diff --git a/example/example_xarray.ipynb b/example/example_xarray.ipynb
index c92a696..db783b8 100644
--- a/example/example_xarray.ipynb
+++ b/example/example_xarray.ipynb
@@ -965,7 +965,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.8"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/tests/test_perf.ipynb b/tests/test_perf.ipynb
index 1ff46cb..4d9f32f 100644
--- a/tests/test_perf.ipynb
+++ b/tests/test_perf.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "id": "717e496b-19c1-472c-ad67-6c9ba1b1a014",
    "metadata": {},
    "outputs": [],
@@ -34,7 +34,7 @@
     "            'pd.to_csv': len(df.to_csv()),\n",
     "            'pd.to_parquet': len(df.to_parquet(engine='pyarrow')),\n",
     "            'nxr.to_json': len(xnd.to_json(notype='all', header=False, encoded=True)),\n",
-    "            'nxr.to_json(cbor)': len(xnd.to_json(notype='all', header=False, encoded=False))}\n",
+    "            'nxr.to_json(cbor)': len(cbor2.dumps(xnd.to_json(notype='all', header=False, encoded=False)))}\n",
     "\n",
     "def sizes_plot(sizes, titles, fig_title):\n",
     "    '''plot the size of some format''' \n",
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "id": "63aefc9b-5e03-4730-8498-a218903c8f8c",
    "metadata": {},
    "outputs": [],
@@ -83,13 +83,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "id": "e6b247a6-6dd6-4442-8783-83b71ac646ed",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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iWERERERyJRfvapQe9eMD93Gr1R63Wu0fuE/xbh/es82xUMmHPndyXKu3wrV6qyTbHPIVoFjXKSl+rtTwGf1Tpvw5Wcn/PtTEuoiIiIiIiIjkTJoIFhHJYQ7ExLDoRijHb9/hujmemSVK0tTVNck+s0Ou83NkJMFxcTja2VHFxYXXPYrwZJ48D3zub27cYHlYGFfi4yjo4EBzV1dGeBTB2T75W87/ExfL6CtXOHH7No+7uPCBZwlKOjpaHx946SId3d1p7vrol00VEREREREREREREZGHS75zLyIi2VaMxUJFZxfGFyt23318nJwYV7QYP/iU4Vvv0pR0dKT/pYvciI+/7zEbIsL5LOQ6r3kU5scyZXi3uCc/R0QyLeT6fY/5+No1iplMrPEpg4fJxCfXrlkf2xgRgQN2mgQWEREREREREREREckAWhEsIpLDNM6fn8b58z9wn7Zu7kl+HlWkKGvCwzl15w71TclHw5Fbt6iRJ4/12JKOTrR2c+XP27fv++f8HRvLqKJF8XFyooObO59cvzsRHGE2MyPkOl+V8k7JSxMRERERERERERERkUekFcEiIrlcrGGwMjwMV3t7Kjk733e/mnnycuL2bY7eugXAxdhYdkdH83S++086V3J2Zl90DBbDYG9MNBX///k/uX6N7gUKUiLRZaJFRERERERERERERCT9aEWwiEgutTMqijcu/8Ntw6CIycSXXqUoeJ/VwACt3dy4YY6nx4XzAMQDXQsUoH/hwvc95q0iRZl4NZimZ/+morMzE4sV50BMDKfu3OGNIkUZcfkfjt++jW/efIwtVgwnO7v0fpkiIiIiIiIiIiIiIrmSJoJFRHKpOnnzstanDGFmM6vCw/C/cpnl3qUpfJ/J4N9jovkiNJR3ihWnWh4XLsTG8f61qxRxCGGQh0eyxxRzdORzr1LWn2MtFvpfusiHniX4IjSEfPb2/FSmLK9eusjKsJv0KFgoQ16riIiIiIiIiIiIiEhuo0tDi4jkUnnt7Snt5MSTefLwXnFPHIA14eH33X9mSAjt3dx5sUABKji70NTVleEeRVhwIxSLYTzSn/nFjVAa5MtHFRcXfo+JoVl+Vxzt7GiW35X9MTHp9MpEREREREREREREREQrgkVEBAADiDUs9338tsWC/X+u3OxgZ4fx/8c+zN937vBTRARrfMoAYAHi/38COd4wMKeqahERERERERERERERSY4mgkVEcphoi4ULsbHWn/+JiyPo9m3cHRwo4ehIjMXCF6GhPJs/Px4mE+FmM8vCbnI1Pp4Wrm7W40ZfuUxRkwn/IkUBeCZ/fr6+eZPKzi5Uc3HhQlwcM0Ou0yR/fhwecm9fwzCYcDWY0UWLkc/+7sUoauTJw+rwMHycnFgXEU5rN7cHPoeIiIiIiIiIiIiIiDw6TQSLiOQwx2/fotfFi9afP7p+DYAObm6871kCB+Bc7B1evxzOTbOZAvYOVM3jwrelvCnv7Gw97kpcXJL7Bwws7IEddswIuc61+HgKOjjQJH9+Xvco8tCaVoaH4eFg4pn8+a3bBhf24K0rl+l64TwN8+WjW4GCaX7tIiIiIiIiIiIiIiJylyaCRURymDp583GiYqX7Pu5sb8/Mkl4PfZ6vvUsn+dlkZ8dgDw8Ge3ikuKYuBQrS5T8TvYVNJhaV8k7xc4mIiIiIiIiIiIiIyMPZP3wXERERERERERERERERERHJTrQiWEREREREUsWwmAnbs5ToEzuxRN/EIV9B8j3RFHffLtjZ3f87p5EHfyTijx8xR1zDwa0I7vVfIn/V5+67v/lWJKE/fcbtC3/iWKgkhVu/jlPRstbHQ7fMxbFAcdzqdEzX1yciIiIiIiIikp1pIlhERERERFIl4tfVRB3+mcJtRuDk4c2dK38R+vMM7J3z4lbr+WSPiTy0kZuBX1O45VCcPCsQe/kUoZtnY++Sn7yP1U32mPB9K7DE3sKz1wwiD20k9OdZeL4yDYA7/wQRe+U0hZoOyLDXKSIiIiIiIiKSHWkiWEREREREUuXO5ZPkeawuecvVBsDkXoyYoF3EBp+57zHRx7bjWr0V+So3BsCxQHHuXD5FxK9r7jsRHBd6kXyVG+NYqCSuT7Yk6sgmAAxzPKFb5lK45TDs7B3S+dWJiIiIiIiIiGRvukewiIiIiIikirNXFW6fP0LcjX8AiL12ltuXTpCnbK37HmOY47BzcEyyzc7RiTtXTmOY45M9xqloGW6fP4phMXPr3EEci/gAEP7balxKPYGzZ/n0eUEiIiIiIiIiIjmIVgSLiIiIiEiquNV9EcudaC4vGAj29mCxUKDxy+Sr8vR9j3EpU5Ooo1vIU6E+TsXKERt8hqijW8ESj/lWBKb8he45xr1eZ0I3z+WfL/phci9G4VavE3fjH6KPbaf4y1MJ3Tyb2+cO4VS8PIVbDcXeOV9GvuwkgipVzrQ/K6uofDLI1iWIiIiIiIiIyCPQRLCIiIiIiKRKTNAuoo/vxKPdmzgWKU3s1bPc3LYAh/yFyf/Ec8ke4+7bFXP0TYK/fQMMA4d8Bcj/xHNE/LYGO7vkL1hk75yPIu3fSrIteNlYCjbpQ/TxncSHXaVE/y8I3TSLsF+WUejZfun+WkVEREREREREshtNBIuIiIiISKrc3PkV7vVetK4AdiriQ3zENcJ/XXXfiWB7R2c8Wg+ncIshmKPDcMhfkKgjm7FzyoN9XrdH+nOjjm7B3iUfecvX49r3U8hbvh52DibyVmpI+O7v0u31iYiIiIiIiIhkZ7pHsIiIiIiIpIoRdwf+s4rXzs4eDMtDj7VzMGFy88DO3oHooF3kKVfnviuCEzPHhBO2dwWFmg64u8FiwbD8/72FzfEYj/Bni4iIiIiIiIjkBloRLCIiIiIiqZLnsTqE712Bg1sRnDy8ib36NxH7fyB/tWbWfW4GLsYcGYpH2zcAiLvxD3eunMbZswKW21FE7P+BuOvn8Wgz4pH+zBtb5+NWuwMmVw8AnL0qE318B3l8ahJ5ZBPOJauk/wvNIPNDQ5kecp2XCxZkTNFi991v7JXL/BARcc