7sxkvTByrulXexthaGU25YtRj7qzCPDB7YExfgNlnYPZ8on7YEo4bPHYTDnW2dzC8tGlM0OR2rh+2zJ6/xGngFly2/wIgQT3vhhzyRR0pQpzmOWheG6k2QgVelTPh4PRZoLvvsJ0dsnSIvqZ+2RhbudI1OPlWOZF+odFumYbhHKxqngNWPXeqEyfME9UiEZouXMX8/z3F1cnvg2FDL/1cPzVCfd7tKZPf87yshKewnJc1bKvU/QFXECPWBkKTIBge7FLLRo1Vyfoi4GPu/m8BzOzHgLcAm0NWcqZ/2gBQNYH6oRGPjDit8HpZgj/t5ER208pKuW0ps5/kCtbs+cT0TxvqF+ZwsijzF0pno05n//VzHcqBp2ngZEH9Qo1XO1/JulT/BbkPq06Wy1RYMlK5CinV+eE1pAq8styfBRuEK1YC1+oPV7S6lvUDR5dju/5p0E/llfvLQqPDZRqaLmyVCtaJU80TVZOWlawmV7JoYz8nq6vQ90OF6tt2T+mruiFDjxEzgxCgjVgVIEQsBILlStZlCj5jhazXAH8w+PxZ4C+d+u6UmHzmmNAkquOa2Z2K9iif+Xm17IQ6Clu7beWY0BUhY54gWp841XFk8qClejDHHhzD8THe5CFDTXw/HLktIzQt2BwLAQvGZNsbdr7L9V9080rzUEO3SGVqITW2DFlVPmHsHoRB33ZWyFIJ/2athaw+aPWrty9vnbJcpsFLJasMEXYBax6xRSQsWqyJOWCtV7G6qRCqXO2e7mQwlSH7GPOQ/7Ca1QbMjGD5DjThkueIY4WsTb3CytHTzJ4Bnimfzn/ht77jQyNty216BfDpbW/ENR3CPsBh7Md+70M5cNHyCk74NC888o7PufVtuphz+y94tA/7pZ//5n3vw/b7/9vSIezHIewD7OJ+dH/JXdY9f0mZ0/bhQv3XWCHrWeB1g89fC3xi+AZ3fwfwDgAze7+7Pz3SttyaQ9iPQ9gHOIz9OIR9gL3cj3P7Lzi8PuwQ9gEOYz8OYR/gMPbjuvsw1uSIXwdeb2afZ2ZT4GuAd4/0b4mI3CT1XyJyI0apZLl7a2ZfD/wC+RLoH3T3D4/xb4mI3CT1XyJyU0ZbJ8vd3wO854Jvf8dY23HLDmE/DmEf4DD24xD2AfZwPy7Zf8Ee7uMGh7APcBj7cQj7AIexH9faB3MtACkiIiJy43Z+wRoRERGRfbT1kGVmX25mHzWzj5nZ27e9PRdlZh83s982sw+Y2fvLay83s/ea2e+W56e2vZ3rzOwHzew5M/vQ4LWN223Z95S2+aCZvXF7W750yj58u5n9YWmPD5jZmwdf+5ayDx81s7+6na1+lJm9zsz+pZl9xMw+bGbfUF7fm/Y4Yx/2rj2uYl/7L9jPPuwQ+i84jD7sEPovuIU+zN239iBPKv1/gc8HpsBvAV+wzW26xLZ/HHjF2mv/M/D28vHbgf9p29u5Ybu/BHgj8KHztht4M/Dz5HWD3gT86ra3/4x9+Hbgv9/w3i8o/69mwOeV/2/VtvehbNurgTeWjx8H/k3Z3r1pjzP2Ye/a4wr7vrf9V9n+vevDDqH/OmM/9upv5hD6r3P240baY9uVrP72Fe6+ALrbV+yrtwDvKh+/C/jKLW7LRu7+S8CfrL182na/Bfghz34FeJmZvfp2tvR0p+zDad4C/Ji7z93994CPkf/fbZ27f9Ldf7N8fB/4CHm18b1pjzP24TQ72x5XcGj9F+x4H3YI/RccRh92CP0XjN+HbTtkbbp9xVk7t0sc+Odm9huWV34G+Gx3/yTkhgNeubWtu5zTtnvf2ufrSxn6BwfDHHuxD2b2ucAXAr/KnrbH2j7AHrfHBe37vhxKH7aXfy+n2Mu/mUPov2CcPmzbIetCt6/YUV/s7m8EvgJ4m5l9ybY3aAT71D7fB/xZ4A3AJ4HvKq/v/D6Y2WPATwPf6O6P3nxm8NYNr+3EvmzYh71tj0vY93059D5s39pnL/9mDqH/gvH6sG2HrAvdvmIXufsnyvNzwM+Sy4Wf6sqf5fm57W3hpZy23XvTPu7+KXeP7p6A72dZvt3pfTCzCfkP+0fc/WfKy3vVHpv2YV/b45L2el8OqA/bq7+X0+zj38wh9F8wbh+27ZC1l7evMLN7ZvZ49zHwV4APkbf9reVtbwV+bjtbeGmnbfe7ga8tV4W8CXi+KwPvmrWx/a8itwfkffgaM5uZ2ecBrwd+7ba3bxMzM+AHgI+4+3cPvrQ37XHaPuxje1zBXvZfcHB92N78vZxl3