Repository: stared/livelossplot (language: python)

Issue:
sliding start of epochs
On the X-Axis, we have the epoch starting at 0.  This means that as I train more, the graphs are getting "scrunched" in width.  Would it be possible to add the ability to define the width of the graphs in epochs?  For example, if I define 100 then the graph will grow to show 0-99 but as I pass that the graph will show 1-100 and then 2-101, and 3-102.  Basically a sliding/scrolling graph showing my last 100 epochs?


Discussion / hints:
@kolban-google Thanks for asking. We plan to add it in the next edition.

Fix patch:
diff --git a/.github/workflows/pythonpackage.yml b/.github/workflows/pythonpackage.yml
index 377412e..66f14cc 100644
--- a/.github/workflows/pythonpackage.yml
+++ b/.github/workflows/pythonpackage.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8]
+        python-version: [3.6, 3.7, 3.8, 3.9]
 
     steps:
     - uses: actions/checkout@v2
diff --git a/examples/minimal.ipynb b/examples/minimal.ipynb
index 900225b..2ea7d02 100644
--- a/examples/minimal.ipynb
+++ b/examples/minimal.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# livelossplot example: basic API\n",
     "\n",
-    "Last update: `livelossplot 0.5.0`. For code and documentation, see [livelossplot GitHub repository](https://github.com/stared/livelossplot).\n",
+    "Last update: `livelossplot 0.5.4`. For code and documentation, see [livelossplot GitHub repository](https://github.com/stared/livelossplot).\n",
     "\n",
     "<a href=\"https://colab.research.google.com/github/stared/livelossplot/blob/master/examples/minimal.ipynb\" target=\"_parent\">\n",
     "    <img src=\"https://colab.research.google.com/assets/colab-badge.svg\"/>\n",
@@ -17,7 +17,6 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {
-    "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
     }
@@ -29,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2019-03-02T08:24:59.816268Z",
@@ -48,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2019-03-02T08:25:50.230241Z",
@@ -58,7 +57,97 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy\n",
+      "\ttraining         \t (min:    0.787, max:    0.990, cur:    0.953)\n",
+      "\tvalidation       \t (min:    0.297, max:    0.992, cur:    0.973)\n",
+      "Loss\n",
+      "\ttraining         \t (min:    0.091, max:    0.500, cur:    0.091)\n",
+      "\tvalidation       \t (min:    0.105, max:    2.000, cur:    0.105)\n"
+     ]
+    }
+   ],
+   "source": [
+    "plotlosses = PlotLosses()\n",
+    "\n",
+    "for i in range(10):\n",
+    "    plotlosses.update({\n",
+    "        'acc': 1 - np.random.rand() / (i + 2.),\n",
+    "        'val_acc': 1 - np.random.rand() / (i + 0.5),\n",
+    "        'loss': 1. / (i + 2.),\n",
+    "        'val_loss': 1. / (i + 0.5)\n",
+    "    })\n",
+    "    plotlosses.send()\n",
+    "    sleep(0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAI4CAYAAAB3HEhGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAACyi0lEQVR4nOzdd3zV5fn/8dd9MgkJIyFksMJIIEAStghuEXCAe29t/Wpra3ft0tbavWx/alsXal1VcKBliIoLQRkSVhL2CJxAwkoI2ef+/fFJMCIj4ySfc07ez8fDx0nOfDPk5Dr3dV+3sdYiIiIiIiIiredxO4CIiIiIiEioUIElIiIiIiLiJyqwRERERERE/EQFloiIiIiIiJ+owBIREREREfETFVgiIiIiIiJ+ogJLRERERETET1RgiTSTMeZ9Y8x+Y0yU21lERET8wRiz1Rgzye0cIqFABZZIMxhj0oDTAQtMb8fXDW+v1xIRERGRllOBJdI8NwFLgKeBmxuuNMb0Mca8aowpNsbsNcY83Oi2rxtj8owxZcaYdcaYUfXXW2PMoEb3e9oY82D912cZYwqNMT82xhQBM4wx3Y0xb9W/xv76r3s3eny8MWaGMWZX/e2v11+/xhgzrdH9IowxJcaYkW31myQiIsHPGBNljHmo/n1lV/3XUfW39ah/HzpgjNlnjPnIGOOpv+3Hxpid9e97BcaYc939lYi0LxVYIs1zE/B8/X9TjDFJxpgw4C1gG5AG9AJeAjDGXAn8sv5xXXBWvfY28bWSgXigH3AHzv+vM+q/7wtUAA83uv9/gBhgGNAT+Fv99c8CNzS63wWA11r7eRNziIhIx/QzYDwwAsgBxgE/r7/t+0AhkAgkAT8FrDFmMHA3MNZaGwdMAba2a2oRl6ntSKSJjDGn4RQ3L1trS4wxm4DrcFa0UoEfWmtr6+/+cf3l14A/WmuX1n+/sRkv6QPut9ZW1X9fAcxqlOc3wML6r1OA84EEa+3++rt8UH/5HPALY0wXa20pcCNOMSYiInIi1wPfstbuATDG/Ar4N/ALoAZIAfpZazcCH9Xfpw6IAoYaY4qttVvdCC7iJq1giTTdzcDb1tqS+u9fqL+uD7CtUXHVWB9gUwtfr9haW9nwjTEmxhjzb2PMNmNMKfAh0K1+Ba0PsK9RcXWEtXYXsAi43BjTDacQe76FmUREpONIxenOaLCt/jqAP+F8aPi2MWazMeZegPpi6zs43Rt7jDEvGWNSEelAVGCJNIExphNwFXCmMaaofl/Ud3FaJnYDfY8ziGIHMPA4T3sYp6WvQfJRt9ujvv8+MBg4xVrbBTijIV7968TXF1DH8gxOm+CVwGJr7c7j3E9ERKTBLpzOjQZ966/DWltmrf2+tXYATvv79xr2WllrX7DWNnR9WOAP7RtbxF0qsESa5hKgDhiK04s+AsjEaYm4BPACvzfGdDbGRBtjJtY/7gngB8aY0cYxyBjT8Ga1ErjOGBNmjJkKnHmSDHE4bYIHjDHxwP0NN1hrvcBc4NH6YRgRxpgzGj32dWAUcA/OniwREZGjRdS/h0UbY6KBF4GfG2MSjTE9gPtw2s4xxlxU/55mgIM475E+Y8xgY8w59cMwKnHet3zu/HJE3KECS6RpbgZmWGu3W2uLGv7DGTJxLTANGARsx9n0ezWAtfYV4Dc47YRlOIVOfP1z3lP/uAM4fe6vnyTDQ0AnoARn39e8o26/EacnPh/Yg9OiQX2Ohv1b/YFXm/7LFhGRDmQOTkHU8F80sAxYBawGVgAP1t83HXgHOAQsBh611i7E2X/1e5z3qiKcoUs/ab9fgoj7jLVHdyGJSCgyxtwHZFhrbzjpnUVERESkRTRFUKQDqG8pvB1nlUtERERE2ohaBEVCnDHm6zhDMOZaaz90O4+IiIhIKFOLoIiIiIiIiJ9oBUtERERERMRPAm4PVo8ePWxaWprbMURExEXLly8vsdYmup3jePReJSIix3uvCrgCKy0tjWXLlrkdQ0REXGSM2eZ2hhPRe5WIiBzvvUotgiIiIiIiIn5y0gLLGPOUMWaPMWbNcW43xph/GGM2GmNWGWNGNbrtZmPMhvr/bvZncBERERERkUDTlBWsp4GpJ7j9fJzTvNOBO4B/wpFzd+4HTgHGAfcbY7q3JqyIiIiIiEggO2mBVX9uzr4T3OVi4FnrWAJ0M8akAFOABdbafdba/cACTlyoiYiIiIiIBDV/7MHqhXOIaYPC+uuOd/1XGGPuMMYsM8YsKy4u9kMkERERERGR9hcQQy6stY9Za8dYa8ckJgbsVF4REREREZET8keBtRPo0+j73vXXHe96ERERERGRkOSPAms2cFP9NMHxwEFrrReYD0w2xnSvH24xuf46ERERERGRkHTSg4aNMS8CZwE9jDGFOJMBIwCstf8C5gAXABuBw8Ct9bftM8b8Glha/1QPWGtPNCxDREREREQkqJ20wLLWXnuS2y3wzePc9hTwVMuiiYiIiIiIBJeAGHIhIiIiIiISClRgiYiIiIiI+IkKLBERERERET9RgSUiIiIiIuInKrBERERERET8RAWWiIiIiIiIn6jAEhERERER8RMVWCIiIiIiIn6iAktEREKCMWaqMabAGLPRGHPvCe53uTHGGmPGNLruJ/WPKzDGTGmfxCIiEorC3Q4gIiLSWsaYMOAR4DygEFhqjJltrV131P3igHuATxtdNxS4BhgGpALvGGMyrLV17ZVfRERCh1awAtjh6lq27S13O4aISDAYB2y01m621lYDLwEXH+N+vwb+AFQ2uu5i4CVrbZW1dguwsf752k5NJWxYAGW72/RlRESk/anACmAPv7eRqQ99RGlljdtRREQCXS9gR6PvC+uvO8IYMwroY639X3MfW//4O4wxy4wxy4qLi1uX9sB2eP4KyJvduucREZGAowIrgK0qPEhFTR3z1xS5HUVEJKgZYzzAX4Hvt/Q5rLWPWWvHWGvHJCYmti5Qj3TongYb3m7d84iISMBRgRXA8otKAZidu8vlJCIiAW8n0KfR973rr2sQBwwH3jfGbAXGA7PrB12c7LH+ZwxkTIUtH0L14TZ9KRERaV8qsALUnrJKSg5V0yM2kk827aXkUJXbkUREAtlSIN0Y098YE4kztOJI/5219qC1toe1Ns1amwYsAaZba5fV3+8aY0yUMaY/kA581uaJ0ydDbaVTZImISMhQgRWg8r1lANx99iDqfJY5q70uJxIRCVzW2lrgbmA+kAe8bK1da4x5wBgz/SSPXQu8DKwD5gHfbJcJgmmnQURn2DC/zV9KRETaj8a0B6g8r9MeeMnIXrzw2XZmr9zFTaemuRtKRCSAWWvnAHOOuu6+49z3rKO+/w3wmzYLdyzhUTDwbFg/H6x12gZFRCToaQUrQOUXlZHSNZpuMZFMz0ll2bb97DxQ4XYsERHxp/TJULoTdq91O4mIiPiJCqwAlectZUhyHADTclIBeFPDLkREQkv6ZOdSbYIiIiFDBVYAqq71san4EJkpXQDol9CZnD7dmL1SBZaISEjpkgIpOU6boIiIhAQVWAFoU/EhauosQ+oLLIDpOams85aycc8hF5OJiIjfpU+BwqVweJ/bSURExA9UYAWghgEXmfUtggAXZadgjNoERURCTsZUsD7Y+I7bSURExA9UYAWg/KIyIsM99O/R+ch1SV2iGd8/gTdzd2GtdTGdiIj4VepI6JwI6+e5nURERPxABVYAyvOWkpEUS3jYl/94po9IZXNJOWt3lbqUTERE/M7jgUHnOStYdbVupxERkVZSgRWA8rxlZCZ3+cr15w9PJiLMMFttgiIioSVjClQehMLP3E4iIiKtpAIrwBSXVVFyqOpLAy4adIuJ5Iz0RN7M3YXPpzZBEZGQMfBs8ISrTVBEJASowAow+UVfHXDR2PQRqXgPVrJs2/72jCUiIm0puiv0PRXWv+12EhERaSUVWAEm31sGcMwVLIBJmUlER3iYnbuzPWOJiEhby5gKxXmwf5vbSUREpBVUYAWYvKJSkrpEEd858pi3d44KZ1JmEnNWF1FT52vndCIi0mYypjiXG7SKJSISzFRgBZg8bxlDjjHgorFpOansK69m0caSdkolIiJtLmEQdO8P6+e7nURERFpBBVYAqanzsXFPGZnHaQ9scNbgROKiwzVNUEQklBjjtAlu+RCqy91OIyIiLaQCK4BsLi6nps6SmXLsARcNosLDmDosmbfX7qaypq6d0omISJvLmAx1VU6RJSIiQUkFVgDJ89ZPEDzJChY40wQPVdWyMH9PW8cSEZH20m8iRMaqTVBEJIipwAogeUWlRIZ56N+j80nve+qABHrERqpNUEQklIRHwYCznEEXVucdiogEIxVYASTPW8agnrFEhJ38jyU8zMOFWSm8m7+HssqadkgnIiLtImMKlO6E3WvcTiIiIi2gAiuA5HtLm9Qe2GD6iFSqa328vXZ3G6YSEZF2lT7ZuVSboIhIUFKBFSD2HqpiT1nVSQdcNDaqb3d6deukNkERkVASlwwpI1RgiYgEKRVYASK/qAxo2oCLBsYYpuWk8vHGEvaVV7dVNBERaW8ZU6BwKZTvdTuJiIg0kwqsANEwQXBIctNXsACm56RS57PMWe1ti1giIuKGjCmAhY3vuJ1ERESaSQVWgMjzlpEYF0VCbFSzHpeZEsegnrFqExQRCSUpI6FzT1g/z+0kIiLSTCqwAkR+UfMGXDQwxjA9J5WlW/fhPVjRBslERKTdeTyQfh5sehfqat1OIyIizaACKwDU1vnYsPsQmc1sD2wwPScVa+GtXLUJioiEjIwpUHkQdnzqdhIREWkGFVgBYHNJOdV1vhatYAGk9ehMdu+uahMUEQklA84GT4TaBEVEgowKrABwZMBFM0a0H216Tiqrdx5kS0m5v2KJiIibortAv1Nhw9tuJxERkWZQgRUA8rxlRIQZBvSIbfFzXJSdijEwe6VWsUREQkbGVCjOh/1b3U4iIiJNpAIrAOQXlTKoZxyR4S3/40juGs24tHhm5+7EWuvHdCIi4pr0Kc7leq1iiYgECxVYASDfW9biAReNTR+RyqbictbVtxyKiEiQ6zEI4gfAhvluJxERkSZSgeWy/eXVFJVWtmr/VYPzh6cQ7jEadiEiEkoypsKWj6Bae2xFRIKBCiyX5RU5q00tnSDYWHznSE5L78FbuV58PrUJioiEhPTJUFcFmz9wO4mIiDSBCiyX5XnLABiS3PoCC5xpgjsPVLBi+36/PJ+IiLis30SIjFWboIhIkFCB5bJ8byk9YqNIjIvyy/NNHpZMVLhHbYIiIqEiPBIGnu0MutAQIxGRgKcCy2X5RWVk+mH/VYPYqHDOzezJnNVeaut8fnteERFxUfoUKNsFRavdTiIiIiehAstFtXU+CnaXMcQPEwQbm56TSsmhaj7ZtNevzysiIi5Jn+xcqk1QRCTgqcBy0da95VTX+vwy4KKxswb3JC4qXG2CIiKhIi4JUkfqPCwRkSCgAstF/h5w0SA6IozJw5KZv6aIypo6vz63iIi4JH0KFC6F8hK3k4iIyAmowHJRnreUcI9hUM9Yvz/39BGplFXV8sH6Yr8/t4iIuCBjCmBh4ztuJxERkRNQgeWi/KIyBvWMJTLc/38MEwcmkNA5Um2CIiKhImUEdO4J6+e5nURERE5ABZaL8rylfh9w0SA8zMMFWSm8m7eb8qraNnkNERFpRx6PM+xi43tQV+N2GhEROQ4VWC45cLga78FKvw+4aGz6iFQqa3wsWLe7zV5DRETaUcYUqDoIOz51O4mIiByHCiyX5BfVD7howwJrdN/upHaNVpugiEioGHg2eCLUJigiEsBUYLkkz1sK4NdDho/m8Rim5aTy4fpi9pdXt9nriIhIO4mKg34TNK5dRCSAqcBySb63jITOkSTGRrXp60zLSaXWZ5m7pqhNX0dEWmHju/D6N2DnCreTSDDImAolBbBvi9tJRETkGFRguSSvqJQhKXEYY9r0dYaldmFAYmdm5+5s09cRkRY6sB1m3gorn4fHz4b/XAbbPnE7lQSyjCnO5QatYomIBCIVWC6o81kKisrI9PMBw8dijGF6TiqfbtlH0cHKNn89EWmGulqY9XXw+eD/PoRz7wNvLsw4H5463znvyFq3U0qgSRgI8QNh/Xy3k4iIyDGowHLB1r3lVNX62nTARWPTclKxFt5apWEXIgHlwz/CjiVw0d8gJQdO/z58ZzVM/QMc2AbPXQ6PnQV5bzpFmEiDjKmw9SOoOuR2EhEROYoKLBc0DLhoqzOwjjYwMZZhqV14U9MERQLH1o/hwz9BznWQfeUX10fGwPg74dufw7R/QOUB+O8N8M8JsOplZ9VLJGMy1FXDlg/cTiIiIkdRgeWCfG8ZYR5DelJsu73m9JxUcgsPsrWkvN1eU0SO4/A+pzWwe3+44E/Hvk94FIy+Ge5eDpc9Dlh49evw8BhY/jTUVrVnYgk0fSdAZJzaBEVEApAKLBfkeUsZmNiZqPCwdnvNi3JSAbSKJeI2a+GNu6G8GK54CqJO8kFLWDhkXwV3LYarn4PorvDmPfD3EbDkn1B9uF1iS4AJj3TOxNrwtvbpiYgEGBVYLsgvKiOznfZfNejVrRNj07ozO3cXVm/GIu5Z+gQU/A/O+xWkjmj64zweyJwGd7wPN8yC7mkw7154KAs++gtUlrZRYAlYGVOgzAtFq9xOIiIijajAamcHK2rYeaCCIe0wQfBo03NS2bDnEPlFZe3+2iICFK2B+T+D9Mkw/hstew5jYNAkuG0u3DrXGY7x7gPwt+Hw3oNQvte/mSVwpU92LnXosIhIQFGB1c7yGwZcpLTPgIvGLshKIcxjmK02QZH2V30YZt4GnbrBxY86hVJr9ZsAN74KX18I/U93hmY8lOUUcWU6XDzkxfaE1FGwQfuwREQCiQqsdtawejS0nVsEARJio5g4qAdvqk1QpP3NuxdK1sOl/4bYRP8+d69RcM3z8I0lMORCWPIoPJQNb30P9m/z72tJYMmYAoXLoLzE7