/2ck5ObChTNtljwsxmxl65zG8xMfg4OTGluCeVXFysj0++GkwpR0d6Fyqc9hciIiIiIiIiIlmSJoJFRERERCRVCjUdQNju77ixZS6WmHAc8hcif/VWFGjQ1bqPOeom8RHX/z3IYiHi9++Jv/EP2DvgUroaxXt8gsn9/hOhCW6d/YP4sCt4tHvDus21Zltir5zhyrf+OHtWoEADv3R9jRnlz1u3WBUeRkVn54fuO6ZoMUYUKWr92WwYvPC/c7Rwdb3vMV+EhhBtsbDGpwzLw27yztVgVpb2AeDwrVv8ees24x4w+SwiIiIiIiIi2Z8mgkVEREREJFXsnfNSqOmrFGr66n33+e9KX0ePUpToPTNVf16esk+Rp+xTSWtwdKFIh9Gpej5bibZYGHnlMpOKFeeL0JCH7u/q4EDiKd+tkZFEWCy84F7gvsecjY2llZsbPk5OdHYvwKqwMADiDINJV4N5t3hxHOzs0vZCRERERERERCRL0z2CRUREREREMtF7V4N5On9+fPPlS9Xxa8PDqJ83LyUdHe+7T0VnZ36LiSHeMPglOpoK/7/yeOGNUOrkzUtVlzyp+rNFREREREREJPvQRLCIiIiIiEgm2RgRwYnbdxjhUSRVx1+Pj2d3dDSdHrAaGKB/ocKYsKPF2b/ZGhXJu8U9+V9sLOvCwxlU2IOJwcE0P/s3Iy7/Q6TZnKpaRERERERERCRr06WhRUREREREMsGVuDg+uHaVBV6lcLZP3Xdyvw8Px9XBgececH9guHs56U9KlEiyrffFC7xZpCgbIsK5FBfLT2XKMiH4CnNDQxil+wWLiIiIiIiI5DiaCBYREREREckEx2/fJtRspvP5/1m3mYEDt26x9OZNDleo+MD79hqGwdrwMNq7ueGUwvv7rgkPw9XenudcXRn2zyWey++Ko50dLVzdmBVyPZWvSERERERERESyMk0Ei4iIiIiIZIL6+fKyzqdMkm3jgq9QxsmJfoUKP3ASGGD/rRguxMU99LLQ/3UjPp55oaF8V8obuDv5HI8BQJxhoAtDi4iIiIiIiORMmggWERERERHJBPnsHSjv7JBkWx47Owo4OFDe2dm67bPr17gWH8+Hnkkv7bwmPJxqLi5J9n0UH1y7Rq+ChSjm6AhATZc8rA+PwDdvPlaFh1EzT55UviIRERERERERycpSd2MqERERERERyRAh8fFciYtLsi3SbCYgMjLFq4H3REdxIS4WvwL/HtetYEG8nBzpeuE8cYbBa4U90qFqEREREREREclqtCJYRERERETERr72Ln3Ptvf/sxIYwNXBgYMVKqb4+Rvmy0/DfPmTbMtjb8+0EiVT/FwiIiIiIiIikr1oRbCIiIiIiIiIiIiIiIiISA6TqonguXPnUqZMGVxcXHjqqafYvXv3A/cPDAzkqaeewsXFhbJlyzJv3rxUFSsiIiJpl9IcFxERkYfT78kiIiJZh3JZRETkrhRPBK9YsYLhw4czbtw4Dh06RKNGjWjVqhUXLlxIdv9z587RunVrGjVqxKFDhxg7dizDhg1jzZo1aS5eREREUialOS4iIiIPp9+TRUREsg7lsoiIyL9SPBH82Wef0bdvX/r160flypWZPn06pUqV4vPPP092/3nz5uHt7c306dOpXLky/fr1o0+fPkydOjXNxYuIiEjKpDTHRURE5OH0e7KIiEjWoVwWERH5lyklO8fGxvLHH38wevToJNubN2/O3r17kz1m3759NG/ePMm2Fi1asHDhQuLi4nB0dLznmDt37nDnzh3rz+Hh4QBERESkpNxkWe7EpPk5spu0jpvGLGVy43iBxiyl0vq+jDKb06mS7CM9MiDhOQzDSPNzZUepyXFlcvrT52XK6N8xKadzLGWUySmnTE4qJ/yeLCIiuZtyOWW5rEwWEZGMkhGZnKKJ4JCQEMxmM8WKFUuyvVixYgQHByd7THBwcLL7x8fHExISgqen5z3HfPDBB0yaNOme7aVKlUpJufL/3KfbuoLsR2OWchqzlNF4pYK7e7o9VWRkJO7p+HzZRWpyXJmc/vT+TxmNV8ppzFJG45UKyuQk9HuyiIjkFKGhocrlRPvfL5eVySIiktHSM5NTNBGcwM7OLsnPhmHcs+1h+ye3PcGYMWPw9/e3/myxWLhx4waFCxd+4J+TlUVERFCqVCkuXryIm5ubrcvJ8jReKacxSzmNWcrkhPEyDIPIyEhKlChh61JsKiU5rkwW0JillMYr5TRmKZMTxisnZnJm/54cFhZG6dKluXDhQrZv2ttKTngv2ZrGMO00hmmnMUy78PBwvL29KVSokK1LSTcZmcvK5PSn93HaaQzTTmOYdhrDtMuITE7RRLCHhwcODg73fHvq2rVr93xrKkHx4sWT3d9kMlG4cOFkj3F2dsbZ2TnJtgIFCqSk1CzLzc1Nb4AU0HilnMYs5TRmKZPdxys3/1KWmhxXJktiGrOU0XilnMYsZbL7eOWUTLbl78lwdxyz83mQFWT391JWoDFMO41h2mkM087e3t7WJaRZZuSyMjnj6H2cdhrDtNMYpp3GMO3SM5NT9ExOTk489dRTBAQEJNkeEBCAr69vssfUr1//nv23bNlCrVq1kr3vkYiIiGSM1OS4iIiIPJh+TxYREck6lMsiIiJJpXhK2d/fny+//JJFixYRFBTEiBEjuHDhAgMHDgTuXhqjZ8+e1v0HDhzI+fPn8ff3JygoiEWLFrFw4ULefPPN9HsVIiIi8kgeluMiIiKScvo9WUREJOtQLouIiPwrxfcI7tKlC6GhoUyePJkrV65QtWpVNm7cSOnSpQG4cuUKFy5csO5fpkwZNm7cyIgRI5gzZw4lSpRg5syZdOrUKf1eRTbg7OzMhAkTkr1siNxL45VyGrOU05iljMYrZ3hYjucGOpdTTmOWMhqvlNOYpYzGK+uxxe/JOg/STmOYdhrDtNMYpp3GMO1y2hhmdi7ntPGzBY1h2mkM005jmHYaw7TLiDG0M4z/v/O9iIiIiIiIiIiIiIiIiIjkCOl3t2EREREREREREREREREREckSNBEsIiIiIiIiIiIiIiIiIpLDaCJYRERERERERERERERERCSH0USwiIiIiIiIiIiIiIiIiEgOo4lgERERERERkSxo7ty5lClTBhcXF5566il27979wP0DAwN56qmncHFxoWzZssybNy+TKs26UjKGa9eupVmzZhQpUgQ3Nzfq16/P5s2bM7HarCml52GCX375BZPJRPXq1TO2wGwgpWN4584dxo0bR+nSpXF2dqZcuXIsWrQok6rNmlI6hkuWLOHJJ58kb968eHp60rt3b0JDQzOp2qxl165dtGvXjhIlSmBnZ8cPP/zw0GOUJ/dSJqedMjntlMlpp0xOO2Vy6tkqkzURLDmaYRi2LkFERERQJouIpNSKFSsYPnw448aN49ChQzRq1IhWrVpx4cKFZPc/d+4crVu3plGjRhw6dIixY8cybNgw1qxZk8mVZx0pHcNdu3bRrFkzNm7cyB9//EGTJk1o164dhw4dyuTKs46UjmGC8PBwevbsyXPPPZdJlWZdqRnDl156iW3btrFw4UJOnTrFsmXLqFSpUiZWnbWkdAz37NlDz5496du3L8ePH2fVqlXs37+ffv36ZXLlWUN0dDRPPvkks2fPfqT9lSf3UiannTI57ZTJaadMTjtlctrYLJMNybEiIyPv2WaxWGxQSeYxm82GYRhGfHy8jSvJGSwWS5Jz5ubNm7YrJovL6e+tzJQwlgn/r/ez5BS5LZeVyelLmfzocvL7KrMpk22rTp06xsCBA5Nsq1SpkjF69Ohk9x85cqRRqVKlJNsGDBhg1KtXL8NqzOpSOobJqVKlijFp0qT0Li3bSO0YdunSxRg/frwxYcIE48knn8zACrO+lI7hzz//bLi7uxuhoaGZUV62kNIx/OSTT4yyZcsm2TZz5kzDy8srw2rMLgDj+++/f+A+ypN7KZPTTpmcdsrktFMmp50yOf1kZiZrRXAOtWfPHrp27Urv3r2ZN28eO3bsAMDOzs7GlWUse/u7p/TEiRPZtm0bAGaz2ZYlZUtGolVbCefMO++8w5IlS2xVUpZi/GdVW0RERI5/b2Umi8VCVFQU169fB8DBwcH62H/HXiS7yI25rExOH8rkB1MmZyxlsu3Exsbyxx9/0Lx58yTbmzdvzt69e5M9Zt++fffs36JFCw4cOEBcXFyG1ZpVpWYM/8tisRAZGUmhQoUyosQsL7Vj+NVXX/H3338zYcKEjC4xy0vNGK5fv55atWrx8ccfU7JkSSpUqMCbb77JrVu3MqPkLCc1Y+jr68ulS5fYuHEjhmFw9epVVq9eTZs2bTKj5GxPeZKUMjntlMlpp0xOO2Vy2imTM1965YkmgnOoqKgoBgwYgNlsZseOHXTu3JkmTZqwe/fuHP1BlfCPgg0bNvDOO+9w586dJA0reTQJDdRx48bRtWtXfvjhB9577z3q169v48qyhoTG55w5c+jQoQP169dnwoQJufIf8xlh2rRplC9fnn79+tG4cWO+++47Dh48CNw9N9V4luwoN+