Gemma/Deploy_Gemma_in_Vertex_AI.ipynb

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      "source": [
        "##### Copyright 2024 Google LLC."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
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      "source": [
        "# @title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AuQhzPCA4I-f"
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      "source": [
        "# Deploy Gemma in Vertex AI\n",
        "\n",
        "This cookbook illustrates how you can deploy the Gemma model in [Vertex AI](https://cloud.google.com/vertex-ai).\n",
        "\n",
        "<table align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/google-gemini/gemma-cookbook/blob/main/Gemma/Deploy_Gemma_in_Vertex_AI.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
        "  </td>\n",
        "</table>"
      ]
    },
    {
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      "source": [
        "## Costs\n",
        "\n",
        "This tutorial uses billable components of Google Cloud:\n",
        "\n",
        "- Vertex AI\n",
        "- Cloud Storage\n",
        "\n",
        "Learn about [Vertex AI pricing](https://cloud.google.com/vertex-ai/pricing), [Cloud Storage pricing](https://cloud.google.com/storage/pricing), and use the [Pricing Calculator](https://cloud.google.com/products/calculator/) to generate a cost estimate based on your projected usage.\n",
        "\n",
        "## Setup\n",
        "\n",
        "Find the [Gemma 2 model card](https://pantheon.corp.google.com/vertex-ai/publishers/google/model-garden/gemma2) from the Model Garden and click \"DEPLOY\" button."
      ]
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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KzGDQwDU56mU"
      },
      "source": [
        "Choose the model variation and the location to deploy.\n",
        "\n",
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9gNixXHd6YZm"
      },
      "source": [
        "Once the deployment is completed, you can find your endpoint [here](https://pantheon.corp.google.com/vertex-ai/online-prediction).\n",
        "\n",
        "To obtain a script for acquiring predictions from your active endpoint, navigate to the \"Sample Request\" and select \"Python\".\n",
        "\n",
        "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABPgAAAGrCAIAAADSB74zAAAAAXNSR0IArs4c6QAAIABJREFUeAHsvQl0FEe655tz3tz33n3vas4Mt293652Zpxm7/dy0uy/jpmncgBtjVi/d2HNMg91tNzaLEBgExqYBG7DBZrNZDDZgzGqDwCDMIlaziEUGIzYBQipJoH1DQhJoKVWpVBXPmZEZkZWZVcoq1aKU/nU4KCozMuKL3xdZGf+MTSD4KAQKCwuVIP6CAAiAAAiAAAiAAAiAQEgJ1NeRB7Ue8V+N+O8+/oFApyMg1e2Q3jbBJyYEf2mnuxJCt9O5FAUCARAAARAAARAAgQ5D4EEt6SXgHwh0bgLuuuoOcstB6HJHQOhyFgiBAAiAAAiAAAiAAAiElIAHQhc6vwsQaL13N6T3TfCJQehydhC6nAVCIAACIAACIAACIAACISXgeVDTubvyUDoQIL0EV1V5SO+b4BOD0OXsIHQ5C4RAAARAAARAAARAAARCSgBCFzqwKxBouVsW0vsm+MQgdDk7CF3OAiEQAAEQAAEQAAEQAIGQEvDc9+rRLf3y47KNyyq2rKz8atXdr1eL/7Z9hn8gYCUCUr2t/GqVWsC3VJaG9L4JPjEIXc4OQpezQAgEQAAEQAAEQAAEQCCkBDRCt2zjsrNnz6anp2dkZNy8eTMTHxCwIIGbN2/W7t6gFrpOCN2Q/m6EJjEI3dBwRCogAAIgAAIgAAIgAAI6AhqhW7FlZXp6elZWVmFhYWlpaTk+IGBBAqWlpY2Hd0Lo6m73DnYAQreDOQTmgAAIgAAIgAAIgEDnIaARupVfrcrIyCgsLKyurq6vr2/EBwQsSKC+vt5xah+Ebkf/nYLQ7egegn0gAAIgAAIgAAIgYFkCGqF79+vVN2/eLC0tra+vdzqdLperFR8QsBQBl8vldDpbzh5SC13M0e2IP1EQuh3RK7AJBEAABEAABEAABDoFAb3QzczMLC8vb2xsdLlcbrfbgw8IWIqA2+12uVyutCMQuh39JwpCt6N7CPaBAAiAAAiAAAiAgGUJaIXuts+Y0G1tbfV4PJYtGQzvogQ8Hk9rayuErgXcD6FrASfBRBAAARAAARAAARCwJgEIXWv6DVb7JACh6xNNRzsBodvRPAJ7QAAEQAAEQAAEQKDTEIDQ7TSuREEoAQhdy9QECF3LuAqGggAIgAAIgAAIgIDVCEDoWs1jsLcNAhC6bQDqOKchdDuOL2AJCIAACIAACIAACHQyAhC6ncyhKE5XFLoej+fytRuXr91o56z6u3erDqQc2rsvpaSkNAI1CUI3ApCRBQiAAAiAAAiAAAh0TQIQul3T75241F1R6GbcvPXllqQvtyRl3LzVHteeSzs/ekzC6DEJ+/YfbE86Jq+F0DUJCtFAAARAAARAAARAAAQCJQChGygxxO/gBLqi0L187QYVupev3WiPey5fuUqF7rHvTrQnHZPXQuiaBIVoIAACIAACIAACIAACgRKA0A2UGOJ3cAIQusE7qK6u7rvjJ48eO15VVR18KqavhNA1jQoRQQAEQAAEQAAEQAAEAiMAoRsYL8Tu8AQgdGUX2ZubHQ6nf381NjY+qK9Xx6moqKyoqFQfCV8YQjd8bJEyCIAACIAACIAACHRxAhC6XbwCdL7iQ+iKPi0qLqGDmct9q9bs7JzXx04cPSbh6rXrtB5c+CGdDl2+8EN6BGoGhG4EICMLEAABEAABEAABEOiaBCB0u6bfO3Gpu6LQzbudT2Vt3u186tofLl+lR67dyPTl7JSDR6is3bV7D42zb3+KshhViq+rQngcQjeEMJEUCIAACIAACIAACICAmgCErpoGwp2AQFcUuoSQmtq6mto65r+6+/f3HTx64PB3jY1N7KAmUFNTu3DRx/MXLCovr6CnupTQ3Xiweu3eSExF1mDvMl9T1wjSZ0dNlykyCgoCnYdA9jzp/h2xuyBEZQp5giGyK7BkOkcpAiszYoOAlQlA6FrZe7DdgEBXFLpNTfZsW64tJ8+ARyCHuo7QTfqupmd8Vs/4rI+TKj2eQBghrlkCELpmSVk5XtnhFyQ5tOByO0phv7Pir08NHvePDFc7EsGlISZgpOjy0t567g8jZmwrDCYvowSDSUd/TfhSjm5e+txxBARAIFACELqBEkP8Dk6gKwrdbFseHahcXFJK3dPS4kq7kH7+4mWPIuNcLtfhYycOHzvhcsmtybq6++u/3Lz+y811dffpVV1E6DKV2zM+6/1NZQqhDl6xLWcehG70XFZ+ds+S+Jd7/zfap/6TPwwcsWDnsQDXmGvK25c0ffSwx34iJRL7X59+6eXVR2181AgtXSiEbsX2eGrolOON0WOGnDUEDNTjxZlylVp9WxPZzFeDBM1cZiJO+FLWZx7JvPS544hJAg1292sf5j+VmJOR63NQm8mkEM3qBCB0re5B2K8h0BWFbvqVDCp0b9lyKY5LV6/TIxk3s+iRM2nnP1i49IOFS8+knadHUg4epjNyUw4epkcOHT5Kjxw6fJQeCev/UZmjC5UbVp+qEofQVcGIYLB6/9+fprpR8//PB49JazBniD3/476ypNEk8nD80iJ1GqEQuqTs1KuCIDz8q733VEmHJGVVeggGSMBA0TVf3NDvPwo/H/zm5WD63g0SDNAkX9HDl7I+x0jmpc8dR8wQcDjdbywsoIO2+k22ZeU3m7kKcTorAQjdzurZLluurih0q6rv/XDpavqVjFqlbzbzli1p176de/az8czpV66u/Hzdys/XpV+5SiuHvv/W4XAmfbM76Zvdbe5LFJLqFXmhq1a5s9eXoi83JH70kQiErg8wYT2cPouq3P9jypaThfLuYs6rm2f0kgTrz177vKzt7Jt3PiOp3Nj/Z9Gxq/cc0gX2hpPvvkQ7d3svOUWPiSfCJ0fDl3LbBBCDEBJyRRfyBJmbwpcyy4IFIpkXyxSBgAh8sa+Kqlz6/5NToHUD4tfZIkPodjaPdvnydEWha+j0O/mF+QVenS83s7JvZmWzyHqhy05FJhBhoatRuW435uaG1c8QumHFa5h43p6BkqB9ddcNzfnija/RvtkVNzVntF+bD3/8T1LUBZe0A4m/n/UH6Uy/FHYmfHI0fClrS4zvhgRCruhCniAzO3wpsyxYIJJ5sUwRCIhAi8szbXWJWusOn9XeFUwCMgCROxSBsApdZ4vb2eI2LK+zxd3iQjvTkA0OtotAVxS61fdqdn178NsDh+sb+NDE0rKK0jJ5OWVKNL+gML+AryKiF7rl5RUz3503/e1ZuXnBTMEK1G+RFLpqlTtjTakFVW5N0Z65k/r/Qupqe/ixv0yen1pNiCwm//6Djr2r7Nr2eUp84V+feGnU6jOFrbpo8oGauwdXTHup16OSjPmXXw8aMX//FXnitv4Sk5b4E7pNefs2xw/+zc/E/MTsAp9BqjbLcWPnstFP0tRYSeX2qH6RJInM5N//V6msIsmFR4qr1MmxvizxWnVhY//Tn6fMY6N/624eff+1Pz4sJfPzX/VJWJesnQSrSLUdNcRVdnHlOGXS7MNxbyz60tYi51l+lKEQHunrh/z981tYMYVH+g5NWJd0+4GX4cpk1xfSvA5LX+xXp0mmvprSxiK68jzMv3gPUaYJ5n3bX0pkEdu0TCnjgsuk4Xbqp+Ne/JXU7WsMRG8VPeJdVb6fJeWh/c+gkqvTk69a+i0h6vrwf//6+VGr0xX/it5UXC96U7qJ1KkoYdEpf6bOZbeD42up8OZXIS4/u/eD15RJzuyeVbJQ/qorasPJ5dOff4h2p/szz0QdVpI3/ivdgHIBhZ//qu/EFZsy6zVRDRSd8rrEwBd1oveVGi6ynbM3V8EuJ2yQICHElXfoZcnXT8zbpR66rrGGfVXdd8w1xilLl5j4qZHrsPj6RkpcdpmPOtxWXpzqb99YpKEqVyEh/lP9UvRX5ktvkXomyLvaswIjYJaAs8X99mclV2zipFxXq+edz7nWTVjm9dLfbIqI1ykIhE/oOlvc01aXTPikUK91mx3uCZ8UJn5a7GqF1u0U1agjFaIrCt0L6VeUGbm3qC+ycuTlqbKUpZivZdxY++WmtV9uupYhd/bohS6bo7tj5+4I+DRiQlejclut15ebdz7h19qGvxArLP5otnRU2+7M3ycPVdVco51gKTm5IX39M5p40lfjKZ3mLfFWL7w+2cs2jKKK2ivXnw8efdGnEOdX60LGU1IHLPl4spS8RuhWH1n8x//TK1/65fUD6i5QuS2buMKITOxPdpQ4r86Xx/F6pdXvb1fUcxeVBvTc5Ubu6Df6YoOx8foBxq68Q6/+b15ZyV8efnx3CUeiaNTFRuOT5UJNPK6RH/xyKdS8k9YGUTHqPoqs5d3CypG/TPZRRjM+9a4qFz8ZMPjpAYOfpm8uhEf60q+z/a/rLAvdqZ+s6G8wu/jVXTn3Lxl5UxAWZbLuabm8hs59OH7RnOdF6uaErrFnBUF4fddNbySyX+btvzLjlzoXi5VN6wVzdVh7Ff/uawJ2rLDiphqFgaLzJXQNiQmC8KdPT6tSNEiQKCr3Z68ZvVjhRsuh/I3j/4sO0sPxE0ZIB7WuMflTw+7TjxLjdInrfpeMSkEI8U110SV+x1Vvp6+buu/VrpCU//H/Lubd49PjukLjgBkCzhb3myuKesZn9ZmUfTFL1rpvfyZq3dc/KmiwG/e50ZTL1txQd/+qw6MPi50Hmgg93rS9uujO3mve7xnJve/fy+wZn2V4iTpNGqbRtEVrqcn72jbjrVs0zlPTc95LqqxSXooSUpw0Rj6lSzBnW6XWTl0c0TZNWQzjEO+yEELcB25KMXO26F6U0gSFL703a7xfdXMbL8gz7+StPHRXVRBa7tZWW/7mj7KGJ4hbYPw2IevVRXcO5tq1TNr9PUxC19ninrqquGd8Vq8JWZezVb90ksEXs5p6TRDLNW11SQBat40KoGJRc3vxWLEyjD+pJ8bryZyL6jYJu/zuqRliXWXVVV/J6dmR8/K+PlfH5rgr1aBAXumHpacE/NQuowrP7WT1UKrzFXce8BvWbJoPKi6stcVPFpnQunTI2yk+jb9io3V7m9RXoUQT4Wj+8Ururi/7Luejt2/9UYrTZ4pt1vqSzHrZZj8G0wSNUCgEzf3tikK3uKRs41dJW5N2VVXLr8QvX7tBpe/la3IDPvVsGl2MKvWs3N1z9WoGXXrq6tUMyraoqDjxrZkJb069pRrhbA57MLEiI3TVKnfa6hILqlxSt/b3Uvsr9p/n7s+oECdetlZknv3wj6xB7yV0G86s/q0U/YnE1Rn19NfXeXXz3D/+X+LRnyZu8upMYA3NP8WfLrJLP4nukqNf/K//LCXRT9O9EIgl3upFqSA1256TzO737I4b96SfT1f1pV2vSYNltbYp1/j5m7uaNnGFAfM22O6K9jeUFx6aw1WoWugyMn9avK9Qaju4mqsOvfXsv0ll5eJNmZ0oCMITiUt/KBLtdDXXXd0ia7nYh37xc/HUZxlVYo7NtWUXlsnt72e2qgSzIgLFFv/indS85trKk+/J5j3yP0TBLxrzQHRTQ3nRnunyOlKzz6oem/bsWT8VTfzZn+JTq+XjVZdSJv5GsvsvhrJWx0wx5kt5YXZdBDMHUj+XshxynGk1JVlfrEz51LCqKCmrPejHRt4P3O+Fzem2++I04tYKRin2v//iZ4Ig1roSseFqbyw4t/UVqTDCn+beUaXbcHg+fRPycPwc6vrm2rLza7iM16op1bUs+L08U/qfpnxz7p40U9pVm7N9klzTvN81yMJJtEW0PEt0sL2x4Ninz/4H8dhPEzeom9Om6zCzRRNgE7BjF52V8iKkueyS/GMSqxqUrtwF6vIaCt3iJLnys9uKqGZ0qwqrk4j27Hm/kHzQz9RLruaL8i/bL0a8kyrflX5cY/qnRqlpgiAM+Ae7qfl9+m8zk1SyVFcKEbCSV6yaavriofIbPf7bUiOtuyYIr6dw9SsmcHEjjcpjavyGr/4IOFvciZ+KkoP+eyIh+3vppU2r2/PF/ip7cxtdan4apv5V6/Dl5QU87XYL3dKCz6cZ6NhfTs//Xl7u3kAYKKWOjNDNinu32MaLLDqF0uMagBBSemfRRIOC/O6dgnSmmUhD1RZZJyhFkN037ttaHsuf282eC4fQpX25VOWmXtEOh6GWpV6pp1rXbL9u2xWAF9n+jaxU494t1r184PVEWHvXAGZx7rRxMm0muvzcBayeKyIwjEKXVoYeb+Z9Wy4X1o9hzHhyxZYgvVbQ1KU/b6lmxfdpfKBC1166f5