SQiIlJPBVY7yy8qpXtMBD3jolx5/ek5qRTur+DzHQdceX2RDmnta7DiGTjtO85ggrbSMxMufxy+tRxyroEVz8I/RsJrd0Hx+rZ7XXFPxhTAwoYFbicREZF6KrDa2TqvM+DC+KM9qAWmDEsiMtzD7JVqExRpFwe2w+x7oNdoOPtn7fOa8QNg+j/gnlwYd4dT4D0yDl6+GbwaiBBSknMgNkltgiIiAUQFVjuq81nWF5W5MuCiQVx0BOcM7sn/Vnup86lNUKRN1dXCrK8BFi5/EsIi2vf1u/aC838P31kNp30XNr0H/z4dnr8KdnzWvlmkbXg8kH4ebHwX6mrcTiMiIqjAalfb9pZTUVPnyoCLxqaPSKW4rIolmzVtTKRNffB72PEpXPQ3iO/vXo7YRJh0v1Nonf1zKFwKT54HT18Em9/XOUrBLmMqVJXC9iVuJxEREVRgtSs3B1w0ds6QnsRGhatNUKQtbfkIPvwzjLgBsq5wO42jUzc484dOoTX5N1CyAZ69GJ6YBAVzVWgFqwFngScC1s9zO4mIiKACq13le0sJ8xgG9Yx1NUd0RBiThyYxd42Xqto6V7OIhKTyvfDq1yFhEJz/B7fTfFVULEy429mjdeFfoXwPvHgN/Os0WDMLfPp3IahExUHaRNig87BERAKBCqx2tM5bxoAenYmOCHM7CtNGpFJaWcuH6zXaV8SvrIU3vgmH98IVTzrFTKCKiIaxt8O3VsAl/4K6auesrkfGwefPaU9PMMmY6hwDsG+z20lERDo8FVjtKL+olCEutwc2OG1QD7rHROjQYRF/++xxWD8XznsAUnLcTtM0YREw4lrnHK0rn4GITk6R+I+Rzq+npsLthHIy6ZOdy/VaxRIRcZsKrHZSWllD4f4KhiS7O+CiQUSYhwuyUnhn3W4OV9e6HUckNBSthrd/DulT4JQ73U7TfJ4wGHYJ/N9HcN0r0CUV5vzAObR40d+hqszthHI8CQOdllSNaxcRcZ0KrHZSECADLhqblpNKRU0dC9btdjuKSPCrLnfa6zp1h0seBZfOuvMLYyBjMtw2H25+C5KGwoL74G/D4f0/QMV+txPKsWRMha0fQ9Uht5OIiHRoKrDaSb63FMD1Ee2NjUuLJ7lLNG+qTVCk9ebd60zlu+zf0LmH22n8wxjofzrc9AZ87V3oNwHe/y38LQsW3A+H9ridUBpLn+zso9v8vttJREQ6NBVY7WSdt4yunSJI7hLtdpQjPB7DRdkpfLC+mAOHq92OIxK81rwKK551DvMdcJbbadpG7zFw7Ytw5yLnYNtFf4eHsmDOj+BgodvpADDGTDXGFBhjNhpj7j3G7XcaY1YbY1YaYz42xgytvz7NGFNRf/1KY8y/2j+9H/Q9FaK6qE1QRMRlKrDaSX5RKZkpcZgAaxuaPiKVmjrLvDVFbkcRCU77t8Gb34HeY+Hsn7qdpu0lD4crZ8Ddy2D4FbDsSfj7CHjjbti7ybVYxpgw4BHgfGAocG1DAdXIC9baLGvtCOCPwF8b3bbJWjui/r8g3EAHhEfCwLOdQRc600xExDUqsNqBz2cpKCpjSHLg7L9qkNWrK2kJMZomKNISdTUw63bAwuVPONP4Oooeg+CSR+DbK2HMrbD6FXh4DMy8HQ5sdyPROGCjtXaztbYaeAm4uPEdrLWljb7tDIReFZI+BQ4VgTfX7SQiIh2WCqx2sH3fYQ5X1wXUgIsGxhim56SyePNe9pRWuh1HJLi8/3soXArTHoLuaW6ncUe3PnDBn+CeVXDq3bDpXcCVlfpewI5G3xfWX/clxphvGmM24axgfbvRTf2NMZ8bYz4wxpx+rBcwxtxhjFlmjFlWXFzsz+z+k34eYHTosIiIi1RgtYP8osAbcNHY9BGpWAtvrfK6HUUkeGz+AD76C4y8AYZf7nYa98UlweRfw/fynaIrQFlrH7HWDgR+DPy8/mov0NdaOxL4HvCCMeYrn4hZax+z1o6x1o5JTExsv9DNEdsTeo2C9dqHJSLiFhVY7WCdtwyPgYykwCywBvWMIzOli9oERZqqfC+8eodz7tD5f3Q7TWCJcG2Qz06gcWXXu/6643kJuATAWltlrd1b//VyYBOQ0TYx20H6FNi5HA4F6CqbiEiIU4HVDvK9pfTv0ZnoiDC3oxzX9JxUVu44wPa9h92OIhLYrIU3vgEV++CKpyCys9uJxLEUSDfG9DfGRALXALMb38EYk97o2wuBDfXXJ9YPycAYMwBIBza3S+q2kDEFsLBxgdtJREQ6JBVY7SCvqJQhAbj/qrFpOSkAvLlKq1giJ/Tpv2H9PDjv15CS7XYaqWetrQXuBuYDecDL1tq1xpgHjDHT6+92tzFmrTFmJU4r4M31158BrKq/fiZwp7V2X7v+AvwpJQdik9UmKCLiknC3A4S6ssoaduyr4Jqxfd2OckK9u8cwul933szdxTfPHuR2HJHA5F0FC34BGVPhlP9zO40cxVo7B5hz1HX3Nfr6nuM8bhYwq23TtSNjnGEX695wJl12pOmWIiIBQCtYbWz97jIAhiQH5v6rxqbnpJJfVHYks99s/gD+kAalWh2TIFZdDjNvg07xcPGjzg+x8iU+n6W4rMrtGALOhwBVpbB9sdtJREQ6HBVYbWydt77ACvAWQYALslLwGJi90s+F0Cf/gIr9sH2Jf59XpD3N/RHs3QiXPw6dE9xOE5DeX7+HCb9/lxXb97sdRQacBWGRahMUEXGBCqw2lu8tpUt0OKldXZus1WSJcVFMHNSD2bm7sNZP52/u2wIb33W+Llrtn+cUaW+rZ8Lnz8Hp34f+Z7idJmDNWLSVhM5RZPXq6nYUiYqFfhNVYImIuEAFVhvLLypjSEoXTJC0E03LSWX7vsPkFh70zxMufxqMB7r0gqJV/nlOkfa0fyu89V3oPQ7OutftNAFr/e4yPtpQwo2n9iMiTG8tASFjKuzdAPuCdyCiiEgw0rtgG/L5LPneUoYGQXtggynDkokM8/inTbC2Cj7/Dww+H/qfqRUsCT51NTDzdsDA5U9oWMAJzFi0lahwD9eNC+yBPh1KxmTncv3b7uYQEelgVGC1ocL9FZRX1wXFgIsGXTtFcNbgRN5atYs6XyvbBNfNhsN7YeztkJwFh3ZD2W7/BBVpDwt/CzuXwfS/Q/d+bqcJWPvLq3l1RSGXjepF986RbseRBvEDICHdOVZARETajQqsNrTOWwoEx4CLxqblpLKnrIpPt+xt3RMte9J5g+9/1hfnBWkVS4LF5vfh47/BqJtg2KVupwloLy7dTlWtj1sm9Hc7ihwtYwpsWwRVfp4OKyIix9WkAssYM9UYU2CM2WiM+comBGNMP2PMu8aYVcaY940xvRvdVmeMWVn/32x/hg90+UWlGAODk4JnBQtgUmYSMZFhvJnbijbB3Wud8cBjbgOPB5KGO9cX5fonpEhbKi+BV/8PeqTD1N+7nSag1dT5ePaTbZw2qAeDg2i1vsPImAJ11c4HBiIi0i5OWmAZY8KAR4DzgaHAtcaYoUfd7c/As9babOAB4HeNbquw1o6o/2+6n3IHhXxvGf0TOtMpMsztKM3SKTKM84YmMWd1EdW1vpY9ybKnICwKRlxf/6TdoFs/56BWkUBmLbx+l3O0wBVPQWRntxMFtHlriigqreTWiWluR5Fj6XsqRHXRNEERkXbUlBWsccBGa+1ma2018BJw8VH3GQq8V//1wmPc3iHlFZUyJCU4P9GdnpPKwYoaPtpQ3PwHVx2C3P86bVUx8V9cn5ylFkEJfJ/+Cza8DZMfdP7Oygk9tWgLaQkxnD24p9tR5FjCImDgObBhAfha+IGZiIg0S1MKrF7AjkbfF9Zf11gucFn915cCccaYhpM4o40xy4wxS4wxlxzrBYwxd9TfZ1lxcQt+oA9A5VW1bNt7mMzk4Np/1eD09ES6dopgdkvaBFe/AtVlznCLxlJyYN8m7QWQwOXNhQX3weALYNzX3U4T8D7fvp/Ptx/glglpeDzBcRRFh5QxBQ4VqUVbRKSd+GvIxQ+AM40xnwNnAjuBuvrb+llrxwDXAQ8ZYwYe/WBr7WPW2jHW2jGJiYl+iuSu/CKniAi2ARcNIsM9XJCVzIJ1u6morjv5AxpY6wy3SMqC3mO/fFvDasDutf4LKuIvVYdg5m0Q0wMufgSC5Ow6N81YtJW4qHCuGNPH7ShyIoPOA4zGtYuItJOmFFg7gcbvnr3rrzvCWrvLWnuZtXYk8LP66w7UX+6sv9wMvA+MbHXqIJBf5EwQzAzSFkFwpgkerq7jnbxmjFYvXOa0AY697as/oCbXTxLUPiwJRHN/DHs3wWWPfbm1VY6p6GAlc1Z7uWpsH2Kjwt2OIycSmwi9RsMG7cMSEWkPTSmwlgLpxpj+xphI4BrgS9MAjTE9jDENz/UT4Kn667sbY6Ia7gNMBNb5K3wgy/eWERcVTq9undyO0mKn9E+gZ1xU89oElz0JkXGQddVXb+uSCp3ioUgFlgSY1TNh5XNwxg+g/+lupwkK/1myFZ+13DIhze0o0hQZU2Dncji0x+0kIiIh76QFlrW2FrgbmA/kAS9ba9caYx4wxjRMBTwLKDDGrAeSgN/UX58JLDPG5OIMv/i9tbZDFFh5XmfAhQniNqMwj+Gi7FQ+KCjmYEXNyR9weB+seRVyroao2K/eboxzHpYKLAkk+7bAm9+BPqfAmV85hUKOobKmjhc+3c6kzCT6xMe4HUeaImOKc7lhgbs5REQ6gCbtwbLWzrHWZlhrB1prf1N/3X3W2tn1X8+01qbX3+dr1tqq+us/sdZmWWtz6i+fbLtfSuCw1pJfVEZmkO6/amz6iFSq63zMX1t08juvfB7qqmDM7ce/T3IW7MmDuiYUbCJtra4GZt0OxgOXPwFhanVritc/38n+wzXcdpoOFg4aydkQl6I2QRGRduCvIRfSSOH+Cg5V1TIkSCcINpbTuyv9EmJOfuiwz+ecfdX3VEg6+pi0RpJznEMviwv8G1SkJRb+xmmbmv4P6NbX7TRBwVrLjEVbyUzpwin9tVctaBgD6efBxvegttrtNCIiIU0FVhvI8wb/gIsGxhimZaeyaGMJxWVVx7/jlvdh32YYc9uJn7BhkqDOwxK3bVoIHz8Eo2+BYZe4HCZ4fLJpLwW7y7htYlpQt0B3SBlTnSM0ti92O4mISEhTgdUG8ovKMAYykoK/wAKnTdBnYc5q7/HvtOwpiEmAoSc5Y7pHOoR30j4scdehYnjt/6BHBkz5ndtpgsqMRVtI6BzJtJxUt6NIc/U/E8IinYO0RUSkzajAagN53lL6xcfQOURGF2ckxTEkOe740wRLd0H+HBh5A4RHnfjJPGGQNEwrWOIenw9evwsqDsCVMyBSQxqaamtJOe/m7+H68f2IjghzO440V1QspJ0G6+e5nUREJKSpwGoDoTLgorFpOaks37afwv2Hv3rjimfB+mD0rU17suQsZwXLWv+GFGmKT/8JGxfAlN84xb402dOfbCXcY7hhvParBa2MqbB3o3Pmm4iItAkVWH52uLqWrXvLQ2LARWPT69uB3sw9qk2wrhaWPwODzoX4Jk4US8mGyoNwYLufU4qcxK6VsOB+GHwhjP2a22mCSmllDa8s28G07FR6xkW7HUdaKn2yc6k2QRGRNqMCy88KisqwFoaEwICLxvrExzCyb7evtgmunwtlu048mv1oydnOpfZhSXuqOgQzb4PYnnDxw85UNWmyV5YVUl5dx60TNZo9qMX3d/Yeqk1QRKTNqMDys/yiMgCGhliLIMC07FTyvKVs3FP2xZVLn4Quvb84xLIpeg51zh3SPixpT3N+CPu3wGWPQYzGizdHnc/y9CdbGJvWnazeXd2OI62VMQW2LoKqspPfV0REmk0Flp/leUuJjQqnV7dObkfxu4uyU/AYmL2yfhVr7ybYvBBG3+wMr2iqyBhISAevVrCknax6GXJfgDN+6Gzyl2Z5N283O/ZVaPUqVKRPAV8NbH7f7SQiIiFJBZaf5XvLGJIch8cTeu1HPbtEM35AArNzd2GtdUaze8Jh1E3Nf7KUbK1gSfvYtxne+p5zCPYZP3I7TVB6atEWenXrxOShSW5HEX/oOx6iuqpNUESkjajA8iNrLXlFpSG3/6qx6TmpbN17mDXbdsPK52HIhRCX3PwnSs6C0kI4vM//IUUa1FbDzNvB44HLHoew0Dg6oT2t21XKks37uOnUfoSH6S0jJIRFwKBzYMMC59gCERHxK71b+tHOAxWUVdaG3ATBxs4fnkJEmGHzB89Dxf7mDbdoTIMupD0sfBB2rYDp/w+69XE7TVCasWgLnSLCuGasRrOHlPQpcGg3eFe6nUREJOSowPKjfK+zYTjUzsBqrGtMBGdmJNJ/63+xCenQ/4yWPVFDgaV9WNJWNr4Li/7unM829GK30wSlkkNVvJG7i8tH96JrTITbccSf0s8DjMa1i4i0ARVYfpTnLQVgcHLotggCXJ9WSrYtYFv/q1s+6rpzAnTppX1Y0jYO7YHX7oTETJj6O7fTBK0XPt1Oda2PWyZouEXI6dwDeo+B9fPdTiIiEnJUYPlRflEZ/RJiiI0K7X0epx2YTaWN4NmKCa17ouQstQiK//l88PpdUFUKVzwFEaE30bM9VNf6+M+SbZyZkcignrFux5G2kD7FaaEt2+12EhGRkKICy4/yikoZEuKrV1SWErHmFVZ2PZfX8sqpqWvFBunkbChZDzUV/ssnsuRR2PgOTPkNJA11O03Q+t/qXRSXVXHbaVq9ClkN5xduXOBuDhGREKMCy08qquvYWlIe0gMuAFj1X6gpx4y9nf2Ha/h4Q0nLnys5C6wPdq/zXz7p2HZ9Du/8EoZc1PIBLIK1lhmLtjIwsTNnpPdwO460leQsiEtVm6CIiJ+pwPKT9bvL8NnQHnBBw9lXKTmMGH8OXaLDeTN3V8ufL6VhkmCuf/JJx1ZVBjNvg9ieztTAlu4PFJZv28+qwoPcOrE/Rr+PocsYZ9jFpoXOkQYiIuIXKrD8pGHARWYIn4HFjk9hzzoYcztREeGcPzyF+WuLqKypa9nzdevnHHapQRfiD3N+CPu3wuVPQEy822mC2oxFW+kSHc5lo3q5HUXaWsZUqC6D7Z+4nUREJGSowPKT/KIyOkeG0ad7jNtR2s7SJ52CKOsKAKaPSKW8uo738ve07PmMcVpUNKpdWiv3v5D7Ipz5Y+jXyuErHdzOAxXMW1vEtaf0JSYytAf2CDDgTAiLgvUa1y4i4i8qsPwkz1vK4OQ4PJ4QbacpL4F1r0PONRDZGYDxAxJIjIti9spWtAkmZ8HuteBr4SqYyN5N8L/vQd8JcPoP3E4T9J5dvBWAm05NczWHtJPIzpB2Gqyf53YSEZGQoQLLD6y15HlLGRLK+68+fw7qqmHMbUeuCvMYLsxK4b2CPZRW1rTseVOyobYC9m70U1DpUGqrYdbt4AmHyx+HMK24tMbh6lpe/HQ7U4cl06ubxtt3GBlTYd8m58MKERFpNRVYfuA9WElpZW3oDrjw+WD5DOh3GvQc8qWbpo9IpbrWx9trW3iOSnKWc6l9WNISH/zBmRx48cPQtbfbaYLerBU7Ka2s5daJaW5HkfaUMdm51DRBERG/UIHlB0cGXITqGVib3nOGB4y59Ss3jezTjd7dOzG7pdMEewyGsEjwapKgNJPPByuecUayZ05zO03Q8/ksTy/aQnbvrozu193tONKeuqc5/xarTVBExC9UYPlBflEZAINDtcBa9iR0ToTM6V+5yRjDtJxUFm0sYe+hquY/d3gkJA7RCpY0387lUF4MQy9xO0lI+HBDMZuKy7l1YppGs3dEGVNg2yfOcQciItIqKrD8IM9bSp/4TsRFR7gdxf8O7HA+1Rx5o1MMHcP0nFTqfJY5q70te42UbCha5ZyzJdJUBXPAhEH6JLeThIQZi7aSGBfFhVmpbkcRN2RMAV+NcyaWiIi0igosP8jzljIkOUT3X6141il8Rt9y3LsMSY4jvWdsy9sEk7Ph8F4oa2GBJh3T+nnOSPZOamdrrY17DvHB+mJuHN+PyHC9LXRIfU6B6K7ahyUi4gd6J22lypo6tpSUh+aAi7oap8BKnwzd+x33bsYYpueksnTrfnYeqGj+6yRnO5c6D0uaat8W59DrwRe4nSQkPP3JFiLDPVx3Sl+3o4hbwiJg4Lmw4W1nf6OIiLSYCqxW2rD7ED4bogMu8v8Hh4pg7O0nveu0HKet6K2WrGIlDXMutQ9LmqphM/7gqe7mCAEHD9cwa/lOLs5JpUdslNtxxE0ZU6B8D3hXup1ERCSoqcBqpYYJgiF5BtayJ6FrXxh08j0uaT06k9O7a8vaBKO7QPwAKNIkQWmigjmQmOn8vZFWeWnpdipq6rh1Yn+3o4jbBp0HGLUJioi0kgqsVsorKqVTRBj94mPcjuJfJRtgy4cw+mbwhDXpIdNyUlm7q5RNxYea/3rJ2VrBkqap2A9bF2n1yg9q63w888lWxg+IZ2hqCH5IJM3TOQF6j4UNKrBERFpDBVYr5XlLGZwch8cTYmONlz0FnggYdVOTHzItJxVjYPbKFqxiJWc5Z21VHmz+Y6Vj2fgu2Drtv/KDt9ftZtfBSm7T6pU0yJjsHN5dVuR2EhGRoKUCqxWsteQXlYXegIvqw7Dyeefw1tieTX5YUpdoTukfz5u5u7DNHbmekuNcFq1p3uOk4ymY45zL1mu020mC3lMfb6FPfCfOzUxyO4oEioz6leENC9zNISISxFRgtcLu0ioOHK4hMyXEBlysfdVZSWrCcIujTc/pxeaSctbuKm3eA5OznMsiTRKUE6ithg3vOJvxm9i6Kse2qvAAy7bt55YJ/QkLtRV4abmk4dCll9oERURaQQVWKxwZcBFqZ2AtewoSh0C/ic1+6PnDkwn3GN5s7rCLuGTo3FP7sOTEtn8CVQfVHugHMxZtJTYqnKvG9HY7igQSYyD9POfA4doqt9OIiAQlFVitkFfUMEEwhFawdq2EncthzG3OG20zde8cyRkZibyZuwufr5ltgslZOgtLTqxgHoRHw4Cz3E4S1PaUVvLWql1cMbo3cdERbseRQJMxFaoPwbZP3E4iIhKUVGC1Qp63jF7dOtEllH5AWfYkRMRAzjUtforpOansOljJ8u37m/fAlGwoznfawESOZq2z/2rAWRDZ2e00Qe25Jduo9VlumZDmdhQJRP3PgLAo59BhERFpNhVYrZDvLQ2tAReVB2H1TBh+OUR3bfHTnDc0iegIT/OnCSZnga8GivNa/NoSwvbkwYFtMPh8t5MEtcqaOp7/dDvnDulJWg8VqnIMkZ2h/+lfHOgtIiLNogKrhSpr6thcUh5aAy5yX4Kawy0abtFY56hwzs1MYs5qL7V1vqY/MLlhkqD2YckxFMxxLjN0/lVrzM7dxd7yao1mlxPLmAr7NkPJRreTiIgEHRVYLbRxzyHqfDZ0BlxYC0ufhNRRkDqy1U83PSeVveXVLNq0t+kPih8AEZ21D0uOrWCu8/czLtntJEHLWsuMRVsZnBTHqQMT3I4jgSx9snOpaYIiIs2mAquFGiYIhswK1rZFUFLQ6tWrBmcNTiQuOrx5bYIeDyQP1wqWfFXZbti5TNMDW2nJ5n3keUu57bQ0TAuG2EgH0r2fM01WbYIiIs2mAquF8rxlREd46JcQInsYlj7p7Lsadplfni4qPIwpw5J5e20RlTV1TX9gcpZTYPma0Voooa/hhzztv2qVGYu20D0mgotH9HI7igSDjCnOJMHKZp5rKCLSwanAaqH8olIGJ8WFxgGdh/ZA3psw4nqIjPHb007PSaWsqpb3C/Y0/UHJ2VBdBvu3+C2HhICCudC1LyQNcztJ0Nq+9zAL8nZz/Sn9iI7QIc3SBOlTwFcLmxe6nUREJKiowGoBay15oTRB8PP/ONP7xtzm16edMDCBHrGRzG7OocPJWc6l2gSlQfVh2Py+s3qltrYWe2bxVsKM4cZT+7kdRYJFn1Oczob12oclItIcKrBaYE9ZFfsP1zAkOQT2X/nqYNnTzrknPdL9+tThYR4uyErh3bw9lFXWNO1BPYeCCYMiDbpoK9ZaVu44wIbdZVjbzMOg3bDlA6itUHtgKxyqquXlpTu4MDuFpC7RbseRYBEWDoMmOedhqW1bRKTJwt0OEIy+GHARAitYG9+Bg9th8gNt8vTTc1J5dvE2FqzbzWWjep/8ARHRkDhYK1htoLyqltc+38mzi7eyfvchAFK7RnNGRiJnZiQyYVAPunYKwEOzC+ZAVBfoN9HtJEFr5rIdlFXVcqtGs0tzpU+BNbPA+zn0Gu12GhGRoKACqwXyi8oAQmNE+9InITYJhlzUJk8/qm93enXrxOzcXU0rsMDZh7X5/TbJ0xFtLj7Ef5ZsY+ayQsqqahneqwt/uDwLn4UPCor53yovLy3dQZjHMLJPN87ISOSMjESyenV1f4+hzwcF85xP0cMj3c0SpHw+y9OfbGVU326M6NPN7TgSbAZNAuNx2gRVYImINIkKrBbI85aS2jWarjEB+Gl/c+zf5rR+nPEDCGubX4vHY7goJ4UnPtrCEx9t5uIRvUiMizrxg5KzYNVLzvCN2J5tkivU1fks7xfs4ZnF2/hwfTERYYYLs1K4aUIaI/t0OzKi+9pxfamp87FyxwE+XF/MB+uL+ds76/nrgvV0j4ngtHRndeuM9B70dKO1bNcKKN+j9sBWWFiwh617D/P9yYPdjiLBqHMC9B7rFFhn/9TtNCIiQUEFVgvke8tCoz1w+dPO0IDRt7Tpy9wyIY0lm/fx4P/y+N3cfM7MSOTyUb05N7PnsaeZpWQ7l0WrnE9Ppcn2l1fz8rId/GfJNgr3V5DUJYrvn5fBNeP6HrewjQjzMDYtnrFp8Xx/8mD2Hqri440lfLC+mA/Xl/Bm/ZCSzJQunJHRgzMzEhnTL57I8HbYwlkwx9mTp78HLfbUoi2kdI1m6nAd0CwtlD4Z3vs1lBXpoG8RkSZQgdVMVbV1bCo+xKShQb6yUlvtTA/MmApdm9i610IpXTvxxjcnsmF3GTNXFPL65zt5L38PXaLDmZaTyuWje39pVYWk4c5l0Wr9YN1Ea3Ye5NnFW3lj5S6qan2c0j+en16QyXlDk4gIa14hlBAbxcUjenHxiF74fJa8otL6YquYpz7ewr8/2ExMZBgTBiYc2b/VZufBFcyFfhMgJr5tnj/EFRSVsWjjXn40dXCz/x4EI2PMVODvQBjwhLX290fdfifwTaAOOATcYa1dV3/bT4Db62/7trVWo/MaZEx1CqwNb8Oom9xOIyIS8FRgNdPGPYeo9dngX8HKfxPKi2HM7e32kulJcfzk/Ex+NGUIizaWMGtFITOXF/L8p9sZkNiZy0f15tKRvUjtFu+ceeTVJMETqa71MXeNl2cXb2P5tv10igjj8tG9uenUfn7bH+jxGIaldmVYale+cdYgDlXVsnjT3iPthO/kOWec9UuIqW8lTOTUgQl0jvLDPy37tsCedTDlt61/rg5qxqItREd4uHZsX7ejtDljTBjwCHAeUAgsNcbMbiig6r1grf1X/f2nA38FphpjhgLXAMOAVOAdY0yGtbYZp6SHsKRh0KWX0yaoAktE5KRUYDVTvjdEBlwsfQq69YOB57T7S4d5zJFBCmWVNcxZ7WXW8p38aX4Bf367gAkDE/hTp0Eke1fpHIFjKDpYyQufbeeFT7dTcqiKtIQYfnHRUK4Y3bvNpwDGRoVz3tAkzhuaBMDWkvIjq1uvLCvk2cXbiAgzjOkXf2R1KzMl7ovVyeZYP8+51P6rFtlXXs1rn+/kslG96d65QwwIGQdstNZuBjDGvARcDBwpsKy1pY3u3xloOKfgYuAla20VsMUYs7H++Ra3R/CAZ4zTJrj6FaitgvCT7KMVEengVGA1U563lKhwD2kJMW5Habk9+bDtY5j0S/C4W8LERUdw9di+XD22L9v2lvPqip28+nkh/z3YnXvCF/KzlxYzbVwG49Li8bg90c5F1lo+27KPZxdvY97aInzWcs7gntx4aj/OSE907fcmrUdn0np05uYJaVTV1rF8634+2FDMBwXF/GFePn+Yl09iXBRnpCdyRkYPTk9PJL6pP+wXzIXEIRA/oG1/ESHqxc+2U1Xr47aJaW5HaS+9gB2Nvi8ETjn6TsaYbwLfAyKBhk+YegFLjnpsr7aJGaQypsLyGbBtkSsfzImIBBMVWM2UX1TG4OQ4woN5P8OypyAsEkbe6HaSL+mX0JnvnpfBPeems/HDPXjen8XWvGVcs3Ifvbt34rJRvbl8VK+22+8TgA5X1/L657t4dvFW8ovK6NopgttP688Np/Sjb4AV+VHhYUwY1IMJg3rwk/Mz2V1ayYfri/lwQwnv5u9m1opCjIHsXl2ddsKMREb06Xbs/5cqDjg/yE34Vrv/OkJBTZ2PZxdv5fT0HqQnhcCB6H5krX0EeMQYcx3wc+Dmpj7WGHMHcAdA376h33b5Jf3PgPBoWP+2CiwRkZNQgdUM1lryvKWcmxnEAy6qyyH3RRh6MXTu4XaaY/J4DBkjJsL7MGNqFHOiRzBrRSH/770N/OPdDYxN687lo3pzQXYKXaKDfFT+cWwtKec/S7bx8rIdlFXWkpninF01PacXnSKPMXkxACV1iebKMX24ckwf6nyW1TsP8kFBMR9uKObhhRv5x3sbiYsO57RBPY4UXKndOjkP3vgO+Gph8AXu/iKC1JzVXnaXVvH7y7LdjtKedgJ9Gn3fu/6643kJ+GdzHmutfQx4DGDMmDH26NtDWmQMpJ3utO5O/Z3TNigiIsekAqsZig9Vsbe8OrgHXKyeCVWl7TrcokW69oZO3YksXsMl0+/gkpG98B6s4LXPdzJreSH3vrqa+2evZcqwZC4f3ZvTBvVw/1DcVvL5LB+sL+aZxVt5v6CYcI/h/KwUbj61H6P7dW/ZPqYAEeYxjOjjHHR7z6R0Dh6uYdGmkiPDMuauKQIgvWcsZ2Qkckfx6/TsnIjRwaYtMmPRVgb06MyZGYluR2lPS4F0Y0x/nOLoGuC6xncwxqRbazfUf3sh0PD1bOAFY8xfcYZcpAOftUvqYJIxBeYsgL0boUe622lERAKWCqxmCPoBF9bCsieh51DoO97tNCdmjHPgcNEXkwRTunbiG2cN4q4zB5JbeJBZywuZnbuL2bm7SOoSxSUje3HFqN5B1xJ18HANryzfwbOLt7F932F6xkXx3UkZXDuujzuH+7aDrjERXJCVwgVZKVhr2bjnEB/UF1svLtnEPWHv8qodxxtPL+fMjETOzOjBwMTYoC4y28uK7ftZueMAD1w8rEPtW7TW1hpj7gbm44xpf8pau9YY8wCwzFo7G7jbGDMJqAH2U98eWH+/l3EGYtQC39QEwWPImAJzfuBME1SBJSJyXCqwmiHP6wygykwJrh/gj9i5Ary5cMGfg6O9IzkbPnsc6moh7Iu/qsZ8sRry84syeS9vD7NWFPLER84ZTdm9u3L5qN5Mz0kN6Olp63aV8p8lW3nt851U1vgYlxbPj6YOZsqw5A5xZlEDYwzpSXGkJ8XxtdMHULV+IVEvHKZm0BR27jnMr99ax6+BXt06HTnoeMKgHiHbHtpaMxZtJS46nMtHte35doHIWjsHmHPUdfc1+vqeEzz2N8Bv2i5dCOjWFxIznTbBCXe7nUZEJGCpwGqG/KIyUrpG0y0mcH9oP6FlT0FEZ8i+2u0kTZOcDXVVULIekoYe8y5R4WGcn5XC+VkplByq4o2Vu5i1vJD7Z6/lwf+t45whPbl8VG/OGtyTyHD3i5aaOh/z1hTx7OKtLN26n+gID5eO7MWN49MYmhqkK6N+FrVpPoRFcc3VN3NNZGcK9x/mw/VOO+FbuV5e/GwHYR7DqL7dOCM9kWk5qaT16DiDT07Ee7CCOau93DYxzT9nkYkcLWMKLH4YKg9CdFe304iIBCS9AzdDnreUIclBunpVsR/WzIKcqyE6SH6QT6nfoF+0+rgFVmM9YqO4/bT+3H5af/K8pcxaXsjrK3cxf+1u4jtHMj0nlStG92ZYapd2bzXbU/rF2VV7yqroGx/Dzy/M5MrRfegao5WYI6yFgjkw4CyIdIqm3t1juO6Uvlx3Sl9q6nys3HHgyLCMvyxYz6Pvb+JvV49g6vBkd7MHgP8s3oa1lptOTXM7ioSqjCmw6CHYtBCGXeJ2GhGRgKQCq4mqa31s3HOIs4cE6QTBlS9CbUXgD7doLCHdGQtctMopDJshM6ULP79oKPeeP4QPNxQza/lOXvh0O09/spXBSXFcProXl4zo1aZ7nKy1LN+2n2cWb2Puai+1PstZgxP5w6lpnJnh3tlVAW1PHhzYBqd995g3R4R5GJsWz9i0eH4wZTC7DlTwjedXcOdzy/nB5Ay+efagDrtPq6K6jhc+287kocn0iQ+sEf4SQnqPg+huzj4sFVgiIsekAquJNhUfotZng3OCoLVOe2DvsV+sCgWDsHBnIEejQRfNFR7m4ZwhSZwzJImDh2t4c9UuZq0o5Ldz8vn93HzOyEjk8lG9OW9oEtER/hl/XlFdxxsrd/Ls4m2s85bSJTqcWyakccP4fmplO5n1c53LjKlNuntqt068dMd4fvrqav789noKdh/iT1dk++3PMpi8vnInBw7XcGvHOVhY3BAWDoMmwcYF4PO5fli9iEggUoHVREcGXARji+CWD2HvBrjkX24nab7kLFj3hlMktnJlomtMBDeM78cN4/uxqfgQr64o5LUVO/nWi58TFx3ORdmpXDG6F6P6tmwk+va9h/nPkq28vKyQgxU1DEmO43eXZXHxiFRiIvW/WpMUzIXUUdAlpckPiY4I4y9X5ZCRHMcf5uWzbW85j904huSuoTmB8VistcxYtIVhqV0Y1z/e7TgS6jKmwJqZsOtz6K2jFEREjqaf+poov6iMyHAP/YNxBWLZk9CpOwy71O0kzZeSDSuegYOF0K3Pye/fRAMTY/nhlCF8/7zBLN6819mv9flOXvxsO/17dOaykb24dFQvenc/cauVz2f5cEMxzy7exsKCPYQZw5Thydx8ahpj04L77Kp2V7YbCpfB2T9r9kONMdx55kAGJcZyz0ufM/3hj3nspjGM6NPN/zkD0KKNe1m/+xB/vjJHf+ek7Q2aBMbjTBNUgSUi8hUqsJooz1tKRlIs4cE2PrusCPL/B6fcCRFB+Il+csOgi1V+LbAaeDyGiYN6MHFQDx64pJa5q73MWlHIXxas5y8L1nPqgAQuH92b84cnf2kq28GKGmYuL+Q/i7eyde9hesRG8a1z0rluXN8OtXLiVxvmAxYGn9/ip5g0NIlXvzGR259ZytX/Xswfr8jm4hG9/JcxQD21aAs9YiOZltP0lT+RFouJd/ZibZgP5zT/AxERkVCnAquJ8rxlnDU40e0YzbfiWfDVwpjb3E7SMknDAONMEhxyYZu+VGxUOFeO6cOVY/qwY99hXvt8J7NWFPKDV3K57401TB2ezOShSXy4oYTXVuykoqaOMf26893zMjh/eEpAjIEPagVzoWuf+j/zlhucHMfsu0/jzueWc89LK9mw+xDfOy8jZIeKbCkp5738PdxzbjpR4R1v75m4JGMyvPsAlHqb1dIrItIRqMBqguKyKkoOVQXfgIu6Wlj+NAw4GxIGup2mZSI7Q8Ig8LZ80EVL9ImP4dvnpvOtcwaxfNt+Zq0o5K1cL6+u2ElUuIdLRvTixlP7MbyXzoHxi+rDztjnUTf65RDs+M6RPHf7Kdw/ew0PL9zI+t1l/O3qESF5NtTTi7YQGebh+vF93Y4iHUnGVKfA2vA2jL7Z7TQiIgEl9H7aaAP5RUE64GLD21C6E6b+3u0krZOSDTs+c+WljTGMSYtnTFo8908bxrKt+xneq0vwHjYdqLZ84Bwj0Ir2wKNFhnv47aVZDE6K44G31nH5Pz/hiZvHnHRfXTA5WFHDK8sLuSgnhZ5xak2VdtRzKHTprQJLROQY1NPUBPneMgCGBNsK1rInIS4FBl/gdpLWSc6Cgzvg8D5XY0RHhHFaeg8VV22hYA5ExkG/0/z6tMYYbpnYn6dvHcfOAxVc/PAilm519++RP72ybAeHq+u4bWJ/t6NIR2OM0ya4aSHUVrmdRkQkoKjAaoK8olKSukQR3zmIfrDetwU2vgujbnbOLQlmRwZdrHY3h7QNn885tDR9EoS3zf9jZ2Qk8vo3J9K1UwTXPb6El5fuaJPXaU91PsvTn2xlXFq8WlXFHRlToaYctn7sdhIRkYCiAqsJ8rxlDEkOstWr5TOcMbqh0LqhAiu07focDu1u85XWgYmxvPaNiYwfkMCPZq3iwbfWUeezbfqabWnBut0U7q/gttPS3I4iHVXa6RAe7bQJiojIESqwTqKmzsfGPWXBNeCitgo+f87Zz9Il1e00rReb6LQ6FrXvoAtpJwVzwIQ5Z+u0sa4xEcy4ZSy3TEjjiY+3cNvTSymtrGnz120LMxZtoVe3Tpw3NNntKNJRRcZA/zOc87Bs8H5YISLibyqwTmJT8SFq6iyZKUE04GLdG3B4L4y93e0k/pOcpRWsUFUwF/pNcM7WaQfhYR5+OX0Yv7ssi0UbS7j0kUVsKSlvl9f2l7W7DvLpln3cMiGNsBAdPy9BImMK7N8KJRvcTiIiEjBUYJ1Ew4CLoFrBWvokxA+A/me5ncR/krOhuABqKtxOIv60fyvsWevX6YFNde24vjz3tVPYV17NJY8sYtHGknbP0FIzFm0lJjKMq8b6//BtkWZJn+JcFsxxN4eISABRgXUSeUWlRIZ56N+js9tRmmb3WtixBEbfCp4Q+uNNzgJbB3vy3E4i/lQwz7nMmOrKy48fkMDsu08jqUsUNz31Gc8u3upKjuYoLqti9spdXDG6N107RbgdRzq6bn2g76nw6b/0AZiISL0Q+gm8beR5yxjUM5aIsCD5rVr2FIRFwcgb3E7iXykNgy60DyukFMyBHoNdPQi7T3wMs+6awNmDE7nvjbX8/PXV1NT5XMtzMi98up3qOh83T0hzO4qI45yfQ5kXPnvc7SQiIgEhSKoG9+R7S4OnPbDqEOT+F4Zd2m77WdpNtzTnnCTtwwodFQdg2yJX2gOPFhcdwb9vHMNdZw3kuSXbuenJz9hfXu12rK+oqq3jP0u2cfbgRAYmxrodR8SRdpozpObjv0LlQbfTiIi4TgXWCew9VMWesqrgGXCx+mWoLgut4RYNPB6nTdCrFayQsfEd8NUGzEHYYR7Dj6cO4a9X5bB8234ufmQRG3aXuR3rS/63ykvJoSpu1cHCEmjOvQ8q9sMn/8/tJCIirlOBdQL5Rc4PV0FxBpa1sPQpSMqC3mPdTtM2krOcPWa+OreTiD+snwcxPaD3GLeTfMllo3rz0v+N53B1HZc++gkL8/e4HQkAay1PfryFQT1jOT29h9txRL4sJQeGXQaLH4FDgfH/jIiIW1RgnUCetxQgOFawCpfC7tUw9jYwITq2OSUbasph32a3k0hr1dU4h5NmTAVPmNtpvmJU3+7Mvnsi/RJiuO2ZpTz24Sasy+f8LN26n7W7Srl1YhomVP8fl+B2zs+dcxg//JPbSUREXKUC6wTyvGUkxkWREBvldpSTW/qks0cp60q3k7Sd5CznUoMugt/2xc5ejQDYf3U8qd068cqdp3L+8GR+OyefH7yyiqpa91ZPZyzaQtdOEVw2srdrGUROKGEgjLoJls1wjmAQEemgVGCdQH5RkAy4OLwP1r4G2VdBVBCstrVUYiZ4IrQPKxQUzHWmXQ482+0kJxQTGc7D147iO5PSmbWikOse/5Tisqp2z7Fj32Hmry3i2nF96RQZeCt+Ikec+SNnVXrh79xOIiLiGhVYx1FT52PD7kNkJgdBwbLyeairCs3hFo2FR0LPIZokGOyshfz/wYAzITLwz5fzeAzfmZTBo9ePYu2ug1z88Mes3dW+k9L+s2QbxhhuOrVfu76uSLN1SYVT/g9W/dfZMysi0gGpwDqOLSXlVNf5GBLo+698Pufsqz7jIWmY22naXnK20yLo8n4YaYXifDiwLaDbA4/lgqwUZt45AQtc8c/FzFvjbZfXLa+q5cXPtjN1eDKp3Tq1y2uKtMrE70BUF3jvQbeTiIi4QgXWcXwx4CLAWwS3vO8MfQj11asGydlQXgyHdrudRFqqYI5zmTHV3RwtMLxXV964eyJDUuK487kV/OPdDW0+/OLVFYWUVdZym0azS7CIiYeJ33b+X9/+qdtpRETanQqs48jzlhERZhjQI8AP81z6JMQkwNCL3U7SPhoGXWgfVvAqmAupI51WoiDUMy6aF78+nstG9uKvC9bzrRc/p6K6bYZf+HyWGYu2ktO7K6P6dmuT1xBpE+Pvgs494d1fqeNARDocFVjHkV9UyqCecUSGB/BvUeku54fVkTdAeBBMOvSH5OHOpSYJBqdDe6BwWcAcLtxS0RFh/OWqHO49fwj/W+3lqn8vpuhgpd9f54MNxWwuKee20/prNLsEl8jOzsCLbYtg47tupxERaVcBXD24K99bFvgDLpY/A9YHo291O0n7ie4K3dNUYAWr9fMBG3T7r47FGMOdZw7kiZvGsLn4ENMf/piVOw749TWe+ngLSV2iOH94il+fV6RdjLoZuvWDd3/p7BcWEekgVGAdw/7yaopKKwN7wEVdDax4BgadC/EdbG9GcrYmCQargrnQtQ8kDXc7id+cm5nEq9+YSFSEh6v+vZg3Vu70y/Nu2F3GRxtKuHF8v8BeSRc5nvBI5/DhotWw7jW304iItBu9ax9DXlEQDLgomAtlXhhzm9tJ2l9ytjPYo7LU7STSHDUVsOk9Z/UqxNrdBifH8cY3T2Nkn27c89JK/jgvH5+vdftOZnyylahwD9eO6+unlCIuGH4F9BzmTBSsq3E7jYhIu1CBdQx53jIAhiQHcIG17Cno0gvSp7idpP2lZDuXOmMluGz+AGorQqI98FjiO0fyn9tP4dpxfXj0/U3833PLOVRV26LnOnC4mldXFHLJiF4kxHaQ/ZUSmjweOPc+50Oxz//jdhoRkXahAusY8r2l9IiNIjEuQH+w2bsJNi+E0bdAWLjbadpfwyRB7cMKLgVzIDIO+p3mdpI2Exnu4beXZvHLaUN5N283V/zzE3bsO9zs53nxsx1U1vi49bQ0/4cUaW8ZU5yzGj/4I1Q3//8HEZFgowLrGPKLysgM5P1Xy54CTziMusntJO6IS4GYHhrVHkx8Plg/z9kzGB7pdpo2ZYzhlon9eea2cew6UMHFjyzisy37mvz4mjofzy7eyoSBCYG9ii7SVMbApPudtvbPHnM7jYhIm1OBdZTaOh8Fu8sYEqgTBGsqYOXzMORCiEt2O407jHFWsbSCFTx2fe4cDh3k49mb4/T0RF7/5kS6dYrg+ieW8N+l25v0uPlri/AerNTBwhJa+k2A9Mnw8d+g4oDbaURE2pQKrKNs3VtOda0vcAdcrH0dKvbDmNvdTuKulGzYkwe11W4nkaYomAMmDNLPcztJuxqQGMtr35jI+AEJ/HjWah54cx21dSceVz1j0Vb6JcRwzpCe7ZRSpJ2c8wuoPACf/MPtJCIibUoF1lHWBfqAi2VPQsIg6H+G20nclZwNvhooKXA7iTTF+nnQ91SIiXc7SbvrGhPBjFvGcuvENJ5atIXbnlnGwYpjT1PL3XGA5dv2c8uENDye0Jq0KEJKtjNVcMk/oWy322lERNqMCqyj5HtLCfcYBvbs7HaUr/KugsKlzmj2EBtz3WzJ9ZMEtQ8r8O3fBrvXhOz0wKYID/Nw/7Rh/O6yLD7ZWMKljy5iS0n5V+43Y9EWYqPCuWJ0bxdSirSDs38KddXw4Z/cTiIi0mZUYB0lv6iMQT1jiQoPczvKVy17EsKjIedat5O4L2EgRMTowOFgsH6ec9mBC6wG147ry3NfO4X95dVc/PDHfLyh5Mhtu0sreWuVl6vG9CEuOsLFlCJtKGGgM6Bp+QzYt8XtNCIibUIF1lHyvKWBOeCishRWvQLDL++QbVZf4QmDpGEadBEMCuZAj8HOD1bC+AEJzL77NFK6duLmGZ/x7OKtWGt5bsk26qzllglpbkcUaVtn/Ag8EbDwt24nERFpE00qsIwxU40xBcaYjcaYe49xez9jzLvGmFXGmPeNMb0b3XazMWZD/X83+zO8vx04XI33YGVgDrhY9V+oKddwi8aSs5wVLGvdTiLHU3kQtn6s1auj9ImPYdY3JnD24ETue2MtP31tDc9/up1JmUn0TYhxO55I2+qSAuPvhNWvQNEat9OIiPjdSQssY0wY8AhwPjAUuNYYM/Sou/0ZeNZamw08APyu/rHxwP3AKcA44H5jTHf/xfevvIYBF4FWYFnrnH2VkgO9RrmdJnAkZ0NVKezf6nYSOZ6N74CvVgXWMcRGhfPvG8dw11kDefGz7ewrr+bWiWluxxJpHxPvgegu8N6v3U4iIuJ3TVnBGgdstNZuttZWAy8BFx91n6HAe/VfL2x0+xRggbV2n7V2P7AAmNr62G0jv6gUgMxAaxHcvgT2rHNWrzr6cIvGGgZdaB9W4CqYCzEJ0Hus20kCUpjH8OOpQ/h/147k/84YwKkDEtyOJNI+OnWHid9x9mhuX+J2GhERv2pKgdUL2NHo+8L66xrLBS6r//pSIM4Yk9DEx2KMucMYs8wYs6y4uLip2f0u31tGQudIEuOiXMtwTMuehKgukHWF20kCS9JQMB7twwpUdTWw4W3ImOrsmZPjmpaTyk8uyMToAxTpSE65E2KT4J1fqtVbREKKv4Zc/AA40xjzOXAmsBOoa+qDrbWPWWvHWGvHJCYm+ilS8+UVlTIkJS6wfsgpL4F1b0DONRAZgKPj3RTRCXpkaAUrUG1f4uzBUnugiBxLZAyc+SPYvhg2LHA7jYiI3zSlwNoJ9Gn0fe/6646w1u6y1l5mrR0J/Kz+ugNNeWygqPNZCorKyAy0A4Y//49zZsiY29xOEpiSs3UWVqAqmAthUTDgbLeTiEigGnUzdO8P7z4APp/baURE/KIpBdZSIN0Y098YEwlcA8xufAdjTA9jTMNz/QR4qv7r+cBkY0z3+uEWk+uvCzhbSsqpqvUF1oALnw+WzYB+E6FnpttpAlNyFpTtclb6JHBY64xnH3AmRMW6nUZEAlVYBJz9M9i9Gta+6nYaERG/OGmBZa2tBe7GKYzygJettWuNMQ8YY6bX3+0soMAYsx5IAn5T/9h9wK9xirSlwAP11wWchgEXAXUG1qb34MA2rV6dSErDoAutYgWU4gLYv0XtgSJycsMvh6Th8N6Dzt5NEZEgF96UO1lr5wBzjrruvkZfzwRmHuexT/HFilbAyveWEeYxpCcF0Kft+W85wy0yp5/8vh1V40mCA89xN4t8oaD+n4uMgB0aKiKBwuOBc++HF66EFc/CWJ33KCLBzV9DLoJenreUgYmdiQoPoGln3lzn7KvwSLeTBK6YeOjSW/uwAk3BXEgZAV1S3U4iIsEg/Tzoeyp88AeoPux2GhGRVlGBVS+/qIzMQNp/VVcDu9c6BZacWEq2JgkGkkN7oHApDL7A7SQiEiyMcVaxDu2GT//ldhoRkVZRgQUcrKhh54EKhgTSBMHiAqirclYB5MSSs2DvBn3qGSjWzwes9l+JSPP0O9VpK170EFTsdzuNiEiLqcAC8r31Ay5SAmjARcPQhoYhDnJ8ydlgfbBnndtJBJz2wC69ncJXRKQ5zvkFVJbCor+7nUREpMVUYOG0BwIMDaQWQW8uRMRAwiC3kwS+hh/kvbnu5hCoqYDNC53Vq0A6sFtEgkPycMi6Epb8C8qK3E4jItIiKrBwBlx0j4mgZ1yU21G+4M11CgdPAA3dCFTd+kJ0V+3DCgRbPoSaw2oPFJGWO/sn4KuBD/7odhIRkRZRgQXkFZUxJLkLJlA+cff5nKl4GnDRNMY4bYI6C8t9BXMgMg7STnM7iYgEq/gBMPoWWPEM7NvsdhoRkWbr8AVWnc+yPtAmCO7bBDXlKrCaIznbmbpYV+t2ko7L54OCeTDoXAgPoNVgEQk+Z/wQwiJh4W/dTiIi0mwdvsDatrecipq6wBpw0bCXSAVW0yVnQW0l7N3odpKOy/s5HCrSeHYRab24ZDjlTlj9is45FJGg0+ELrMAccLHS+eQucYjbSYJHw7RFtQm6p2AuGI9zYKiISGtNvAeiu8F7v3Y7iYhIs4S7HcBted5SPAYG9Yx1O8oXvLmQNAzCItxOEjx6ZEBYlFNgZV/ldpqOqWAu9D0VYuLdTtKmampqKCwspLKy0u0oISE6OprevXsTEaF/7+QonbrBad+Fd+6HbZ9AvwluJxIJCnqf8r/mvlepwPKWMSAxluiIAJnWZ61TYA271O0kwSUsAnpmqpXELQe2w+41MPlBt5O0ucLCQuLi4khLSwucwThBylrL3r17KSwspH///m7HkUA07g5Y8k9451dw2zwd/yDSBHqf8q+WvFepRbCoNLAGXBzYBpUHtf+qJZKznFHt1rqdpOMpmOdcdoD9V5WVlSQkJOhNyw+MMSQkJOhTVjm+yBg468ewYwmsn+92GpGgoPcp/2rJe1WHLrBKK2so3F/BkGQNuAgJKTlQsQ9Kd7qdpOMpmOO0aSYMdDtJu9Cblv/o91JOauSNzuj2dx9wppWKyEnp31b/au7vZ4cusAoCcsBFLpgw6DnM7STBJznLudSBw+2r8iBs/ViHC7eTAwcO8Oijjzb7cRdccAEHDhw44X3uu+8+3nnnnRYmE2kjYRFw9s9gz1pYM9PtNCJyEnqf6uAFVp63FCDARrSvcqYHRkS7nST4JA0DjPZhtbeN74KvpkO0BwaC471x1dae+Ay4OXPm0K1btxPe54EHHmDSpEmtiSfSNoZd5nyItvA3UFvtdhoROQG9T3X4AquMrp0iSO4SIMWMtc6IdrUHtkxUnNNGolHt7atgLsQkQO+xbifpEO699142bdrEiBEjGDt2LKeffjrTp09n6NChAFxyySWMHj2aYcOG8dhjjx15XFpaGiUlJWzdupXMzEy+/vWvM2zYMCZPnkxFRQUAt9xyCzNnzjxy//vvv59Ro0aRlZVFfn4+AMXFxZx33nkMGzaMr33ta/Tr14+SkpJ2/l34KmPMVGNMgTFmozHm3mPc/j1jzDpjzCpjzLvGmH6Nbqszxqys/292+yaXJvF44Nz7Yf9WWPGM22lE5AT0PtXBpwg6Ay7iAqdPtawIyotVYLVGSjbsXO52io6jrgY2zIchF4EnQCZxtqNfvbmWdbtK/fqcQ1O7cP+047cI//73v2fNmjWsXLmS999/nwsvvJA1a9YcmWz01FNPER8fT0VFBWPHjuXyyy8nISHhS8+xYcMGXnzxRR5//HGuuuoqZs2axQ033PCV1+rRowcrVqzg0Ucf5c9//jNPPPEEv/rVrzjnnHP4yU9+wrx583jyySf9+utvCWNMGPAIcB5QCCw1xsy21q5rdLfPgTHW2sPGmLuAPwJX199WYa0d0Z6ZpQUGTYJ+E+GDP8KI6yCys9uJRAKe3qfceZ/qsCtYPp+loKiMIckBtv8KVGC1RnKWMzK84oDbSTqG7UucPVgZU91O0mGNGzfuS2Nj//GPf5CTk8P48ePZsWMHGzZs+Mpj+vfvz4gRIwAYPXo0W7duPeZzX3bZZV+5z8cff8w111wDwNSpU+nevbv/fjEtNw7YaK3dbK2tBl4CLm58B2vtQmvt4fpvlwC92znjl1TX+nhk4Ub2l6vdrcmMcVaxyvfAp/9yO42INFFHfJ/qsCtY2/cd5nB1HZkBtf8qFzCQPNztJMErub44LVoN/U93N0tHUDAXwiJh4DluJ3HFiT7Bay+dO3/xKf7777/PO++8w+LFi4mJieGss8465ljZqKioI1+HhYUdab043v3CwsJO2jvvsl7AjkbfFwKnnOD+twNzG30fbYxZBtQCv7fWvn6sBxlj7gDuAOjbt29r8rKlpJy/LVjP+t1l/P2aka16rg6l7ymQcT58/HcYfWvIH2wu0lp6n3JHh13Byi9ylksD6gwsby4kDHL2EknLaJJg+7HWGc/e/0yIinU7TYcRFxdHWVnZMW87ePAg3bt3JyYmhvz8fJYsWeL31584cSIvv/wyAG+//Tb79+/3+2u0JWPMDcAY4E+Nru5nrR0DXAc8ZIw55nkD1trHrLVjrLVjEhMTW5VjcHIc3zonnTdW7mLeGm+rnqvDOfcXUFUKix5yO4mIHIPepzpwgbXOW4bHQEZSABUz3ly1B7ZWXBLEJmnQRXsoWQ/7t2g8eztLSEhg4sSJDB8+nB/+8Idfum3q1KnU1taSmZnJvffey/jx4/3++vfffz9vv/02w4cP55VXXiE5OZm4ONf/Hd0J9Gn0fe/6677EGDMJ+Bkw3Vpb1XC9tXZn/eVm4H2gXZaUvnH2QIb36sLPXlvD3kNVJ3+AOJKGQfZV8Om/oXSX22lE5Ch6nwJjrW3XFzyZMWPG2GXLlrX569zx7DI2FR/i3e+f1eav1STlJfCngXDer2Hit91OE9yeu9wZGHLXIreThLaP/wbv/BK+uw669nI7TbvJy8sjMzPT7RiuqaqqIiwsjPDwcBYvXsxdd93FypUrW/Wcx/o9NcYsr19VOiljTDiwHjgXp7BaClxnrV3b6D4jgZnAVGvthkbXdwcOW2urjDE9gMXAxUcNyPgKf71XFRSVcdH/+4jJQ5N55PpRrX6+DmPfFnh4LIy8AaY95HYakYCi9yn/v09B896rOuwerLyiUrJ7d3M7xhc04MJ/krNh8/tQWwXhUSe9u7RQwVxIGdGhiiuB7du3c9VVV+Hz+YiMjOTxxx93OxLW2lpjzN3AfCAMeMpau9YY8wCwzFo7G6clMBZ4pX5y7HZr7XQgE/i3McaH09Xx+5MVV/40ODmO70zK4E/zCzh/1S4uyk5tr5cObvH9YcytsPRJmPAtSDhmV6eIdECB8D7VIQusssoaduyr4OoxfU5+5/ZypMDKdjdHKEjOAl8t7MmD1BFupwlNh4phx2dw1k/cTiLtLD09nc8//9ztGF9hrZ0DzDnquvsafX3MkymttZ8AWW2b7sT+74wBvL22iF+8voZT+ieQGKcPhprkjB/C5885hw9f8ZTbaUQkQATC+1SH3IO1frez8S7gBlx06wedAmLkcXBrWAXUPqy2s2E+YLX/SsQPwsM8/OWqHMqr6/jZa6sJtNb9gBXbE8Z/A9bM+uJDShGRANAhC6x1XqfAGhJIBVbRKq1e+Uv3/hAZq0mCbalgLnTp/cXURhFplUE94/jB5AzeXrebN1ZqcEOTTfy288Hku792O4mIyBEdssDK95bSJTqc1K7RbkdxVB6EfZu1/8pfPB5IGg5erWC1iZoK2PQeDJ7qHPwpIn5x+2kDGNW3G/fPXsvu0q+eCyPHEN0VTvsubFwAWz92O42ICNBBC6w8bylDUrpgAuWHw4aVlpQRrsYIKSnZsHsN+HxuJwk9Wz6EmsNqDxTxszCP4c9X5lBZU8dPX1WrYJONuwPiUuCdXznn84mIuKzDFVg+n6WgqIzMZNfPbfmCJgj6X3IWVB9yzmkS/yqY67Rgpp3udhJpgthY5xDoXbt2ccUVVxzzPmeddRYnGzn+0EMPcfjw4SPfX3DBBRw4cMBvOcUxIDGWH00dwrv5e5i5vNDtOMEhohOcdS8Ufgbr57mdRkRaINTeqzpcgVW4v4Ly6rrAG3ARl+Js2BX/SK7fz6ZBF/7l8zk/wAw6VyPwg0xqaiozZ85s8eOPftOaM2cO3bp180MyOdqtE9IYlxbPA2+uw3uwwu04wWHEDRA/EN59AHx1bqcRkRYKlfeqDldgrfOWAgE24MKbq9Urf+uZCZ5w7cPyN+9KKPPC4AvcTtJh3XvvvTzyyCNHvv/lL3/Jgw8+yLnnnsuoUaPIysrijTfe+Mrjtm7dyvDhwwGoqKjgmmuuITMzk0svvZSKii9+iL/rrrsYM2YMw4YN4/777wfgH//4B7t27eLss8/m7LPPBiAtLY2SkhIA/vrXvzJ8+HCGDx/OQw89dOT1MjMz+frXv86wYcOYPHnyl15Hjs/jMfzpymxqfZYfz1KrYJOEhcM5P4c962D1K26nEenwOvp7VYc7Byu/qBRjYHBSgLQIVpdDyXoYerHbSUJLeBQkDtEkQX8rmAvGA+mT3U4SGObe6/+/Y8lZcP7vj3vz1VdfzXe+8x2++c1vAvDyyy8zf/58vv3tb9OlSxdKSkoYP34806dPP+4+03/+85/ExMSQl5fHqlWrGDVq1JHbfvOb3xAfH09dXR3nnnsuq1at4tvf/jZ//etfWbhwIT169PjScy1fvpwZM2bw6aefYq3llFNO4cwzz6R79+5s2LCBF198kccff5yrrrqKWbNmccMNN/jhNyn09UvozE8uGMJ9b6zlv0t3cM24vm5HCnxDL4HkvznnYg27DMIj3U4k4j4X3qdA71UdbgUrz1tK/4TOdIoMczuKY/dasD6tYLWF5Cy1CPpbwVzoeyrExLudpMMaOXIke/bsYdeuXeTm5tK9e3eSk5P56U9/SnZ2NpMmTWLnzp3s3r37uM/x4YcfHnnzyM7OJjv7iyMiXn75ZUaNGsXIkSNZu3Yt69atO2Gejz/+mEsvvZTOnTsTGxvLZZddxkcffQRA//79GTFiBACjR49m69atrfvFdzA3nNKPUwck8OD/8ijcf/jkD+joPB6YdD8c2A7Ln3Y7jUiH1tHfqzrgClYZw1IDrD0QVGC1heRsyH0RynZDXJLbaYLfge2wezVMftDtJIHjJJ/gtZUrr7ySmTNnUlRUxNVXX83zzz9PcXExy5cvJyIigrS0NCormz/me8uWLfz5z39m6dKldO/enVtuuaVFz9MgKuqLfXphYWFqEWwmj8fwxyuymfrQh/xo5iqeu/0UPJ4AmX4bqAae6wzg+fBPMOI6iIp1O5GIu1x6n4KO/V7VoVawyqtq2bb3MJnJgVRgrYSYBOjSy+0koafhEFy1CfpHQf10rgyNZ3fb1VdfzUsvvcTMmTO58sorOXjwID179iQiIoKFCxeybdu2Ez7+jDPO4IUXXgBgzZo1rFrlrPSWlpbSuXNnunbtyu7du5k7d+6Rx8TFxVFWVvaV5zr99NN5/fXXOXz4MOXl5bz22mucfromTPpLn/gYfnbhUD7ZtJfnP9vudpzAZwycez+U74FP/+l2GpEOrSO/V3WoFaz8Iuc3PCAHXATKmVyh5EiBlQvpk9zNEgoK5kBCOvQY5HaSDm/YsGGUlZXRq1cvUlJSuP7665k2bRpZWVmMGTOGIUOGnPDxd911F7feeiuZmZlkZmYyevRoAHJychg5ciRDhgyhT58+TJw48chj7rjjDqZOnUpqaioLFy48cv2oUaO45ZZbGDduHABf+9rXGDlypNoB/ejacX2Yu8bL7+bkcWZ6In0TYtyOFNj6jIXBF8Kif8CY29XSLOKSjvxeZQJtOtGYMWPsyWbct9Tzn27jZ6+t4aMfnU2f+AB4g6qtgt/2ggl3w6Rfup0mND2UBb1Gw5VPu50kuFWWwh8HwPi7YPKv3U7jqry8PDIzM92OEVKO9XtqjFlurR3jUqSTasv3qmPZdaCCKX/7kKGpXXjx6+PVKngye/Lg0VNhwrc6/L9Z0vHofaptNOe9qkO1COZ5S4mLCqd3905uR3HsyQNfzRdnNon/JWdrVLs/bHrX+buq8ewirkjt1olfTBvKp1v28czirW7HCXw9MyHnGvjsMTi40+00ItLBdKgCK99bxpCUuOOOg2x3GnDR9pKzYd9mqPpqP640Q8Fc6BQPfca5nUSkw7pydG/OHpzIH+bls6Wk3O04ge+snziHDn/wB7eTiEgH02EKLGst+UVlZAba/quoLtC9v9tJQldKNmCdcfjSMnW1sH4+ZEwFT4AcbyDSARlj+N1l2USGefjhK7nU+QKrxT/gdO8HY26Dz5+Dko1upxGRDqTDFFiF+ys4VFXLkICaIJjrrLB4OswfQ/vTJMHW27EEKg/AYE0PbBBoe1eDmX4vmye5azS/nD6MZdv2M2PRFrfjBL4zfgDh0bBQx0tIx6J/W/2rub+fHeYn+zxvKQBDUuJcTlKvrhZ2r1F7YFvr0stpbWtox5TmK5gLYZEw8By3kwSE6Oho9u7dqzcvP7DWsnfvXqKjo92OElQuHdmLSZlJ/HF+ARv3HHI7TmCL7QmnfhPWvga7VrqdRqRd6H3Kv1ryXtVhxrTnF5VhDAxOCpACq2Q91FaqwGprxjirWFrBahlrIf9/0P9MHdhZr3fv3hQWFlJcXOx2lJAQHR1N79693Y4RVIwx/Pay4Uz+24d8/5VcZt15KuFhHebz0uabcDcsfRzefQBufNXtNCJtTu9T/tfc96oOU2DleUvpFx9D56gA+SVrwEX7ScmGT/8NdTUQFuF2muBSsh72b3F+QBEAIiIi6N9f+ybFXT3jonng4uF8+8XPefyjLdx11kC3IwWu6K5w+vfh7Z/Dlo+gvw7CltCm9yn3dZiPvAJywEV4J+iR7naS0JecDXXVTrEgzVMwx7nM0P4rkUAzLTuF84cn87cF61m/W5NST2js15yW8Xd/5azMi4i0oQ5RYB2urmXr3vIAHHCRpals7aHhnDGdh9V8BfOcVdauvdxOIiJHMcbw60uGExsdzvdfzqWmzud2pMAV0QnO/DEULv3igyMRkTbSIQqsgqIyrA2gARc+HxStUntge0kY5EyR0j6s5ikvgR2f6nBhkQDWIzaK31wynNU7D/Kv9ze5HSewjbjeeT949wHnfCwRkTbSIQqs/CKndWJooLQI7tsM1YdUYLWXsHBIGuYUtdJ06+cDVuPZRQLc+VkpTMtJ5R/vbWDdrlK34wSusHA45xdQnA+rXnY7jYiEsA5RYOV5S4mNCqdXt05uR3EUacBFu0vOcgos9d43XcEcZ89CQ4uliASsB6YPo2unSH7wSi7VtWoVPK6hF0PKCFj4W6itcjuNiISoDlFg5XvLGJIch8dj3I7i8OaCJwISh7idpONIzobKg3Bgu9tJgkNNJWx6z1m9MgHy/42IHFf3zpH89tLhrPOW8vDCjW7HCVzGwKT74eB2WDbD7TQiEqJCvsCy1pJXVBo4+6/AKbCShkJ4pNtJOo6G1ULtw2qaLR9CzWG1B4oEkcnDkrlsZC8eWbiRNTsPuh0ncA04G9JOhw//BFWavigi/hfyBdbOAxWUVdYGzgRBa50CS+2B7avnUDAe7cNqqoI5EBnr/BAiIkHj/mnDSOgcyfdfzqWqVoMcjskYmPRLOFwCS/7pdhoRCUEhX2Dle51PpwLmDKyDO6Bivwqs9hYZAwnpWsFqCp8P1s+DgedAeJTbaUSkGbrGRPD7y7Mo2F3GP97d4HacwNV7DAy5CD75f1C+1+00IhJiQr7AyvM6E5UGJwdIi6C3YcDFCFdjdEjJWToLqym8K6HMq/HsIkHqnCFJXDm6N/98fxO5Ow64HSdwnfMLZ6Lvx391O4mIhJiQL7Dyi8roGx9DbFS421Ec3lwwYc7YcGlfKdlQWgiH97mdJLCtn+e0U6ZPdjuJiLTQL6YNJalLNN9/JZfKGrUKHlPPIZBzLXz2OBwsdDuNiISQkC+w8rylZAbagIvEwc6p8tK+krOcS+3DOrGCOdBnPHROcDuJiLRQl+gI/nB5Nhv3HOJvC9a7HSdwnXUvYOGDP7idRERCSEgXWBXVdWzZWx44Ay5AAy7c1HCek/ZhHd+BHc7vj6YHigS9MzISuXZcXx77aDPLt2nl/pi69YUxt8Pnz0GxClER8Y+QLrDW7y7D2gAacFFWBId2q8ByS+ceEJeqfVgnsn6ec6n9VyIh4WcXZpLatRM/eGUVFdVqFTym078PETGw8EG3k4hIiAjpAqthwEXAtAgeGXChAss1KdlqETyRgjnOtMUeg9xOIiJ+EBsVzp+uyGZLSTl/ml/gdpzAFJsIp34T1r0BO1e4nUZEQkBIF1j5RWV0jgyjT/cYt6M4GlZOGvYCSftLzoKS9VBT4XaSwFNZCls+UnugSIiZMKgHN53ajxmfbOHTzRpJfkyn3g2d4mHevVBb7XYaEQlyIV1g5XlLGZwch8dj3I7i8K6E+IEQFSArah1RcjZYH+xe53aSwLPpXfDVqD1QJAT9eOoQ+nSP4YczV3G4utbtOIEnugtc8CfY8SnM+T5Y63YiEQliIVtgWWvJ85YyJFD2X4GzgqX2QHdpkuDxFcx1PsHtM87tJCLiZ53rWwV37D/MH+bmux0nMGVdAaf/AFY8C0v+6XYaEQliIVtgeQ9WUlpZGzgDLg7vg4PbVWC5rXsaRHVRgXW0ulrY8DZkTAFPmNtpRKQNnDIggVsn9OeZxdv4ZGOJ23EC09k/gyEXwds/gw0L3E4jIkEqZAusIwMukgOkHU8DLgKDMc4qlka1f9mOT6Fiv/ZfiYS4H04ZTP8enfnhzFUcqlKr4Fd4PHDZY5A0DGbeBsUaDCIizReyBVZ+URkAg1VgydGSs2H3WvBpZPERBXMgLBIGnuN2EhFpQ50iw/jzldnsOljBb+fkuR0nMEV2hmtfgvBoeOFqpwNFRKQZQrbAyvOW0ie+E3HREW5HcXhzoWtfiIl3O4kkZ0HNYdi7ye0kgcFap8Dqf4YGsIh0AKP7xfP10wfwwqfb+XB9sdtxAlPX3nDNC1C6C/57oyYLikizhHSBNSQ5QPZfgVNgpWS7nULgiz8H7cNylGyAfZvVHijSgXzvvAwGJnbmx7NWUVpZ43acwNRnLFz8MGz7GOb8QJMFRaTJQrLAqqypY0tJeeAMuKgshX2bIGWE20kEoMdg8ESowGpQMMe5zFCBJdJRREeE8ZerRrC7tJIH39KxFceVfRWc9j1Y8Qx8+i+304hIkAjJAmv97jJ8NoAGXDQMVND+q8AQHgk9M784+LmjK5jr/N3s2svtJCLSjkb06cadZw7k5WWFLMzf43acwHXOL5zJgvN/ChvecTuNiASBkCyw8r3OgIuAOQNLAy4CT3K2U/h29JaP8hJngqBWr0Q6pHsmpZORFMu9r67i4GG1Ch6TxwOX/ht6DoOZt2qyoIicVEgWWHlFpXSKCKNffIzbURzeXIhNhrgkt5NIg5RsOFwCZV63k7hr/XzAav+VSAcVFR7GX64cQcmhan711lq34wSuqFi49kVNFhSRJgnNAstbyuDkODwe43YUR9EqrV4FmuQs57Kjn4e1fi7Epervp0gHltW7K988exCvrtjJgnW73Y4TuLr1gWueh9Kd8PJNUKcVPxE5tpAssH5zaRa/mj7M7RiO6sNQnK8JgoEmabhz2ZH3YdVUwsb3nNUrEyAfRoiIK+4+exCZKV34yaur2V+ukeTH1WccTH8Ytn6kyYIiclwhWWANTIwlp083t2M49qwD69MKQaCJ7gLd+3fsSYJbP4Kachh8gdtJRMRlkeEe/nJlDgcOV3P/bLUKnlDO1XDad2H50/Dpv91OIyIBKCQLrIDiXelcqsAKPCnZHbvAKpgDkbHQ/3S3k4hIABia2oVvn5vO7NxdzF3dwfennsw598HgC2H+T2CjJguKyJepwGpr3lzo1B269nE7iRwtOQv2b4XKg24naX/WOuPZB54D4VFupxGRAHHXWQPJ6tWVn7++hr2HqtyOE7g8HrjsMWey4Cu3QfF6txOJSABRgdXWvLnO6pX2uASe5PpVxaI17uZwg3elM0FR7YEi0khEmIc/X5lDWWUtP399DVZ7jI7vyGTBSHhRkwVF5AsqsNpSbTXsXqf2wEDVMHikI04SLJgLxgPpk91OIiIBZnByHN85L525a4p4a5VaBU+oWx+45gU4WAiv3KzJgiICqMBqW8V54KtRgRWoYpOgc2LH24dVVwvrZkOfU6BzgttpRCQA3XH6AHL6dOMXb6xhT1ml23ECW59xMP3/wZYPYc4PNVlQRFRgtSlvrnOZMsLVGHIcxkByBxx08c79TvE/9mtuJxGRABUe5kwVPFxdx89eU6vgSeVcAxO/A8tnwGePuZ1GRFymAqsteXMhMs4ZBy6BKTkL9uQ77ZwdwcoXYfHDcMqdkHWF22lEJIAN6hnLDycPZsG63by+cqfbcQLfufc7+1rn3Qsb33U7jYi4SAVWW/LmOvt8PPptDlgp2U4bZ3G+20naXuEyePMe6H8GTH7Q7TQiEgRuO60/o/t15/431rK7VK2CJ9QwWTAxE165VZMFRTow/eTfVnx1znQ67b8KbMkNgy5CvE2w1AsvXQ9dUuDKZyAswu1EIhIEwjyGP1+ZQ3Wdj5+8ulqtgicTFQfXvaTJgiIdnAqstlKyAWorVGAFuvgBENEZvCFcYNVUwn+vh6oyuOZFiIl3O5GIBJH+PTrz46lDeC9/D68sL3Q7TuDr1heufl6TBUU6MBVYbaVhwEXDCokEJk8YJA0L3VHt1sJb34Gdy+Gyf0PSULcTiUgQuvnUNMb1j+fXb65j14EKt+MEvr6nwLR/OJMF5/7Y7TQi0s5UYLUVby6ER0OPDLeTyMmkZDsFls/ndhL/W/Io5L4IZ/0UMqe5nUZEgpTHY/jzFTnUWcuPZ61Sq2BTjLgWJt4Dy56Ezx53O42ItCMVWG3FmwtJwyEs3O0kcjLJWVBdBge2up3Evza+C2//HDKnwxk/dDuNiAS5vgkx/OT8IXy0oYSXlu5wO05wOPd+yDjfWcXa9J7baUSknajAags+nzM0QfuvgkNDG2co7cPauwlm3go9h8Il/9QkSxHxi+tP6cfEQQk8+NY6duw77HacwOcJg8sfh8Qh8PItzv5sEQl5+qmrLezfAlWlKrCCRc+hYMJCZx9WZSm8eK3za7rmeYiKdTuRiIQIj8fwh8udD6V+PGsVPp9aBU8qKg6ufdGZ3vqCJguKdAQqsNpCw4ALFVjBISIaEgeHxqh2nw9evQP2boSrnoXuaW4nEpEQ07t7DD+/aCifbNrL859ucztOcOjeD65+Dg7ugFdu0WRBkRCnAqsteHPBEwE9M91OIk2VnBUaK1gLH4T1c+H8P0D/091OI9KujDFTjTEFxpiNxph7j3H794wx64wxq4wx7xpj+jW67WZjzIb6/25u3+TB55qxfTg9vQe/nZPP9r1qFWySfqfCtL/Dlg9g3lf+eopICFGB1Ra8uU5xFR7ldhJpquRsKPPCoWK3k7Tcmlnw0V9g1M0w9mtupxFpV8aYMOAR4HxgKHCtMebocwk+B8ZYa7OBmcAf6x8bD9wPnAKMA+43xnRvr+zByBinVTDcY/jBzFy1CjbViOtgwrdh6ROaLCgSwlRg+Zu1ToGl9sDgkpzlXAZrm6A3F17/JvQZDxf8GYxxO5FIexsHbLTWbrbWVgMvARc3voO1dqG1tmG5ZQnQu/7rKcACa+0+a+1+YAEwtZ1yB63Ubp24b9pQPtuyj0cWbnQ7TvCY9EvImFo/WXCh22lEpA2owPK30p1QsU8FVrAJ5gLrUDG8eB3EJMDV/4HwSLcTibihF9B4dnhh/XXHczswtzmPNcbcYYxZZoxZVlwcxKvdfnTF6N5cPCKVvyxYz78+2OR2nODgCYPLn3D2/r5yM5SoOBUJNSqw/O3IgIsRrsaQZoqJh659gm8fVm01vHwTHN7rTAyM7el2IpGAZ4y5ARgD/Kk5j7PWPmatHWOtHZOYmNg24YKMMYa/XJnDtJxUfj83XytZTRUVB9e+BJ5wePFqqNjvdiIR8SMVWP7mzQXjgaRhbieR5krODr6zsOb+CLZ/Ahc/DKkj3E4j4qadQJ9G3/euv+5LjDGTgJ8B0621Vc15rBxbeJiHv12Vw8UjUvnT/AIefk9nPTVJ935w9fOwf5smC4qEGBVY/ubNhR4ZEBnjdhJpruQsZ7x5dbnbSZpm6ROwfAac9l3IusLtNCJuWwqkG2P6G2MigWuA2Y3vYIwZCfwbp7ja0+im+cBkY0z3+uEWk+uvkyYKD/Pw16tGcOnIXvz57fX8410VWU3SMFlw8/sw7ydupxERPwl3O0DI8eZC/zPcTiEtkZINWNi9FvqMczvNiW392NkgnT4FzvmF22lEXGetrTXG3I1TGIUBT1lr1xpjHgCWWWtn47QExgKvGGcQzHZr7XRr7T5jzK9xijSAB6y1Og22mcI8hj9fmYMB/rpgPT5r+c6kDLdjBb6R10NxHnzy/6DnEE2BFQkBTSqwjDFTgb/jvGk9Ya39/VG39wWeAbrV3+dea+0cY0wakAcU1N91ibX2Tv9ED0Blu51R3xpwEZwaD7oI5AJr/zZn31X8ALj8cWfDtIhgrZ0DzDnquvsafT3pBI99Cniq7dJ1DGEew5+uzMHjMTz0zgZ8Fr47KR2jyaYnNulXULIB5vwIEgbBgLPcTiQirXDSFsEmni3yc+Bla+1InLaMRxvdtslaO6L+v9AtruCLCXQqsIJT1z4Q3S2w92FVl8NL10FdLVzzIkR3dTuRiMiXhHkMf7w8m6vG9OYf727grwvWY63OyTohTxhc9rizxeBlTRYUCXZN2YN10rNFAAt0qf+6K7DLfxGDiHelc9mwEiLBxRjnzy5QJwlaC6/fBXvWwZVPQY9BbicSETkmj8fw+8uyuWZsH/7fexv50/wCFVknE90FrnvJKbY0WVAkqDWlwGrK+SC/BG4wxhTitGd8q9Ft/Y0xnxtjPjDGnH6sFwiZs0W8uU7bllYVgldKjlPA1NW6neSrPvwzrHsDznsABh2300lEJCB4PIbfXprFteP68uj7m/jDPBVZJ9U9Da5+rtFkwQB8LxKRk/LXFMFrgaettb2BC4D/GGM8gBfoW986+D3gBWNMl6MfHDJni3hz1R4Y7JKzobYS9gbYBKz8/8HCByH7ajj1brfTiIg0icdj+M0lw7n+lL7864NN/H5uvoqsk+k3AS76mzNZcL4mC4oEo6YMuWjK+SC3A1MBrLWLjTHRQI/6MbhV9dcvN8ZsAjKAZa0NHnAO74MD22HMbW4nkdZoaO/0roKeme5mabAnD169A1JHOeN8tVlcRIKIx2N48JLheIzh3x9ups5n+dmFmRp8cSKjboTifFj8MCQOgbG3u51IRJqhKStYJz1bBNgOnAtgjMkEooFiY0xi/ZAMjDEDgHRgs7/CBxQNuAgNPTIgLOqLP0+3Hd4HL14LkZ3hmuchopPbiUREms0YwwMXD+PmU/vxxMdb+PVbeVrJOpnzHnCO4pjzQ9j8gdtpRKQZTlpgWWtrgYazRfJwpgWuNcY8YIyZXn+37wNfN8bkAi8Ct1jnX84zgFXGmJXATODOkD1bpGHyXLIKrKAWFg5JQwOjwKqrhZm3QulOuPp56JLqdiIRkRYzxvDL6cO4dWIaTy3awq/eXKci60Q8YXD5E/WTBW+CvZvcTiQiTdSkc7CacLbIOmDiMR43C5jVyozBwZvrjPnunOB2Emmt5GzIm+1M7XOzhWXBL5we/IsfhT5j3cshIuInxhjuu2goHmN48uMtWGv55fRhahc8nugucO2L8Pg58MLV8LV3oFM3t1OJyEn4a8iFeHOdH8wl+CVnOeNxDxa6l+Hz52HJozD+GzDyevdyiIj4mTGGn1+YyddP788zi7fxizfW4PNpJeu44vvXTxbc6nQ1aLKgSMBTgeUPVWWwd6P2X4WKhj9Ht9oEd3wGb30HBpwF5/3anQwiIm3IGMNPL8jk/84YwHNLtqvIOpm0iXDRX2HTezD/p26nEZGTaFKLoJxE0RrAqsAKFT2HAsY5cHjIhe372qW74L83QJdecMUMZ0+YiEgIMsZw7/lD8HgM/3x/Ez5r+c0lWXg8ahc8plE3wZ58WPII9ByiqcUiAUw/vfmDN9e5VIEVGqJiIWHQF4NL2ktNBbx0PVSXw01vQEx8+76+iEg7M8bwoymD8Rh4ZOEmfD743WUqso5r8q+dcxrn/NB5n+p/htuJROQY1CLoD95c6NwT4pLdTiL+kpzlrGC1F2vhzXtg1wq47LHAOYNLRKSNGWP4weTBfOucQfx32Q5+PGsVdWoXPDZPGFz+pFNc/fdGTRYUCVAqsPzBm+usXmkKUuhIyYaD251zqNrD4odh1X/h7J+3f1uiiIjLjDF877wM7jk3nVeWF/KjmSqyjiu6C1z7EhgPvHgNVBxwO5GIHEUFVmvVVDinras9MLQkZzmXu9e0/WttfAcW3AdDL4EzftD2ryciEoCMMXz3vAy+MymdWSsK+eEruSqyjie+P1z9H9i3WZMFRQKQCqzW2r0ObJ0KrFDTMHK/rfdhlWyEV26DnsPgkke1CioiHd53JmXw/fMyePXznXz/5ZXU1vncjhSY0k6DC+snC779M7fTiEgjGnLRWt6VzqUKrNAS2xNik9t2H1blQXjpWmdS4LUvQGTntnstEZEg8q1z0/F4DH+aX4DPwl+vyiE8TJ8Jf8Xom50umiWPQuIQGHOr24lEBBVYrVe0CqK7Qbe+bicRf0vJbruzsHx1MOvrTnvHTW/o74+IyFG+efYgjIE/zivAZy0PXT1CRdaxnPdrKNkAc34ACQM1WVAkAOhfqtbSgIvQlZwFxQVQU+n/537v17BhPpz/B6fNQ0REvuIbZw3iJ+cP4a1VXu55aSU1ahf8qrBwuOJJiB8IL9+kyYIiAUAFVmvU1cDutc5Kh4Se5Gxnf92edf593tUz4eO/wehbYezX/PvcIiIh5v/OHMjPLsjkf6u9fPvFz1VkHUt0V7juJefrF691WtBFxDUqsFqjOB/qqiFlhNtJpC00TBL05z6sXZ/DG9+EvhPg/D/673lFRELY188YwM8vzGTumiLufmEF1bUqsr4ifgBc9R/Ytwlevtk5tF5EXKECqzW8uc6lBlyEpu79ITLOf/uwDu2Bl66Hzolw1bMQHumf5xUR6QC+dvoA7rtoKPPX7uabKrKOrf/pMO0fsOUDeGoKHCx0O5FIh6QCqzW8uRAZ6/Q9S+jxeCB5uH9WsGqr4L83OgcXX/MCxCa2/jlFRDqY207rz6+mD2PBut184/nlVNXWuR0p8Iy8Hq57GfZvg8fOhsJlbicS6XBUYLWGN9dpI/PotzFkJWdD0Rpn6l9LWetMd9qxxDnrSnv2RERa7OYJafz64mG8k7eHbzy3QkXWsaSfB7cvgMgYmHEBrHrZ7UQiHYoqg5by1TkrG2oPDG3JWVBTDvu2tPw5lj4BK56F078Pwy/zXzYRkQ7qxlPTePCS4bybv4c7/7OcyhoVWV/Rcwh8fSH0Hguvfh3e+RX41FYp0h5UYLXU3o1Qc1gFVqhrWG0qym3Z47d8CHN/DBnnw9k/918uEZEO7obx/fjtpVksLCjm/1RkHVtMPNz4Goy6GT7+K7x8I1QdcjuVSMhTgdVSGnDRMSQOAU94y/Zh7d/qTHJKGASXPaZWUhERP7vulL78/rIsPtxQzNefXaYi61jCI2Ha32HqH6BgjjP84sB2t1OJhDT9xNdS3lwIj4Yeg91OIm0pPAoSM8HbzEmCVYfgxeucc7SufRGiu7RNPhGRDu6acX35w2XZfLyxhK89s4yKahVZX2EMjL8Trn8FDuyAx8+B7Z+6nUokZKnAailvLiQNc05Ql9CWnNW8FSyfD16/E4rz4IoZkKApkyIibemqsX344+XZLNpUwteeXaoi63gGTYKvvQNRcfDMRbDyRbcTiYQkFVgtYa2zoqH2wI4hJRvK90BZUdPu/+GfIO9NmPwgDDq3bbOJiAgAV47pw5+vyOGTTXu57emlHK6udTtSYErMgK+9C33HOx8GLrivdZNyReQrVGC1xP6tUHVQBVZHkdww6KIJq1h5b8L7v4Wca2H8N9o2l4iIfMnlo3vz16ty+HTLXm6doSLruGLi4YZXYcxtsOjv8NL1UFXmdiqRkKECqyUaBlwk///27js+q/p+//jrnU3YkEDCCHsThuwRZIhscaAiomJVtOLW2urPDm37batVsUpdaLWgIKK4wIUgS7YQthhAZgIBZO/k8/vj3FBEEAh3cu7cuZ6PRx5Z951cB8FPrpzPeR/dz6hISGrsvc48yyTBrcvh/duhckvoO9zb8y4iIgXqiuZVePbaZsz/YSdD/jOf/YdVsk4rMhr6PAO9noLvv4DXeng3JxaRC6aClReZ6d5kuQoN/U4iBSGuNJSt/stnsA7shDHXefvarx0N0XEFFk9ERH6qf7PKPDewOQvX/8iQ/8xjn0rW6ZlBm6EweDzs3uQNv1g/2+9UIoWeClZeZKZ7k+X0Q3TRkZQKWWeYJJhzFN69ybtGa+BbUCq5YLOJiMjP9GtaiecGNuPbDbu46fV57D101O9IoatWV7jtK+8Xim/2g0Vv+Z1IpFBTwTpfznkFS9dfFS1JTWHnWji05+ef+/z/eTcU7vccVGlZ8NlEROS0+japxPPXNSd9o0rWWSXU8UpW9Q7w4Z3e2qbhFyJ5ooJ1vvZsgQPbVbCKmqRU7/XW5T/9+Lf/hXkvQ7u7oNl1BZ9LRER+Ue/UZF4Y1Jwlm3Zz4+vz2KOSdWbFysL146HVbTD7BW/r++l+sSgiv0gF63wdH3SgglW0JB+fJHjSNsENc+GTB6BmF7jkcX9yiYjIWfVsnMyI6y9i6abd3PDaPHYfVMk6o8ho6PNP6PM0ZEyG1y6Fnev8TiVSqKhgna/MdMD+N1lOioaSyRBf/n8Fa/cmeGcwlKkKV/9HN5wWEQlxPRol8eLgFqzYspsbXpvL7gMqWb+o1a1ww/uwN9MbfvHDLL8TiRQaKljnKzMdEupCTHG/k0hBMvPG8mcugaMHvXuGHD0IA8d4WypERCTkdW9YkZcGt2BV5l4GvzaXXQeO+B0ptNXsDLdN8X7B+N/+3rZ4ETkrFazzpQEXRVdSKmxbCR/c6f09uOpVqFDf71QiInIeujWoyMs3tOC7rL1cP1Il66zK14JbJ0ONNPjobvjsUQ2/EDkLFazzsS8b9m5RwSqqkptC7lFY/j50fQzq9fI7kYiI5EGX+hV45cYWfL9tH4NencuP+1WyflGxMjDoXWhzB8wZAW9fA4d2+51KJGSpYJ2PLA24KNIqNfdeN7oS0h70N4uIiFyQzvUq8OqNLcnI3sd1r85hp0rWL4uMgl7/gL7DYe3XMLK7d/sSEfkZFazzcXyC4PGR3VK0lK8Ft3wJV7zkXZMlIiKF2sV1E3ntppas276fQa/OYce+w35HCn0tb4YbJsD+bd7wi3Uz/E4kEnJUsM5HZjqUre6dKpeiqWpriIr1O4WIiARJWp1EXh/Sih927OfKF79h0YYf/Y4U+mp0glu/guKJMOpyWPAfvxOJhBQVrPOhARciIiJhp0PtBN66tQ3HchwDXprNv776nmM5uX7HCm3Hh1/U7Ayf3Aef/hZyjvmdSiQkqGCdq4M/wo8/qGCJiIiEoRbVyjHp3jT6NknmmS9Xc+0rc9i484DfsUJbXGm47h1oeyfMfckbfnFwl9+pRHyngnWuspZ6r1WwREREwlLpYtE8N7A5w69txuqsvfR6bgbvLdyEc87vaKErMgp6/g36/QvWTYORl8