/5mDqH/glvow8actX+RB/mKg39DnqH/d7e9PRfc5s8nX13wW8CHu+0GPgt4H/C75fnl297WDdv+o+TSZ0NO5F932naTy6LfW9rmt4Gnt739Z+zDD5dt/GD5I3j14P1/t+zDR4Gv2Pb2D7brPyaXmT8IfKA83rxP7XHGPuxde1xx//eu/yrbvZd92CH0X2fsx179zRxC/3XOftxIe2jFdxEREZERbHu4UEREROQgKWSJiIiIjEAhS0RERGQEClkiIiIiI1DIEhERERmBQpaIiIjICBSyREREREagkCUiIiIygv8fMBo8Atj5EKcAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 720x360 with 2 Axes>"
       ]
@@ -749,10 +751,12 @@
     "solution_numba_nine = main_loop(evolve_numba_nine, grid)\n",
     "save_checkpoint(solution_numba_nine)\n",
     "\n",
+    "# for the present test, explicitly delete the objects we need to read back in\n",
     "del grid, n_iterations, n_points, dt, D\n",
+    "\n",
     "grid, n_iterations, n_points, dt, D = load_checkpoint()\n",
     "\n",
-    "n_iterations *= 5  # let the simulation run a bit longer\n",
+    "n_iterations *= 10  # let's run the simulation a bit longer\n",
     "solution_resumed = main_loop(evolve_numba_nine, grid)\n",
     "\n",
     "plot_grids(solution_numba_nine, solution_resumed)"
@@ -760,10 +764,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
+   "execution_count": 27,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
    "outputs": [],
-   "source": []
+   "source": [
+    "# save/restore parameters via YAML\n",
+    "import yaml\n",
+    "\n",
+    "def save_parameters(par):\n",
+    "    with open(\"parameters.yaml\", 'w') as fp:\n",
+    "        yaml.safe_dump(par, fp, default_flow_style=False, indent=4)\n",
+    "\n",
+    "def load_parameters():\n",
+    "    with open(\"parameters.yaml\", 'r') as fp:\n",
+    "        par = yaml.safe_load(fp)\n",
+    "    return par\n",
+    "   \n",
+    "par = {}\n",
+    "# fix for YAML: convert the NumPy objects we got via load_checkpoint() back to Python-native datatypes\n",
+    "par[\"n_iterations\"] = int(n_iterations)\n",
+    "par[\"n_points\"] = float(n_points)\n",
+    "par[\"dt\"] = float(dt)\n",
+    "par[\"D\"] = float(D)\n",
+    "\n",
+    "save_parameters(par)\n",
+    "par_restored = load_parameters()\n",
+    "\n",
+    "assert(par == par_restored)"
+   ]
   }
  ],
  "metadata": {
@@ -783,7 +815,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
-- 
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