ayMjl9KJMfTJmcsZTJthMSEoLZbKZYsWJJthcrVozg4OBkjwkODk52//j4eEJCQjKs1qwqNWP4X59++inR0dG89NJLGVFilpeaMfzrr78YPXo0S5YswWQyZUaZWVpqxvDs2bPs2bOHY8eO8f333zN9+nRWr17N4MGDM6PkLCc1Y+jr68uSJUvo0qULTk5OFC9enAIFCjBr1qzMKDnbU54kpUxOO2Vy2imT006ZnHbK5MyXXnmiieAcqmXLlrRr145vvvmG6dOns2nTJpycnGjatCnvv/8+d+7cAXLeyhx7e3tcXV3ZuHEjcXFxjBkzhlu3bqlJlQoxMTEULVqUf/75Bz8/P3r06EHNmjWBnHfepJS9vT27d+9m5MiReHl50aZNG+bNm0f16tX59ddfbV1etjds2DA2bdrEa6+9RvXq1Rk9ejQjR45k7NixnD17Viu9JFvKjbmsTE4/yuT7UyZnLGWy7f13jA3DeOC4J7d/cttzk5SOYYJly5YxceJEVqxYQdGiRTOqvGzhUcfQbDbTrVs3Jk2aRIUKFTKrvGwhJeehxWLBzs6OJUuWUKdOHVq3bs1nn33G4sWLc+wXCB9FSsbwxIkTDBs2jHfeeYc//viDTZs2ce7cOQYOHJgZpeYIypN7KZPTTpmcdsrktFMmp50yOXOlR55oIjgHslgswL+NQU9PT2rVqsXmzZuZN28en3zyCQMGDADIkStz4uLiKFasGN26dWP9+vUcPnw4V/8jK7Xy5s3L8OHDKVOmDCaTif379+Pv78+tW7dwcHCwnl/R0dHWCYycLuG9BXDw4EFGjx7N7Nmz+fjjj9m3bx+VKlWiUaNGvP/++0n2lZQxmUw8+eSTtGzZkpkzZ7Jr1y6efPJJdu/ezejRo9m3b5+tSxRJkdycy8rk9KFMvpcyOXMok23Hw8MDBweHe75Zf+3atXu+EZ6gePHiye5vMpkoXLhwhtWaVaVmDBOsWLGCvn37snLlSpo2bZqRZWZpKR3DyMhIDhw4wJAhQzCZTJhMJiZPnsyRI0cwmUxs3749s0rPMlJzHnp6elKyZEnc3d2t2ypXroxhGFy6dClD682KUjOGH3zwAQ0aNOCtt96iWrVqtGjRgrlz57Jo0SKuXLmSGWVna8qTpJTJaadMTjtlctopk9NOmZz50itPNBGcg/3zzz/W/074lkDv3r3Ztm0bu3btYujQody+fTvbr8xJqP/ChQsAODo64uDgwPDhw2nQoAFdu3blwIEDtiwxW4qPjwegT58+bN26lT59+rBjxw5atWrFL7/8Yp2s6NWrF4cPH7ZhpZkn8f0uDx48mOS9U7ZsWZYtW8bMmTOZNGkSDRo0IDY21lalZlvx8fHY29tz/vx5lixZQkxMDGXLluXTTz9l2LBhBAcHM2fOHKKiogDU3JdsJTfksjI5YyiT76VMznjKZNtycnLiqaeeIiAgIMn2gIAAfH19kz2mfv369+y/ZcsWatWqhaOjY4bVmlWlZgzh7qqjXr16sXTp0lx/77KUjqGbmxt//vknhw8ftv5v4MCBVKxYkcOHD1O3bt3MKj3LSM152KBBAy5fvmz9fAU4ffo09vb2eHl5ZWi9WVFqxjAmJsb6b4UECf9eys7/1s4sypOklMlpp0xOO2Vy2imT006ZnPnSLU8MyVHi4uIMwzCM3377zahWrZqxcuVKIz4+Psk+8fHxxtKlS42nn37aOHHihC3KTHcnT540ypQpYzRs2ND44osvjLVr1xqGYRgXLlwwunbtaowdO9bGFWYfZrM5yc8J51R8fLyxbt06o0OHDkaVKlWMwYMHG3369DG8vb1tUabNREdHG506dTLs7e2NJk2aWMfHYrFY9zlw4IDx7bff2qrEHKF69erGuHHjjDt37iQZ219//dUoVqyY0aVLFxtWJ/LocmMuK5PTjzL5wZTJmUOZbDvLly83HB0djYULFxonTpwwhg8fbuTLl8/43//+ZxiGYYwePdp4+eWXrfufPXvWyJs3rzFixAjjxIkTxsKFCw1HR0dj9erVtnoJNpfSMVy6dKlhMpmMOXPmGFeuXLH+LywszFYvweZSOob/NWHCBOPJJ5/MpGqzppSOYWRkpOHl5WW8+OKLxvHjx43AwECjfPnyRr9+/Wz1EmwupWP41VdfGSaTyZg7d67x999/G3v27DFq1apl1KlTx1YvwaYiIyONQ4cOGYcOHTIA47PPPjMOHTpknD9/3jAM5cmjUCannTI57ZTJaadMTjtlctrYKpM1EZyDJG7MlC5d2hg1apRx9uxZwzAMa9M5cfP55ZdfNp555hkjMjIycwtNJ4lf74ULF4wVK1YYPXv2NHx9fY2yZcsaPj4+xvjx44369esbdnZ2xpo1a2xYbfaQeEwnTZpktGrVyihZsqTRp08fY8OGDYZhGMahQ4eMd99916hdu7bx7LPPWj/kE5qvuUFISIjx9ddfG4ULFzZq1KhhBAUFWR9LPIbJ/Sz3lzDhcezYMaNNmzbG5cuXrY9ZLBbrWB4/ftxo3LixsXXrVpvUKfKoclMuK5PTnzL50SiTM4YyOeuYM2eOUbp0acPJycmoWbOmERgYaH3slVdeMZ5++ukk++/cudOoUaOG4eTkZPj4+Biff/55Jlec9aRkDJ9++mkDuOd/r7zySuYXnoWk9DxMTE3nu1I6hkFBQUbTpk2NPHnyGF5eXoa/v78RExOTyVVnLSkdw5kzZxpVqlQx8uTJY3h6ehrdu3c3Ll26lMlVZw07dux44Geb8uTRKJPTTpmcdsrktFMmp50yOfVslcl2hqH11znN2LFjCQgIYP/+/RiGwYkTJxgzZgxms5nnn3+eV155BWdnZ/755x8WLVrE4MGDKVSokK3LTrVVq1ZRqVIlnnjiCQAuXbpEbGwsS5cu5fjx44SGhrJ161Z+/fVX6tSpY+NqszaLxYK9vT3Tpk3js88+Y+LEiRQqVIhOnToxadIk3n77beDfSwVGRUXh5uaG2WzOcfe1fBRHjx5lxIgR7Nmzh6lTpzJ06FBbl5Tt/fHHH0yaNIng4GAWLVpE1apVkzxuGAZms5nBgwcTEhLC6tWrdb9RyfJyUy4rk9OPMjlllMnpT5ksIiIiIiIikv2ZbF2ApC+LxYLZbKZGjRoAzJ49m82bNxMXF0eBAgUYM2YMTZs2pWzZspQsWZIXXnghWzab4+PjMZlMrFy5krFjxzJixAi8vb1xd3e3Xp9//PjxhIeH4+Liwvnz56lQoUKubY4+Knt7e65evcqMGTP4/PPPadu2LYsWLaJUqVIMGDAAgAMHDlCxYkVcXV1xc3MDyNFjmnDO7N27lz179vD777/TsGFDatWqRcOGDfnxxx/57LPPGDVqFEuWLCEwMBBnZ2dbl52t7d27lxs3brB27Vo8PT2T3Pjezs4Ok8nE559/zvz587lx40aSx0WymtyQy8rkjKFMvpcyOfMpk0VERERERESyN60IzoEWLFjAgAEDeO655zhy5AgTJkygb9++uLi4ULduXT744AOeffZZW5eZaoZhYGdnR1hYGD4+Pnz00UfWhmhwcDBnz57liSeewNXV9b7Hyv39/fffdO3alS1btnDu3DmefvppVqxYQevWrTl//jxvv/02PXr0oHnz5rYuNcMlNJxPnz6Nr68vtWvXJj4+nsuXL1O8eHFeeOEF+vfvj4ODAzt27GDbtm18+OGHti47R+jduzdff/01Q4YM4fXXX6ds2bLW927C30tYWBgFChSwbaEijyAn57IyOWMpk/+lTLYdZbKIiIiIiIhI9mVv6wIk/fXv358VK1ZQsWJFVqxYweDBg3FxceGHH37g7NmzVKpUydYlpklC4+mLL76gbt26DBgwgMjISL777jsaNWpE06ZNadGiBbdu3brvsXJ/Li4uhIaGcuzYMQYPHky/fv1o3bo1AOHh4ezbtw93d3cbV5k5ElZV9enTh65du7J+/XoCAgJYsmQJ5cqV44svvuDAgQOYTCaaNWtmbTibzWZblp2tWCwW638bhmF933711VcsWbKERYsW8dJLLxEQEEBMTAzw79+LGs6SXeTkXFYmZyxl8r+UyRlPmSwiIiIiIiKS82giOJtLaG7t37+f+fPn88orr7B27VpatmzJ7NmzadKkCdHR0WzcuJHhw4czbtw4SpQoka2bYglNqgIFCnD8+HGOHTvG6NGjWbFiBV27duXQoUP89ddfBAQE2LjS7CHhXIiLiwOgZMmSdOvWjaZNm/L3338zbdo0AEJCQhgwYAANGjSgbt26Nqs3s126dImoqCgaNGiAo6MjANWrV2f+/PkUL16ckSNHcufOnSTH5OTLcqYns9mMvb090dHRTJkyhYYNG9K3b1/8/f2JiorCz8+PCxcuULhwYVq2bMnq1attXbLIQ+W2XFYmpy9l8oMpkzOOMllEREREREQkZ9JEcDaWcCm2M2fO4Ofnx/Lly8mbNy8vvvgiU6ZMsTYRjxw5wuLFi2nRogXDhw8HsmdTLKE5mvD/rVu35oknnqBp06YEBATw+uuvM378eCpWrEj58uW5efOmLcvNNhLOhcmTJ7Np0yYA3nrrLYYOHUqePHmoW7cuL7/8Mu3btyc+Pp7FixcDSVeN5GReXl54eHjw+++/A3fPv4RzsFu3bjg6OhIfH2/LErOthHPv+eefZ9OmTVStWhU3Nzd27dqFr68vO3bsoFChQmzZsoUZM2bwzDPP2LZgkYfITbmsTM4YyuQHUyZnHGWyiIiIiIiISM5ksnUBknoJDZvu3bvTvHlz5s6dy9WrV/nqq69o2LAhjo6O3L59G19fX4oWLYq3tzfwb6M6O7FYLNaa33nnHSpXrkzPnj2ZPn068fHxFC1alCJFigDw+eef8/fff/Piiy/asuRsZf/+/SxatIhff/2Vixcv0qVLFyZMmMAzzzzDunXruH79OgMGDLDewzI+Ph6TKWd+fFgsFuztk35Hpnnz5owePZrHH3+cfv36WbcHBQVx69Yt8uXLl9ll5hirV6/m+PHj7N+/Hy8vLywWC7/88gszZszgk08+4YknnsDDw4OhQ4cCyf/9iGQVuSWXlckZS5n8L2Vy5lImi4iIiIiIiOQ8ObNrlIv8/fff2Nvb88YbbwDQpEkTBg4cSNu2bQkNDeWtt95i8ODBPPXUU9ZjslOz+b/8/f3ZuXMntWvXBqBixYrWx65fv86qVat49913mTdvHvny5ct2zXVbqV27Nnv27GHMmDFMmzaNoKAg+vbtS9u2bWnbtu0945hTG86AtaE5f/58ypUrx3PPPcfIkSMxm80MHjyY5cuXU79+fS5dusSaNWv4+eefgew3kZNVXL9+nTJlylC8eHHg7vg3atQIs9lMy5Yt+fXXX2nbtq11fzWcJavLTbmsTM4YyuR/KZMzlzJZREREREREJOfRb+/ZnJubG+fPn+fWrVtMmDABJycnJk2aBNxtzvz1118EBQXZuMq0s7e35+DBgyxYsIA5c+bQsWNHgCT3VLx+/TqhoaFMmDCBF154AcMw1AS8j+QuIVmmTBmWL19O//792bBhA6+99horV67k5s2buWYcE86nlStX8t5773H06FHCwsIAGDNmDLt37yZfvnzs2rULs9nMwoULadCgQZLVcZIyFSpU4MyZMwQEBGAYhnX7M888Q4MGDQgODrZhdSIplxtyWZmcvpTJyVMmZz5lsoiIiIiIiEjOY2ck/i1fsjzDMLCzs0uybciQIRw8eJBDhw6xb98+qlevDsCECRNYtWoVJ06csEGl6e/rr7/m66+/ZuPGjbi4uCR57M8//8Tb2xtXV1fr6gRdru7hFi9eTKVKlahXr16S7QcPHqRFixZ4eHjQrVs3xowZk6NXHCV8DNrZ2REWFkaZMmWYOnUqffv2BeDcuXMEBQVRo0YNPD09CQ8Px93dPcnx/31fyoMlvD+vXr1Kjx49uHPnDhMnTqROnTrkz5+fY8eO4evry9q1a2natKmtyxW5r9yay8rk9KdMvkuZnPmUySIiIiIiIiI5V87tIuVQCY2t3377jUqVKuHu7s6LL77IoUOHKFu2LBs3buTKlSvs2rWLefPmsWHDBiBnXCLP1dWVP/74g7Nnz1KlShXg38ZVYGAgx44dY/r06daGtBrO92cYBidPnmTIkCE0aNCA/v3707RpUwoUKABAzZo1adiwIRERETz55JM5uuEMJGkYr1y5kpo1a9K3b18iIiJYvnw5H3zwAVeuXMHLy4udO3fi5eV13+Pl/hJ/DiW8d4sVK8a3335Lt27d6NGjBw0bNiQkJITQ0FBeeOEFNZwly8utuaxMTj/K5KSUyZlDmSwiIiIiIiKSO6grlw2dPHmS+vXrM2TIEM6fP88zzzzD7NmzqV27Nt9//z0dO3bk3LlzzJw5k4YNG+aYS+RVqVKFwoULM3/+fG7evAncbSzfvHmTuXPnUq5cuXtWJUlSCZeftLOzo3Llyvz+++/A3Usszpw5M8nlSt3c3JgwYQLt27e3Sa2Z4dq1a3z77bdYLBbr2Li7u7Nv3z52797N66+/br0k582bN4mPj2fr1q02rjp7SVjZdfv2bevn0ODBg2nevDmVKlVi4sSJxMfHs337diZMmEDJkiXx9vbm9ddf5+uvvwaSv2yqSFaSG3NZmZx2yuSklMkZT5ksIiIiIiIikvvo0tDZ1JYtWxgwYAD29vZMmzaN9u3bExcXR0xMDOHh4Xh7e1v3zUmXyFu+fDl9+vThqaeeomfPnvzzzz8cOHCA4OBgDhw4AOSs15tRZsyYQfv27SlTpgxw93KlixYtok6dOpQoUQKz2cx3333H5cuXyZ8/v42rzTiDBw+maNGiTJgwgbi4OBwdHYmLi6Nnz54EBARQokQJ5s2bR40aNciTJw9NmjShU6dODBkyxNalZxsJl4hNuGxn586dOXHiBG3btiVPnjzMnTuXMmXK8Nlnn9GgQQPr30MCXU5WsovcmMvK5PShTL5LmZzxlMkiIiIiIiIiuY8mgrOhhKbqrVu36NevH8uXL2f48OG89dZbFC1aNEc2aBI3ks+dO8drr73G9evXiY6OpkWLFowaNQpPT89sf6nNjJQwhoGBgfTv35/HH3+cgQMH0qJFCwD27NnDrFmzuHjxIvny5WP06NE899xzxMfH59jLUEZHR5MvXz4A3n77bapUqULXrl0xm80EBweTP39+ChQoQHx8PPPnz2fChAmcO3eO/Pnza3LjERiGQatWrdi7dy/Lli2jTZs2PPvss3z55ZeULVsWgJCQELp06UJQUBB79+7Fx8fHtkWLpEJuy2Vlctopk++lTM5YymQRERERERGR3EkTwdlAQtPvwoULlCpVCjs7uyQNr6+++oqBAwfSvHlz/P39adKkiY0rzjiJX/e1a9dwc3PD0dERBwcHrVJ4gIRz6Pjx4yxYsIAff/yRixcvUqlSJTp16sSwYcMoUKAAhmEQFhZG/vz5k6wAyYkSzhfDMDh9+jSdO3emQIECtGnThq5du1K6dGng7nn2zTffMG3aNObMmUOHDh1ydCM+PVksFn7//XcWL17M0qVLadeuHcHBwUydOpUaNWpw+/Zt66VjK1asSL9+/XjrrbdsXLXIwymX71Imp44y+V7K5IynTBYRERERERHJndShy8Kio6MBMJlMhISE8NhjjzFgwABCQ0OtTWeAnj170qhRIzZt2sTChQttWXKGs7Ozw2w2A1C0aFFcXFysq43UcL6/hAbps88+i6urK8uXLycwMJCnnnqK77//niFDhvD7779jZ2dHwYIFc8UKroTzxc7OjooVK/Lzzz/zxBNPsHz5ciZPnsz27dsBMJvNuLq6MmXKFDp06IBhGGo4PyJ7e3vq1avHhAkTmDp1KkFBQezYsYOjR48C4OLiQnx8PHC36XzmzBn03STJypTLSSmTU0eZfC9lcsZTJouIiIiIiIjkTloRnEV99dVXBAUF0bdvXypWrAjAkiVLGDVqFAULFmTu3Lk0atTIuv/kyZNp3rw5tWrVwmQy5bqVOHfu3MHZ2dnWZWRp3377LZMnT+bYsWPWsYqIiOCTTz7hgw8+oHbt2vj5+TF48GAcHBxy1WUWE79fvvrqKxYsWEC+fPno2LEjPXr0wNXV1bpvbhqXtEp8WViz2czevXuZMWMGa9euZezYsbz33nvcunWLmzdvUq1aNT788EP69etn46pFkqdcfnTK5IdTJt+fMjljKJNFREREREREcidNBGdREyZMYO7cuTz33HP06tWLxo0bkzdvXoKDg+nfvz8BAQGMGzeOli1bEh4eTufOnVm5ciXNmjWzdelpltDUe1jTPOFSgGvXruWvv/7ijTfe0KqQ/0jcIN2zZw9t27Zl48aN+Pr6JmkI1q9fn4IFCxITE0OVKlUYMmQIVapUsWXpmS7x+Xb8+HGmTJnCyZMnadiwIb169aJmzZo2rjB7SXh/Xr58mU2bNuHr60ulSpU4f/48y5Yt46OPPsLDw4NChQpRt25dwsPD+frrr21dtsh95dZcVianH2Xyo1Mmpy9lsoiIiIiIiEjulTuWpmRDkyZNYt26dfz999+MHDmSL7/8kv/9738UL16cDRs2MH36dKZOnUqrVq3o3bs3fn5+2brZnHBpScDaJH1Qw9lsNmMymQgLC+Pll18mT548ajj/h9lsxs7OjvDwcJYtW4a7uzvlypVj5cqVhIWFJbnUZPny5XnxxRdp1aoVQUFB9OzZk1OnTtmw+syXcG9CwzB4/PHHWbp0KX5+fvz222988sknnDt3ztYlZhuJL9XZvn17AgMDuX37NgClS5dm6NChLF26lEqVKrF//35KlCjB4sWLgaSfBSJZSW7KZWVy+lMmp4wyOf0ok0VERERERERyN60IzoIsFgt2dnbY2dkRHx/P66+/zrp162jZsiWvvPIK9evXx2QyERMTw+bNmylfvjxVq1a1HpvdLj2ZuOYpU6Zw9OhRgoOD8fPzo2PHjhQtWjTJ/olX1DRv3hx3d3dWrVqV6XVnF8888ww+Pj4sXryYtWvX0r17dxo3bsxbb72Fg4MDp0+fZtiwYVy9epUCBQqwevVqTp8+zdixY21dus0kXpm1fft2unbtytixYxk+fLhtC8tmJkyYwOrVq9m9ezeFChUCkr7fT58+zdy5c2nbti1Nmza1ZakiD5SbclmZnLGUySmnTE4fymQRERERERGR3EkTwVlY4sbX6tWrGT9+PAULFuTVV1+lefPmlCxZMsn+2f0+aV26dOH06dNUqVKFQoUKsWDBAurWrcvXX3+Nj4+P9fUljMv06dP59NNP2b9/P8WLF7d1+VlKwhiFhIQwdOhQ3n77betlJU+dOkXv3r25cOECt2/fpkiRIvj7+9O/f3/r8dlt4iIjWCwWDMPAwcGBNm3a8NhjjzFjxgxbl5VtREVF8cILL9C8eXPeeuutex4/fvw4lStXJjY2FhcXFxtUKJJyuSmXlcnpR5mcdsrktFEmi4iIiIiIiORemgjOYhI3+27dukWePHmsj127do3Bgwezf/9+OnfuTMeOHalfv76tSk1X27dvp1OnThw5cgRvb28ALl++TPv27YmIiCAwMBBPT09rM/Wvv/6iTp06LFy4kI4dO9q4+qzp/Pnz+Pn5ERYWxrRp02jRokWS8+v3338nT5485MuXj7JlywJJJzlyov9OyjyouZ5wP72dO3fStm1bgoKCKFWqVGaVmu2EhoZSuHDhJGPaokULqlSpwrRp07BYLMDdy32Gh4fzySef0Lx5cxo3bmzLskUeKjfmsjI5/SmT76VMzjjKZBERERERERFJkLuXF2QxZrMZe3t7oqKiePvtt6lXrx7du3dnwYIFXLhwgaJFi7Jq1SpGjRrF3LlzWbNmja1LTjchISGULVuWggULYhgGsbGxlChRgvXr1xMXF8eePXsArA3RZ599lk6dOqnh/AAmkwmTycTJkyfZsGEDYWFh2NvbW5t/derU4YknnrA2nBNW2uRE/73HXVRUFHC3AZrc/e8sFov1fnq9e/fG399fDecHOHjwIB999BGQdEyfeOIJvvnmG/bu3Yu9vb21GX306FE+//xzPDw8bFazyKPIrbmsTE5/yuR/KZMzljJZRERERERERBLTRHAWktDw69SpE9u3b6d///5ERkYyefJkJk+ezPbt2wEYNGgQBw4cYOTIkcDdZmF289+aPTw8OHToEIcPH8bOzg4nJyfMZjMeHh54e3vz119/AVgbpu+99x7Tpk3L9LqzC8MwKFmyJNu2beOTTz5hwYIF9OzZk7Nnz953tU12vXzpw1gsFut766OPPqJp06Z07tyZbt26ce3aNetjic/JhDF6+eWXKVWqFO+8807mF56NGIbB0qVLWb58OfDvZ9mYMWN45pln6NGjB++88w5nzpzhyy+/pF+/fvTr148qVapY39MiWVFuyWVlcsZSJv9LmZzxlMkiIiIiIiIikpguDZ3FfPXVV0yePJmDBw9SsGBBWrVqRXBwMNHR0bi7u9OnTx9eeOEF6/33svP9BwG2bt1K+fLlKV26NL169eLgwYP4+/vTq1cvAIKDg6levTozZ87kpZdeyvavNyM96JKKv//+O3379uX69evMmDGDzp0755r7DSacM8OHD2fTpk00b94cd3d3tm7dyp9//smiRYt46aWXrPsnXH5y5cqVDBo0iD179lC5cmUbvoLsYerUqRw5coTZs2fj7u5uHccjR46wfv16vvzyS8LCwihTpgy+vr7MnTsXyP6fYZLz5aZcVianH2Vy8pTJmUOZLCIiIiIiIiIJNBGchdy5c4dhw4ZRsmRJ3nnnHT766CPmz5/PX3/9xa+//krr1q0pWLAgEyZMsDZls6OlS5dSrVo13Nzc8PHxYffu3TRo0IA//viDuXPncujQIfLly0fp0qU5evQopUqV4qeffrJ12Vla4obzkiVL2Lt3L4UKFaJPnz54enri4uLC7du3GTNmDDNmzGD8+PFMnjzZxlVnnqCgIOrXr8/69eut97+7dOkSn376KevWrWPp0qXUq1fPej/GmzdvUrlyZSZOnMjAgQNtXH32cObMGVq2bEm5cuX4+eefk0xq3L59m/j4eE6fPk358uVxcXHB0dExx9//UrK/3JDLyuT0p0x+MGVyxlMmi4iIiIiIiEgCTQTb2H+/eX/o0CHs7OwoW7YszZs3Z/Dgwbz88stcunSJfv36UatWLcaNG0eePHlsWHXqXbp0CT8/P0wmE2fOnKFDhw7MmjXL+vjFixfZtm0b+/bt4/Lly7Rs2ZK+ffvi4uKiBtUj6Nu3L3v27KF27drs3bsXV1dXhg4dSocOHaz3ftuwYQNlypShatWqNq428/z666/07t2bzZs34+3tbd1+6dIlmjZtSo8ePRg/frx1+wsvvEB0dDRbtmyxRbnZ1tmzZ+nQoQN58+Zl9uzZ1KpVK9n9HrRSTsTWclMuK5MzljI5ecrkzKFMFhERERERERHQPYKzjLVr13L06FGefPJJqlWrRnx8PLdv3yYyMhK426QJDw9nwIAB5MmTJ9vew8vLy4sZM2Zw/fp1Ll++TFxcHKdPn7Y+XqpUKXr16sUXX3zBhg0bGDx4MC4uLknuKSdJJXyX4/vvv2f9+vVs2LCB7777Dl9fXy5fvsyrr77KqFGjOHLkCHFxcbRr146qVatmu3tYplTi90ixYsW4fv063333XZLtXl5eNGnShEuXLhEfHw/cvQzl0KFDWbZsWabXnJ0ZhkHp0qX57LPPKF68OH5+frzzzjvJflap4SzZQW7IZWVy+lMmJ0+ZnLmUySIiIiIiIiKSQL/525idnR0hISG8++67rF69Gnt7e+zt7TGZTHh5ebFp0yaGDBlCq1at8PHxoVSpUkD2bto88cQT1KtXj2HDhnH69OlkG3yrV68mPDzc+nN2fr0Zzc7Ojri4OFatWsXQoUOpUKECixcvJiAggDNnzvDVV1/x1Vdf0b59e/bu3ZvkuJzKMAzs7e358ccfOX78OGXKlGHAgAH88MMPLFiwgEuXLgFw9epVAgICKFeuHCaTCQCTycSzzz5L4cKFbfkSsrz/TlpERETg4OBA06ZNeeedd3jllVf45ptv8PLy4u233+aTTz7h3LlzhIaG2qhikUeT23JZmZy+lMn3UiZnPGWyiIiIiIiIiNyPLg2dRSxYsIDBgwezYMECXnnlFQAOHjzI+PHjMQwDLy8vFixYAOSMS7jdvn0bFxcXNmzYwLfffsuFCxdo0qQJgwYNYvHixcyePZtr167Zusxs49atW6xdu5by5cvz+OOP06hRI/r378+gQYM4dOgQI0aMoGDBgsyaNQsvLy9bl5shEi7numHDBvLmzUvFihXx9vZm4cKF9O7dm/DwcN58801++eUXPD09iY6OxsHBAbPZzK+//prkOeThEj6H5syZQ0BAAKdPn6ZTp05MmjQJe3t7bt++TWxsLN999x3Hjx/n77//pkCBAowaNYoaNWrYunyRh8pNuaxMTl/KZGVyZlMmi4iIiIiIiMj9aCLYxhLfY2/s2LH8/vvvfPHFF5QrVw642wSLi4vDZDJhb2+fbe/J999mXuKm+dmzZ/nyyy/ZsWMHFy9exGKxsGbNGurXr59tX29mSTyuUVFRmEwmrl+/TocOHXjvvfdo1aoVV65cYeDAgXz77be4ubnl2DE1DIOYmBgaNmxIfHw8MTExVK1alXXr1iXZb/Xq1Zw6dYpTp07xzDPP8Pzzz1O4cOEcOy4Zaffu3bRs2ZLevXuTN29evv76awoXLsyXX36Jr6+vdb/4+HhMJhM3btygYMGCauxLlpYbclmZnDGUyf9SJmc+ZbKIiIiIiIiIJEcTwZnMYrFgsVisl7xL7MiRI7z00ks88cQTrF692gbVpa+4uDh+++03ateujbOzc7L7JDRNDcNg+/btxMbG4u7ujq+vb7ZfYZWREhqkCeMXGRmJq6srAP/88w+1atWiY8eONGvWjJkzZ+Lg4EBAQICNq848Tz/9NHv27KFHjx4MHDiQWrVq4ejoeN/9tero0SV+X06fPp3IyEjefvtt4O4E0ptvvsmGDRuYOHEio0aNSvazTiQryS25rEzOOMrkB1MmZxxlsoiIiIiIiIg8jCaCM1HCN/Dh7kqR7t2707lzZ8qUKUOdOnVwdHTkzz//5OWXX+bFF19k9OjR2bphM2rUKJYvX8748eNp3bo1JUuWBB69wadGYPISj8uECRM4fPgwUVFR1KtXjzFjxpA/f35++OEHevfuTYECBfD29uann34if/78OX6FTWxsLE5OTgwYMAAvLy+WLVtGgQIF6N+/P23atKFo0aIAfPbZZwwbNgwHBwedY6k0ceJEzp49S7ly5ZgwYYJ1e2xsLIsWLWL48OFUr16dXbt24eTkZMNKRe4vN+WyMjljKJPvT5mceZTJIiIiIiIiInI/mgjOJHv27GHTpk289957GIbBL7/8wqeffsrvv/+Ot7c3V69exc/Pj4oVK7Jz504uXbrE/Pnz8fHxsXXpqRYREcHrr7/Otm3b6NChA35+ftSrV8/a5EtYxbB//35OnjxJ9+7dtdooBYYNG8aGDRt4+umnKVasGN999x158uRhxYoVPPXUUxiGwZkzZyhevDiurq45vuGcnKtXrzJ06FB+++03unXrRosWLTh16hSDBg0iIiKC/