YMX53d4wl5WwrEhqUfg2l8bjb3Z2Chrih0pYE6rWwnIUKIXug2NdmT9x7YvfdAUxN//dPUZFd/DYx0u2NHQOhqVK7LivMl2JzJuZdV4kekr8hOQS108z/+f2n72FvQEsKayGoRte81Kjs1gpawnha1cgvMEiP1Uv3trH8RBEHfT6VMLg2snWe/MkNqJ/d4/6CqJSqiYQJYJZNkMr2XaCMfHS9BmMoUhdyW1fcyZS2VOvX07wsISREXDhaE11bfZTeG0oDW5yhHFoTe2g6c8tWPicn86xLesSMPSI5VyUspi+bTn9EuQDPa9cp8SUKbVMWsCN4BWlt6LDkgr3Il/qTL++jqWbHOt7a3ojGqKixllQe9rfH+JgtdfdW6sY0Otxa8VJx4ccMeOiBC2M2HzNZ9SZft0o3cZgJYLfy8TVC+XdzwuFQXVBpPPiUL4NgRqexNgaInBZ3YU+qweiC6+TqsGOP9l93CuhtNTlnVo2ig6AyErnIP6moykascH4vrnaA9a8Fv6Y/PkweLva00/ubbNWeW/koCrnZNAD81Sh3W36eKC4TN/PWQdykkU+W8BEFHVRHAqpcp++hkee/Ry7mrpR+WwV7vXIwx4KiWAOvLVTc6/zBR1rra2EbfacP0p++XamefKJG1ERx1977LoQ3rIetZS9pL6CqXSn+9W9Jep/iX+utLxV7TX07PP11Of2FbSWnRBkn6/uyTcmkukSxgTDWUzWTqM462LIpIENXRGynqd286oeso2TVVVLm/nJ5/ppSuW9jivpX3frx4kOuunJzXx4upjU+uqadd1i33K3dmS11kttV8MRkOKOhQyIWuWuV+d9GLhsbI7y4+MK11zVQAlnxF6ttMa+Vs5L9PNAIXuj3j83Zpp6G1Vm1k18oDEJg887oLWu5X7soaKr0/ov3GSjVoQ+h6JcJMNgjo67NBVdHeffp0yu/Q2vXvcwou0ipnr7696Ra1/LWj8oxOn8Z73wU+oyn5PvhKpPd4Qt421mNcU3HyffHgL6cXZXi/BiLeiStptPdvFxW6GTdv3bjFfxv0QteQa8rBI/sPHFSfSj199vjxU+oj4QuHW+huOXKPPfn6TMpet69qQ0p1oP/CV3yzKR8dLzXiVE0ldqVBu1Puc1O3zFh0svslKSmm6JQWnlr6stj6OWMBWrJGykzYwXuQ5SlqqsY0y00+NegrVY8oO+kj0Hx4Ac1C1QxVoipF4zJJJqMfNEiItqPSoC0rp6tIsrm6cbQGvtDboFinRBa+1g1MlQWbSpFW3Tx56uSJU9eK+FrHNB1l2i0vo5K+5i97x6FriGsi+vsqC1eNXPRdRkIKFkmDCNr2qUJVVVW4hG6zdNRoPTelMLI3hfd1g7H1xiuTkI3uCN+1QslJsUTSb0Y3LFE69FQaWE72xd26mq/08nEsAdRhb5uUb/ItPHMbf1WhnMqny5XximdQXqXe8jdryj2ofQsjppp35Dnp/lTsVyeoKED9iwnFHu3fwFwTyE+NvhqwvBUZr6rD6lLQeHJeP3nfgKq+q1Yhpv4hqlvbXSSlyoVZgIB/Apq+XPbE7xmf9eZys/Ny22xJG0f4IfsVUaoxmaEVh9xyU41dudE/0ltGknO0a/T2AbHXUC8MeCbakJlMfcbRlkVp/YvS9PGEvD2qVwIUDu/RPUYNztmu9MjJhp2j/be0IGwsdL53c1PWbz2212qL047voRW65lUuNdm01jVTARQKN3JfGZ/12NSC3WukIeVf8Xe1UgyalG3SbNEX2rHN7tKUN2/1jM+hZ9lLE+NKThps0vuXf/mwrJKPYA+f0BXNv7+TjpOXc/FhmIKCyLr9san5Z1jvrXiytWoLVaT5Z6TnnVKHdcZ73wU+o8kZyreG8AXv0xDP3MlNEH8NbKu4DpMu8E5cTqPdf7qi0L16/eaXW5K+SkrOzM6hAPVC925V9eavd2z+esfdKnkqxbHvTtChywdSDtGrzp77vtPso6vuy1U//AINt7tCtjcBee6WYRtI3+6U1amPnoG6b2kXltxHpHw1aqSqRtMpYiwwS5SFslRCt+b8OKnhq1eJhBBZqBg1wX0h9FdYXeNVjqzrqRMTVyIrXaP6tqxighJTabsrxwnR+4IlayDVZGnHBQNLyLdgY1FYQLbTIH0WRdQb8mI/XtsCqSOYCDOprF3LSgFiaMOZKZK/2YsVXxmFV+jKOkTd3ScbojPe7x3hu1Z4lcvfbUIIkTv0uOr2naxiHqtsgdRhL5uUL4X0zZDWifS0vU76sGEjBobpK7k8LVw9kEHJjJAWKUE6Q4GwNd5G7M678K48RF+/sje/2jsUmGsC+qlROBvWYd2rAR0WJa8Z5xg6telyfeAvMhTxzEcvK+NZDF7YqVNCWEvAsC+XPuLjPyl0OPk0P+2V3t/baknLnZa6fiqNKtOKQ56JqcZuuSQ/sp78wnusaYu96UFD04NGh1iaqAvdnFkLRPHwiCR7aAG9hW799cWiShGW0S5ozoA8KD2y8fbmTbeP0fcPx+nQWY0ebnU1NDQ9aGiw83nJqiSCDIZQ6AaqcqnFB783069rpgLQ9Oz5qxR9e8X2x/isx6ZqOhJpPclJSc79Y7w42txrbPP3Yre5sKjsh8/FRNoSuqRpL5WLoj5sSwT6ulN8Oc5HfZbvF5NCtzh5nKjnh3+r7bkm5bc/kE4tkGZn+jTe+/b0GU0uhFzDf/p+qWraAiFuep82ODU11ztxXyACPQ6hKxK7nplF5+hez8yiBE+f+57O0T197nt65MTJ1MlT3x49JuHQ4aP0yJkz56jQTTl4mB4J6/9h7dHdkFIdqKY1jB9WAmYSl9tVqi4gfpW+3Sk3y3gzmkcWQxfpHEtZfMrj5Qy1nyj/UkdJOkVp/wVmiYHQVfpkpFR9/Mc7lLwtN/oma0JDHaVrvMpkfGRLD2tK6kcaMe3B7NL7IrRCV1xod/G0l/rL6zyry6GYzWxRBZRpkLqhxbI31ekYlJemxKWydtS3vzIS4tVJqKhZdY4yRuWUF1WdB8VmnrJJkioR+WWB7xcEAQhdOX0+2lZFUhljLFNSbFZZIt1WSje74dsc8RacKfX38nquE04sT4UAw2K6Dvtwbq38pslfhWG5a8orHVf48xc0sm43XLqMJ0VDslWP93lKmnIuCH95V9/lpmSh5ipmF4BrxJc78vLg6lS0YeYChbMhFuXlApsJr/OXkpfyQlBTbIPV3U5MleqAMnpZLprhEABNYvjKCYRK5RoP2uT5iCFfSpgep51d+gWceBrmGrutB7Po2ja937+zP/1etSRteSJiyIcw8I4kfzOTqc84WtHOWv8XlWGiianyJDhvoSurtUHJbXXJKiOcf5tgey+pLKdEO2DJsEzBHQyh0GUNyw82GS356Nu+eRvLaAtz40HvVbtUl5ioAFJsR9Gm8bd6xts+u0WI3D2b5b3oFK0ntq9uV0pvT9TdjLJOm5qqdbGPSm7PXiHqYfqWh1UD/4tR6V4JqQrpFTSuz7RH9/EEc0LXW816Je99v/g03vsu8BmNJX3NRkfd/25G3vYT94qbDZf7UmJ7J64cbe/frih0CSGaoctU6zKVSwhJPacsRnWO7z1y8tTpEydS1ci/O37y8JFj6iPhC4dV6BJC1LvGW3bostJuNmyEKY1C1u6U2/SCr3an0qSjTWff2oA6XW7SyVkHZgnb+kjVo2ukDXy2Pk3UuxN0ULdhYZWSKtwUMtr8vL4rkXVtWWaMkizTHuyMzhe8o1hJlsVlcJjj+ClDp+QnsfVg/+XXg+gqxAMGPy2LXoP0aXrKSrA/e+39HM1rRkXGqMtvLHSVdbaNd39RgBjaIDOhisLI+zJG5ZQXVaOUFchqq2WGhtwkDAEIXXlOJpNA3C3qDknp7bhis9oU0X4js9XJeDERT5ivbObrsJym2jbRuW3ZprbT0DCFP6u3ikmG96B3cixBtVV+NnxWRROz03FTp65jaOQdVYJSkHnZLxZdvj7z8qq9KuvkmqlGJA9Kp6OXfddPVSIIehMIocplOlb/ppsNx/WhATQCWKscuMlmG7sNdcqUSGrMgPmatZ1lYaA3lfZZ8RwJMTU50Kdh2rKoWv+tShff7WOSOPUWusbSxcsw9qW66Gtlfeme8Vk93sx5L8lruV0WsZ2BEArdFpdn0nJxce9eE7IOfu9vdq7aZtajO211iX4jIlXMNiuAFFcaHK704soDd7270GUvLMgg8ppVbGyztFbz4wn5Z1pq1YuEs7vAS6O22B+ckUUd7S9VVQOV1aogrQz6+sluJVVcoxc3bvv98znTJog9tP2U4ettpCkLXc3QAJqPXI3paxefxnvfBUo0OuKA/68i0+pM81r7qt+s21+fq1MtFK0qpXfiqhPtCnZRoatn1uxwOJ18Jpah0G1qampQbb2rTySsR8ItdAkhq/dUsVvOoksuy+0qw3FxunYnaaNHV2n/0TZZWz268jpDioYJzBKDHl3v/uT21y25BWk42lnbeDXoV/FtgK4ty6IqyeobtXpf+NMVsiOYYGAZKEO4WSucELbY7Btbz3nPxJHtVBzEE5FCyjRI3SpHmnj+vvrsEFYuUoAY2qBUMNYbplyl+etdLeWTflPWJMCHvqu4KXF8CwldFrITjUf++64VSk7iX+V9kK8eXZ0g952sYp5S2QKqw2qblLAyyNbQWUok9tfAMH0lD6JHV1yybeulw3Pk0cu7hDzaAAAgAElEQVQ+OkKZGXIgMNcE9FOjcDbE0nYPfBs9uobvAuTp6+Lo5Vp5HWbFy9qC47uOQGhVLmvis6YCC7DWeaSErlTUmsqb22yJ0i4p1JLfv190U5582BGELiHuCro5DR1l3ZbQ1drspcnd9tqr4g5DdN0gaWMY26xU3RhUXR0I6EAIhS4hRK11/a9ERY1kc3TbUrlKmfxVAMIGDvBpzNJ8Xe9Fp7jQJdICy6KyldSASvdq32X40pPSSHV5mK4iAnXTXBXbfSXCbiUlIv2rrRvs1uuxiA8MbiPNKAhdyXhHdUFKzkLVm5rfvXP7iGZeusn3Td5QzHzrQkLX7fEcO3lmb8qRe/f4ej+UUVFx6ZdbkjZs3VFeIU+Y1gtdmy3njXGTRo9JuJah3aK+vKJy/aat3yTvdbvNznIx4xtNnAgIXY3WnbGm1HLbC+mmeKko6tudykA7400plXlumjm66mVdVakra+EoLdHALDEQuspYaF8aQJW3qaC/wuoar0qD1ZiMd34GTXw5gpKsvlWq90WohK788sJAz8t2GjXQ7+38i7RfSbtUrrwurm7Ys4qWAsTIBmLZObqGd4TvWqHiQYi/26Sdc3QDqcNeNilf/M7RVSIpfw3Kq6/ksknGc3SVlOS/coLyGunKOxRBu4eZ5ir5q+a3yzuSztSAfmr81mHd3afLS3l94ONnzbg+yL9d8RtzDkjrJijDmL3LhW96AiFXuUzoqnpstNnSprY+Aj0eqqHL3rm2uqsrM5WVYzvMqsuKwsnMlUZv2hZeclAIipKR5y2rhi6XHH0na8zM7HHvyJsJeQldVuYWe+3V259NpwtZdfRVl81r3YBVLgNCDCsAocLVa9EjZfSyapKqSuiS+5ekadXS2Ga6fS4dyWxK6I6cl/fZiXusr9Kk0NXfKbxYXiFjofvLL9lK5mJsX3efnFLkhy57FYEQe3XRLrmDF6suUzaCBlF7vpaVV9KJuBu/2qlecpkQ8sPlq/RUxvVMmoVe6KYcPEJn5H6za4/ajPMXL324ZBmd0FtYZGrjB/Xl5sOREbp6ret2a9b/Nm9yNGLKLS2jlpC+3cm2DzFc10S76rKyCIrRGrNEboqp5isGZImB0FU0gPHypIGzNVq/VElF13hVGsrG61Erl9G/urYsO60kG0Gh67tDkthmSWMw9SJT3sam36jjhuvjsOL4C8gdwkbDnlWXKUD0NnSYVZd9A9Qbr/TOfSz/bKpK6meMsToWIfIMTMMpl75XXTYYN66YxypbIHXY2yblm062KScIKd879+mnnho0Y4uynqrBXWD0g0PXtzJa0K7s+8m9Bwx+eniKPA5Bl6CyD5N+Xx9uFgspNIxqmi7lgH5q/KSsLBylWgtQn5e875Hxz5ryulC74Llc014c8b/Ee5gvTMXKi4ABgXCo3LZb0j6b2iFdjKq0/PrFsusX72l7M+VFjDvIqsuK0FWWtP3l9IKvP5VWn/qSTj2Vp3QKi8q0BfESJPfvioUtu17GRx2K/lY0G++uNKgFAR8KbY8uzV6tdX3toxuYyjVVAbx2BmL9nzTw0Kxim8xGLXQJUVafst8U12pW1qaS13BqczEqNe4wCV3Fhtb7O+nCV7dT5I2jxczbELpELojq3YpisleVI0Re/0yz0Ld2kH8bZayplO7TyiLvmkvkfnX1dGjJDAxdVrwR5N+GxsbN23ZRQfvllqTD351yKGOVa+vu7005sv/QsYZGuaWbl19AtWtevrwA272amo8WLv1g/sKyMrm7vbm5+esdu2i0DxYuXbxsZX04BzZHTOhqtO7s9aVW0rpMu+r20S1Y9N/pvDP1CFh5P8x/m5mk2VqWLZyrlrXyPrr6Rrmy/pC5fXSNLDEaj8r2pdSvttpwc0fiW2sLA7oXlGaofh9deQ9PQeDNYiWyUf+k5+C0Z1bfrFIy17dllTNKm5hpD+WEModQvaexEpnbwGIHMHRZGbCqe9Mhq1l1GaX05ePmN25hVvGA6WHPShn1VNk+uobvXHhW4gIC+p2o9GuheV2h/6IbEsyiBCJ0ic/NWiu2S1tAC4KBImVZ0YCi3/TTDRTXGOyja5CswpZXtgDqsMYm+Sv7MVEWGGfRarc8Jf6YqLb+MrgL9EKXKCapfyhoovJSZPxNmUGCchxB0P8gMMuUgE/XGG5xHMBPjcLZZxEE9dsxg1KwfXR1VJX7SP8Dy2qaSF291ZBSXPzVEgiTyjXRkvbR1Jb3ywnR9kLyNkK6XU8vZEsyJmeb+AZKFjCKMNAi8vpupoXtM462u8+g9a+sJkVVltKjS8gpuqSWrlfWS3XI7wh6srmjsulV388UpQ5PzatIQX4Jh9AlhLAK2WtC1sUsTXuLXMhspDvoTl1V7HderlIoMxVAeRFAmev+l5anEtPzFrrukiRx8WF5xWxltyFtXWpLT4rpGlQDxXz610wiqiu0NhB3+YFEsVdfvfZ4W2ma3V6IZIo6v2e8bd1tlQmEEOVd0lFpJZM2yqhsIySuBKb+lN6eNU6c0KsdsODzFlNfHHC4Cw1dJoTU1NTu2pvCtO72b/ZW3mXN9cDYFZeULFv1OVO5n32xofKu9z5RgaXXduxICl291vVYp1u3eecz0iqdsf88d//Ve+L6D60VmWc//KN0UGwnqYUuYYL2icTVGfXye478Y58++x/EqD977XOvxQIVQfuzP8WfLrJLq8e5qi+lTPyNGFno97crXgvKBWKJoXohsg4XaFloJbE7r26e+0dpz9XXU7zWwW+zEhUnjf8vkqUD5m2wSYVtKC88NOeln0gHBW8RyNqjD8fP+aFKJtNwO33xUDrKd5KyOa5BW1a2RGkTc+2hmGigAZTI7RO6hDXZ/7R4p+1uXV1dfUXmmcXDJJulYqrHTCq73f5kh26HXsXStv8qHcKjL7a2FVkpoyAIvxjxTmqRuJeMq7ns/JoZvSTb9C9cDFI0riryONv/+Y+vSp2kuZZWToOr6aEQCV0+I1qsJNId0VzLiyOYEbriXll0Auo/Tfnm3D3pxa+rufLke3K19N7dJ7DKZroO+wKl3MIPP7s6Xd6Zubksc+VfperktUmygWEGlVxsU8n34BvrjpfSt9z2B+eXycunqZaLN0iQEEUK9nzh+7YqG5usLrlGrGl+XWP6p0ZVh/+0eF8hXbbN7rz6uVwE7zrstxSxsYvOZtFflubanO2vy/OQF2XKvzZqr7D7WjBcN14dFWGRwNRVxbqWvdiyjP+ksNlggeIAoLXVktYJXUddeUp2wgQx9yHr2TBLrTjkFphp7DpKtknzcv+/Dwt5P2dNxcn3ReH32NSia2JyOmHA89CFzGTqM462LMatf3knYZEDl6ZueQZvjzfztmU3yJ5x1NUcpdsOy0pASdD24cmaenrPufnSR4mpoVyEOUxCl83XnfBJoV7KNjvcEz4pNDsvlxBipgJIfbOqrZuZ0+mY5CxhLd2bylvoKjvNSrcPe5OirUtt3gWRELqEEPn9EX9R0rZhykrg/z6n4GKpVHMc1cVJ2XTi9+jDypphior+3Tv5p8vpo6rFfSvv/XhRWvdVxksrNZMNXmCQaUC+NX45Pf9AQYN8zlGdvYqOupe3iebX+LzFeJQgQl1L6Iqap7X1zPc/MK27YeuOy9dueIxk3PFTp4+fOq1n6vF4Us+mzV/0MVO5Bw4ddbm8FI7+qvYfibDQ1Wjd9zeVGUFqf7HCkULNlRm/VKQb+xv7uzdeeV765iV0CSH5+2SZweLSwMPx+tV3SUP6+mc08aSvPx9sNPDVvCXG6oWQGnnmpz7PN7ZeMmgPtsHTc3Sa3JpUJ/j0+NGDpO8akZm/kS1frI4ueBfWsC0r2aG0iSMpdLkY8DJZGLDk48nSEb5Fp2Ked0TtNw0TLWDFcdrLvL/LBOQc+839yADszwebkMq+enQJYd3yUs7aSq4xO1