CONX6nEvGVCta5OjHgQgVLREQknF3evDKT7k2jQXJJHnw3nbvGLGL3gaN+xwptLW6CGz+EAzu84Rdrp/mdSMQ3KljnKjMdSlWGEol+JxEREZF8VrVcPGOHtuM3Perx+bIsej43nW/WbPc7Vmir3hFumwIlk2DUFTB/pN+JRHyhgnWuNOBCRESkSImMMIZ1qc17v25PXHQk14+cy98+XcmRYxqAcUblani3NKndDSY+CBMf0vALKXJUsM7F4X2w/XsVLBERkSKoadUyTLynIwNbVeXlaWu54t+zyNi21+9YoSuuFFw3FtrdBfNfhbeu8oaFiRQRKljnYutywKlgiYiIFFHxMVH87comvHxDC7bsOkjf52cyavYPGoBxJhGR0OOvcNkL8MMsb/jF9gy/U4kUCBWsc3F8wIUKloiISJHWo1ESn9/XidY1yvP7D5dzy5sL2L7vsN+xQtdFN8BNH3lnsEZ2hTVT/U4kku9UsM5FZrp3t/KSyX4nEREREZ9VKBXHG0Na8cd+DZmZsZ2ew6czddU2v2OFrmrtveEXpSrD6Ktg3qt+JxLJVypY5yIzHZKagJnfSURERCQEREQYN3eowcd3dSShRCw3vzGf33+wjINHcvyOFprKVodbvoA6l8Kkh+CTByBHo+8lPKlgnc3RQ5C9UtsDRURE5GfqJZXkg2EduKVjDUbNWU+/F2ayfMtuv2OFptiSMPAt6HAvLHgNRl8JB3b6nUok6FSwzmbbCsg9poIlIiIipxUXHcnv+zZk1C2t2XPwKJePmMXL09aQm6sBGD8TEQndn4D+/4YNc2BkN8he7XcqkaBSwTobDbgQERGRc5BWJ5HP7+tE1/oV+Nunq7h+5Fy27Drod6zQ1Px6uOljOLTHmzCYMdnvRCJBo4J1NpnpEFva2zssIiIi8gvKFo/hpcEt+MdVqaRv2kXP4dOZuCTT71ihKaUtDJ0KZarCW1fDnBdBY+8lDKhgnU1mOiRrwIWIiIicGzPj2lYpTLwnjRqJJRj29rc8OC6dvYc01OFnyqTArz6Hur3gs9/BJ/dp+IUUeipYvyTnqHeTYW0PFBERkfNUI6E44+9oxz1dazNh0SZ6/2sGC9drqMPPxJaAa0dDx/th4Rsw6goNv5BCTQXrl2R/BzmHIbmZ30lERESkEIqOjOCBS+sx7vZ2OAdXvzSbZ75czbGcXL+jhZaICLjkT3DFy7BxLrzaBbat8juVSJ6oYP2SrCXea53BEhERkQvQsno5Jt2bxuXNKvOvr75nwEuzWb9jv9+xQk/TgTBkIhzZ7w2/mPcq5OreYlK4qGD9ksx0iC4O5Wv5nUREREQKuVJx0TxzbTOev645a7P30fu5GYxbsBGnwQ4/VbU13DYVKjf3bkr8alfY/K3fqUTOmQrWL8lMh6RU754NIiIiIkHQr2klPruvE40rl+bh8Uu4861v+XH/Eb9jhZYyVeHGj+Cq12BvpleyJj4IB3/0O5nIWalgnUluLmQu0fZAEZFCwMx6mtl3ZpZhZr87zec7mdm3ZnbMzAac8rkcM1scePmo4FJLUVapTDHevq0tv+1Zn8krt9LzuenMytjud6zQYgapA+Cu+dDmdljwOrzQCtLHapy7hDQVrDPZuQaO7vdGtIuISMgys0hgBNALaAhcZ2YNT3nYBmAI8PZpvsRB51yzwMtl+RpW5CSREcavO9diwp0dKB4bxfUj5/LXiSs4fEzXHP1EXGno9Q8Y+jWUqQYTboc3+sC2lX4nEzktFawzyUz3XusMlohIqGsNZDjn1jrnjgBjgf4nP8A594Nzbgmg0W0SchpXLs3Eu9MY3DaFV2es4/IR37B6616/Y4We5KZwy5fQ7znvNjovdYQv/wCH9/mdTOQnVLDOJHMxRMZAYn2/k4iIyC+rDGw86f1NgY+dqzgzW2Bmc8zs8qAmEzlHxWIi+cvlqbx2U0u27TlEv+dn8sasdRqAcaqICGgxBO5e6E0cnPUcjGgDKz/WtkEJGSpYZ5KZDhUbQWS030lERCR/VXPOtQQGAcPN7LSjY81saKCILcjOzi7YhFJkdGtQkc/u60T7WuX508cruPmN+Wzbe8jvWKGneAL0HwG/+tzbQvjOYHj7Wti5zu9kIipYp+WcV7C0PVBEpDDYDFQ96f0qgY+dE+fc5sDrtcDXQPMzPO4V51xL51zLxMTEvKcVOYvEkrG8PqQVT/RvxOw1O+g5fAaTV2z1O1ZoSmkLt0+DS/8K62fBv9vCtKfg2GG/k0kRpoJ1OrvWw6HdKlgiIoXDfKCOmdUwsxhgIHBO0wDNrKyZxQbeTgA6ACvyLanIOTIzbmxXnU/u7khSqThu/e8CHp2wlANHjvkdLfRERkP7u2DYPKjbE6b+Bf7dDtZM8TuZFFEqWKejARciIoWGc+4YcBfwObASGOecW25mT5jZZQBm1srMNgFXAy+b2fLA0xsAC8wsHZgK/N05p4IlIaNOxZJMGNaeoZ1qMmbeBvo+P5Olm3b7HSs0la4M17wJg98DHIy6At69GfZk+p1MihgLtYsnW7Zs6RYsWOBviK+egJnD4dEtEB3nbxYRkSLIzBYGrosKSSGxVkmR803Gdh4Yl872fYd54NK63N6pFpER5nes0HT0kDcAY8bT3tCyLo9C66EQGeV3MgkjZ1qrdAbrdDKXQIUGKlciIiISMtrXTuCz+9Lo0SiJJz/7jutencPmXQf9jhWaouOg829h2BxIaQOfPwKvdIaN8/xOJkWACtapnPNGtGt7oIiIiISYMvExvDCoOf+8uinLN++m5/DpfLj4nGe6FD3lasL14+GaUXBwJ7zWHT66Gw7s9DuZhDEVrFPtzYL92SpYIiIiEpLMjAEtqjDp3jTqVCjBvWMXc9/YRew5dNTvaKHJDBpe5g3BaH8PLH4bnm8B3/4XcnXvcQk+FaxTHR9wkdTE3xwiIiIiv6Ba+eKMu70d911Sh4+XZNJr+Azm/6AzM2cUWwIu/TPcPgMS63lnsl7vAVlL/U4mYUYF61SZ6YBBUmO/k4iIiIj8oqjICO67pC7v3tGOyAjj2pdn84/PVrHvsMa5n1HFhnDzp3D5i7BzDbzcCT57BA7t8TuZhAkVrFNlpkP52hBb0u8kIiIiIufkopSyTLo3jasuqsKLX6/h4ien8p9Z6zh8LMfvaKHJDJoNgrsWQIshMOdFGNEalr3vXY8vcgFUsE6Vma7rr0RERKTQKREbxVNXN2XCne2pW7Ekj3+8gq7/nMb4hZvIyVVpOK34ctD3Wbj1KyhRAcbf7N0/a3uG38mkEFPBOtn+7bBnkwqWiIiIFFrNU8ry9m1tGHVLa8oWj+ahd9Pp9dx0vlieRajd/zRkVGkBt02F3v+EzQvhxXYw5a9wVGPw5fypYJ3s+IALFSwREREpxMyMtDqJfDSsIyMGXcSxHMfQUQu58sVvmLN2h9/xQlNEJLS+zds22OgKmP4kjGgDq7/wO5kUMipYJztRsDRBUERERAq/iAijT5Nkvri/E3+/MpXMXYcY+Mocbnp9Hss27/Y7XmgqWRGufAVu+hiiYuHtq2Hs9bBro9/JpJBQwTpZZjqUqQbFyvqdRERERCRooiIjGNg6ha9/05lHe9dn8cZd9H1+JnePWcQP2/f7HS801egEd8yCbn+EjK+8IRgzh0OO7jcmv0wF62RZS7Q9UERERMJWXHQkQzvVYvrDXbirS20mr9jKJc9M49EJS9m655Df8UJPVAykPQDD5kLNLjD5j/BSR/hhlt/JJISpYB13aDfsXKuCJSIiImGvdLFoHupRj2kPd2ZQmxTGzd/IxU9N5e+frmL3AZ2h+Zmy1eC6t+G6sXD0ALzRGybcAfu2+Z1MQpAK1nHH7+Kd3MzXGCIiIiIFpULJOJ7o35gpD3amZ6MkXp6+hrQnp/DvrzM4eET30PqZer3gzrmQ9hAsHQ8vtIT5IyFXf1byPypYx2nAhYiIiBRRKeXjGT6wORPvTqNl9XI8+dl3XPzUVEbPWc/RnFy/44WWmHjo9nv49TfezqeJD8LIbrD5W7+TSYhQwTouMx1KJns3mRMREREpghpWKsXrQ1rx7h3tSCkXz2MfLOOSZ6bx4eLN5OpmxT+VWBdu/Aiueg32bIFXu3pl6+Auv5OJz1SwjstM1/VXIiIiIkCr6uV49452vD6kJcWiI7l37GL6PD+Tqd9t082KT2YGqQPgrvnQ5nZY8Lq3bTB9LOjPqchSwQI4sh+2r1bBEhEREQkwM7rWr8ike9IYfm0z9h0+ys3/mc+1r8xh4fqdfscLLXGlodc/YOjX3i1/JtwOb/SFbav8TiY+UMEC2LocXK4KloiIiMgpIiKMy5tX5qsHOvNE/0aszd7PVS/O5tY3F/Bd1l6/44WW5KZwy5fQ7znYugxe6gBf/tGbVi1FhgoWnDTgQgVLRERE5HRioiK4sV11pv2mMw9dWpe5a3fQ87npPDBuMRt3HvA7XuiIiIAWQ+DuhdB0IMwaDs829orW3iy/00kBUMECyFwM8eWhVGW/k4iIiIiEtOKxUdzVtQ7TH+7C0LSaTFySSdenv+ZPHy0ne+9hv+OFjuIJ0H8EDJ0GtbvBN/+C4anw8b2wY43f6SQfqWDB/wZcmPmdRERERKRQKFs8hkd6N+Dr33RmQIsqjJqznoufmsozX3zH3kO6WfEJlZrB1W/AXQug2fWweAw83wLG3ajR7mFKBevYYe8CRG0PFBERETlvyaWL8bcrm/DF/Z3oUq8C/5qSQacnpzJyxloOHdUNeE8oXwv6DYf7lkLH+2DNVHi1C7x5mfe2pg6GDRWsbSsh96gKloiIiMgFqJVYghHXX8THd3WkceXS/GXiSrr882vGzd/IMd2s+H9KVoRL/gT3L4fuT0D2dzDqcnjlYlj2PuSqlBZ2KlgacCEiIiISNKlVSjPqlja8fWsbKpSK4+H3ltBj+HQ+W5ape2idLK4UdLgX7lsC/f7l3TZo/M3efbQWvA5HD/mdUPJIBSszHWJLQ9kaficRERERCRvtayfwwZ3teWlwCwDuGP0tl4+YxTcZ231OFmKiYqHFTTBsHlzzX4grA5/c7w3EmPGMRrwXQipYmemQ3EQDLkRERESCzMzo2TiJz+/rxJMDmpC99zCDRs5l8Mi5LNm0y+94oSUiEhr2h9umwI0fQVJj+OpxeKYRfPkHjXgvRIp2wco55t0ELqmJ30lEREREwlZUZATXtKzKlIc681ifBizfspvLXpjFnW8tZE32Pr/jhRYzqHkx3DABbp8OdbrDN897Z7Q+uhu2Z/idUM6iaBes7avh2CFdfyUiIiJSAOKiI7k1rSbTH+7CPd3q8PV32Vz67HR+994SMncf9Dte6EluClf/x7tpcfMbIP0d7xqtd26AzQv9TidnULQLlgZciIiIiBS4knHRPNC9LtMf7sINbavx3rebuPipr/nrxBX8uP+I3/FCT7ma0PcZuH8ZpD0Aa6fBq13hzX6Q8ZVGvIcYFayoYpBQx+8kIiIiIkVOQolY/nRZI6Y82Jl+TSoxcuY6Oj05lee/+p79h4/5HS/0lKgA3f7gFa3uf4bt38PoK+HlTrDsPe/yF/GdClZSqndRoYiIiIj4omq5eJ6+pimf3duJtrXK8/SXq+n05FSe/uI7tuzS1sGfiSsFHe6Be9Phsufh6EEY/yt4oQXMf817X3xzTgXLzHqa2XdmlmFmvzvN51PMbKqZLTKzJWbW+6TPPRJ43ndm1iOY4S9Ibi5kLdH2QBEREZEQUS+pJK/e2JL3ft2eplXL8MLUDDr+YwpD/7uA6auzyc3VVrifiIqFi270RrxfOxriy8PEB7yBGNP/CQd3+Z2wSIo62wPMLBIYAXQHNgHzzewj59yKkx72GDDOOfeimTUEJgHVA28PBBoBlYDJZlbXOef/Lap3roUj+1SwREREREJMi2pleX1IKzbuPMDb8zbwzvyNfLFiK9XLxzO4bTUGtKhCmfgYv2OGjogIaNAP6veFH2bCzGdhyp9h5nBoOQTaDoNSyX6nLDLO5QxWayDDObfWOXcEGAv0P+UxDigVeLs0sCXwdn9grHPusHNuHZAR+Hr+y9KACxEREZFQVrVcPL/tWZ/Zj3TluYHNSCgRy18mrqTN/33FQ++mk75xl98RQ4sZ1EiDG96H22dA3R4wewQ81wQ+vMu7Zkvy3VnPYAGVgY0nvb8JaHPKY/4EfGFmdwPFgUtOeu6cU55bOU9Jgy0zHSJjILG+30lERERE5BfERkXSv1ll+jerzIotexg9dz0fLNrM+IWbaFKlNIPbVKNf00oUi9F19SckN4EBr0HXx2D2C7BotPfSoC90uB+qtPA7YdgK1pCL64A3nHNVgN7AKDM7569tZkPNbIGZLcjOzg5SpLPITIcKDSFKp5dFRERECouGlUrxf1ekMvfRbjzRvxEHj+Tw8HtLaPN/k/nzJytYqxsX/1S5GtDnabhvGaQ9COumw8iu8EZfyJisEe/54FxK0Gag6knvVwl87GS3AOMAnHOzgTgg4Ryfi3PuFedcS+dcy8TExHNPn1fOeQVL2wNFRERECqWScdHc2K46X9zfiXeGtqVT3UTe/OYHuj49jcEj5/LZsiyO5eT6HTN0lEiEbr+H+5fDpX+BHWtg9FXwchosHa8R70F0LgVrPlDHzGqYWQze0IqPTnnMBqAbgJk1wCtY2YHHDTSzWDOrAdQB5gUrfJ7t3ggHf/ROnYqIiIhIoWVmtKlZnhcGXcQ3j3Tlwe51WZu9jztGL6TjP6by3OTv2bbnkN8xQ0dsSWh/tzfivf8IOHoI3rsFnr8I5r2qEe9BcNaC5Zw7BtwFfA6sxJsWuNzMnjCzywIPexC4zczSgTHAEOdZjndmawXwGTAsJCYIZh4fcNHM1xgiIiIiEjwVSsZxd7c6TH+4C6/c0II6FUvw7OTVtP/7FIa99S3frNmO05Y4T1QMNB8cGPH+FhRPhEkPwbONYfpT3skIyRMLtb9kLVu2dAsWLMjfbzLlLzDjGXh0M0QXy9/vJSIi583MFjrnWvqd40wKZK0SkaBYt30/b89dz7gFm9h98Ci1K5RgcJsUrmxRhVJx0X7HCx3OwfpZ3mj3jC8hpgS0GALthkGpSn6nC0lnWquKZsF662rYvQnunJ2/30dERPJEBUtEgu3Q0Rw+WZLJqDnrSd+4i2LRkVzevBKD21ajUaXSfscLLVlLYdZzsOx9sAhoei20vxcS6/qdLKScaa06lzHt4SczHWp19TuFiIiIiBSQuOhIBrSowoAWVViyaRej56xnwqLNjJm3kYtSyjC4bTV6pyYTF61R7ySlwlUjvRHv37wAi0bBoregVhdoOgjq94GYeL9ThqyidwZrbxY8XQ96/h3a/jr/vo+IiOSZzmCJSEHYfeAo47/dxFtz1rN2+37KxkdzTauqXN+6GinlVSBO2L/dG4Cx+C1vWFxMSWjYH5pdByntISJYd34qXHQG67gTAy40ol1ERESkKCsdH80tHWvwqw7V+WbNDkbNXs/IGet4ZfpaLq6byA1tq9G5XgUiI8zvqP4qngBdHoGLf+tdp5U+FlZ8AItHQ+kUbwthk4GQUNvvpCGhCBasJd7rpFR/c4iIiIhISDAzOtROoEPtBLJ2H2LMvA2MmbeBW95cQOUyxRjUJoVrW1UloUSs31H9FREBNdK8l95PwaqJkP42zHjamzxYpTU0HQiNroD4cn6n9U3R2yI49nrIXgV3L8y/7yEiIhdEWwRFxG9Hc3L5csVWRs1ez+y1O4iONHqnJjO4bTVaViuLWRE/q3WyPVtg6buweAxkr4TIGKjbE5oNgtqXQGR4TmvUFsHjMpdA1VZ+pxARERGREBYdGUHv1GR6pyaTsW0vo+ds4L2Fm/hw8RbqJ5VkcNtqXN68MiVii96P0z9TqhJ0uBfa3+NdjpM+1itcKz+C+ARIHeCd2UpuBkWgmBatM1gHdsKTNaD7E95fAhERCUk6gyUioejAkWN8tHgL/529nhWZeygRG8UVzSszuG016iWV9DteaMk5ChlfeVsIv/sUco5AYgOvaDW5JizuraUzWKABFyIiIiKSZ/ExUQxs7V2PtWjjLkbPXs87CzYyas56Wtcox+C21ejZKImYqKI5Ve8nIqOhXk/v5eCPsHyCd2Zr8h9h8p+gZmdvC2H9PhBT3O+0QVU0C1ZSE39ziIiIiEihZWZclFKWi1LK8ljfhry7YCOj567nnjGLSCgRw8BWKVzXJoXKZYr5HTU0FCsLLX/lvexY4xWtJWPh/dsgpoQ38r3pQKjWMSxGvhetLYLv3gybFsD9S/Pn64uISFBoi6CIFDa5uY7p32czes56vlq1DQO61q/I4LYppNVJ1Kj3U+XmwobZ3hbC5R/Ckb1Quio0udYrWwl1/E54VtoiCN4ZrGSdvRIRERGR4IqIMDrXq0DnehXY9OMBxszbwNh5G5m8cisJJWLp2bgivRsn07pGOaIiC/9ZmgsWEQHVO3gvvZ6C7yZB+hiY+QzM+CdUbundyLjRlYVu5HvROYN1aA/8vSp0eQwu/k3wv76IiASNzmCJSDg4fCyHySu2MXHpFqas2saho7mULx5Dj8ZJ9G6cTNuaKls/szcLlozzyta2FYGR7z2g6XVQuztExfid8ASdwcoKbAvUgAsRERERKQCxUZH0aZJMnybJHDhyjK+/y2bS0kw+WLSZt+duoGx8ND0aJdE7NZl2tcoTrbIFJZOgwz3Q/m7v5/f0sbB0HKz8GOLLQ+PAyPdKzUN25HvRKViaICgiIiIiPomPiTpxX62DR3KYttorWx+nb2Hs/I2UiY/m0oYV6ZWaTIdaCZpEaOZd2pPcBLo/DmumeGe1Fr4B816GxPpe0Uq9BkpX9jvtTxStglUiCUpW9DuJiIiIiBRhxWIi6dk4iZ6Nkzh0NIfpgbI1aWkW4xZsolRcFN0bJtGnSRIdaicQGxXpd2R/RUZ72wTr9oCDu2DFB7B4jDfuffLjUPNibwthg34hMfK96BSsrCU6eyUiIiIiISUuOpJLGyVxaaMkDh/LYcbq7UxalskXK7J479tNlIyLonuDivROTaZjnQTioot42SpWBloM8V52roX0d7wzWxNuh08e+N/I9+ppvo18LxoF68gByF4F9fv6nURERERE5LRioyK5pGFFLmlYkcPHcvgmYwcTl2byxfIs3l+0mRKxUVzSoAK9UpO5uG6iyla5mtDlEej8u8DI9zGw/ANv9HupKtD0Wu/MVgGPfC8aBWvbCnC5OoMlIiIiIoVCbFQkXepXoEv9Chy5IpVv1mzn06VZfL4iiw8Wb6F4TCRdG1SkT2oSnetVKNplywyqtfdeej3pjXxfPAZmPgsznobKLbyi1fiqAhn5XjQKVuZi77UKloiIiIgUMjFRESfusfWXnMbMWbuDSUsz+Xz5Vj5O30J8jFfG+qQm07leIvExReNH/NOKLuYVqcZXwd6tsPRd78zWpIfgs0e867iaDYL6ffItQtH4089Mh2LloHQVv5OIiIiIiORZdGQEaXUSSauTyJ/75zJ33U4mLs3k82VZTFySSbHoSLrUT6RX42S61q9A8dii8eP+aZWsCO3v8l6Oj3xfMg4O7FTBumCZ6d6IxxCdlS8iIiIicr6iIiPoUDuBDrUT+HP/xsxdt4NPl2bx6bIsJi3NIjYqgs71Eumdmky3BhUpUZTLVlKq93LJ47B/W75+q/D/Uz52BLaugHZ3+p1ERERERCRfREYY7Wsl0L5WAn+6rBHzf9jJp0sz+XRZFp8v30pMVAQX102kT2oy3RpUoGRctN+R/REZBaUq5eu3CP+Clb0Sco/q+isRERERKRIiI4y2NcvTtmZ5/tivEQs3/MjEJZl8tiyLL1dsJSYygk51