Pnz27rEbCkmJoaePXvy/fff8/TTT7NlyxZMJlOSCZE//vjD+r4WyYpyWy4rkzOWMvnhlMkZQ5ksIiIiIiIiIg+iieBMsmrVKiZNmsTWrVspXry4dfu1a9c4ePAgx44dY+nSpRQtWpTAwEDu3LnDypUrefHFF21YdeolbnB++eWXTJ48mSpVqvDKK6/QsmVLChYsCMDt27cZMmQIW7Zs4YcffqBmzZq2LDvLS2jUX716le7duzNlyhTq1q0LQHBwMEOGDGH79u1s2rSJOnXq2LjazJPcSrXE5+Dnn3/OtGnTcHFxISQkhC+++IJ27dolWQ0oKRMaGspPP/2Ev78/3t7eLF26lEqVKgH3/n1oJaFkRbkpl5XJGUOZnDxlcuZTJouIiIiIiIjI/WgiOBP16NEDgA8//BAvL697VoPExcVx6tQprl69yuHDh3njjTdsVWqaJby2s2fPsmLFCpYsWcKVK1eIj49nyJAhdO/enSpVqgBw/vx5tm3bRp8+fWxcdfbxzjvvsGPHDmbPns2TTz5pHe8rV67QokUL+vTpw/Dhw21dZqZIeO07duxgyZIlzJgxg3z58iV5DO7eK+/kyZN4enpSo0YNNULTydGjRxkxYgR79uxh6tSpDB061NYliTyy3JLLyuSMpUz+lzLZtpTJIiIiIiIiIvJfmgjOBAkrRgIDAxk1ahQvvvgib775JvBvU+x+qyCy+6UDK1WqRIsWLejbty9VqlThgw8+4NNPP6VWrVoMHz6cBg0aWFciwb9jJfe3fv16Ro8ezf/+9z/effdd68REQhO1e/fu2NnZsXjx4hx/v73EjeO6devSvn17xo0bd89+cXFxODo63vdYebCEz6G9e/eyZ88efv/9dxo2bEitWrVo2LAht27d4rPPPmPKlClUq1aNwMBAnJ2dbV22yH3l1lxWJqc/ZfK/lMmZQ5ksIiIiIiIiIimh7l4mSGiiPv300/Tt25eRI0cyZMgQAGsz2WQyYTabgbvNsATZtdkMEBgYSFhYGK+99hrVqlXDZDLx9ttvs3HjRv744w/efvtt5syZQ0xMjPUYNZwfrn379rz33ns8/fTTzJw5k/HjxxMZGYmdnR3Xrl3jl19+oWrVqphMphzfVE14fTt37qRcuXJ07twZwzCSvIcOHz7MypUruXbtWrLHyoMlNJxPnz5N+/bt2bFjB+Hh4SxYsIAJEyYwe/Zs7O3tGTVqFOvWreOZZ55Rw1myvNyYy8rkjKFM/pcyOeMpk0VEREREREQkpdThyyQJTbD+/fuzfv16Vq1aRbVq1di6dSshISHAv83lnNIMe+yxx3BycuL06dMA3Lp1C7PZjK+vL40bN7Y2m/PmzWvLMrMVi8UCQMeOHZk+fTodO3bkp59+onr16rRt25Zhw4ZRv359Ro8eDSSdvMip9u7dyxtvvMH27ds5f/48dnZ22NnZWSdwvv/+e15++WUOHz5s20KzqYTPpT59+tC1a1fWr19PQEAAS5YsoVy5cnzxxRccOHAAk8lEs2bN+PDDDwGs4y+SVeW2XFYmpz9l8r2UyRlLmSwiIiIiIiIiKaWJ4AyU0CAEiI2Ntf5327ZtCQwMpGLFirRt25bBgwczfPhwdu3axYkTJ4iPj7dFuWn23wZnkSJFqF69Ov7+/ly+fJk8efJYG1gVKlTg448/Zvz48ckeK8mzt7e3jlXFihX58MMPGTZsGMWKFePIkSMUK1aMzz//HLh76cWcMHmRnMTni5eXF9WrVwdg0qRJBAQEAP82SydNmsSWLVto3rx5pteZU1y6dImoqCgaNGhgvZxn9erVmT9/PsWLF2fkyJHcuXMnyTHZddWk5Gy5KZeVyRlPmXyXMjlzKZNFREREREREJCV0j+BMMGvWLAIDAwkJCWHo0KE0atSIokWLAnDgwAHWrl3L1atXCQwMpHv37rRv356nnnrKxlWn3rFjx7h+/TrOzs4ULlyYd999l/Xr1zN58mSqVq3KsWPH8Pf35/fff6dWrVq6L1wqJb5344EDB5g3bx5//fUXFStW5LXXXrM2YnOyAwcOUKtWLQC++eYb5s6di5ubGx07dqRLly5J7nUJut9lWjRt2pQnnniCadOmWVcWOTg48NVXX/H111/z008/kS9fPhtXKfJoclMuK5MzhzJZmZyZlMkiIiIiIiIi8qg0EZxBEhqpq1atokePHgwYMIAzZ86wc+dOunbtyqBBg6hWrVqS+3ZFRUVhNptxd3e3YeWpk3DPshUrVjB+/HiCg4Px8vLi5s2bvPbaaxQpUoQpU6YQHx9PsWLF6NWrFyNGjFATMI0SN+xDQ0NZvHgxP/74I9HR0axcuRIfHx/bFpiBNm3aRO/evTl9+jSurq4AHD16lClTpnDu3DkaNGhAly5dqFevno0rzX6Se19+/PHHjB49mvnz59OvXz/r9pEjRxIYGMhvv/2W2WWKpEhuymVlsm0ok5XJGUGZLCIiIiIiIiJpYbJ1ATlRQgPWbDazdu1a5s6dS9++fQH48ccfGTx4MIcOHWL06NE888wzFCtWDIvFQv78+W1ceeoYhoGDgwNRUVEMHz6cMWPG0KxZMyIiIli7di0ffvghQ4cO5cyZM5w5cwZvb2/c3NyAnHHfRVtKGD+z2UzhwoV54403KFmyJGFhYTm64Qx3L3N669YtDh8+TKNGjbBYLFSrVo2lS5cydepU5syZQ8mSJdV0ToWEhvP8+fMpV64czz33HCNHjsRsNjN48GCWL19O/fr1uXTpEmvWrOHnn38G/v3sE8lqclMuK5NtR5msTM4IymQRERERERERSQst+8gACU2XRYsW4eTkZF0ZAXfvQ3jixAkqVapEz549+eyzz4iPj8/WK3ASGp8BAQE0btyYXr16UblyZerWrcu4ceP49NNPWb9+PX///TdVq1a1NpwTHyvJS1iwn/i+lg/ab/369YSFhVknOHKS/1684KmnnuK5555j8+bNSbY7ODgwatQoVqxYwdChQ5M9Vu4v4RKTK1eu5L333uPo0aOEhYUBMGbMGHbv3k2+fPnYtWsXZrOZhQsX0qBBAywWixrOkmXlplxWJmccZfK/lMmZQ5ksIiIiIiIiImmlFcEZwDAMrl27xuuvv87t27dxdnamWbNm1nuj5cuXj2XLljF79mwKFy6MyZT9/xrWrVvHxx9/TEhICDExMbi5uWEYBm5ubrRr147333+fbdu28fjjj9u61Cwv8QqOhKb8gyYkzGYzJpOJsLAwunTpwkcffYSjo2Om1GoLZ86c4caNGxQsWJD4+Hh++uknWrdujYODA05OToSGhlKgQAHq168PoPtdPqKExryDgwNhYWEMGDCAqVOnWicwzp07R1BQEDVq1GDdunWEh4cnuVyuxliystyWy8rk9KNMfjBlcsZQJouIiIiIiIhIesnenc4sys7OjmLFihETE8OQIUOYO3cujo6OjBgxgnLlylmbM0OGDLFxpemnTp06eHh4cOjQIfz9/Xn77bepXLkyAF5eXnh6ehIVFWXjKrO+xCs4pkyZwtGjRwkODsbPz4+OHTtStGjRJPsnXAIU4KWXXqJt27YMGzYs0+vODHZ2dpw8eZIqVarg7e1NVFQUFStW5MiRIzzzzDM89thjXLhwATc3Nzp37kytWrWsx8nDJR6nlStXUrNmTfr27UtERATLly/ngw8+4MqVK3h5ebFz5068vLzue7xIVpPbclmZnD6UyfenTM5YymQRERERERERSS92hq7Pli4etMJhxYoV9O/fn3LlyvHhhx/SqFEj8ubNm8kVZjyLxcLChQuZNWsWFSpUoFWrVpQvX54dO3YwY8YMzp8/j6urq1aDPIIuXbpw+vRpqlSpQqFChViwYAF169bl66+/xsfHxzqGCSuVpk+fzqeffsr+/fspXry4rctPV4nPl7i4OI4dO4aPjw/Xr1+nSJEiDBgwAB8fH0aMGAGAo6MjHh4e9xwrybt27RqbN2+me/fuwN2VbitWrKB3795s3ryZRYsWERISQuPGjRkyZAiVK1dm4sSJ9OrVy7aFizxEbs9lZXL6USb/S5mcsZTJIiIiIiIiIpLeNBGcTiwWC/b29vzyyy/s3LkTs9mMi4sLAwcOxM3NjfDwcF566SV27NiBv78/kyZNwtnZ2dZlZ4hTp04xaNAgdu/eTdGiRXn++ecZOnQolStX5s6dOzn2daeX7du306lTJ44cOYK3tzcAly9fpn379kRERBAYGIinp6e14fzXX39Rp04dFi5cSMeOHW1cfcYJCgoiMjKSEiVKUKRIEZydnTEMg/fee4/Fixfz22+/WZvNoIbzoxo8eDBFixZlwoQJxMXF4ejoSFxcHD179iQgIIASJUowb948atSoQZ48eWjSpAmdOnXKMSsnJedSLt+lTE4bZXLylMkZQ5ksIiIiIiIiIunt/jc5k0dmNpuxt7cnMDCQjh07smnTJjZu3Mjy5cupX78+GzduxN3dnc2bN/Puu+8SGxuboxuvFStWZPPmzUycOBEPDw9cXFyIjIwEyNGvO72EhIRQtmxZChYsiGEYxMbGUqJECdavX09cXBx79uwBsF5+8tlnn6VTp045suFsNpsBWLVqFS+88AK+vr506tSJ8ePHc+zYMezs7PD398cwDE6ePJnkWDWcH83HH3/MhAkTAJg8eTLLli3DZDLx7bffcvjwYXbt2oWvry+Ojo7MnTuXY8eOWVce6XtEklUpl/+lTE4bZfK/lMkZT5ksIiIiIiIiIulNK4LTUbly5ejWrRvvvvsuFouF3bt3s2jRIg4fPsz8+fOpW7dukv0TVivlZHv27OGNN97Aw8ODZs2aMWjQIDWe/+O/q2S2b99O06ZNCQwMpFGjRsDd5qvZbKZZs2a0aNGCsWPHWs+fr7/+mo4dO+Lq6mqrl5AhEsYlOjqaChUqMHLkSBo1asSaNWvYuXMnRYoUoUuXLvj5+dG2bVs8PT1ZsGCBrcvOVhLOIcMwOH36NJ07d6ZAgQK0adOGrl27Urp0aeDupSq/+eYbpk2bxpw5c+jQoQPx8fGYTLrNvGRtyuWklMkPp0xOnjI54ymTRURERERERCQjaCI4nRw9epQePXrw3XffUa1aNev2oKAgunTpQtu2bXn//fdtWKHtREZG8uqrr+Lo6Mg333xj63KyrK1bt1K+fHlKly5Nr169OHjwIP7+/taVHsHBwVSvXp2ZM2fy0ksv5ZrLLP7444+sX7+e6dOnW+/huWHDBubPn8/Nmzdp3LgxhQsXpmfPnhQpUiTXjEtG+Oeff3j//ffZu3cvNWvWpHv37jz77LNcuXKF9evX4+zsTK9evTTGki0ol5OnTH40yuTkKZMzjzJZRERERERERNKDJoLTSXBwMDVr1mTw4MGMGzcuyWMjR47k3LlzLFmyBCcnJxtVaHtRUVHkz5/f1mVkKUuXLqVatWq4ubnh4+PD7t27adCgAX/88Qdz587l0KFD5MuXj9KlS3P06FFKlSrFTz/9ZOuyM826dev48MMPiY6OZvv27UnuN3jx4kWmTZtGQEAA8+bNo0GDBmqGpkHilZBfffUVCxYsIF++fHTs2JEePXokWd2mcZbsQLn8YMrkeymTH0yZnHmUySIiIiIiIiKSXjQRnErJXT7yzTffZM+ePUyaNAlfX19rk6Z79+7cvn2bNWvW2KJUyaIuXbqEn58fJpOJM2fO0KFDB2bNmmV9/OLFi2zbto19+/Zx+fJlWrZsSd++fXFxccFsNlvvR5iTXblyhVdffZXdu3fTrVs3RowYQfny5ZPsExgYyNNPP22jCnOWxJ9rx48fZ8qUKZw8eZKGDRvSq1cvatasaeMKRe5PuSxpoUx+OGVy5lImi4iIiIiIiEh60ERwKiT+5v3SpUupU6cOjz32GNeuXaNbt26cOHGCrl274uzszJ07d5g/fz5Hjx6lbNmyOf7+g5IyBw8epGfPngQFBdG/f3/8/f2pUKHCA4/JbeeQxWJhwYIFfP755zzxxBP4+fnRunXre/bTipj0kRAJCWP5ySefsHr1asqWLcv7779PmTJlbFmeSLKUy5IelMkPp0zOXMpkEREREREREUkrTQSnQsLKj5kzZ/LZZ58xdepU2rVrh7OzMwAzZ85k/fr1XL16lWrVquHn50fbtm1zzYoReXRxcXEMGjQIV1dXjhw5gqOjI7169cLPz8+6z+rVq2nWrBnu7u42rNT2Tp48yeDBgwFo3bo1fn5+lChRwsZV5VyJP6+2b99O165dGTt2LMOHD7dtYSLJUC5LelAmPzplcuZSJouIiIiIiIhIamkiOIUSVjicOXOG6tWrs2zZMtq1awfcvWxbXFwcZcuWJX/+/MTHx2Nvb4/JZLJx1ZKV3b59GxcXFzZs2MC3337LhQsXaNKkCYMGDWLx4sXMnj2ba9eu2brMLCE2NpYpU6awaNEipk2bxosvvmjrknI0i8WCYRg4ODjQpk0bHnvsMWbMmGHrskSSUC5LelImPzplcuZSJouIiIiIiIhIamgiOJVGjhxJUFAQGzZsIDQ0lNWrVzNu3DhcXV2pUaMGc+fOpXjx4rYuU7Kg/14uMfFlJc+ePcuXX37Jjh07uHjxIhaLhTVr1lC/fn2tXEvk0KFD1KhRw9ZlZEsPOv/+Kz4+HpPJxM6dO2nbti1BQUGUKlUqs0oVSRHlsqSGMjntlMmpp0wWERERERERkYymieBHEBQUxM2bN/H19bVumzp1Kt999x3ff/89b731FrGxsbRo0QJvb2/69u3L2rVradiwoQ2rlqwkLi6O3377jdq1a1svVfpfCc1AwzDYvn07sbGxuLu74+vrm+vuQfioNC6PLmHSIuE8i4qKIn/+/EkeSyzx2JYpU4aXX36ZyZMnZ3rdIslRLktaKJMzhsbl0SmTRURERERERCSzaCL4EfTu3ZuqVavyxhtvWLedPn2ahg0bYjKZ8PLyYtasWdStWxeA2rVrM3bsWF544QVblSxZzKhRo1i+fDnjx4+ndevWlCxZErh3Jcj9POp+IslJ3ED+8MMP2bp1K46OjhQsWJDp06dTtGhRIPnz7OWXX+b8+fNs375dl9OVLEO5LGmhTBZbUiaLiIiIiIiISGbSRPAjOHnyJJUqVQJg0KBBDBo0iGrVqgEQGBhI7dq1yZs3LwDjx49n6dKlnD171mb1StYTERHB66+/zrZt2+jQoQN+fn7Uq1fP2uBLaAru37+fkydP0r17d62qkXST0EwePnw4mzZtonnz5ri7u7N161b+/PNPFi1axEsvvWTdP+HykytXrmTQoEHs2bOHypUr2/AViCSlXJa0UCaLLSmTRURERERERCQzaSI4Bfbu3cvgwYOxs7Nj4MCBvPrqq9bHzpw5wxdffMHSpUtZs2YN9erVszZuJHdLfIm/L7/8ksmTJ1OlShVeeeUVWrZsScGCBQG4ffs2Q4YMYcuWLfzwww/UrFnTlmVLDhMUFET9+vVZv349jRs3BuDSpUt8+umnrFu3jqVLl1KvXj3r+Xrz5k0qV67MxIkTGThwoI2rF0mecllSSpksWYEyWUREREREREQyi5Y3pICvry8zZ86kfv36TJs2jd69e3P9+nUAnJycyJs3Lx9//DH16tXDYrGo2SxJnD17luvXr+Pm5sb+/fsZOHAgU6dO5cSJEwC4uLjw9ttvM3HiRDWcJd2Fh4fj6emJj4+PdZuXlxdvvPEGTk5ObN26FcA6QdKnTx+qVaumhrNkacplSS1lstiSMllEREREREREMotWBD+ixPfpunTpEmvXrmXFihXEx8czfvx42rVrd9/9RQAqVapEixYt6Nu3L1WqVOGDDz7g008/pVatWgwfPpwGDRpYVyJB0nvIiaRG4nPo3Llz1K5dG39/f0aPHp3k3Bo0aBCGYTB79mxMJhPx8fHs2rWLJ598ksKFC9uqfJEHUi5LWiiTJbMpk0VERERERETEFjQRnErx8fEEBASwZMkS9u/fT/v27ZkyZQpOTk62Lk2yoMDAQLp06UJgYCAVK1a0bt+7dy9t2rTBx8eHTp064e/vb72vpUhaJEx6/fjjj5QpU4bHH3+ccePGERAQQN++fWnTpg1eXl5cvXqVBg0aMGDAAN566y1bly2SaspleVTKZMlsymQRERERERERsRVNBKdC4lVFp0+fZuXKldbGzrRp0yhevLiNK5Ss5p9//qF+/frMmTOHdu3acevWLZycnHBwcOD555/n5MmTvPzyy4wfP97WpUo2lvDZtGHDBvLmzUvFihXx9vZm4cKF9O7dm/DwcN58801++eUXPD09iY6OxsHBAbPZzK+//prkOUSyE+WypIQyWTKDMllEREREREREsgJNBKdS4sZMdHQ0y5YtY9q0acyePZsmTZrYuDqxtf827mJjY3nxxRcJCgoiMDCQEiVKWB976623aNiwIc8//3yyx4o8KsMwiImJoWHDhsTHxxMTE0PVqlVZt25dkv1Wr17NqVOnOHXqFM888wzPP/88hQsXxmw2W+9HKJLdKJflfpTJYgvKZBERERERERHJCjQRnEaJ7/dVrlw5hgwZwogRI2xclWQVx44d4/r16zg7O1O4cGHeffdd1q9fz+TJk6latSrHjh3D39+f33//nVq1aqnhLOnm6aefZs+ePfTo0YOBAwdSq1YtHB0d77u/zj3JKZTLcj/KZLEVZbKIiIiIiIiI2Iomgu8joQGTuKGcnPj4eEwmEytWrKB///4EBwfrfnK5XMIKjhUrVjB+/HiCg4Px8vLi5s2bvPbaaxQpUoQpU6YQHx9PsWLF6NWrFyNGjHjouSbyKGJjY3FycmLAgAF4eXmxbNkyChQoQP/+/WnTpg1FixYF4LPPPmPYsGE4ODio2SzZgnJZUkOZLLakTBYRERERERERW9NEcCIpvQRbwv43b96kYsWKTJw4kddeey0DK5SsLmGiIioqivLlyzNmzBiaNWtGREQEa9euZdasWQwdOpRJkyZx5swZvL29cXNzS3KsSHq6evUqQ4cO5bfffqNbt260aNGCU6dOMWjQICIiIsifP7+tSxS5L+WypIUyWbIaZbKIiIiIiIiIZDZNBP+/xCs/pkyZwtGjRwkODsbPz4+OHTtav7GfIHGDsHnz