RClxCS9Zms3NQlfjh+wgjpu0HXq8YU8Wv1/r8bVEtBEHSVPODKZq4OG9gkH1LW4laXTgw/3H9znvr+MzDMUOgSQq7O56+W1Ml6F9YgQdEkZT7tTxM3adea0BWCDRNQ5/Jw/KI50g+h1jUmf2qUu2bkXw38rqvDPkrhi2rsf5x71se7ZyVffc+/rtw4QAgxVLlvLCkwv1+uL4y0JW2YPtVvviKM/LRctZemVhzy7Ew2dnNzF02kzWVROrJ/v02wfZxBhZ8sTtgpdSCYriSfhmnL4qP135D/mWwwF7riz5/XcspqI/99jrKwlrsu63N51q46grj8smohIs6wHaHwCV3ar9viMu42cba49QLYXznaqADKHsX6YeFEXl1ZWXRKI3TZzF6mhA1emrStJ3mPLq+czHe0+vm6U7xehXAEWrEtnZHrHtuo1lSaN3LpWs3MHhr48xb2HkpK+04ulbWaaL97pyBdXu+N9VoblFGee+y7eiccVUQ1K6PPW4zFCCbQ5YQuhVRYVLI1iQ9jPnD4uya7vMsZjZB24SLVsWkXLqq5NjQ0bvoqiUncxcs+teXkqiOELxx5oWtlrUsaTn40qf8vpF7chx/7y+T5qdVGw2UVd4nbrs5T4gv/+sRLo1afKfTZZVJz9+CKaS/1op2E//LrQSPm77+inWGjpExMWqLoJb0mJKQpb9/m+D/Lu+P8/Fd9RojFUTeyeWZmQuVH1/69329+JjZ+lZIqjUi9qPMm85M/DBwxf7/xasbadrPYKJdXotYXykADKJH1NiiDdQ3Emw/B5rixc9noJ2kZuz0xfsaOi4WtRBnVzHqElBzVMkAfNrBHTVlxnP5C9RFvoStuIlV38+j7rw17TOpM//mv+iSsS1Zme6pTNworOeqotp75cGz3bmK2j/SdrfS3G6UgdqJK1rVv1WWWdN3N/dOfp/WT3Q4+FA67RhcoP7v3AwWIoNyzuli+k1W8qcNCTNRhXT5eB7xuwEf6Dk1Y963cGcujGRhmUMmV+HW3Uz8d93JvOspELqzmjjZIkF7Nxh7rdxtSkud/pWqmcY3v0elmfmoUzgsum6nDPkuh+1n77RuLNmXWc8u1IXkVK6Ppzdqo+G4odN9YUtDkMNYYARFrsyWtidDjTdvkj/MPZWsquFYcchvMN3Yd1Tm7cz96W1aAfabYZq0vvlbNntwdTegSYi+U9nRV9ejSYrfUFKTksIL0eNP26qI73/xQ59313uK+lb99afbfJ8lqeeS8PJ/btHCaAYfCKnQDtsb/BX4qgLQzUM/4LGXssXdCXmd1QpfQysnGNndkoUuIvNRZFt2rWXP3qTWq1+uVBxUX1tripWERv02Qt6QevrwkT1GwMi8p2jh52bOsZ97JW3aSr7al6rX2LXTFrvz7Zd/lLp0rdxpLPwiFZ4u0w9fFHM3f+97+9P+tiwpdQkhjY9P+Q8dY1+5XScmlyuRbQsjlaxlUzV6+lsEI3skvWLJ8FVO5G7Zue/DAz4OZXReaQFSErkbrfvRVuXX6dXXY5fWiTC15qrs4pAdCaYkie9SyShs20DPe5VHWgNntvSGPdyR8AwHTBJTFdRcZrFNlOhFE7IAEVEI3ktZVb58mCILxElaRtMMyeakbuD3js0Klci1TfhgaLAErCd1gy4jrvAm0ttry6PiI7m/f3lsaxu1jvPON0LeuK3QJIR6P5/K16xu27mBy93z6FbZFUGa2LTNbXpXN7XYfPX6SSdz5iz4+deac4YDn8PktWkJXrXU/Tqq0gNBtSN97TpkMwP1hz571U1EA6tdQ4XFCHYqEJQEJXfutQxcMRgaeSfyDiMZgDZhQE0F6nY1A+dkUgyH08rJJsep1pDpbybtoeaIjdOvW/l78iVIvDdhF+ZsttlroQuWapYZ4hEDodtFa8KBs/6zMHotKCsM+ETPSgLu00KWwK+9Wbf9mL9O6ew4cbmjwGmNTd//+ug1bmMpdturz4pJ2LF0TrIujKHQJIV/sr/piv4FECrY04buu7NSrgiDEPvTWlpOF8ormrmq2GFVsBEe+dRxLZNr25BHiWMkB/1hK1w0i4vo0fDEqTH4LX63srClfnC/Orf3FiNlHcsTljoj32lqRfKnUWQl3uHJFVOi21NXV1d2+vnGMNIUbb+I6XG2AQZ2PAIRu5/Op2RK5W0hn680Viw6hK1JwOJ1HT6Qyrbtl2647+YXlFRXlFRWZt7IXfbKSqdykXcnNzZox7GarUDvjRVfottP4iF5+9eO//Q/t4F3pu3b9mLBb1XEsoUVtSP/qxf9kiEa/6k/Y4SCDzkAg7/vJ8kxTbb0aMG8XBsJ3BhdryhBJoavkJdatWGH1TY0p+AoCIBByAhC6IUeKBKNLAEKX88/Mztn41c4vtyStWP1F/MSpo8ckjB6TMDZ+8ux5Cz5YuPTDJcvSr1zlsSMegtANALm4/Mxi9XpRhuvHBJBg0FE7jiVKEe6f3/J5CJe2UpLF3y5LoClvX9L00fLCWsLDvxs8btre69WdbvhTl/Wvd8EV8dnGIm3eFwX5rez8uP/83wThn3/96rS9uV7jrIJMEJeBAAi0QQBCtw1AOG01AhC6Xh6ru/8ged/hKW/NnD7jvYqKyqws28TJ0ye8OXXtl5uq77W5mYNXUiH/AqEbcqRIEARAAARAAARAAARAgBKA0EVN6GQEIHS1Dm1tdY+bMGXzV9vpifUbN4+Nn9zayhas18aP2HcI3YihRkYgAAIgAAIgAAIg0NUIQOh2NY93+vJC6Bq4+K13Zv1j9tzKu3fLysvf/se7b70zyyBSxA9B6EYcOTIEARAAARAAARAAga5CAEK3q3i6y5QTQtfA1buTv6UTdOn/u5P3GkSK+CEI3YgjR4YgAAIgAAIgAAIg0FUIQOh2FU93mXJC6Bq42u12nz5zbs3a9WvXbTiXdp7trGsQNYKHIHQjCBtZgQAIgAAIgAAIgEDXIgCh27X83QVKC6FrGSdD6FrGVTAUBEAABEAABEAABKxGAELXah6DvW0QgNBtA1DHOQ2h23F8AUtAAARAAARAAARAoJMRgNDtZA5FcSB0LVMHIHQt4yoYCgIgAAIgAAIgAAJWIwChazWPwd42CEDotgGo45yG0O04voAlIAACIAACIAACINDJCEDodjKHojgQupapAxC6lnEVDAUBEAABEAABEAABqxGA0LWax2BvGwQgdNsA1HFOQ+h2HF/AEhAAARAAARAAARDoZAQgdDuZQ1EcCF3L1AEIXcu4CoaCAAiAAAiAAAiAgNUIQOhazWOwtw0CELptAOo4pyF0O44vYAkIgAAIgAAIgAAIdDICELqdzKEoDoSuZeoAhK5lXAVDQQAEQAAEQAAEQMBqBLRC9+vVmZmZ5eXljY2NLpfL4/FYrUCwt6sT8Hg8LpfLlXaE9BLYv5bK0g7CReggdnQEMyB0O4IXYAMIgAAIgAAIgAAIdEoChkK3rKysoaGhpaXFjQ8IWJBAS0uL69xhpnJJLwFCtyP+fEHodkSvwCYQAAEQAAEQAAEQ6BQENEK38qtVN27cKC4urqurs9vtDofDiQ8IWIqAw+Gw2+3O0ylqoetEj24H/L2C0O2AToFJIAACIAACIAACINA5CGiEruOV/+l8tadrdO/WMX3cY/uK/8b1wz8QsBIBqd62jukDodvRf6MgdDu6h2AfCIAACIAACIAACFiWgEboqrUBwiDQaQigR7cj/kRB6HZEr8AmEAABEAABEAABEOgUBCB0O42WQ0H8EIDQ7Yg/VxC6HdErsAkEQAAEQAAEQAAEOgUBz4MaP/IAp0CgcxDAYlQd8ecKQrcjegU2gQAIgAAIgAAIgECnIOB5UONeOql1cYLro/EtH45rWTAW/0CgsxH4cFzL3bIOcr9ieyHuCAhdzgIhEAABEAABEAABEAABEAABELAsAaEQHxUBy/oRhoMACIAACIAACIAACIAACIAACMgE0KPLq4JK8CIIAiAAAiAAAiAAAiAAAiAAAiBgVQIQul5Cl39BCARAAARAAARAAARAAARAAARAwJoEIHS53zBHl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7suKkLXgw8IgAAIgAAIgAAIgAAIgAAIgEBICUDoRkHoMg+68QEBEAABEAABEAABEAABEAABEAg1AQjdSAtdqnLdbner9HFJnxZ8QAAEQAAEQAAEQAAEQAAEQAAEQkQAQjeiQpepXJfL5XQ6HQ5Hc3OzXfo04QMCIAACIAACIAACIAACIAACIBAKAhC6kRa6brfb5XI1NzfzjBECARAAARAAARAAARAAARAAARAIHQEIXc4y3ItReTweOmLZ6XTev3+fZ4wQCIAACIAACIAACIAACIAACIBA6AhEU+ieP39+9+7d58+fD11x2pVSZIRuS0tLU1PT3bt322UrLgYBEAABEAABEAABEAABEAABEPBBIGpCd/ny5SOVz/Lly32YF9HDkRG6TqezsbGxvLw8omVDZiAAAiAAAiAAAiAAAiAAAiDQZQhER+ieP39eEbny347QrxsBodva2up0Ouvr60tLS7tMHUNBQQAEQAAEQAAEQAAEQAAEQCCiBKIjdHfv3q0Rurt3745ouY0yi4zQdTgc9fX1JSUlRibgGAiAAAiAAAiAAAiAAAiAAAiAQHsJREfoduUeXYfD8eDBg+Li4va6DteDAAiAAAiAAAiAAAiAAAiAAAgYEYiO0CWEdM05uq2trRC6RvUQx0AABEAABEAABEAABEAABEAgZASiJnQJIV1w1WUI3ZDVXCQEAiAAAiAAAiAAAiAAAiAAAj4IRFPo+jApaocjNkcXQ5ej5mNkDAIgAAIgAAIgAAIgAAIg0AUIQOhyJ0PochYIgQAIgAAIgAAIgAAIgAAIgIBlCUDoctdB6HIWCIEACIAACIAACIAACIAACICAZQlA6HLXQehyFgiBAAiAAAiAAAiAAAiAAAiAgGUJQOhy10HochYIgQAIgAAIgAAIgAAIgAAIgIBlCUDoctdB6HIWCIEACIAACIAACIAACIAACICAZQlA6HLXQehyFgiBAAiAAAiAAAiAAAiAAAiAgGUJQOhy10HochYIgQAIgAAIgAAIgAAIgAAIgIBlCUDoctdB6HIWCIEACIAACIAACIAACIAACICAZQlA6HLXQehyFgiBAAiAAAiAAAiAAAiAAAiAgGUJQOhy10HochYIgQAIgAAIgAAIgAAIgAAIgIBlCUDoctdB6HIWCIEACIAACIAACIAACIAACICAZQlA6HLXQehyFgiBAAiAAAiAAAiAAAiAAAiAgGUJQOhy10HochYIgQAIgAAIgAAIgAAIgAAIgIBlCUDoctdB6HIWCIEACIAACIAACIAACIAACICAZQlA6HLXQehyFgiBAAiAAAh0SQLhfhR2SagoNAiAAAiAQHsJBPF4gtDl0IPAxy82EfJ4PK2trQ6H48GDB8XFxSauQBQQAAEQAAEQiCiBcD8KI1oYZAYCIAACINBZCATxeILQ5c4PAh+/2EQIQtcEJEQBARAAARCIJoFwPwqjWTbkDQIgAAIgYFkCQTyeIHS5t4PAxy82EYLQNQEJUUAABEAABKJJINyPwmiWDXmDAAiAAAhYlkAQjycIXe7tIPDxi02EIHRNQEIUEAABEACBaBII96MwmmVD3iAAAiAAApYlEMTjCUKXezsIfPxiEyEIXROQEAUEQAAEQCCaBML9KIxm2ZA3CIAACICAZQkE8XiC0OXeDgIfv9hEyNJC1263Hzly5Pz5826320RZEQUEQAAEQMCSBML9KLQkFBgNAiAAAiAQbQJBPJ4gdLnTgsDHLzYRsrTQ3b9/vyAIPXv2zMvLM1FWRAEBEAABELAkgXA/Ci0JBUaDAAiAAAhEm0AQjycIXf9JRosAACAASURBVO60IPDxi02EwiR07927N3ToUMH7079//9WrV9+7d8+EXaai5OXl9e3bd+TIkVVVVaYuQCQQAAEQAAELEgjto3D+/PmCIMTHx9vtdgvCgMkgAAIgAAIdhUAQjycIXe68IPDxi02EIil0qezt27evzWYzYRqigAAIgAAIgIBIILSPQghd1CoQAAEQAIGQEAji8QShy8kHgY9fbCIUbqG7bds2aoXb7b5w4ULv3r0FQZgzZ05ra6sJ6xAFBEAABEAABCB0UQdAAARAAAQ6IoEglBqELndkEPj4xSZCERO61JZ169YJgjB06FA2gLmxsXHNmjVUAD/++OOLFi2qqalhhjscjqSkJHp24MCBJ0+e/OCDDwRBoPo5LS1Nk5rH4zl//vzLL7/crVu3mJiYF1544dSpU2ypqm3bttHhateuXXv99de7desWFxf37rvvqnNkWSMAAiAAAiDQQQiE9lFopkfXZrONHz8+Li5OEISBAwcmJyc7HA5Gw+12Hz9+fODAgYIg9O7de8eOHVu2bBEEYf78+TSO3W5fu3YtfXjFxcVNmzatoKCAXY4ACIAACIBA5yAQxOMJQpe7Pgh8/GIToQgLXY00raysHDFihPdMXmH48OGVlZWEEJfLtXjxYvXZmJiYn/70p76Ersfj2b59e0xMjOaSNWvW0A5kKnQfe+yxRx55RB1n+vTp6haMCWyIAgIgAAIgEDkCoX0Util0T58+TSWu+kkxe/ZsOqfX8FkTGxvLhG5jY+PEiRMFQYiLixs0aNCjjz4qCMKjjz56+fLlyCFDTiAAAiAAAuEnEMTjCUKXuyUIfPxiE6EIC13ao/vcc8/V1ta2trYuXLhQEISEhIT6+npCSGlp6fDhwwVB2LBhAyHk4sWLsbGxMTExW7dudblcbrf74MGDtPFh2KN7/fr17t27x8TEfP31127ps3PnztjY2Li4uEuXLhFCqNBVJ0jfwffp0yfcnE24AlFAAARAAASMCYT2J9q/0C0tLR0wYIAgCAsXLnQ4HB6P59y5c/Thsm/fPkJIfn4+7ar96KOP7Ha7x+NJT0+nR2iPblpaWkxMzIABA4qKigghTPdOmzbN6XQalxBHQQAEQAAELEggiMcThC73cxD4+MUmQhETui6X69ixYz169BAEYeXKlR6Pp6ys7KmnnnrkkUeuX7/OLN25cydbDHP58uWCIIwePbqxsZFGaGpqGjt2rK8eXRp/ypQprHvW4XBMmTJFEIQFCxZ4PB4qdMeOHdvU1EQTtNlsPXr00NjAjEEABEAABECgIxAI7aPQv9ClG9e9+OKLtbW1tOwej2fZsmXs2UQjDBo0qLy8nEWYN28e69HVp1BYWJiamnrt2jWsT9ERqhNsAAEQAIFQEQji8QShy+EHgY9fbCIUbqGrHvdFw4mJiVS4Xr58mY710scZOnRoWVkZHfq1fPlyVg673R4fH28odNmprVu3svisF5eKWzZHl20pQYWuIAhpaWnqqxAGARAAARDoOARC+yj0L3Tp2Xnz5nk8HkaAzrsZNGhQVVUVHYuk6Z6lV9Ee3YKCgr59+9Lpu0uWLLl8+TI6chlJBEAABECgMxEI4vEEocsrQBD4+MUmQhEWuh9++CF7n03bDd26dRswYMAQ78/YsWPLy8vVmpYWhalZ/dBlzSlWdCpu6fJXELoMCwIgAAIgYCECoX0UmhG6bFkpSok+sHr06GGz2dSaljHUHCwoKHj99dfZmhFxcXErV65k71jZVQiAAAiAAAhYmkAQjycIXe7xIPDxi02Ewi10qSL1eDzr168XBKFv375s5UnabvjNb36TnZ2tt7S5uZn26K5bt46d1ahZmgIVseyUYY9ufHy83W6H0GUkEQABEAABCxEI7aPQjNA17NGljxvaoztr1iz23pYQohG6lG1tbW1qampiYmK3bt0EQVi6dKn6Egvxh6kgAAIgAAKGBIJ4PEHocpJB4OMXmwhFRugSQmpra+kCywsWLHC5XISI+yL26dNHEIQ9e/aoLWVDvOicW6pRaQT/c3Rp46PNObrqBDF0WU0eYRAAARDomARC+yj0L3TpUhFtztEdNmxYdXU1xfXjIGc2R9fpdCYlJS1evFg9I2bPnj2CINCFGDsmYVgFAiAAAiAQBIEgHk8QupxzEPj4xSZCERO6hJBjx47FxMSwNZBbW1vnzJlDZzGlp6d7PB63233hwoVnn332/PnzhJBLly7FxcWxRZJdLtc333zjZ9VlGj82Nnbnzp101WW6SjPLET26JmoEooAACIBAhyMQ2kehf6HLZtiuWLGCrrpMF1WOiYmhqy6zCHTVZbfbffbsWbrUIh3wTN/Sjho1qqqqihDidrvpjgPq16wdDjEMAgEQAAEQCJxAEI8nCF2OOQh8/GIToUgKXTa6eNy4cXQ9qsrKSrqfkCAIDz30EBWxcXFxJ0+e9Hg87dlHNy4u7qGHHhIE4cetdzX76KqbGujRNVFHEAUEQAAEokwgtI9CKnT16yDSKbiEELaPbrdu3bp3705j+tlHl+3xToUue7TRfXSfeOIJuqfu6dOno8wR2YMACIAACISUQBCPJwhd7oEg8PGLTYQiKXTVnbT0vTjdYHDNmjX9+/en7YBp06bZbDZmuMPhSEpKovsTDhw4MCUlZdy4cYarLtNLPB7P6dOnR4wY0a1bt5iYmBdeeOHUqVNut5ueRY8uA4sACIAACFiIQGgfhW0KXULIjRs3xowZQ1+/Dhw4MDk5mW1cRztpjx8/PnDgQDooaceOHe+99x7bXog92ujDKy4ubsyYMRkZGeplnC0EH6aCAAiAAAj4IhDE4wlCl8MMAh+/2EQoTELXRM6morjdbnXLoKqqatCgQYIgfPfdd6auRyQQAAEQAAHrEwj3ozBQQnSuDbuKrR+hXj2RnUUABEAABECgsxII4vEEocsrQxD4+MUmQh1Z6LpcriVLlrAtGRwOx4oVKwRB6N+/f1FRkYnCIQoIgAAIgEBnIBDuR2FAjDwez/bt22fPnl1bW0t7d3fu3BkbGxsXF3ft2rWAkkJkEAABEAABSxMI4vEEocs9HgQ+frGJUEcWumVlZc8//zydZ/vEE0/Q7Rm6deu2Y8cOdTeviVIiCgiAAAiAgIUJhPtRGBCaBw8eTJgwgU7c7d27Nx3eHBMTs3TpUrqnQECpITIIgAAIgIB1CQTxeILQ5e4OAh+/2ESoIwtdNs2JzeDFNCcTLkUUEAABEOhsBML9KAyUl8PhSE5OHjZsWExMTLdu3UaMGKFeDyLQ1BAfBEAABEDAogSCeDxB6HJfB4GPX2wi1MGFrokSIAoIgAAIgEAnJxDuR2Enx4figQAIgAAIhIdAEI8nCF3uiiDw8YtNhCB0TUBCFBAAARAAgWgSCPejMJplQ94gAAIgAAKWJRDE4wlCl3s7CHz8YhMhCF0TkBAFBEAABEAgmgTC/SiMZtmQNwiAAAiAgGUJBPF4CqPQvXXr1m7vz61btyjb4E6F2y9B4AvIJAjdgHAhMgiAAAiAQOQJhPtRGPkSIUcQAAEQAIFOQCCIx1MYhe7u3btHen92795NKQd3KtweCgJfQCZB6AaEC5FBAARAAAQiTyDcj8LIlwg5ggAIgAAIdAICQTyeIHS534PAxy82EYLQNQEJUUAABEAABKJJINyPwmiWDXmDAAiAAAhYlkAQjycIXe7tIPDxi02EIHRNQEIUEAABEACBaBII96MwmmVD3iAAAiAAApYlEMTjCUKXezsIfPxiEyEIXROQEAUEQAAEQCCaBML9KIxm2ZA3CIAACICAZQkE8XiC0OXeDgIfv9hECELXBCREAQEQAAEQiCaBcD8Ko1k25A0CIAACIGBZAkE8nqIjdP2suuxnnapw+yUIfAGZBKEbEC5EBgEQAAEQiDyBcD8KI18i5AgCIAACINAJCATxeIqO0PXDGkLXDxycAgEQAAEQAIGwEgiiJRFWe5A4CIAACIAACBBCgng8QejymhMEPn6xiRB6dE1AQhQQAAEQAIFoEgj3ozCaZUPeIAACIAACliUQxOMpOkIXQ5eLi4stW81gOAiAAAiAQKclEERLotOyQMFAAARAAAQ6DIEgHk/REbp+xif7ORVuzkHgC8gk9OgGhAuRQQAEQAAEIk8g3I/CyJcIOYIACIAACHQCAkE8niB0ud+DwMcvNhGC0DUBKWRR7HZ7fHy8IAhpaWkhSxQJgQAIgEBnJxDuR2Fn54fygQAIgAAIhIVAEI8nCF3uiSDw8YtNhCB0TUAKWRQ/Qtfj8VRUVHzxxRcvvPCCzWYLWZZICARAAASsTyBUj0KPh8zbWNYzPmvexrIfw4af1Cv1vSZkDZ+Vd7fWRQgpqmy5ktPkdvuIbZhEuw9m5Tc/PTVn+Ky86jrRBnxAAARAAAQ6JoEgHk8QutyVQeDjF5sIQeiagBSyKHqhy/TtwIEDBenTo0cPCN2QEUdCIAACnYJACB+Fadcb/zAxm+lYDR6mhBd/XeHxkJIq5/Mzc3tNyDqb0aCJGdavELphxYvEQQAEQCBUBIJ4PEHocvhB4OMXmwhB6PqHRKVpqMSnXujabLYePXoIghAXFzd79uznn38+VHn5LxfOggAIgICFCITwUXjvvuulubd7TchKvVKvJ3C31jV8Vt4fJmanXW8khNxvaH3tw/xhb+dmFzXrI4fviBWFbtLxmien2HrGZ7F/jA870jM+6+mpOVdsTewUAiAAAiBgaQJBPJ7CKHSDW1rZz1Xh9k0Q+AIyCULXP65wC907d+7MnTs3PT3d5XKFNi//5cJZEAABELAQgdA+Cpdsq/A1epmOWx45705tfWsU+VhR6D45xZawrGhDSjX7xwDSI2v3Vj+RkN0zPqvvm5iew9ggAAIgYG0CQTyewih0/bCM4tLKfqwKAp+f1PSnIHT1TNRHQis+9T264ctLnTLCIAACIGBpAqF9FF7Jaer7pk0/epmNW16VfDe6uKwodHvGZ21IqfbFzeF0T/ikkKrcH98y+IqG4yAAAiBgLQJBPJ4gdLmLg8DHLzYRCpPQvXfv3tChQ/WjcLdt2yYIwvz585lpDocjOTl52LBhMdJn2LBhycnJDoeDRTAMeDyejIyMMWPGxMXFCYLQv3//NWvWNDaKI83Yx+12nzp16oUXXoiJienWrdvLL798/vx5j7L8CLVw6NChlZWVe/bsoVNk4+Li3n777YqKCkIIG1RMp87S/7dt28ZODR069Nq1a+PGjevWrdvEiRObm8WBbVVVVYsWLXr88cfpaOQxY8ZkZGSwTCF0mXcQAAEQAAHzBEL7KHzQ6H7tw3z96GU6bvnJKbaMPDu1rbpOHMn89NScrHw+dNnt9hy9+GDEHHH88+8Tsl+Zf+fMtQb6bGlsdo//uPCpxJybd+QUCCE0u6HTc++UOlmRa+tbR867M/it3LwSg+edeaGbX+6ct7Gs32RxzHC/ybbET4tvl2oT9HjI8XRu8BsLC67mNK1KvtszPiv1Kh+/fbvUkfhpsf+kmP36gB+h62xxj18qqtzET4u/2F8FoaunhyMgAAIWJRDE4ymMQtfPIGQ/Pbp+rgq3V4LAF5BJ0RW6drt96tSpgiA8+uijQ4YMGTRoEBWuiYmJGtWqLpTL5dqwYQOVrwMGDBgyZMijjz4qCMKIESMqKytpzMbGxtmzZ7OUBwwY0K1bt5iYmO3bt1PZSYVu9+7dR44cGRMT8+STT7LcX3zxxaqqqoqKihUrVixYsKBv376xsbEzZsxYvHjxhQsXmNCNi4uj02sFQYiPj7fb7efPn+/Ro0dMTMywYcPeffddqt7j4uJOnz5NrYLQVfsRYRAAARAwSSDkj8I134pyi644xWyg45ZHLyposLvpQb3QbbC7Z6wpparyzzNzn5+R+/uE7F4TsjYdqqZalwrIXadqWbIZeXY6eVV98OYd+1OJOeM/LmxslvNi8QkhJoXuiUsPqC4dPD33zzNzB0/P7Rmf1WdSdtLxGuWlLvF4yKZD1b0miFNnn56a8+eZuf0m2/pMyn56ao5a6KZere832dZrQtYz74hxaFL9JttOXHqgNsxP2JfQVatcV6tnQ0o1hK4fjDgFAiBgLQJBPJ7CKHT9qNngToXbGUHgC8ik6ArdEydOxMTEjB07tr5efqlcWlo6fPjwmJiYEydO+CpIWlpaXFzcc889d+fOHRrHbre///77giAsW7bMI33Wr18vCEJCQgJL+ebNm7179+7evXtmZiYhhApdQRDU6VRWVg4fPlwQhO+++46lHB8fr+maZp29L7/88o+TbKlyrq2tHTFiRFxc3MmTJ+kRj8dz+PDhmJiYl1566f79+4QQCF1fPsVxEAABEPBDIOSPQio+X5p7+959ef+eH5Uh3Xlo80E+/lYjdD0esnqPqJAnfFJ4v1GexJuR2zT4rVzWD3whU1zV+e01xa5WeUeizQdFadczPkt9cNep2p7xWWu+rTIstRmhm1fiGPZ2bp9J2d+erqO7H3k85LuLovR9emrOjdtylzJNSh3N7fZsOlT9e2m6LO3RbbC7Ry8q+MPE7EPn71OF7HaLirTXhCy17Dc0lR00FLoalUsIgdBlxBAAARDoBASCeDxB6HK/B4GPX2wiFF2hS0cyf/zxx2pLk5OThwwZsmbNGvVBFnY6ndOmTYuJiTl27Bg7SAgpLy8fNGjQc889V1tbS8O9e/fOz89Xx6HZrVu3jgndRx555OrVq+o4W7duFQRh+fLl9CCVpoZC98knnywpKWHX0h7gjRs32u18xJpmCDeELsOFAAiAAAiYJxDyRyEdY8xWVyaE0HHLmrHEGqFLdxvSxCGEUClLZ/bSVZ3ZBGCa0Svv3xm/tPDZGbnFd8XRy65Wz9trivu+abuSY7z+sBmha9gpzaQ42yiYrrz1waYyJrxFA1yetz4rYT26tJiaclXXucYsLvjrB3f0Y6ENHacXunqVa3ghDoIACICAdQkE8XiC0OXuDgIfv9hEKLpC99q1a3FxcY8++uimTZvu3bvH5rJSw1mnK5slm5aWRg8+9dRTZWVl6vK1trZeu3bt3Llz9fX1Fy5ciImJmTZtmtPJJ0QRQi5fvhwbG0uPayQoS0ozi9iP0B06dOi9e/fYhYYBTS4QuoaUcBAEQAAE/BMIx6Mw6XiNevQyHbf85ooih5OPJdYI3bMZDb0miBNNnS08DiGE9uLS47Rn+A8Tsy9kistG5JU4Br+Vuyr57sHvH/w4p/fwBXF0D52g62dt5zaFboPdPXZJIctFTY9eSxNvcngSlhX9ONBaPwL5vQ3iAGzao+tscVPd+/eF+VdsTZrSqRP3E9YI3SaHh83LVWtsPyngFAiAAAhYjkAQjycIXe7lIPDxi02Eoit0PR7PkSNH6AxbOp/2rbfeunnzptsttiFqa2vHjh07RPW5fPkyHTbsX2Tu3LmTaWN9gM6n1UhQhqo9QpcukTVlyhS6GBXLmnUIQ+gyzgiAAAiAgHkC4XgUUglKRy+zccvqabSEEI3Q/erIPfWWsJowm3B78PsHPeOzvjwgDoHedaqWytHiu85nZ+TSjla67LNmhrCaRptCV2OY+lp6avisvOo6F+1P1iymRSOrha5Y0vsuKol7xmf1mpA1fFbepkPV9xsC2GNJLXSbHJ43FhaIo7U/K4HKVXsHYRAAgU5GIIjHE4QurwNB4OMXmwhFV+hSA+12e2pq6rx58/r370/F4aRJk+rq6gzNNyN0qVilC1ypZLIcfO+995qbm0MudF0u19KlS2NiYn7zm9+8++6727dvT01NPXDgQO/evSF0DV2JgyAAAiBgkkA4HoXOFnfip8V09DIdt8yGFjOrNHqSDlHuN9n255ni4k+afzPXlTQ5xHm5d0qdQ6fnJn5aXN8kZkE7V2l2dEjzV0fu6dd8ZpmaWYxKY5j62uCELiHislUF5c4131a9/lFBn0nihrc/rnSVkmb8LFbnSMNqobviG3FJ5xlrSlvd8kRlFh9zdBkKBEAABDoBgSAeT2EUun7WTw7uVLg9FAS+gEzqCEJXbXB5efm4ceMEQdiwYYP6OAtTgaofuswiEELS0tIEQZg1a1Zrq8+30SEXupmZmd27d3/11VfVEl2TC3p01W5CGARAAARMEgjTo5B2vS7+uuLk5fpeE7JmfaHtftToydSr9Zo1pQztp5r22Rm5399sfHZGLuu53XWqtteErOPpD95eU6wX1eqk2uzR9TN0ma7nrB663GtC1tmMBnX6hBBNj67mrMvl2Z1a12dS9vMzc0uqvCYBaWKyr2qh2+xwf7G/Sq9ysRgVw4UACIBA5yAQxOMpjELXckyDwBdQGcMkdOvr61999dVHHnnk+vXranvoUk90H92mpqaxY8fq45w5c0az1646BV+LUdXW1r744otUABcWFvbp02fAgAGlpaXqa398tDPpq5GgLFrQQ5fpeGn1FsF0W91BgwahR5fhRQAEQAAEgiAQpkchXVxqxJzbCcuK2ARatXkaoUu7ap+fkVtU2aKORteXUh/ZfFBcsnjqKrnHmJ5iPb3DZ+XpJ/qqL29T6BJC6CpTTEXTy9liVEy00+2ONNE0i1GduCSOtVYvCk0IoVracNiz2lQWVgtddlAfQI+ungmOgAAIWJdAEI8nCF3u7iDw8YtNhMIkdFtbW+fMmSMIwuLFi10ucfMGj8eTnp7eu3dvJmI9Hs/KlSs1mwA5HI6FCxeq1z3WF0K/vRC7auHCha3SZ+nSpYIgjBs3rqpK3rzB7XafPXt20KBBPw6TZqsuMwnKcjEUujExMWlpaSyO4fDptLS0mJiYoUOH5uXl0ZhVVVVvv/22IAgsF/ToMoYIgAAIgIB5AmF6FLpaPbO+EBcf7hkvzkq9WytvNcQM0whdV6tn4dbynvFZ45YWVtbIWtft9py8VP/8zNzvLvItZ+ksXE2ytKeXZqeZDMxypAEzQtdwe6HUK/VPT815cortik1ez5lORdZsL0S3DmKLUbGkjvwgby9ECKHbJg2dnnunNOAeXU1x1F8hdNU0EAYBELA6gSAeTxC63OlB4OMXmwiFSegSQq5fv969e3dBEB5//PEhQ4bQ9Zn69OnDhC4hpK6uLj4+XhCEuLi4QYMGDRkyhC5MNXz48MrKSl/mu1yuDRs2xMTEdOvWbcCAASzxV199lcnaxsbGxMREQRBYnCeeeEIQhCFDhuTm5poXuoSQ1atXMwuTk5MJIYZCt7GxceLEiT/u5RsTE/Ok9ImJiXnsscd69OjBeq0hdH35FMdBAARAwA+B8D0K6WLL6uWX1WZohC7t55y8srhnfNbvE7KfnyFO0x08PbdnfNafZ+baCpvZtQ8a3a99mN8zPott80NP0aWe2+wmpUKXZeFrMvCJS+KuuT3jswZPFy155p2cXhOy+kzKTjpeQ7fDpTNvNx0Su5dZtKen5vSZlP301BwmdAkhB9Lu03m56qR6TcjadKiaJcVKZxh4cootYVnRhpRq//8SlhX1n2IzTAEHQQAEQMByBIJ4PEHoci8HgY9fbCIUPqFLCLlx48brr7/erVu3mJiYYcOG7dmz5/Tp02qhSwhxOBzJycnDhg2LiYkRBKF///5r1qxpbBR3ZfDzoesbjxkzJi4uThCEgQMHJicnOxwO9SUOh+PIkSMvvPCCYcomhy4TQn40Zt68ed2kz7fffutL6BJC7Hb72rVraa/1o48+umjRovLy8lmzZgmCsGfPHhqBCnt1/zCzmcpg1v3LjiMAAiAAAl2cQPgehXTbW/WGumrUeqErPrac7gPn7o+Yc5uqx2feyVu5626D3WvDITq0WD8cmvavjl5UoI+vzpcKXc2qzuwrW96ZEJJf7py3sYzK3X6TbYmfFuu3vfV4yA+3mkbOu/OjPb9PyH5jYcHl7Mb3vuTbC9Gsb5c6Ej8tpkn1mZT9xhIxmkmVSwjZeaL2ySmi6vb/r3+iLflUrbqwCIMACICAdQkE8XiC0OXuDgIfv9hEKKxC10T+iAICIAACIAACbRAI96Owjew73Wm2vy7dR7fTlQ8FAgEQAIEIEQji8QShy30TBD5+sYkQhK4JSIgCAiAAAiAQTQLhfhRGs2zhzzsrv1mzIy5dhavNEdThNw05gAAIgIC1CQTxeILQ5S4PAh+/2EQIQtcEJEQBARAAARCIJoFwPwqjWbYw551T5Bg8PTdhWRFbPcve7Hl3vThueeqqYodTO+I6zOYgeRAAARDoVASCeDxB6PIaEAQ+frGJEISuCUiIAgIgAAIgEE0C4X4URrNsYc7b5RJXiqaLVD0/U1yzis7C1ayeFWYrkDwIgAAIdE4CQTyeIHR5VQgCH7/YRAhC1wQkRAEBEAABEIgmgXA/CqNZtvDn7fGQy9mNbywpoOsqP/NO3rIdlbX1reHPGTmAAAiAQCcnEMTjCUKX14kg8PGLTYQgdE1AQhQQAAEQAIFoEgj3ozCaZUPeIAACIAACliUQxOMJQpd7Owh8/GITIQhdE5AQBQRAAARAIJoEQvgo9L/5Dc5Gi0A0qxfyBgEQAIFgCQTxeILQ5bCDwMcvNhGC0DUBCVFAAARAAASiSSDcj8Jolg15gwAIgAAIWJZAEI8nCF3u7SDw8YtNhCB0TUBCFBAAARAAARAAARAAARAAARBoLwEIXU4QQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAI/k3vwAAIABJREFUAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuw5Cl7NACARAAARAAARAAARAAARAAAQsSwBCl7sOQpezQAgEQAAEQAAEQAAEQAAEQAAELEsAQpe7DkKXs0AIBEAABEAABEAABEAABEAABCxLAEKXuy5iQre+vr6kpIRnjBAIgAAIgAAIgAAIgAAIgAAIgEDoCEDocpaREbpOp7O+vr60tJRnjBAIgAAIgAAIgAAIgAAIgAAIgEDoCEDocpYRELput9vpdDY2NpaXl/OMEQIBEAABEAABEAABEAABEAABEAgdAQhdzjIyQrelpaWpqenu3bs3btw4derU/v379+zZkyx9duMDAiAAAiAAAiAAAiAAAiAAAiDQbgJhF7ojlc+oUaOmTJmyZMmSnTt31tTUcH3ZYUKREbqtra1Op/P+/fslJSW3bt26cuVKenr6RXxAAARAAARAAARAAARAAARAAARCRCByQlcRvOLfV155ZfPmzfX19R1G5IqGhFvoEkI8Ho/b7Xa5XM3NzQ0NDXV1ddXV1VVVVXfxAQEQAAEQAAEQAAEQAAEQAAEQCBGB6AhdKnrHjh2bk5PTcbRuZIQu07pOp9PhcDQ3N9ulTxM+IAACIAACIAACIAACIAACIAACoSAQdqH78ssvU1nrkT7Xr19ftmwZ693961//eufOnQ6idSMgdGmnLtW6rdLHJX1a8AEBEAABEAABEAABEAABEAABEAgRgbAL3QkTJlBZ++DBAyZo8/LyJk6cSI8nJCS0tLSwU4SQlpaWrKysU6dOJScn71Y+6ghhCkdG6DKtS+WuGx8QAAEQAAEQAAEQAAEQAAEQAIGQEgi70J0/fz4VtJcuXVIL1IqKijfeeIOeSklJoaeKi4uXLFnyt7/9jR5X/6++NkzhiAldtf20oxv/gwAIgAAIgAAIgAAIgAAIgAAIhIpA2IXuvn37qF5dvny5WuARQo4cOUJPJSYmejye7du3jxo1Si1u1WHNteH4GhWhG46CIE0QAAEQAAEQAAEQAAEQAAEQ6MoEwi50a2pq6DTdUaNGaZaeamlpGT16NFWzs2bNUsvauXPn0jHL7GAEnAShGwHIyAIEQAAEQAAEQAAEQAAEQAAEwk0g7EKXELJ+/XqqV8ePH6/RukuXLmVSlgY++eSToqIiWmyHw0EPvv766+EGEZnthSJQCmQBAiAAAiAAAiAAAiAAAiAAAl2cQCSEbmNjI1t6atSoUdu3b29sbKTct2zZoha6e/fuVfvjzp079Oz06dPVx8MURo9umMAiWRAAARAAARAAARAAARAAARCIJIFICF1CSFFR0dixY5mmfeWVVz788MOtW7d+8MEH7OCqVas0Jd+9ezc9u27dOs2pcHyF0A0HVaQJAiAAAiAAAiAAAiAAAiAAAhEmECGhSwiprq6eM2cOk7WawMsvv1xTU6MuvMPhGDduHI2WlpamPhWmMIRumMAiWRAAARAAARAAARAAARAAARCIJIHICV26f2xqaurMmTM1KnfkyJELFy5UF9vj8axcuZJGS0xMdLvd6rNhCkPohgkskgUBEAABEAABEAABEAABEACBSBKIqNBlBSspKUlLSztw4AAburxlyxZ21ul0rlu3jonhzMxMdiqsAQjdsOJF4iAAAiAAAiAAAiAAAiAAAiAQGQLREbqsbGwW7q5duxobGzMzMzds2MD2HBo5cuSePXtY5HAHIHTDTRjpgwAIgAAIgAAIgAAIgAAIgEAECHQUocv6b1lg1KhR+/fvjwAClgWELkOBAAiAAAiAAAiAAAiAAAiAAAhYl0AHFbozZszIy8uLMFYI3QgDR3YgAAIgAAIgAAIgAAIgAAIgEA4CHUjovvbaa2+99daqVatu3Ljh8XjCUVr/aULo+ueDsyAAAiAAAiAAAiAAAiAAAiBgCQIdReju3r076rwgdKPuAhgAAiAAAiAAAiAAAiAAAiAAAu0nAKHLGULochYIgQAIgAAIgAAIgAAIgAAIgIBlCUDoctdB6HIWCIEACIAACIAACIAACIAACICAZQlA6HLXQehyFgiBAAiAAAiAAAiAAAiAAAiAgGUJQOhy10HochYIgQAIgAAIgAAIgAAIgAAIgIBlCUDoctdFWOg24QMCIAACIAACIAACIAACIAACIBAGAlEWulxldoAQhG4YKhiSBAEQAAEQAAEQAAEQAAEQAIFIE4DQ5QobQjfStQ/5gQAIgAAIgAAIgAAIgAAIgEAYCEDoQuiGoVohSRAAARAAARAAARAAARAAARCIHgEIXQjd6NU+5AwCIAACIAACIAACIAACIAACYSAAoQuhG4ZqhSRBAARAAARAAARAAARAAARAIHoEIHQhdKNX+5AzCIAACIAACIAACIAACIAACISBAIQuhG4YqhWSBAEQAAEQAAEQAAEQAAEQ+P/bO/OgqK593/ffp/pVPV7d3KLeH/zxKpR/WJaVouAk4SVHr/pizoncK9cjYtogSAIi4ISiKDhABJSoOCBKFHEAEQ1GJUKCE6IGJxC126YBGZq5obuhtzHI8II/s1hn76ZBhqZpvpSVrN577bXX+qzfGr57TSAwfgQgdCF0x8/68GYQAAEQAAEQAAEQAAEQAAEQGAMCELoQumNgVggSBEAABEAABEAABEAABEAABMaPAISufQrduJPaT0KfuwQoh/Hvk9DncSe142eTeDMIgAAIgAAIgAAIgAAIgAAIjIgAhK4dCt24k9ph6FvRI9C6IypYeBgEQAAEQAAEQAAEQAAEQGD8CEDo2qHQHfZYLq91Pwl9Pn5miTeDAAiAAAiAAAiAAAiAAAiAwPAJQOjaodDl9epI3MM3q4nwZElJybRp02bPnl1bW2s5vrW1tbNnz542bVpJSYlln7gLApOTAMrI5Mx3s6mGMZjFgoujTuDYsWMymSwyMnLUQ0aANkVAp9M1NDSYTKZRiZXJZGpoaNDpdKMSGgIZOwImk+mnn36aMWOGTCb75ptvWltbdTpdYmKiq6urTCZzdnYODg5Wq9WDRgBCF0K3fx1v1lUdL4wHtZ6x9hAZGSmTyeRyeU5OjuhdJpMpNjZW9ubv2LFjortD+QmhOxRKQ/FjNBp//PHHefPmyd/8zZkz5/Tp021tbUN5Fn6sRiA/P5/KC/3X2dk5Kirq+fPRmbgBbWO1fLT9F8EYLOQRtTsymUyhUDQ3N4t8Pnv2jPpwQ/kCK3p2Ev6E0B2vTNfpdMuWLZPJZFOmTHnw4IEoGm1tbUFBQdTQ5Ofni+6+68+6urq5c+c6OjoWFha+67Nm/V+/fl0ul8+fP7+hocGsB1wcBgFWs/HdDOYeXoV269YtJycnuVzu7u4eHh7e1NS0bt06CtPV1dXJyenDDz9UqVSDxhZCF0L3rdA9d03X2dl59lq/1h3UesbaAwldmUwWFhbW3t7Ov66mpmbOnDlk8RC6PBkru41GY3R0tEwmc3Bw+PTNn4ODA31+o27cu/Z6SY8tW7YMH1xHNysJrJOT08yZM2fNmuXs7CyTyZycnLKzs0f+pfxdc3l0kza80NBLHh63QZ+aiMYwaKJGywPrDr7//vtFRUWiYMkmZTLZ8PqFZkOz8QHPkVjLCIvwSF4tQj3ZfjKhK5PJ9u3bJ0o+M3KZTDZyoavT6YKDgz/66KPS0lJBEEaea6WlpR999FFwcDD6GKKMG8nPp0+f/vd///esN3/u7u5yuZz6hHRl6dKldXV17xp+XFycTCaLjY2lLkppaekHH3wwbdq0R48eUVAtLS0dHR2DBguhC6HbJ3RJ5Xa++cv8c1x3UOsZaw9M6Lq6uj579ox/XU5Ojlwuh9DlmYyLu7Cw0NHR0dXVlVU9Go3miy++kMlkZ8+eHUazBKE7RvkoAtvR0XH+/HknJye+2Rj2q0fe+Rj2q4f94Ah7ycN+r90/OBGNwWqZwmsA1oGjtzc3NysUCmrUIHSHkiMjLMIw1KFANuuHF7oeHh4iDZOUlERmPCpCVxQB5JoIiA3+pFpu5JUYSQA2lEW9zWGMgkDoQuiaV7kuAcpxLz9k5XPnzpXJZOnp6Sw+7e3tYWFh77//vpeX1x+jUqwYmEymX3/9dcmSJQ5v/nx9fZXK/lTQdH93d3eZTObh4ZGamipao8vP/nd1dU1NTaX5t6hYGXmpg7oaoqrn9OnTs2bNSkhIoLuszWPe1Gp1SEiIk5OTTCabMWPG5cuXOzo6+LaTfcKQwhfVoUajMT09nVZxODs7b9iwobq6WhpPXBEJXUEQTCbTzp07ZTLZhg0b2IwJljVyudzT0/P27dv0MZUywsPD4/z580Tb3d39p59+4u/y69jb2tpOnz7N8mXnzp00wl9UVPT+++9/+umn5eXllCnUelFviQzmwIEDu3btcnZ2lsvlS5YsUavVjx8/Xrx4sVwud3Z23rVrF/8lfqAIk53MnTs3Pz/f09NTLpdPnTr1+PHjRqOR0sLM0mxvjCqfxMTEiIgIBwcHGpcYqIoQBMGyHTY3N+/du5dmpfJ1iyAI0s4637rT3fDw8H379jk5OVFdZzKZcnNzabGAk5NTSEgIv05pICCiIkAhp6SkREREODk5OTg4rFu3TqvtP1jOQpwFQRgof4fxbUsUMfv+SWb54YcfTp06VaQQqGjMmzfP1dWV7yNazgg+u+fMmUN16bAtXGTGrNhSpty7d481r0uWLLl37x7LrIEepJh88MEHeXl5/v7+Dg4OTk5OO3fupCJMRshKImsgWLCCIGi12u3bt9MMlEHLDk+Dr76k5WigV/NpXLhwIasA+SjBTY31+++//8knnzg6Ot68eZMxaWpq8vb2dnV1nTdvHl+1WqgxLNTVovpkoFxTKpXUoxA1W4IgSGtyUVNIHo4cObJv3z6+0WEpUqvVvr6+zHQPHDjAdzuZNzgYAVEnja6zi+fOnXN3d6fCztcbTk5O69evp/4beWY1g9SxbNmy2tpamj/PZg2IGujExESqZyB0J7vQNTuWSyt1mdWOl4NVQK6urvyKJlrIpFAoQkND+RonNzeXemyffvopzZ1wdnZmZeDixYu0iNT9zR8NCLP+hE6nCwwMlMlk06dPZxM7d+7caTKZqKnmO/HjBcQG38tGdAsKCqQzYK9fvx4RETFlyhRHR8fVq1enpqbq9frHjx+7urrK5fKlS5euW7eOmpbMzEy9Xp+amkq58NFHH0VFRV2/fl0Kn1WXtbW1TKq5u7tHRkZ6enrSVwxoXampiFp38kB967lz59IneZY17u7un376KTXtt27dYr0NNkfdzc2N1s9fvHiR3WVlhE1od3Z2njVr1vTp02Uy2YIFC6qrq6kbJJfLWcHct28fm55E/RhHR8fp06fPnDmTPoVMnz7d2dnZzc2NosQXeQsRJjuRy+WOjo6syNOC/6ampsTExEWLFslkss8++yw6Ovrx48ciYlT5ODo6UhObn59voYqwbIfNzc3ffPONqG5hE+coyfz8Uno1aVq6+95771F9RRePHz/OJoZRRnzxxRcvXrwQBMECEFECWZeRR7148eLGxkZBECzH2UL+So1B9N5J/pPM0tfXd9OmTfz2E7TrhFwuj4+P57/AWs4IpVL50UcfOTg4LFu2jNWlx48fH56Ft7e3f/vtt7TLCyu2oaGh9ME3Pz+frZej5pVN5LHwIFXgcrn8vffe44twUlKSIAhmGwjeQqqrqz08PGQymaenZ2RkpIuLi0wmo3ZZ+pHIgvFLy5HZV9OaQCcnp5UrV4aGhlIFyGoqPmKT3E1Cd9q0acnJyY6Ojvyn0ps3bzo6OgYHB3/11VdM6FquMSzU1aL6xGyuPXr0iHoUrNlycHA4efIk5ZG0Jhc1hcwDtVb0SYV1OF+8eEEz1JydnalJokaBquJJbgYDJZ8ylPWuyRvL5ffee08mky1btqypqYkqHBcXF9Z/8/T0rKurq6ysjI+P/+yzz2Qy2aJFi6Lf/PGdw9TU1IaGBl7osgaaz8fo6Gij0Qiha/9C96MgFb/FFO+2oHJtZ0T3ypUrISEh/J4H6enpNMbL9wjr6uo8PDz+WJ6em5tLo1WpqalyuZwqLJoVJpfLU1NTTW/+Ll++/Mf2Bqwo0lzob775hsadNBrNp59+SivdpVproOI9Ca+zBkwmk33++ednz54VzWKS0qN1F3v37iVhTB8g2Ld8USMkfZyvQ2mbCjazne2BcenSpUmYF5aTLAJLnsvLyz/99FMSqO3t7Rs2bGBlRBAEypqQkBC9Xk8ZwZevo0ePsj11RNlEfR2mvlhnnXq3pGyjoqJMJhN1mNiYAPVHWTGknistA6OlOFT2aQNGyxEmO3FycqJhZ5PJtHfvXn6PVnoXrzB5gFS3zJ07t6SkpL29vaOjw0IVYdkOWZypbqGeExM50mjw1RrddXV1vXbtmtFobG9vr6iomDlz5pQpU27fvk0jybRIPikpyTIQPnVMJDDUlZWVc+fOZbGyHGfL+SsyBtF7J/lPMstly5b9/PPPvEKg9svDw+PatWu80LWcEWlpaewjkSAIlC/e3t5/7NrCsnjoFv7gwYM/2llWbBsbGxcvXkybALEGlJb0m0wmal5J4Vh4kIxBLpcfPXqUinB2djZ1c2mwxbK1nD17ViaTrV692mg0CoJQVFT0h+XPmTOnpqZGlEDLxi8tRyIFRWa5bds2fvoYwZduETLJbVgQBCZ0b9y4MX/+/JkzZ1ZUVFC/KzY21tHRMTc3lxchlmsMy3W1yEJEP6nR55stGvBgUZLW5KKmkDx8/fXXVGrKysrc3d3ZR1uahs3qSaZ7IXQtlAK+k8a80UW5XH7gwIHm5uaOjg6lUvnhhx+6u7uXlZUJgkAVDv8RnG8KBUEQZRwZIfuYQg20t7d3fX29IAiUUyQcIHTtXOj6x7+4W2o0q3Utq1zbEbppaWlkwXFxcayGJW3DFwPaSW/p0qUtLS1UtKjrQHt+FBcXT506debMmWysjy+KNBdaJpMxgWQymSIiImQyWV5enqhiZeUWDiJAk0/oWzuN8q1Zs4ZxHpQenxHSukz6OO+/oaFh/vz5jo6OmZmZ1BNCpgxEQNRIkDceL4leflJxdXX1zDd/1dXV5JN9GBIEgfx/8MEHpaWlfDiCIFB/MSUlhUWG74LTMDJtekm5yeZwUn+U9SFaWlqWLl06derU4uJiCooKMn0WsRxh3k7oWREBqcJksWUT3lgSLFcRFuywtbWVhnPz8vJY+HwHWhoNvlqjuxEREWy6BFV07MMQjeJGR0dnZGSUlZW92Q+uf1o4n4Ps7eQQoRYEgT5AbNu2bdA4W85fkTGI3jvJf5JZzp079/nz5wqFgu0amp+fL5fLY2NjebsdNCNIByoUCpIZIrZS0+I9kJkxC2cGwO8tlJKSIpPJUlJSaBsYpjAFQaAhlyNHjrS2tpLlmH1Qagx8As2qTT6SIrcoND6BlmsDaTky+2r6CLtu3Tqa1yB6O34yAqQx5HL59evXSQrSlhy0S6iHh4dGo+GFruUaQ2QSom6AKNNFP8ky+a6d6Hu31M5FDQFf37IeJsknswVQ5J8xgYMRkGaoIAh0kc8p5p85RGxFP0UZJxK6ZGOs8yAIwvnz56Ojo+/fvw+ha89C1z/+RavhVWdnp1TrDqpybUfoHjt2jNWedXV19PF4w4YNRqORtChZNt/mUbHhi4GohLBSRx135lO6EuDYsWOiipWVSTh4Ah0dHY8ePYqOjqaZP2xYQEqPllL7+PjQxFRizhSUKKekj4vqUPp8+8d0Vicnpy+//PLSpUs42YjPF+YWgaXr1Dukr9cEVloE6C5lBMsmQRBIhdKHJD6bWGnip/zxuUazl+lB6qnT6C4bomFtFQXFPq6zYksyz3KE+TdSYkUEpDUGY8WErigmUjhsHvVAdsiTYeHzMZFGg2/dpXelV1iwloEwb+SgcFgCBUHIy8ujLe6rqqqkJ4ezOGu1Wr4LS6HxtM0mWfT2SfuTB0VZkJ6eTqORNPhAn3KooJklyTJCp9OxuRIymeyTTz6JiYnhDwyzYCpSC2dXpEYeGRnJv1Sad2SxZh+UJoEnYFZtisJXKpWhoaHUrNArWIXAJ9Cy8fM+WfjSuLHxOrlcPmfOnP3799fW1jL/cDACfCVP5IOCgtra2mhMIikpiVoHkou8ZxYCbwa8mzzw9ibKJtFP3icLnK9Cebc0cGb2rCbkY0tTdZi90ePSANl74SAC0gxlbTffhaA1Mnv37v3kk0/42oPlhQi1KK/5nOLd0lyA0LVnobsns4E2UhZp3aGoXJsSumz9Un5+/r59+2h+HbNsKhXSlox5yH/zx0+XEpU65jMwMJAWA7D/ml0mKi1IuMIINDU1LV26lJ06IGqWBEG4dOmSg4ODi4vLkSNH/pAHx44de//991n1J6rLpI9L69Cqqqr9+/fPmTOH1jF6enrSekUWJThE38gZEH6NLoGdMmVKREQEs//o6Oj4+PjKykrKCJZNIxG6bOxo9+7dYWFh/FQlKsWsnaOCyfczKJK80B0owlI7EZmWtMZgWCz0fsxWEfSgWTuUGrAoL6TR4Ft36V3pFRZtyznIvJGDwmGoIXRFfMboJ2+WtNnEsmXLnjx58sdMClplQ1Y6RKFLc9fz8/ODgoJICjo4OBw/fpzG/y2YitTC2RW2Io5VAufPnxeVHREcslizD0rtnycwqNAtKiqaNm2as7NzXFxcbm5uVlaWq6srqxD4BFo2ft4ni7w0bjSgd/HixS+//JK+wzo7O/NzMdizk9zBukz5+fk0gjpt2rSHDx+GhYXR9xpiC6E7Oe1EVMYJgvRiY2Ojj4+PXC4PDAy8dOlSbm6ur68v+3bMaiTWSIlqId4IebeUOYSuPQtdlwClVOsOUeXalNAVBIE2PVq6dOncuXNpoiOzbCoG0hl9NJ+QBo6ojPEzr/hSp9frQ0JC+MU5fFEx2xzyHiatm03soWlLjAPfqxDRY4+w3gOfESINYLYbxPuntaO0tEYQhLq6OtLYaWlpLDJwEAFRI8HWU7Fdl1Uq1YcffsgWPIu4UT7yQnfQqcusfWLll60eJIE9Z84cV1dXvlSS5bAHqYyzfi37PkVC13KEeTsxS4C3UlFipU2s5SrCgh2SwfNiXhAEGsemtX/SaFgWutKKrqamJjc3t6io6NmzZxZyUJRGEWr29YFNXbYQZ+kkMaqfKX9FRV703kn+kzdLMqopU6aEhYWx1ocXupaNx2g0NjQ01NXV0aqNjo6OixcvOjo6sr3lpKbFw+fNjK6LTq3kPUunLjc1Nf3yyy8FBQUGg8HCg1Jj4AmYreH594qmvIpC4xNouTbgfbLwRaF1dHTUvfmjtcRGo/Hw4cN0Jnxrayt7Cg7R/F5WoYWGhrq6utLQLrFl6yct1xgikxB1A0TZJPoptUxWV9NKNKmdi5pCkQfWsczPzzdbAEX+YQ9SAtIMZW0334WQrjcUsRX9FGUcn1NswRTrPAiC8OjRo9zc3LKyMghdOxe6Iq1b1/ySjfGy83L57al4t9R8rXyFt3L+jEE6fpBZOVl2VVXVP/7xD36znOzs7KFvRkWr5r744guNRkPJLCwsPHz4MDuMhO9tW5mDLb+O1ufw3NiILq2ppmaJLbNkuZadnS0IQkdHx9GjR+VyOav+qC5ja61F/tkmKOSfutdeXl4NDQ28coPQldqMqJGQnqPLljZt27aNpn8bjcbU1NRr166x/ihfvvjN3kSdj7y8PEdHRzZ9va2tjbrySW+2WqUJS+zIUDZv+V2nLluOsLStFRGgvi+//JWHxlc+dN1CFWHZDulFbDuT+vp6b29vtu0TxYrZMJs8SdWatIMu2oyqo6ODVkjGxcVZBsKnjqFmsaL3slhZjrPl/BUZg+i9k/ynyCxpqqdMJmMfmMgeWH1oISNYh57qUkEQaIhYJHSHbuG0kN7V1fX+/fuUTUqlMiEhofnNn0KhkMvlbDMqal5ppzoLD0qNQURA1ECIzIOKIe1cSAcE0tHfJSUlzIZpty3Lxi8tR6xOY20T+zJ+584digali7a+E0Vskv9k7TKtT6FKiWaf0kmQlK1M6FquMUQmMRShy3KNYsJvRnX79u0pU6aINqPi9Y+oIRBV9aKkYTOqYZi6NEPNCl1R26fRaGiDa5ZZoqwRZZwop0SbUVE7S3vpQejav9AVaV0SuoOqXFsb0WWtGk2M4b8pslJBy+QcHBzMHi9Ed+VyOTtrRCaTsf4EW+zk5OQ0c+ZMOj7h888/Ly8vlzbVwyj59vpIc3PzihUr2Kkz7EgYJnJYZTR9+vTw8PDW1lbp4Sh8RlAVSdmUmZnJ8p2ylQ5TYf7b2trWrl1LP7du3bps2TIHB4ePPvqIPz/ZXsm/a7qokSDzZgdoOTs7X7hwgW10ROc0sINw6FigLVu2GAwG1nHhyxfTvaIywvbilh4vxKJNHQjRsCH1R1mJJuPhvzGRedCILn2ypcNp6VQwPsLStlbUTNL2P5ScwsJCFjFyiJpY/sQdaRVh2Q5Z3cIfXcaOF6IvdMScFR82fctsB50vQVRTseJmIQdFCaSQWV7TxFemey3H2XL+ioxB9N5J/lNklrT9BJtVwbr40obJrPEUFhY6Ozs7ODiEhoZGRkbSKfHs9J13tXCWrVQo6DQvpnvzueOF2K1Hjx7xW39LH5Qag4iAtIHgLYR/KZm6TCbVGXqVAAAgAElEQVRjFYKodFgwfpFPeoX01VlZWQ4ODs7OzuvWrVu/fv3UqVPlcjk1Q3ys4GboSOiaTKaoqCiZTMbkJWsvyAMzLbMtgsgkWCmgel5kQuzVrEcxlOOFWJsiClw6eYeFTzFnXx75AsjqZ1iCWQLSDDUrdNnhYfwRdzxbUSssasFFOSU6Xog6AzheqF/ikquqqkp8aSx/m7WPUbnIj8oy9/WHBjaWq64ysesWHKMSmZEEIrJydnwundLBrJxVYSaT6fbt2wsXLnR48+fr68sLHvoeTF0BDw+PnJycuXPnsv4EKecjR45Qv9nZ2Xn79u20dbConh1Jiuzy2ba2tgsXLnh6ejo4OFC/maGj9D5+/JjOQly5cmVra6vRaDx+/Ljrm6N0PT09L126NGfOHNZ3MZlMZ86cmTp1qoODQ0ZGBuXLrl276LhdT0/PjIwM/viNtra21NRU2szAyckpJCSEz3S7BD68RFEjwbZ8mD59elRUFL91DQVbXl4eFhZG69NmzJhx+vRpGt2lUjBz5szMzMwZM2bIZDJ3d3c6uYeNjbBMFASBzxdnZ+edO3dSsWWRp13l+HnL7KMGK9FUxvlgqQVlQpc2fzYbYWlbK2omjUbjvn37nN78FRQUsIiRQ1T50EWdTme2ihClV2qHzc3NO3fupKbX1dU1NTWV3zLt7t27np6ecrnc2dl53759NPpNEMx20E0mU25u7rx58+RyuZOT0/r169km5xaAiBJIIe/evTsiIoKOH1+3bp1Wq2XeLMfZQv6iwmQMpQ6RWbLtJ3JycsgzWSnfMFnOCKVS6efnJy2wpD/f1cKNRmN2djYVcKkZ37t3b8mSJWab14EelBqDiABtG843EDw0arUpPjNmzDh37pyvry/7OiYtHQNVX1Kf9BZR28R3IeRy+bx5865cuUIzmflYwc16X6QG2dFW7EBdync2oiuqIUUtgtQk+LpaakKiXBMEgZUCuVzu6el5+/Zt9vVWWpPzgQ8qdGmDcX9/f/oCsmvXrtWrV/NiDMYgJSDNULNCVxAEtVrt6+vL2B44cEAmk7FJXqK8E2Wc1Ah1Ol1iYiL14fl2FiO6/VrWvoWuS4CStO4QVa4tjOhKyw+ugAAIjAsB6m3w/e8RRoOELmvSRhgaHn9XAtT1Z98U3vVx+AcBEACByUCgvb2dJZOtF2BHUbJbcNgsAQjdSSR0SetaGMIV3bJZq0XEQAAErExgdIWu0WiMiopiK0KtnBa8Tjp4DiYgAAIgAAIiAs3NzVFRUewg93v37k2bNo2tqBd5xk/bJAChO7mErkjKWv5pmyaLWIEACFifwCgK3YSEBFprvXjx4sbGRuunBW+E0IUNgAAIgMCgBK5fv07L4L3f/Dk4OMjl8u+++45NjR40BHgYdwIQuhC6yoHk7rhbJyIAAiBgIwRGUejGxMTI5fIlS5ao1WobSd0kjAamLk/CTEeSQQAE3pWAUqkMCQlxcnKSy+Vz5sy5fPkylm2/K8Px9Q+ha4dC95PQ5wNp16Ff/yT0+fiaJt4OAiAAAiAAAiAAAiAAAiAAAsMjAKFrh0I37qR26IJ2IJ9xJ/u33xyebeEpEAABEAABEAABEAABEAABEBgXAhC6dih0BUGIO6kd9rjuJ6HPoXLHpTTipSAAAiAAAiAAAiAAAiAAAqNCAELXPoXuqBgHAgEBEAABEAABEAABEAABEACBiUgAQhdCdyLaLeIMAiAAAiAAAiAAAiAAAiAAAgMSgNCF0B3QOHADBEAABEAABEAABEAABEAABCYiAQhdCN2JaLeIMwiAAAiAAAiAAAiAAAiAAAgMSMDaQletVufl5V26dOnRo0ddXV39KvNPV2dnp0aj+fOXVf9fVVVlzfcNmCe4AQIgAAIgAAIgAAIgAAIgAAIgMAIC1hO6r1692rt3rxf3t3HjxpaWFl5bdnV17dixQ6FQPH36lL9uHTeE7ggMCY+CAAiAAAiAAAiAAAiAAAiAgK0QsJ7QTUtLI5Hr7+8fGhpK7qioKCZiu7q6YmNj6fq4aF0IXVuxSsQDBEAABEAABEAABEAABEAABEZAwEpC12g0koJNTk6mGct5eXl0paSkpLe3l8Zy6QrTuqWlpUwGW8EBoTsCQ8KjIAACIAACIAACIAACIAACIGArBKwkdEtKSry8vBQKRWdnJ5Osmzdv9vLyyszM5Mdyv/zyS/JJ/7XmHGYrC90q/IEACIAACIAACIAACIAACIAACIwBASsJ3Rs3bnh5ea1YsYKp3N7e3qSkJC8vr6SkpM7OztjYWG9v79u3bwcHB3t5eV25ciU8PHzJkiVPnjzhHxlTt5WFrkHowT8QAAEQAAEQAAEQAAEQAAEQAIFRJ2ATQpemLj979qy3t3fFihVeXl43btx4+fKllbdfhtAddfNCgCAAAiAAAiAAAiAAAiAAAiBgfQK2InTZUC0TuuyK1RwQuta3P7wRBEAABEAABEAABEAABEAABEadAIRuv46G0B1180KAIAACIAACIAACIAACIAACIGB9AhC6ELpYKgwCIAACIAACIAACIAACIAACdkUAQhdC164M2vrfivBGEAABEAABEAABEAABEAABWyMw5kL35s2bNTU1bNflnp6e8+fPv3z5kt91uV9rcptR8Ret48bUZVuzTsQHBEAABEAABEAABEAABEAABIZBYGyF7oMHDxYtWuTn53fq1Ck6XujgwYNeXl5btmx5/fo1O16I17HYjGoYuYhHQAAEQAAEQAAEQAAEQAAEQAAEGIGxFbolJSWLFy/2kvzt2LGjs7MzIyPDy8tr+/btTOi+evVKoVB4eXmVlpayi1ZzYESXmQUcIAACIAACIAACIAACIAACIDBxCYyt0O3t7ZVq3ZiYmM7Ozt7e3vv375MELiwspKN0aYx30aJFJpPJavqWvciehO63Jxv+Fqp2CVAO49/fQtXfnmyYuDaNmIMACIAACIAACIAACIAACExyAmMudEVal6nc3t7enp6eiIgI0rpr1qzx8/Mjd3p6OhOf1nTYjdD99mTDMPSt6BFo3UleNYww+VdVj769cmThsbWuuxf92/b/5/bdooXH1u7ITbn6vGSEIeNxEAABEAABEAABEAABEBiUgDWELtO6vMolBdvU1BQeHs5PbU5OTqbxXmtKXHqX3QjdYY/l8lr3b6HqQa0HHkBASuB+lea/U0L/snXWQP8WHVtbXFslfRBXQAAEQAAEQAAEQAAEQGC0CFhJ6Pb29qpUKrMKtqur68GDBxcvXvz55581Go319S17o90IXV6vjsQ9WkaGcCYPgYz7P/979GcDSVx23enbv18oKZg8WJBSEAABEAABEAABEAABKxOwntBletJmHRC6WVd1vDC2si3idROdwOmiXCZlh+LILr5ps0k+kX4udPU6VbnWZmOIiIEACIAACICAzRKobTDExO6K3bWnQSeMMJLN+leJB1Mit8ZoG40DBTXCVltVrg1dve5E+rmBwsf1CUoAQrdfd09yoXvumq6zs/PstX6tayM2Xd30esfJhrlhZS4BSrdAlccGzdEcXZOh20aiN+xoNBm6j+bo/r7+TbqWq/4ZWf7jLaPe1DPsAMf3wVuaZ/9r25yh6Nu/bJ01JfY//7J11r9Hf/Z4sDnM2kZj5NaY+QsWsn8KH78d8XuuFhTpDL+PXZJH2GSOXcQQMgiAAAiAAAiML4Hc/FusUZ6/YKF/QNCefckPSp7rTf19s/qWjp3fJR5MPtasfzXC2ELojhCgNR/Xm7qfqWsOpaSlZ14QvVdv6r774En0jp3eCh+Fj19cwt7Hzyp4m7Hsge6GR0R5K3z2HkiubTCIwjf7E0IXQrdvZ2ZSuZ1v/jL/HNc1azFWvvir8uWctWVugapFWys2f18XcUT7XxHlLgHKr3dW1bV2WTkyo/i6utbXy3dXU7oO/NASnVY/a7XaLVCVdKF5gmpd79SwIarcdecTaloNsw8s+8vWWUGZ0ZapktBdvzHyRPq59MwL6ZkXTqSfC4+Imr9g4aGUtJE3nwO9HUJ3IDK4DgIgAAIgMMkJkNA9mHyM2uVjaWfWro+Yv2Dh0eMZTW2/jTocCN1RRzoWAda3dOTm36Ie2vwFC6XD43lXC70VPpFbYy5c/iX7Ul54RJR/QFDRw2csMpY9FD8tD1297kbh/Yqa5r0Hkg8fPTmUAQ8IXQhd8yrXJUDJLG+8HDXNnV9GV368QnW+wMDkX0t793dnmlwClN+daWIXxyuGw37vuRsGt0DV9uP1bR1vP38+ffFq7voyjw0aTV3nsIMdrwfvVqiGqHLDs/fQ17uDN87+Zeus/7FttrKuzkK0SegmHkzhNW1T228HDh31VvjcuV9q4dmR3ILQHQk9PAsCIAACIGDHBEjo3i9WsTTqDL+fu3DFW+GTkfVjW8coj0NA6DLONuugPPJW+CTsOXjpyrWQVWEiofvH8NTmLdEJew6yqezV9fot0bHf7U2ijyODejj7Q86hlLTW9r5O8tPnVRGR29SV9Qahp62j60T6uYI7D83CgdCd7ELX7FgurdQ1azHWvEhqcFtqvUjQVjR0em4uXxBVUd30msWn4LHpq5hKt+Uqt+Wqr2IqCx6b6FaR6uWMVeqII9ofbxnnbyp3C1S5B6tiTjTUt3Wptb+vOVD78QqVW2DfzOEbxW8fqWt97R9f5RGhuVFsCtpd0+dhuco37kVp5asmQ3fyBd3sNX1nFM9eoz5ysaWlvX+izq/Kl+TfJUA5N6ws+cKAU6w3JGtnrFIXqV6y+OtNPWFJ4ovsro07Nl3cNxShu+58Aqnck0VX/se22fTIvqunLaTOrNA1CD33i1XeCp/TZ7LZs0+fV+1OPKTw8VP4+O1OPPT0ef/Gzm0dXYW/lliYLdPW0ZV3tZA+SIdHRF29WZR6MpPW6D56ovH1D/jjJ99yX/zp6vwFC28XPWZvhwMEQAAEQAAEJgkBqdA1CD06w+9Jh1PZ9hbS5rup7bes7J9Wr1k/f8HCoJBV6ZkX6prbGbFm/au8q4WborbTXOi9B46UVzXRXSZ0S5WVew8kU0O/90ByZW0Le1z6ebqytuVQSpp/QJC3wid6x86ih8/4WbKVtS0sqKTDqbeLHmONLoM5DEdre+eDkuf1LR0GocfsgueHpWpvhU9u/i0+8LM/5ISsCqP9UAb1cCL9HBPPqnJt5NYYerDw15Lt38ZX1+v5kJkbQtf+he5HQSp+iynebUHl2sKI7qYU7V+DVPkP+4oN/09v6il8Ily+017T/Par4Y+3jB+v6BOrbBrwxytUOXf7Ni0goeu2vE+XbkjWRhzRzgvvWxYbmFDtEaH5Z2T55u/rgvf0qdnZa9T3nvdNuSGh6xao+niFKnhPzebv65bGvuhbHhyhCUyonrW6L5wNydrP3sypPnLxbT1LcZgXXnbgh5bTP7f5xfc9suVoXSunhCkVre3d14o7cu+18yuNSeh+vk6jrB7pahaelXXcn+5bOqjQXf/Dd29V7t0c3vPCY2stRFLaUpJnVbmW/15Y9PCZf0DQjvg9V34pOPtDzpp1G/0Dguhjc1tHV3rmBW+Fz76k7wvuPLzyS8EfG1qwuwahR2/qpu/Q4RFRVI2uXR+x1Pdraq0bW1/u2n1g85boqrpWejW1uPwVC/HHLRAAARAAARCwMwJmha5B6Lld9Hj+goUkZkTNN03FUvj4HTl2Ku9q4ZFjpxQ+fjGxu2ilJbt79HjG7aLH2Zfy1qzbuHZ9BA3ZsdFCX/+APfsPpWdeSDyYovDxi9waw5pmkdBVamrXro+gWbIXLv8SuTXGW+GTd7WQMqKipnnj5q0KH7/EgynpmRf27D/k6x/grfBhOsrO8svKyTErdM3azI3C+/MXLKTe2qAezI7ovtDqorbF3n3wZKA0QujaudD1j39xt9RoVutaVrnjLnQb2rq+3lklGvY0a8c06Tf8sJbpRlXN7x4Rmq9iXtS1dpHQ9YjQqGre7l1EA8IuAcqNR7RsPDbzmt4tUJWQ0ff5kITuX4P6pkzTG/Wmnm2p9S4BSj4ceu/i7ZW1La8b9V1hSdrF2yuZTG1p7w5NrJmztqykfEjrVSi0sCStVBibTbVNXaTNpf6yddb7sR431I/nJgXwUvYvW2eFnt0hHcslP3/d7W0hLaKWkvm8erOItaYvtLqIyG0n0s+x1Rr8fJjyqqa4hL3pmRfYkOwLrS48IopNgHlWVrMidPXeA8lsZVF1vT56x072WfriT1f5adLlVU1r10eIxnhZxOAAARAAARAAAfsmYFaTiIbyRM03jddlX8qjzoDe1H3ll4L5CxbeKLxvEHpKlZVR22Kv/FLABl1LlZWBK0LP/pBjEHqY0M3Nv8Uev3W32Fvhk3n+Ml3hhW6DTkjYc3DP/kONrW/nzTW1/bb3QDJ9oW7r6Eo9menrH8DUkd7UnZt/C0J3tIx26EL3frGK2YBZo+I9SNfoNrX9dvR4xh9Zzzp40iRA6Nqz0PWPf9FqeNXZ2SnVuoOq3HEXuqQ2/xGuKftzzWp5fScNxtKgNNPAabmt7sHPb/w5V5msfEOylkQmCd0Nyf9yTsyGZK3oEd4bvXpeeFl5ff9y2Zy7RpcAJSlheoVZb3wZO5jdwiLJX5e661r7VD0bUpZ6sPEr/3P72/2W0+5e7vtS0Gb6Ink507qrs+JbTX1j7yeLrrCLzPG/o+daSJ2opTQIPa3tnbfuFoeuXrclOpZmqtwovB+4IpSfq2wQek6kn1u3YXNFTbM0cGoy2bpfqltF85D5JpOUMFO2Nwrv87pXGj6ugAAIgIBZAlSh8dvVmnVbPkbFbMi4CALWJGBWkzChS82rqPkmxcLPXG1t79Q2GvkNOPgk0OM0xEqttqhcNOhM38bt/jZud4Oub90Z32qXPKvw9Q8QNeu5+bd8/QNKnlVoG41R22J37T7AZDCLOUZ0+SwYtvtdhS5ZhVmj4s1Guuuy5UnLFH8IXXsWunsyG2gjZZHWHYrKtUGhq9W9jk9v3Px93ebv6+Zt1DANuSFZy8/HZm7ywCtYVmilS2R5b2YVLAndg9n9C0JE3vSmnttPheA9Ne7B/XPFWSTZq6WOlvbuzd/XuS1XZd0Y0lbp0hDG/coHu/5JwvX9WI/7VRrSujSuG3p2B6nczAf5bF0uU7l/2Trrg13/tBD/gfqF22LiaEYTNW9mO4tsSFZn+P3W3eId8XsUPn7MJxO6fOvIYsJfpCaWfQk+ejx9ws1bpqaCpf3ylWuJB1PYT1HvgUGAAwRAYHQJ6Ay/PyxVFz18Zvnfw1I1m58yuhFAaCAwKgTMahImF80KXTpWV+Hjl3Q49X6xitQpH5mmtt9y829FbYv1Vviw5smC0NWbuo+fOsu+aPOtNkWPBcI77herzMowsxf56ME9dAJmYZq1GV7HDupBFAGatHz73uOrN4tCVoUpfPyOHs/gV32Tfwhdexa6LgFKqdYdosodd6HbZOgK2l0zkFDkleqGZO2s1eq03NbsWwb+Hy3i5RUsKyT843SR9yZSsORhUKFLa3QXba04/XPbQ81v5fWd351pGij+LCYt7d17zja7LVdO3IOF/lgI/fmh/rnKU2L/89dKtUHoqW3rSPg5jVRuxr2fzarcv2yd9UVyEKMhdZDQ5Y8X2rI9lilY8n8i/dyadRuv3bon6jveL1Y1tr6kNboKH7+001n3Himr6/UvtLrdiYeGLnQNQs/Vm0XeCp/7xaqqutaNm7eeSD/HpldJ42yDV7SNRh6OpqqxVFnJrqBXbYNZhiiBAAiAgM0SMKtJmNAldSoa0TUIPU1tv2VfygtZFTZ/wULanpdNxaI1ukEhq87+kFP8tLy2waCurN8Utd2C0BWN4oqEbuDykCu/FLBmjjm0jUazMszsRZvlb+MRMwvTrM2Q0KXp64N64FPd1tFFk5bv3C9dHRZ+624xnTl09HiGaBozhK6dC12R1q1rfsnGeNl5uWwIVOTgTWpc3NFpDW6Bb/eUEkWAV6q8W+SNbUYlnboskqAjFLrVTa8XRFV8GV1Z09w/23nQqct6U0/ShT6Vu+dsM1stLE2C7V+J+ekwP0jLxnUp5pkP8v/Xtrdzm3lv5I7NO2ohgdKWsvhpuX9AEH9+Gt+8SYOiKUw/5uQzaSqaumz2cdFFWpd7Iv3c7aLHS32/5s9UkL4RV0AABEAABEDAjgmY1SSWN6NiNPSmbm2j8WpBEW0bWfy03CD00Jqgwl9LmDdq/S0I3TdSJ311WDhN7+Jb7YGiR4GblWFmL7LIwPFOBMzCNJsp77QZFR8HNmn5RPq546fOUgfv3iPlxs1b2f5k5B9C1/6FrkjrktAdVOWO+4iuQejJu9f+1yDV6v21UhHIi9uEjL5jdY/m6PgywNy8gmUX+cfpIu9tGCO699W//ceqvt2Y2SsMQk9ChqURXb2p52iOzj34+ZajddIE8uHYvvthdYVIwf6fHfNoXDfj/oBjufRIqbbaQgKlQpcOTPP1D7j36O1Rzxcu/zJ/wcKrN4vMhvPztdtsTz/yQBspsxFd2oJCdCQv32TSwuBDKWmRW2MSD6bExO6iDfTNvg4XQQAEQAAEQMC+CZgVLfQReUXo6mdlNQahh2++9abup8+rHpQ851fk0nZTdEzg6TPZorlabP4U24xKtMrGwhpd2vyZ7VMlygtao8uOb6W7ZrWZ6EH8HCIBszBpN7KcvJt8INLjhSx4YA/yOy0PdOYQ8wyhOymErkuA8vpDAxvLVVeZRIO3Zn8yKxkvR5Ohe8XeGrdA1cHslraO/uNqy+o6vbZU/Mcq9X1134bGpFE9IjRPKt/ub6w39fxQYDzwQ98ht7yCZQkZdaGrqev02KCZv6mc7V9V+ESYvUYtGjdmETAIPTTVefP3E17lUqK+OrFRpHWnxP5nws9pA81YJs9fp2/hmUjdfEvJ7pZXNa3fGMmOHacqdUt07Avt248dtGPBlV8K2jq66MTdjKwf6YMf7fTorfBhQpdGay3sukzvpYZz/oKFA7WdLHpwgAAIgAAIgIAdE5AK3Wb9qxPp57wVPhlZP9LcUVHzffaHHH6jY4PQQ8fU077KFOAv1+9QS60z/H76TPb8BQv5EV06hZU15bSkiLXI/OfpmgbD9m/jQ1evY1OjDULPM3XN2R9ymvWv9KbuzPOX+chg1+XRtVWzQpe+L0Tv2MkOvOUPyKAvI1HbYi14oEiySctkZqfPZGNEt1/KWnZVVVVZ9jC6d0fXqvjQzKpWpnWHqHJtYUTXIPSU1XUu3l7pEqD8r4jyiCNaduat23LVkYstelPf+bp6U8+Riy1uy1WzVquj0+qPXtbRsbebUvoOHLKO0NWbemLS+s4f+mxt2YZkrX981V+DVO7Bz10ClHScL59BBqEn5+7bg38zr+n5dcXZtwzXijsm4glDheXPLMxPFmlg+vnv0Z89qOqbs2Thn6ilJJ96U/ePOfnseCG9qTvvaqHCx2/Nuo1nf8jJv/Hrnv2HvBU+p89k6wy/17d07Ijf463wiUvYe+pM9raYOF//AF//APZtmLVwkVtjTp3JPpZ2ZvWa9YHLQ6Rflzdvifb1D3j0pG+3LfwDARAAARAAgclJgHTpweRj6ZkX0jMvHEs7E7IqjI7nYWO2ouabzu2jHYNu3S1Oz7wQFLKKnZRL36/pYNsT6efCI6KWfbOcfjbrX9FYsbfCR3SOLi+KeKFrEHruPVIGhawKClmVdjrrakERHdu7P+l72mmZRSb5+xPpmRfiEvYGLg9R+PiRrp6ceTqKqTYrdPvmaV4t9Fb4RG6NufJLAR1u7B8QVPTwGXv1oB4MQk95VdOhlDSmlu89Uq4OC7/74AnW6A6uUu1e6JLWHUgGS68zyxtfR5Oh+8xV/T8jy92W9+1mPGPl87UHtbefCqRyKW56U8/NEtNXMZVuy1VugSqPDZqs63oaBLaO0DUIPS3t3Ucutsxeo3YJUP59fdmJvNbUn3QuAUp+o2ZG8mB2ixQ4XfGPr6prfc18TiDH6aJcs4J2oIvZxf8yg8VsSkUtJfND32sjIrfRKK7e1P1E9WJ34iGFj5+3widqW+zte4/pu2/fFtDN7cfSzvgHBCl8/HYnHnqmrjmUksbr2LaOrqs3i8IjouYvWBgeEXX1ZtHl3Ou8B4PQ09bRdeTYKcxbZlkABwiAAAiAwOQkQEKX7WYcFLIq6XDq42cVrNkVTV0mSrUNhvTMC6vXrJ+/YGFQyKrk709U1vafZFFZ27L3QLLCx4+24VCVa7+N2x21LZaOIEo8mJJ4MEWpqSU/Ch+/vQeS+cdFQpcpIv+AoPkLFm7cvDXvaiG/mXllbUvS4VSFjx9tBF2qrIzcGgOhOyr2PJDQ1Zu6ix4+i96x01vho/Dxi0vYK7KZQT1Io6c3dWPX5cElLvmYDEJ3IHFl9rrUnnAFBCwTyLj/879HfzaQsmXXnb79+4WSAstB2drdqrrWzVuiaZKVrcUN8QEBEAABEAABEAABEBARwBrdfhkMoSuSuyJbwU8QGAqBohdl81NCmKaVOhYfX/+4tmooQdmOH/pkGLgitFRZaTuxQkxAAARAAARAAARAAAQGIgCha4dC92+hfbNnR/jvb6F9R6HiHwgMj0Du06LtPx1e8P1q192L/m37/3P7bpF3alhs3tHrz/sPDxheyFZ+qrW9M+9qYeLBFIWPH3+mkZWjgdeBAAiAAAiAAAiAAAi8EwEIXTsUut+ebBihynUJUH57suGdLAmeQcAuCbQYfqdlPKknM2kTC7tMJhIFAiAAAiAAAiAAAnZGAELXDoWuQej59mTDsMd1/xaqhsq1s3KO5IAACIAACIAACIAACIDApCIAoWufQtcOjHjkg9ITN4SHmpd2kINIAgiAAAiAAAiAAAiAAAiMFwEIXQhdLMQFARAAARAAARAAARAAARAAAbsiAKELoWtXBj1eX4zwXhAAARAAARAAARAAARAAATpDw1IAABQHSURBVNshAKELoQuhCwIgAAIgAAIgAAIgAAIgAAJ2RQBCF0LXrgzadr4hISYgAAIgAAIgAAIgAAIgAALjRQBCF0IXQhcEQAAEQAAEQAAEQAAEQAAE7IoAhC6Erl0Z9Hh9McJ7QQAEQAAEQAAEQAAEQAAEbIcAhC6ELoQuCIAACIAACIAACIAACIAACNgVAQhdCF27Mmjb+YaEmIAACIAACIAACIAACIAACIwXAQhdCN0JIHSbDN3fnWm6VWoar3KC94IACIAACIAACIAACIAACEwgAhC6ELq2LnRb2rs3f1/3j/CyO8+EcSlare3dW47WfbxCda24Y1wigJeCAAiAAAiAAAiAAAiAAAi8EwEIXQhdWxe6abmtM1aqCx6bWtu7w5K0boGqnLtGqZXXtrxevL1y9hr1Q81v0rsjuaI39ew42TB7Tdm956Mc8khihWdBAARAAARAAARAAARAAAQGIgChC6Fr00JXXfv7f0VotqXW60198cy71/7XIFVYkra1vVtk0/kPO/4apAraXdNk6BLdwk8QAAEQAAEQAAEQAAEQAIFJRQBCF0LXpoXunrPN/CBtddPrBVEV/wjXKKt/FxXU6LQGt0DVuRsG0XX8BAEQAAEQAAEQAAEQAAEQmGwEIHQhdG1X6NJs5ICE6iZD//jtnrPNUkFb0dDpubncY4NGU9dJZbi+rSs+vXH2GrVLgHL2GnV8emN929uR3py7RpcA5d6s5rjTjR+vUH29s6qhrUtv6rn2sGPR1gq35Sq3QNX8TeU/3jLSMLJB6NmQrJ2xSl2keskqiGLNy6DdNR+vULkEKP++vuxojq7lz0HmutbX/vFV88LL7ql+W3Og9uMVfQH+M7L87rP+x1k4cIAACIAACIAACIAACIAACIw6AQhdCF3bFbo3Hpvcg5/vP9/C2/3tJ8L/DXm+an8tP3uZpjSzGc51rV1f76xyD1aFH6pNvtiyNPaFW6AqIKG6rvW1QeghoTtj5XO35aq568vWHtQ2tHX9eMv48QrVvPCyhIymhIymeeFlboGqIxffvlokdPPut89YpZ6xUh11rP7ADy3/jCx3CVBu/r6OtC4J3Y9XqGasfL5oa8Xm7+uC99S4LVeZHYjmkwY3CIAACIAACIAACIAACIDAqBCA0IXQtV2hm5bb6hKgFG091WToDkionrO2rKT87dZQelPPxiNa9+DnNx73nT+kN/V8d6Zpxqq+/auokOhNPQezW9g4MAnd+Zs0T1+8Ig8NbX3C+LO1ZU8q34apqvndI0KzIKqiuqlPG/NCt7Lx9R/Ds5+tLXuofjtCS/tCs/BJ6LoFqg5mt7R19I1FU5RcApRnr2Nmte3a26hUqQgEBEAABEAABEAABEDAFghA6ELo2q7wiE5rEE0YpjJDAjgtt5V+Kqt//0e45quYF3WtfZOTaR2vaMi3SPVyxip1dFoDG9HlB4pJmvIzn/WmvnAqG1+TUuWFbs5do1ugas/ZZr4AP9T8NnuNmrbCotD+Ea4p+3MeNXvpwex/GZ3mQ4AbBEAABEAABEAABEAABEBgtAhA6ELo2q7Q5eUlb/GkbNna3XM3DDR8Sn5I07oEKKX/NiRrB9KcRy72Dfl+trYs8VxzseY3tuCWwuRjQoPDuffa+Si9lcoRmoqGTnLPCy8rr3+7YHigl/IhwA0CIAACIAACIAACIAACIDBaBCB0IXQnntClA3VpN2beTaWChO7q/bXZtwyif7efCgNpTr2p52aJ6cvoSrfAvv2lZqz8l/2reKHLu1k55MUt72YeaL40RnQZEDhAAARAAARAAARAAARAYOwIQOhC6E48ocsO1D2Y3aKsfvX5Og0/UZmELg3emi05ljVnk6Gr8InQt31UoGrF3hra8JkXt+ZHdHWvl8a+oFFcCF2z2HERBEAABEAABEAABEAABKxGAEIXQtd2hW5CRt+eUvyhPqxg0EJc//iq5As6tgsU3SXp67m5vKKhf+Ywe9DsiG5lfefFQuOjsv7jf1rau0MTa/5jlfq+um97Kl7oDnGNLqYu88zhBgEQAAEQAAEQAAEQAAFrEoDQhdC1XaFrdtdlVjz2nG3uO8JnlZrfRMog9LS2d29K0boEKBPPNdNWUgahp6a5a1OKljZqlo7olpT/NmdtmW/c2+2sDEKPaG9nXujSrstz15c9rni7RbPZXZchdFlOwQECIAACIAACIAACIAACViYAoQuha7tC1+w5uqyE0IG6LgFKdnwuu6WqefXPyHK3QNXS2BdHL+ui0+pnrVbPXqMufGJ+ja7e1JN0odktsO8c3QM/tKT+pKOjcbccraPTenmh2zdx+s05urNWq6PT6o9efutZdI4uhC7LDjhAAARAAARAAARAAARAwMoEIHQhdG1X6Na2vF68vZLtriwqGzToyo7PFd2t072OO904e43aJUDpHqwKS9Kqtb+TH+mIrkHoaevo/qHA2CePl6vcAlUeGzRHc3Rs72WR0DUIPcWal0G7az5e0bdz1d/Xl2Xk65lnrNEV5QV+ggAIgAAIgAAIgAAIgICVCUDoQujartA1CD17zjbT7spWLhh4HQiAAAiAAAiAAAiAAAiAwMQlAKELoWvTQldd+/t/RWhi0ur1JpuO58StAhBzEAABEAABEAABEAABELA/AhC6ELq2LiAzr+lnrFQXPDbZX/FDikAABEAABEAABEAABEAABMaCwHgK3Tt37mRlZd25c6dfa46rq6qqyprvH4vstMswaU9jjwgN7Zlsl2lEokAABEAABEAABEAABEAABEaRwLgJ3d27d3v9+bd7925rKsyB3gWhO4qGNbpBNRm6vzvTdKsUg7q2Pvw+uvmO0EAABEAABEAABEAABEBgeATGR+jeuXPnT5H79v+2MK4LoTs8Gxqjp1wClHb572iOboyIIVgQAAEQAAEQAAEQAAEQAAEiMD5CNysrSyR0s7KyBhpotdp1CF2UChAAARAAARAAARAAARAAARCwAwLjI3Qxotvb22sH1oMkgAAIgAAIgAAIgAAIgAAIgIANEhgfodvb24s1ujZoDYgSCIAACIAACIAACIAACIAACNgBgXETur29vdh12Q4MCEkAARAAARAAARAAARAAARAAAVsjMJ5C12qLb4f4IqzRtTXrRHxAAARAAARAAARAAARAAARAYBgEIHT7VTCE7jAMCI+AAAiAAAiAAAiAAAiAAAiAgK0RgNCF0MXRrCAAAiAAAiAAAiAAAiAAAiBgVwQgdCF07cqgbe1LEuIDAiAAAiAAAiAAAiAAAiBgfQIQuhC6E1XoZuTrv7+sa+votn6xwRtBAARAAARAAARAAARAAARsmQCELoTuRBW6+Q87Zq8pS7rQrDdN1CTYctWAuIEACIAACIAACIAACIDAxCUAoQuhOwFUYk1zZ9KF5oVR5UWql3xhy7ymdw9+/suDDv4i3CAAAiAAAiAAAiAAAiAAApOcAIQuhK7tCt2W9u6Cx6bA76rdlqtcApQzVqlFQreu9bV/fNVXMS/qWrsmeUlG8kEABEAABEAABEAABEAABBgBCF0IXdsVujl3jX36dqV6x8mGgIRqqdA1CD3nbhjclivP3TAwm4YDBEAABEAABEAABEAABEBgkhOA0IXQtV2hW1L+W8FjU0t733ZTG5K1ZoWupq7TY4Nm1f7a1jfeJnl5RvJBAARAAARAAARAAARAAAQMQg+ELoSu7QpdvogOJHT/0Ler9td+vk6jrH7F+4cbBEAABEAABEAABEAABEBg0hKA0IXQndhC1yD07D/f8tcgVf5DbEk1MbJy0ta2SDgIgAAIgAAIgAAIgIDVCEDoQuhODHU00IiuQei5WNi3lPfsdSzTnRhZabXaDS8CARAAARAAARAAARCYtAQgdCF0J4Y6siB0ac+qg9ktk7YYI+EgAAIgAAIgAAIgAAIgAAI8AQhdCF0I3YlBgC+3cIMACIAACIAACIAACIAACFggAKELoTsxZB5GdC0UY9wCARAAARAAARAAARAAARDgCUDoQujaidDFGl2+YMMNAiAAAiAAAiAAAiAAApOZAIQuhO6EF7oHs7Hr8sTIxMlc1SLtIAACIAACIAACIAAC1iQAoQuhOzE00kBTl/WmnrAkLc7RtWatgXeBAAiAAAiAAAiAAAiAgI0TgNCF0J3YQreiodNzc/mq/bWt7d02XtgQPRAAARAAARAAARAAARAAAesQgNCF0J0YQneg8pB3r/3jFapzN3CI7sTOx4HyF9dBAARAAARAAARAAARAYBgEIHQhdCewQGoydK/YW+MfX1XX+noY1o9HQAAEQAAEQAAEQAAEQAAE7JIAhC6E7gQWuucLDJ+EPv/lQYddFk4kCgRAAARAAARAAARAAARAYHgEIHQhdCeq0C18IsxeU5Z0oVlvmqhJGF6hxVMgAAIgAAIgAAIgAAIgAAKWCUDoQuhOVJWYka///rKurQN7UE3UHLRcN+EuCIAACIAACIAACIAACAybAIQuhK6NyiSXAOW7/lu+u3rYJQEPggAIgAAIgAAIgAAIgAAI2A0BCF0IXRsVunZTxpAQEAABEAABEAABEAABEAABKxOA0IXQhdAFARAAARAAARAAARAAARAAAbsiAKELoWtXBm3lD0V4HQiAAAiAAAiAAAiAAAiAgA0SgNCF0IXQBQEQAAEQAAEQAAEQAAEQAAG7IgChC6FrVwZtgx+TECUQAAEQAAEQAAEQAAEQAAErE4DQhdCF0AUBEAABEAABEAABEAABEAABuyIAoQuha1cGbeUPRXgdCIAACIAACIAACIAACICADRKA0IXQhdAFARAAARAAARAAARAAARAAAbsiAKE7bkK3Cn8gAAIgAAIgAAIgAAIgAAIgAAJjQABCd9yEbv+L4QIBEAABEAABEAABEAABEAABEBg9AhC6/Syrqqr6f8AFAiAAAiAAAiAAAiAAAiAAAiAwMQlA6PbnG4RuPwu4QAAEQAAEQAAEQAAEQAAEQGDCEoDQ7c86CN1+FnCBAAiAAAiAAAiAAAiAAAiAwIQlAKHbn3UQuv0s4AIBEAABEAABEAABEAABEACBCUsAQrc/6yB0+1nABQIgAAIgAAIgAAIgAAIgAAITlgCEbn/WQej2s4ALBEAABEAABEAABEAABEAABCYsAQjd/qyD0O1nARcIgAAIgAAIgAAIgAAIgAAITFgCELr9WQeh288CLhAAARAAARAAARAAARAAARCYsAQgdPuzzvpC9wr+QAAEQAAEQAAEQAAEQAAEQAAERpsAhO44C938/PwC/IEACIAACIAACIAACIAACIAACIweAQjdcRa6BQUFD/AHAiAAAiAAAiAAAiAAAiAAAiAwegQgdCF0R8+aEBIIgAAIgAAIgAAIgAAIgAAI2AABCF0IXRswQ0QBBEAABEAABEAABEAABEAABEaPAIQuhO7oWRNCAgEQAAEQAAEQAAEQAAEQAAEbIAChC6FrA2aIKIAACIAACIAACIAACIAACIDA6BGwntDNysrasWPH0qVLN23adPLkydraWiYxCwsL9+3bt2rVKj8/v127dmVlZbFb1nSMy/FC2Ixq9IwZIYEACIAACIAACIAACIAACIBAHwFrCN3a2tq1a9d6/eufv78/CdqTJ0/+652+X4GBgRqNxpoqt7e3F0IXZQIEQAAEQAAEQAAEQAAEQAAE7ICANYQu07FLliwJDw8PDg728vKKi4vr7e3ds2cPuxsUFBQREfHVV1+xKxC6dmBhSAIIgAAIgAAIgAAIgAAIgAAIWJnAmAvdI0eOkHDdtm1bW1sbadfCN3/Xr1+nWytXrrx9+zbd4od/T548aU2tixFdKxsfXgcCIAACIAACIAACIAACIAACY0FgzIVuaGiol5fX2rVrpZL1+PHjJHSLi4tFdzdu3Ojl5RUcHCy6PqY/IXTHwsIQJgiAAAiAAAiAAAiAAAiAAAhYmcDYCt3W1laSsocPH5ZqVJq3vHLlSumtgwcP0oM6nU56d4yuQOha2fjwOhAAARAAARAAARAAARAAARAYCwJjK3RfvHhBevXUqVNSdbpjxw4vL6+IiAjprbS0NHqwoqJCeneMrkDojoWFIUwQAAEQAAEQAAEQAAEQAAEQsDKBsRW6vb29fn5+Xl5eO3bskKrTlJQULy+vr776qqGhQXQ3JibGy8tr6dKloutj+tP6QndMk4PAQQAEQAAEQAAEQAAEQAAEQGByEhhzoRsfH09js/zpuPX19U+ePMnKyqJbsbGxdXV1LAPY9YSEBHbRCg4IXStAxitAAARAAARAAARAAARAAARAYKwJjLnQ1Wg0pGa9vLxiYmLS0tKSkpL8/PwOHTrU29u7adMmuuvv75+YmHjq1Cmaz0wXGxsbxzr9fPgQujwNuEEABEAABEAABEAABEAABEBgghIYc6Hb29vLRmiZ4iXHkydPent7aVtm0S0vLy9+BNg6cCF0rcMZbwEBEAABEAABEAABEAABEACBMSVgDaHb29vb2NiYkJCwdOlSJmhPnTrV3NxMacvIyAgODqZbfn5+8fHxGo1mTJNtNnAIXbNYcBEEQAAEQAAEQAAEQAAEQAAEJhYBKwldBqWiokKr1b58+ZJdYQ6dTvfixQv20/oOCF3rM8cbQQAEQAAEQAAEQAAEQAAEQGDUCVhb6I56AkYxQAjdUYSJoEAABEAABEAABEAABEAABEBgvAhA6PaTh9DtZwEXCIAACIAACIAACIAACIAACExYAhC6/VkHodvPAi4QAAEQAAEQAAEQAAEQAAEQmLAEIHT7sw5Ct58FXCAAAiAAAiAAAiAAAiAAAiAwYQlA6PZnHYRuPwu4QAAEQAAEQAAEQAAEQAAEQGDCEvj/dPB0CePQAl4AAAAASUVORK5CYII=)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8SfMjri29YFv"
      },
      "source": [
        "Authenticate using the Google Cloud SDK"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OyUmmJEO9bSf"
      },
      "outputs": [],
      "source": [
        "!gcloud auth application-default login"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "URea-U9k7opS"
      },
      "source": [
        "Below is the sample code on Github:\\\n",
        "https://github.com/googleapis/python-aiplatform/blob/main/samples/snippets/prediction_service/predict_custom_trained_model_sample.py"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VUyuLaN97kdF"
      },
      "outputs": [],
      "source": [
        "# Copyright 2020 Google LLC\n",
        "#\n",
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "#     https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License.\n",
        "\n",
        "# [START aiplatform_predict_custom_trained_model_sample]\n",
        "from typing import Dict, List, Union\n",
        "\n",
        "from google.cloud import aiplatform\n",
        "from google.protobuf import json_format\n",
        "from google.protobuf.struct_pb2 import Value\n",
        "\n",
        "\n",
        "def predict_custom_trained_model_sample(\n",
        "    project: str,\n",
        "    endpoint_id: str,\n",
        "    instances: Union[Dict, List[Dict]],\n",
        "    location: str = \"us-central1\",\n",
        "    api_endpoint: str = \"us-central1-aiplatform.googleapis.com\",\n",
        "):\n",
        "    \"\"\"\n",
        "    `instances` can be either single instance of type dict or a list\n",
        "    of instances.\n",
        "    \"\"\"\n",
        "    # The AI Platform services require regional API endpoints.\n",
        "    client_options = {\"api_endpoint\": api_endpoint}\n",
        "    # Initialize client that will be used to create and send requests.\n",
        "    # This client only needs to be created once, and can be reused for multiple requests.\n",
        "    client = aiplatform.gapic.PredictionServiceClient(client_options=client_options)\n",
        "    # The format of each instance should conform to the deployed model's prediction input schema.\n",
        "    instances = instances if isinstance(instances, list) else [instances]\n",
        "    instances = [\n",
        "        json_format.ParseDict(instance_dict, Value()) for instance_dict in instances\n",
        "    ]\n",
        "    parameters_dict = {}\n",
        "    parameters = json_format.ParseDict(parameters_dict, Value())\n",
        "    endpoint = client.endpoint_path(\n",
        "        project=project, location=location, endpoint=endpoint_id\n",
        "    )\n",
        "    response = client.predict(\n",
        "        endpoint=endpoint, instances=instances, parameters=parameters\n",
        "    )\n",
        "    print(\"response\")\n",
        "    print(\" deployed_model_id:\", response.deployed_model_id)\n",
        "    # The predictions are a google.protobuf.Value representation of the model's predictions.\n",
        "    prediction = response.predictions\n",
        "    return prediction\n",
        "\n",
        "\n",
        "# [END aiplatform_predict_custom_trained_model_sample]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mjSKdAoO76IS"
      },
      "source": [
        "Execute your request in Python"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_6J5zTyI797e"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/google/auth/_default.py:76: UserWarning: Your application has authenticated using end user credentials from Google Cloud SDK without a quota project. You might receive a \"quota exceeded\" or \"API not enabled\" error. See the following page for troubleshooting: https://cloud.google.com/docs/authentication/adc-troubleshooting/user-creds. \n",
            "  warnings.warn(_CLOUD_SDK_CREDENTIALS_WARNING)\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "response\n",
            " deployed_model_id: 7748004453751455744\n",
            "--------------------------------------------------------------------------------\n",
            "Prediction Result\n",
            "--------------------------------------------------------------------------------\n",
            "  Suddenly, a flash of lightning illuminated the street, revealing a figure standing before my window.  It was a man dressed in a long coat, his face obscured by a wide-brimmed hat.  He held a lantern, the flames dancing in the wind, casting unnatural shadows around him. \n",
            "\n",
            "My heart pounded in my chest.  I knew this was no ordinary visitor.  Something about his presence sent shivers down my spine.  I couldn't help but stare, mesmerized by his strange aura.  He didn't seem aggressive, but there was an undeniable power about him.\n",
            "\n",
            "Then, he spoke.  His voice, low and raspy, seemed to echo from the depths of the storm.  \"I'm looking for a book,\" he said, his words barely audible above the roaring wind.  \"A book of forgotten magic.\"\n",
            "\n",
            "He handed me a crumpled piece of paper, the words scrawled in a language I couldn't understand.  He looked at me, his eyes piercing through the darkness.  \"I need your help,\" he said.  \"A darkness is rising, and only the power of the forgotten magic can stop it.\"\n",
            "\n",
            "My mind raced, trying to make sense of the situation.  I had never encountered anything like this before.  But something deep inside me, a sense of urgency and responsibility, compelled me to help.  I accepted the paper and promised to do everything I could. \n",
            "\n",
            "\n",
            "**What do you think happens next?** \n",
            "\n"
          ]
        }
      ],
      "source": [
        "YOUR_PROJECT_ID = \"<YOUR_PROJECT_ID>\"\n",
        "YOUR_ENDPOINT_ID = \"<YOUR_ENDPOINT_ID>\"\n",
        "YOUR_LOCATION = \"<YOUR_LOCATION>\"\n",
        "\n",
        "prompt = \"It was a dark and stormy night.\"\n",
        "\n",
        "response = predict_custom_trained_model_sample(\n",
        "    project=YOUR_PROJECT_ID,\n",
        "    endpoint_id=YOUR_ENDPOINT_ID,\n",
        "    location=YOUR_LOCATION,\n",
        "    api_endpoint=f\"{YOUR_LOCATION}-aiplatform.googleapis.com\",\n",
        "    instances={ \"inputs\": prompt, \"max_tokens\": 2048 }\n",
        ")\n",
        "\n",
        "print(\"-\"*80)\n",
        "print(\"Prediction Result\")\n",
        "print(\"-\"*80)\n",
        "print(response[0])"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "Deploy_Gemma_in_Vertex_AI.ipynb",
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}