E+jVOJlLGlakdLEiWrbySfgXrMx073VyM19jiIiIiIgUtIgIo1X1crSqXo4/9G3Ioo0/MmlpFp8uzWTyym1ERxppdRLp1TiJSxsmUTpeZetCFY2CFVMSytbwO4mIiOQjM+sJPAdEAiOdc38/5fOdgOFAE2Cgc278SZ+7CXgs8O5fnHNvFkhoEZECFBFhtKhWjhbVyvH/ejcgfdMuJi3NZNLSLKas2sYjEUvpUDuBPqnJdG9YkbLFY/yOXCgVjYKV3MS3OzmLiEj+M7NIYATQHdgEzDezj5xzK0562AZgCPDQKc8tB/wRaAk4YGHguT8WRHYRET9ERBjNU8rSPKUsj/ZuwJJNu72ytSyTh99bQtQEo12t8vROTaZHoyTKqWyds/AuWLk5kLUMWt7sdxIREclfrYEM59xaADMbC/QHThQs59wPgc/lnvLcHsCXzrmdgc9/CfQExuR/bBER/5kZTauWoWnVMvyuV32Wbd7DpGWZTFqaySPvL+WxD5bRrmZ5ujWoQFqdBGollsA0nfuMwrtgbf8ejh3UgAsRkfBXGdh40vubgDYX8NzKpz7IzIYCQwFSUlLyllJEJMSZGalVSpNapTQP96jHisw9TFqayadLs3j8Y+93Vsml4+hYO4GOdRLoWDuB8iVifU4dWsK7YJ0YcKGCJSIiF8Y59wrwCkDLli2dz3FERPKdmdGoUmkaVSrNb3rUZ+POA8z4fjszM7L5YsVW3l24CYCGyaVIq+MVrlbVyxEXHelzcn+Ff8GKKgbl6/idRERE8tdmoOpJ71cJfOxcn9v5lOd+HZRUIiJhpGq5eAa1SWFQmxRych3LNu9mZsZ2pq/O5vVZ63h5+lpioyJoXaPciTNcDZJKERFRtLYThn/BSmrs3VBMRETC2XygjpnVwCtMA4FB5/jcz4H/M7OygfcvBR4JfkQRkfARGfG/67aGdanN/sPHmLdu54kzXH/7dBV8CuWLx9ChdgJpdRJIq5NIUuk4v6Pnu/BtHrm5kLUEUq/2O4mIiOQz59wxM7sLryxFAq8755ab2RPAAufcR2bWCpgAlAX6mdnjzrlGzrmdZvZnvJIG8MTxgRciInJuisdG0aV+BbrUrwBA1u5DzMzYzszvs5mZsYOP0rcAULtCCToGClfbmuUpHht+dST8jui4H9fB4T26/kpEpIhwzk0CJp3ysT+c9PZ8vO1/p3vu68Dr+RpQRKQISSodx4AWVRjQogrOOVZl7WXG99nM+H47Y+Zt4I1vfiA60hsVnxbYTtikShkiw2A7YfgWLA24EBERERHxnZnRILkUDZJLMbRTLQ4dzWHh+h9PbCd8+svVPP3lakrFRdG+VgJpdRNIq51ISvl4v6PnSXgXrIhoqNDA7yQiIiIiIhIQFx1Jh9oJdKidANRnx77DzFqzw9tO+P12PlueBUBKuXg61kkgrXYC7WslUDo+2t/g5yi8C1aFBhClufwiIiIiIqGqfIlYLmtaicuaVsI5x9rt+5mxOpuZGdv5cNFm3p67gQiDJlXKeOPgayfQPKUsMVERfkc/rfAsWM55Bat+H7+TiIiIiIjIOTIzaiWWoFZiCYZ0qMHRnFwWb9zFjO+3M+P7bEZMzeD5KRkUj4mkbc3y3hmuOgnUSiyBWWhcvxWeBWvPZji4U9dfiYiIiIgUYtGREbSqXo5W1cvxQPe67D54lNlrdjAzw9tO+NWqbQAklYo7UbY61E4goYR/u9jCs2CdGHDRzNcYIiIiIiISPKWLRdOzcRI9GycBsHHngRPDMr5csZXxCzcB0DC5lLedsE4CraqXIy46ssAyhm/Bsgio2MjvJCIiIiIikk+qlotnUJsUBrVJISfXsWzzbmZmbGf66mxen7WOl6evJTYqgtY1ytExMA6+QVIpIvJxHHz4FqyEehBTOEc7ioiIiIjI+YmMMJpWLUPTqmUY1qU2+w8fY966nSfOcP3t01XwKTStWoYPh3XItxzhWbBSr4Zjh/xOISIiIiIiPikeG0WX+hXoUr8CAFm7DzEzYzu5uS5fv2+YFqwBficQEREREZEQklQ6jgEtquT79wnN4fEiIiIiIiKFkAqWiIiIiIhIkKhgiYiIiIiIBIkKloiIiIiISJCoYImIiIiIiASJCpaIiIiIiEiQqGCJiIiIiIgEiQqWiIiIiIhIkKhgiYiIiIiIBIkKloiIiIiISJCoYImIiIiIiASJCpaIiIiIiEiQqGCJiIiIiIgEiQqWiIiIiIhIkKhgiYiIiIiIBIkKloiIiIiISJCoYImIiIiIiASJCpaIiIiIiEiQqGCJiIiIiIgEiQqWiIiIiIhIkKhgiYiIiIiIBIk55/zO8BNmlg2sD8KXSgC2B+Hr+E3HEXrC5Vh0HKFFx/FT1ZxziUH4OvlCa9XP6DhCi44j9ITLseg4fuq0a1XIFaxgMbMFzrmWfue4UDqO0BMux6LjCC06jqIpXP68dByhRccResLlWHQc50ZbBEVERERERIJEBUtERERERCRIwrlgveJ3gCDRcYSecDkWHUdo0XEUTeHy56XjCC06jtATLsei4zgHYXsNloiIiIiISEEL5zNYIiIiIiIiBUoFS0REREREJEjCrmCZWVUzm2pmK8xsuZnd63emvDCzODObZ2bpgeN43O9MF8LMIs1skZl94neWvDKzH8xsqZktNrMFfufJKzMrY2bjzWyVma00s3Z+Z8oLM6sX+G9x/GWPmd3nd668MLP7A//Ol5nZGDOL8ztTXpjZvYFjWF5Y/1sUBK1ToSkc1inQWhVKtE6FnoJap8LuGiwzSwaSnXPfmllJYCFwuXNuhc/RzouZGVDcObfPzKKBmcC9zrk5PkfLEzN7AGgJlHLO9fU7T16Y2Q9AS+dcob7Bnpm9Ccxwzo00sxgg3jm3y+dYF8TMIoHNQBvnXDBu/lpgzKwy3r/vhs65g2Y2DpjknHvD32Tnx8waA2OB1sAR4DPgDudchq/BQpDWqdAUDusUaK0KVVqn/FeQ61TYncFyzmU6574NvL0XWAlU9jfV+XOefYF3owMvhbINm1kVoA8w0u8sRZ2ZlQY6Aa8BOOeOFOYF6yTdgDWFbdE6SRRQzMyigHhgi8958qIBMNc5d8A5dwyYBlzpc6aQpHUq9GidCi1hulZpnfJfga1TYVewTmZm1YHmwFyfo+RJYLvCYmAb8KVzrlAeBzAceBjI9TnHhXLAF2a20MyG+h0mj2oA2cB/AlthRppZcb9DBcFAYIzfIfLCObcZ+CewAcgEdjvnvvA3VZ4sA9LMrLyZxQO9gao+Zwp5WqdCxnDCY50CrVWhSuuU/wpsnQrbgmVmJYD3gPucc3v8zpMXzrkc51wzoArQOnBqs1Axs77ANufcQr+zBEFH59xFQC9gmJl18jtQHkQBFwEvOueaA/uB3/kb6cIEto5cBrzrd5a8MLOyQH+8HygqAcXNbLC/qc6fc24l8A/gC7xtF4uBHD8zhTqtU6EhzNYp0FoVcrROhYaCXKfCsmAF9oK/B7zlnHvf7zwXKnBafCrQ0+coedEBuCywJ3ws0NXMRvsbKW8Cv8HBObcNmIC3h7ew2QRsOum3zOPxFrHCrBfwrXNuq99B8ugSYJ1zLts5dxR4H2jvc6Y8cc695pxr4ZzrBPwIrPY7U6jSOhVSwmadAq1VIUrrVIgoqHUq7ApW4KLb14CVzrln/M6TV2aWaGZlAm8XA7oDq3wNlQfOuUecc1Wcc9XxTo9Pcc4Vut96mFnxwMXoBLYpXIp3qrlQcc5lARvNrF7gQ92AQnVh/WlcRyHddhGwAWhrZvGB/391w7smp9AxswqB1yl4+9rf9jdRaNI6FVrCZZ0CrVUhTOtUiCiodSoqP76ozzoANwBLA/vCAR51zk3yL1KeJANvBqbORADjnHOFenRsIVcRmOD9f4Uo4G3n3Gf+Rsqzu4G3AlsW1gI3+5wnzwI/QHQHbvc7S1455+aa2XjgW+AYsAh4xd9UefaemZUHjgLDwuCi9PyidUryi9aqEKN1KuQUyDoVdmPaRURERERE/BJ2WwRFRERERET8ooIlIiIiIiISJCpYIiIiIiIiQaKCJSIiIiIiEiQqWCIiIiIiIkGigiVSCJlZZzPTOGQREQlZWqukqFLBEhERERERCRIVLJF8ZGaDzWyemS02s5fNLNLM9pnZs2a23My+MrPEwGObmdkcM1tiZhPMrGzg47XNbLKZpZvZt2ZWK/DlS5jZeDNbZWZvBe6uLiIicl60VokElwqWSD4xswbAtUAH51wzIAe4HigOLHDONQKmAX8MPOW/wG+dc02ApSd9/C1ghHOuKdAeyAx8vDlwH9AQqAl0yOdDEhGRMKO1SiT4ovwOIBLGugEtgPmBX9gVA7YBucA7gceMBt43s9JAGefctMDH3wTeNbOSQGXn3AQA59whgMDXm+ec2xR4fzFQHZiZ70clIiLhRGuVSJCpYInkHwPedM498pMPmv3+lMe5PH79wye9nYP+PYuIyPnTWiUSZNoiKJJ/vgIGmFkFADMrZ2bV8P7dDQg8ZhAw0zm3G/jRzNICH78BmOac2wtsMrPLA18j1sziC/IgREQkrGmtEgky/RZBJJ8451aY2WPAF2YWARwFhgH7gdaBz23D2/sOcBPwUmBRWgvcHPj4DcDLZvZE4GtcXYCHISIiYUxrlUjwmXN5PeMrInlhZvuccyX8ziEiInImWqtE8k5bBEVERERERIJEZ7BERERERESCRGewREREREREgkQFS0REREREJEhUsERERERERIJEBUtERERERCRIVLBERERERESC5P8Dq0WiXuD0nU8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 864x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy\n",
+      "\ttraining         \t (min:    0.864, max:    0.992, cur:    0.954)\n",
+      "\tvalidation       \t (min:    0.778, max:    0.969, cur:    0.957)\n",
+      "Loss\n",
+      "\ttraining         \t (min:    0.091, max:    0.250, cur:    0.091)\n",
+      "\tvalidation       \t (min:    0.105, max:    0.400, cur:    0.105)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# start from epoch 2\n",
+    "\n",
+    "plotlosses = PlotLosses(from_step=2)\n",
+    "\n",
+    "for i in range(10):\n",
+    "    plotlosses.update({\n",
+    "        'acc': 1 - np.random.rand() / (i + 2.),\n",
+    "        'val_acc': 1 - np.random.rand() / (i + 0.5),\n",
+    "        'loss': 1. / (i + 2.),\n",
+    "        'val_loss': 1. / (i + 0.5)\n",
+    "    })\n",
+    "    plotlosses.send()\n",
+    "    sleep(0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x576 with 2 Axes>"
       ]
@@ -72,18 +161,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "acccuracy\n",
-      "\tacc              \t (min:    0.743, max:    0.964, cur:    0.935)\n",
-      "\tval_acc          \t (min:    0.478, max:    0.954, cur:    0.922)\n",
-      "log-loss\n",
-      "\tloss             \t (min:    0.091, max:    0.500, cur:    0.091)\n",
-      "\tval_loss         \t (min:    0.105, max:    2.000, cur:    0.105)\n"
+      "Accuracy\n",
+      "\ttraining         \t (min:    0.864, max:    0.956, cur:    0.910)\n",
+      "\tvalidation       \t (min:    0.892, max:    0.977, cur:    0.948)\n",
+      "Loss\n",
+      "\ttraining         \t (min:    0.091, max:    0.167, cur:    0.091)\n",
+      "\tvalidation       \t (min:    0.105, max:    0.222, cur:    0.105)\n"
      ]
     }
    ],
    "source": [
-    "groups = {'acccuracy': ['acc', 'val_acc'], 'log-loss': ['loss', 'val_loss']}\n",
-    "plotlosses = PlotLosses(groups=groups)\n",
+    "# only last 5 steps\n",
+    "\n",
+    "plotlosses = PlotLosses(from_step=-5)\n",
     "\n",
     "for i in range(10):\n",
     "    plotlosses.update({\n",
@@ -93,8 +183,15 @@
     "        'val_loss': 1. / (i + 0.5)\n",
     "    })\n",
     "    plotlosses.send()\n",
-    "    sleep(.1)"
+    "    sleep(0.5)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -114,16 +211,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.6"
-  },
-  "pycharm": {
-   "stem_cell": {
-    "cell_type": "raw",
-    "source": [],
-    "metadata": {
-     "collapsed": false
-    }
-   }
+   "version": "3.7.7"
   },
   "toc": {
    "base_numbering": 1,
@@ -141,4 +229,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 1
-}
\ No newline at end of file
+}
diff --git a/livelossplot/main_logger.py b/livelossplot/main_logger.py
index 62807b6..9973b77 100644
--- a/livelossplot/main_logger.py
+++ b/livelossplot/main_logger.py
@@ -1,6 +1,6 @@
 import re
 from collections import OrderedDict, defaultdict
-from typing import NamedTuple, Dict, List, Pattern, Tuple, Optional, Union
+from typing import NamedTuple, Dict, Iterable, List, Pattern, Tuple, Optional, Union
 
 # Value of metrics - for value later, we want to support numpy arrays etc
 LogItem = NamedTuple('LogItem', [('step', int), ('value', float)])
@@ -21,13 +21,14 @@ def __init__(
         self,
         groups: Optional[Dict[str, List[str]]] = None,
         metric_to_name: Optional[Dict[str, str]] = None,
+        from_step: int = 0,
         current_step: int = -1,
         auto_generate_groups_if_not_available: bool = True,
         auto_generate_metric_to_name: bool = True,
-        group_patterns: List[Tuple[Pattern, str]] = [
+        group_patterns: Iterable[Tuple[Pattern, str]] = (
             (r'^(?!val(_|-))(.*)', 'training'),
             (r'^(val(_|-))(.*)', 'validation'),
-        ],
+        ),
         step_names: Union[str, Dict[str, str]] = 'epoch'
     ):
         """
@@ -36,6 +37,7 @@ def __init__(
                 for example 'validation_accuracy', 'training_accuracy' etc.
             metric_to_name: transformation of metric name which can be used to display name
                 we can have short name in the code (acc), but full name on charts (Accuracy)
+            from_step: step to show in plots (positive: show steps from this one, negative: show only this many last steps)
             current_step: current step of the train loop
             auto_generate_groups_if_not_available: flag, that enable auto-creation of metric groups
                 base on group patterns
@@ -48,6 +50,7 @@ def __init__(
         self.log_history = {}
         self.groups = groups if groups is not None else {}
         self.metric_to_name = metric_to_name if metric_to_name else {}
+        self.from_step = from_step
         self.current_step = current_step
         self.auto_generate_groups = all((not groups, auto_generate_groups_if_not_available))
         self.auto_generate_metric_to_name = auto_generate_metric_to_name
@@ -128,11 +131,29 @@ def grouped_log_history(self,