5ri6urJmzZpMr1uypu+//57ly5ezYMECa1M5IiKCJUuWMHPmTFavXs3jjz9u4yolJ0lu0iLxJNrnn3/OtGnTcHFxISQkhC+++IJ27dpZV0+KZDXKZUkvymTJbMpkEREREREREckqdM27/5fQbO7SpQurV6/GZDJRrVo1hg8fTufOnfnf//4H3G3swN0GNcD06dMJCgpizpw5Nqlbsp5169bx8ccfc/DgQWJiYoC7542bmxvt2rUjKiqKbdu22bhKyUnMZjN2dnbs2LGDfv36ER0dDYCDgwNmsxmAQYMGsWnTJj788EN++ukn2rVrh2EYajhLlqVclvSgTJbMpkwWERERERERkaxEE8GJbN++nS1btrBu3TqWLFnCrFmzOHv2LNHR0TRv3pwrV65gZ2dn/Ub/X3/9xaRJk5gxYwbFixe3dfmSRdSpUwcPDw8uXryIv78/QUFB1lUhXl5eeHp6EhUVZeMqJacwDMO6wmj06NGUKVOGfPnyWR9PeCwuLo6yZcvSunVratSoYZNaRVJKuSxppUyWzKRMFhEREREREZGsRhPBiYSEhFC2bFkKFiyIYRjExsZSokQJ1q9fT1xcHHv27AH+beI8++yzdOrUiY4dO9qybMliPD09WbduHbNmzeLYsWO8/fbbLFy4kF27dlnvQzh06FDg35VsIqmVMKGxc+dOypUrR+fOnTEMI8m5dfjwYVauXMm1a9eSPVYkq1IuS1opkyUzKZNFREREREREJKvJ1RPB/234eXh4cOjQIQ4fPoydnR1OTk6YzWY8PDzw9vbmr7/+Av69/OR7773HtGnTMr1uyfrs7e3p378/q1at4saNGwwcOBA/Pz+uXr3KL7/8gqurK3fu3FHTT9LF3r17eeONN9i+fTvnz5/Hzs7OukoS7t4f8+WXX+bw4cO2LVTkIZTLkhGUyZKZlMkiIiIiIiIikpXk6onghIbf1q1bOX/+PM8++yw9e/Zk8ODBLF68GLi7yujGjRucOnWKxx57LMlxr7zyCq6urjapXbKHihUrsnnzZiZOnIiHhwcuLi5ERkYC4OzsbOPqJDtLPGHm5eVF9erVAZg0aRIBAQHAv6skJ02axJYtW2jevHmm1ymSEsplyUjKZMkoymQRERERERERyarsjFx6HbylS5dSrVo13Nzc8PHxYffu3TRo0IA//viDuXPncujQIfLly0fp0qU5evQopUqV4qeffrJ12ZKN7dmzhzfeeAMPDw+aNWvGoEGD1HiWNDtw4AC1atUC4JtvvmHu3Lm4ubnRsWNHunTpQsGCBZPsb7FYsLfP1d8BkixKuSyZSZksGUGZLCIiIiIiIiJZTa6cCL506RJ+fn6YTCbOnDlDhw4dmDVrlvXxixcvsm3bNvbt28fly5dp2bIlffv2xcXFBbPZbP1Gv0hKRUZG8uqrr+Lo6Mg333xj63Ikm9u0aRO9e/fm9OnT1lWQR48eZcqUKZw7d44GDRrQpUsX6tWrZ+NKRR5MuSy2oEyW9KRMFhEREREREZGsKFdOBAMcPHiQnj17EhQURP/+/fH396dChQoPPEbf2pf0EhUVRf78+W1dhmRzf/zxB8899xwbNmygUaNG1s8os9nM1KlTmTNnDsOGDePNN9+0dakiD6VcFltRJkt6UCaLiIiIiIiISFaUayeC4+LiGDRoEK6urhw5cgRHR0d69eqFn5+fdZ/Vq1fTrFkz3N3dbVipiMhdhmFY74WaoFOnTlSuXJn33nvvnkmxffv2UbNmTZydnZM9ViQrUS6LSHaiTBYRERERERGR7CDXTgQD3L59GxcXFzZs2MC3337LhQsXaNKkCYMGDWLx4sXMnj2ba9eu2bpMERHg36bzmTNnuHHjBgULFuTNN9/kwoULzJkzBwcHB5ycnAgNDaVAgQLW+xSq4SzZhXJZRLILZbKIiIiIiIiIZAe5aiL4v42XxN/UP3v2LF9++SU7duzg4sWLWCwW1qxZQ/369XX/QRHJMk6ePEmVKlXw9vYmKiqKihUrsm/fPkwmE4899hgXLlzAzc2Nzp07M2PGDFuXK/JAymURyc6UySIiIiIiIiKS1eX4ieC4uDh+++03ateujbOzc7L7JDSiDcNg+/btxMbG4u7ujq+vr+4/KCI2l3iyLC4ujmPHjuHj48P169cpUqQIAwYMwMfHhxEjRgDg6OiIh4fHPceKZAXKZRHJzpTJIiIiIiIiIpKd5PiJ4FGjRrF8+XLGjx9P69atKVmyJPDojRg1bEQkqwgKCiIyMpISJUpQpEgR630G33vvPRYvXsxvv/1mbTaDPr8ka1Iui0hOoEwWERERERERkewgxy+pGTduHM8++yzvvvsuH330Efv27UvSiLFYLADs37+fb7/91vpzAjVsRMSWzGYzAKtWreKFF17A19eXTp06MX78eI4dO4adnR3+/v4YhsHJkyeTHKvPL8mKlMsikl0pk0VEREREREQku8nRK4IT30Pwyy+/ZPLkyVSpUoVXXnmFli1bUrBgQQBu377NkCFD2LJlCz/88AM1a9a0ZdkiIsC/q4eio6OpUKECI0eOpFGjRqxZs4adO3dSpEgRunTpgp+fH23btsXT05MFCxbYumyR+1Iui0h2pUwWERERERERkewoV0wEnz17lhUrVrBkyRKuXLlCfHw8Q4YMoXv37lSpUgWA8+fPs23bNvr06WPjqkVEkvrxxx9Zv34906dPJ2/evABs2LCB+fPnc/PmTRo3bkzhwoXp2bMnRYoU0eUnJctSLotIdqdMFhEREREREZHsJEdPBCeoVKkSLVq0oG/fvlSpUoUPPviATz/9lFq1ajF8+HAaNGhgXYUEdy9LaW+f46+aLSLZwLp16/jwww+Jjo5m+/btSe43ePHiRaZNm0ZAQADz5s2jQYMGajhLtqBcFpHsSJksIiIiIiIiItlNjp8IDgwMpEuXLgQGBlKxYkXr9r1799KmTRt8fHzo1KkT/v7+1m/1i4hkFVeuXOHVV19l9+7ddOvWjREjRlC+fPkk+wQGBvL000/bqEKRlFEui0h2pUwWERERERERkewmxy+veeyxx3BycuL06dMA3Lp1C7PZjK+vL40bNyYmJgZAzWYRyZI8PT1Zt24dH330EXv37mXy5Mls3LgxyT4JDecc/r0eySGUyyKSXSmTRURERERERCS7yXErgv97CbbY2FhefPFFgoKCCAwMpESJEtbH3nrrLRo2bMjzzz+f7LEiIlnJyZMnGTx4MACtW7fGz88vyWeaSFakXBaRnEiZLCIiIiIiIiLZQY5bEZzQMD527Bg7duzgwIEDfPLJJ9StW5dKlSoxffp0tm7dyvTp0/n0008pWbIkoGaziGR9lSpV4ueff6Zhw4ZMnz6dvXv32rokkYdSLotITqRMFhEREREREZHsIEetCDabzTg4OLBixQrGjx9PcHAwXl5e3Lx5k9dee40iRYowZcoU4uPjKVasGL169WLEiBFYLBbs7XPcnLiI5GCHDh2iRo0ati5D5IGUyyKSGyiTRURERERERCSryjETwQkrh6KioihfvjxjxoyhWbNmREREsHbtWmbNmsXQoUOZNGkSZ86cwdvbGzc3tyTHiohkN5owk6xKuSwiuY0yWURERERERESyGpOtC0gvCQ3jgIAAGjduTK9evawN5cqVK+Pj48PMmTPp2bMnVatWTfZYEZHsRg1nyaqUyyKS2yiTRURERERERCSryVHdinXr1vHxxx9z8OBBYmJigLuritzc3GjXrh1RUVFs27bNxlWKiIjkDsplEREREREREREREdvJURPBderUwcPDg4sXL+Lv709QUJB1VZGXlxeenp5ERUXZuEoREZHcQbksIiIiIiIiIiIiYjs55h7BCSwWCwsXLmTWrFlUqFCBVq1aUb58eXbs2MGMGTM4f/48rq6uuv+giIhIJlAui4iIiIiIiIiIiNhGjpsITnDq1CkGDRrE7t27KVq0KM8//zxDhw6lcuXK3LlzB2dnZ1uXKCIikmsol0VEREREREREREQyV466NHRiFStWZPPmzUycOBEPDw9cXFyIjIwEULNZREQkkymXRURERERERERERDJXjl0RnNiePXt444038PDwoFmzZgwaNEhNZxERERtRLouIiIiIiIiIiIhkvBy7Ijixhg0bsnXrVtzc3Dh48KCazSIiIjakXBYRERERERERERHJeLliRXBiUVFR5M+f39ZliIiICMplERERERERERERkYyS6yaCRURERERERERERERERERyulxxaWgRERERERERERERERERkdxEE8EiIiIiIiIiIiIiIiIiIjmMJoJFRERERERERERERERERHIYTQSLiIiIiIiIiIiIiIiIiOQwmggWEREREREREREREREREclhNBEsIiIiIiIiIiIiIiIiIpLDaCJYRERERERERERERERERCSH0USwiIiIiIiIiIiIiIiIiEgO83+dZBYxk2k0aQAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 2400x600 with 4 Axes>"
       ]