         for group_name, names in sorted_groups.items():
             group_name = group_name if raw_group_names else COMMON_NAME_SHORTCUTS.get(group_name, group_name)
             ret[group_name] = {
-                name if raw_names else self.metric_to_name.get(name, name): self.log_history[name]
+                name if raw_names else self.metric_to_name.get(name, name): self.history_shorter(name)
                 for name in names
             }
         return ret
 
+    def history_shorter(self, name: str, full: bool = False) -> List[LogItem]:
+        """
+        Args:
+            name: metrics name, e.g. 'val_acc' or 'loss'
+            full: flag, if True return all, otherwise as specified by the from_step parameter
+
+        Returns:
+            a list of log items
+        """
+        log_metrics = self.log_history[name]
+        if full or self.from_step == 0:
+            return log_metrics
+        elif self.from_step > 0:
+            return [x for x in log_metrics if x.step >= self.from_step]
+        else:
+            current_from_step = self.current_step + self.from_step
+            return [x for x in log_metrics if x.step >= current_from_step]
+
     def _auto_generate_groups(self) -> Dict[str, List[str]]:
         """
         Returns:
diff --git a/livelossplot/outputs/extrema_printer.py b/livelossplot/outputs/extrema_printer.py
index e186709..a1a7004 100644
--- a/livelossplot/outputs/extrema_printer.py
+++ b/livelossplot/outputs/extrema_printer.py
@@ -16,61 +16,29 @@ def __init__(
             massage_template: you can specify massage which use all or a few values (min, max, current)
         """
         self.massage_template = massage_template
-        self.extrema_cache = {}
+        self.last_message = ""
 
     def send(self, logger: MainLogger):
         """Create massages with log_history and massage template"""
         log_groups = logger.grouped_log_history()
-        massages = self._create_massages(log_groups)
-        print('\n'.join(massages))
+        self.last_message = '\n'.join(self._create_massages(log_groups))
+        print(self.last_message)
 
     def _create_massages(self, log_groups: Dict[str, Dict[str, List[LogItem]]]) -> List[str]:
-        """Update cache and create massages"""
+        """Create massages"""
         massages = []
         for group_name, group_logs in log_groups.items():
             massages.append(group_name)
-            for metric_name, metric_values in group_logs.items():
-                self.update_extrema(metric_name, group_name, metric_values)
-                msg = self.massage_template.format(
-                    metric_name=metric_name, **self.extrema_cache[group_name][metric_name]
-                )
+            for metric_name, log_items in group_logs.items():
+                if len(log_items) == 0:
+                    msg = '\t{metric_name:16} \t (no values!)'.format(metric_name=metric_name)
+                else:
+                    values = [log_item.value for log_item in log_items]
+                    min_val = min(values)
+                    max_val = max(values)
+                    current_val = values[-1]
+                    msg = self.massage_template.format(
+                        metric_name=metric_name, min=min_val, max=max_val, current=current_val
+                    )
                 massages.append(msg)
         return massages
-
-    def update_extrema(self, metric_name: str, group_name: str, metric_values: List[LogItem]) -> None:
-        """Write highest, lower and current value to cache (or initialize if no exist)"""
-        current_val = metric_values[-1].value
-        if not self.extrema_cache.get(group_name):
-            self.extrema_cache[group_name] = {}
-        cache = self.extrema_cache[group_name].get(metric_name)
-        if not cache:
-            min_val = min(metric_values, key=lambda i: i.value).value
-            max_val = max(metric_values, key=lambda i: i.value).value
-            current_val = metric_values[-1].value
-            self.extrema_cache[group_name][metric_name] = {
-                'min': min_val,
-                'max': max_val,
-                'current': current_val,
-            }
-        else:
-            min_val = min(cache['min'], current_val)
-            max_val = max(cache['max'], current_val)
-            cache['min'] = min_val
-            cache['max'] = max_val
-            cache['current'] = current_val
-
-    @property
-    def extrema_cache(self) -> Dict[str, Dict[str, Dict[str, float]]]:
-        """Cache getter"""
-        return self._extrema_cache
-
-    @extrema_cache.setter
-    def extrema_cache(self, value: Dict[str, Dict[str, Dict[str, float]]]) -> None:
-        """Cache setter - can initialize cache only with empty dictionary"""
-        if len(value) > 0:
-            raise RuntimeError('Cannot overwrite cache with non empty dictionary')
-        self._extrema_cache = value
-
-    def close(self):
-        """Clear cache"""
-        self.extrema_cache = {}
diff --git a/livelossplot/plot_losses.py b/livelossplot/plot_losses.py
index e32b498..4b2bf28 100644
--- a/livelossplot/plot_losses.py
+++ b/livelossplot/plot_losses.py
@@ -1,6 +1,9 @@
+import os
 import warnings
 from typing import Type, TypeVar, List, Union
 
+from IPython.display import clear_output
+
 import livelossplot
 from livelossplot.main_logger import MainLogger
 from livelossplot import outputs
@@ -30,6 +33,7 @@ def __init__(
         self.outputs = [getattr(livelossplot.outputs, out)() if isinstance(out, str) else out for out in outputs]
         for out in self.outputs:
             out.set_output_mode(mode)
+        self.mode = mode
 
     def update(self, *args, **kwargs):
         """update logs with arguments that will be passed to main logger"""
@@ -37,9 +41,16 @@ def update(self, *args, **kwargs):
 
     def send(self):
         """Method will send logs to every output class"""
+        self.flush()
         for output in self.outputs:
             output.send(self.logger)
 
+    def flush(self):
+        if self.mode == 'notebook':
+            clear_output(wait=True)
+        else:
+            os.system('cls' if os.name == 'nt' else 'clear')
+
     def draw(self):
         """Send method substitute from old livelossplot api"""
         warnings.warn('draw will be deprecated, please use send method', PendingDeprecationWarning)
diff --git a/setup.py b/setup.py
index 5a13301..9461dc8 100644
--- a/setup.py
+++ b/setup.py
@@ -24,6 +24,7 @@ def version():
     python_requires=">=3.6",
     install_requires=[
         'ipython', 'matplotlib', 'bokeh',
+        'numpy<1.20;python_version<"3.7"',
     ],
     description='Live training loss plot in Jupyter Notebook for Keras, PyTorch and others.',
     long_description=readme(),


Test patch:
diff --git a/tests/test_extrema_printer.py b/tests/test_extrema_printer.py
index 638bd2f..6cd32f8 100644
--- a/tests/test_extrema_printer.py
+++ b/tests/test_extrema_printer.py
@@ -13,8 +13,13 @@ def test_extrema_print():
     liveplot.update({'acc': 0.65, 'val_acc': 0.35, 'loss': 0.5, 'val_loss': 0.9})
     liveplot.update({'acc': 0.65, 'val_acc': 0.55, 'loss': 1.0, 'val_loss': 0.9})
     liveplot.send()
-    assert len(plugin.extrema_cache['log-loss']) == 2
-    assert len(plugin.extrema_cache['log-loss']['training']) == 3
-    assert plugin.extrema_cache['accuracy']['validation']['min'] == 0.35
-    assert plugin.extrema_cache['accuracy']['validation']['max'] == 0.55
-    assert plugin.extrema_cache['accuracy']['validation']['current'] == 0.55
+    message = liveplot.outputs[0].last_message
+    ref_message = '\n'.join(
+        [
+            'accuracy', '\ttraining         \t (min:    0.500, max:    0.650, cur:    0.650)',
+            '\tvalidation       \t (min:    0.350, max:    0.550, cur:    0.550)', 'log-loss',
+            '\ttraining         \t (min:    0.500, max:    1.200, cur:    1.000)',
+            '\tvalidation       \t (min:    0.900, max:    1.100, cur:    0.900)'
+        ]
+    )
+    assert message == ref_message
diff --git a/tests/test_from_step.py b/tests/test_from_step.py
new file mode 100644
index 0000000..b7304b5
--- /dev/null
+++ b/tests/test_from_step.py
@@ -0,0 +1,50 @@
+from livelossplot import MainLogger, PlotLosses
+from livelossplot.outputs import BaseOutput
+
+
+class CheckOutput(BaseOutput):
+    def __init__(self, target_log_history_length):
+        self.target_log_history_length = target_log_history_length
+
+    def send(self, logger: MainLogger):
+        grouped_log_history = logger.grouped_log_history()
+        for group, metrics in grouped_log_history.items():
+            for metric, logs in metrics.items():
+                if len(logs) != self.target_log_history_length:
+                    raise ValueError(f'History too long ({len(logs)}) for {group} {metric}')
+
+
+def test_plus_from_step():
+    """Test from_step > 0"""
+    out = CheckOutput(target_log_history_length=8)
+    loss_plotter = PlotLosses(outputs=[out], from_step=2)
+    for idx in range(10):
+        loss_plotter.update({
+            'acc': 0.1 * idx,
+            'loss': 0.69 / (idx + 1),
+        })
+    loss_plotter.send()
+
+
+def test_minus_from_step():
+    """Test from_step < 0"""
+    out = CheckOutput(target_log_history_length=6)
+    loss_plotter = PlotLosses(outputs=[out], from_step=-5)
+    for idx in range(10):
+        loss_plotter.update({
+            'acc': 0.1 * idx,
+            'loss': 0.69 / (idx + 1),
+        })
+    loss_plotter.send()
+
+
+def test_default_from_step():
+    """Test without from_step"""
+    out = CheckOutput(target_log_history_length=10)
+    loss_plotter = PlotLosses(outputs=[out])
+    for idx in range(10):
+        loss_plotter.update({
+            'acc': 0.1 * idx,
+            'loss': 0.69 / (idx + 1),
+        })
+    loss_plotter.send()