notebooks/AI_Advatars_on_Vertex_AI.ipynb

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    {
      "cell_type": "markdown",
      "source": [
        "Copyright 2024 Google LLC.\n",
        "SPDX-License-Identifier: Apache-2.0\n",
        "\n",
        "# AI Advatars\n",
        "Use AI to evaluate an advertising creative against the most likely buyer personas.  This colab walks yout hrough the step by step process so you can get ideas, customize them, and build your own client specific avatars.\n",
        "\n",
        "1. Configure Gemini Ai to drive the avatars.\n",
        "1. Star with a product description.\n",
        "1. Gemini will find the best avatars to evaluate.\n",
        "1. Reliably move the avatars into Python structures.\n",
        "1. Use each avatar to:\n",
        "  * Evaluate an existing image creative to get edit suggestions.\n",
        "  * Prioratize personas to invest in custom campaigns.\n",
        "  * Get user journey insights into the persona.\n",
        "  * Create an audience targeting plan for each persona.\n",
        "  * Generate keyword lists.\n",
        "  * Create an effective landing page template for each avatar.\n",
        "1. Create summary sheet of each avatar for your campaign.\n",
        "\n",
        "This is advertising specific toolkit to get you started with AI and advertising creatives. Key concepts you can leverage in your day to day are:\n",
        "\n",
        "1. Examples of advertising prompts.\n",
        "1. Practical means of moving data from AI to Python for processing.\n",
        "1. Using Gemini for text and for images in tandem.\n",
        "1. Building a data strucutre that can be fed into a Google Ads Product.\n",
        "\n",
        "Every step in this workbook builds on the last, so if you modify a step, remember to re-run the next steps in the sequence. To help you tune the prompts each step is designed to be run as many times as you need to get the output to where you like it.  Although you can use this workbook without editing code, the prompts are intended to be customized and evolved to your product and needs. Feel free to edit:\n",
        "* **Prompts** to adjust fields and content.\n",
        "* **Data Structures** to add or remove avatars for example.\n",
        "* **Models** the Gemini Text model is better at text, use Gemini Vision only for images.\n",
        "* **Sections** to add entirely new data for each avatar.\n",
        "\n",
        "# Setting Expectations\n",
        "1. This is an AI integration, things may format incorrectly, try re-running a step if it errors on parsing.\n",
        "2. To see output you may need to expand the cells."
      ],
      "metadata": {
        "id": "ZWhWniBGu3_Y"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Setup"
      ],
      "metadata": {
        "id": "pLZYyYdPwmt4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Install Vertex AI SDK"
      ],
      "metadata": {
        "id": "ALW3B1Pfwyev"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install google-cloud-aiplatform --upgrade --user --quiet"
      ],
      "metadata": {
        "id": "cyCuIBlIwikU"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Colab only**: Uncomment the following cell to restart the kernel or use the restart button. For Vertex AI Workbench you can restart the terminal using the button on top."
      ],
      "metadata": {
        "id": "t687ZpjWw1tt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Automatically restart kernel after installs so that your environment can access the new packages\n",
        "import IPython\n",
        "\n",
        "app = IPython.Application.instance()\n",
        "app.kernel.do_shutdown(True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6rcPW8wIw4cH",
        "outputId": "713c45cb-6b23-4b8d-b5e1-1728fd0d0dbc"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'status': 'ok', 'restart': True}"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Authenticating your notebook environment\n",
        "If you are using Colab to run this notebook, uncomment the cell below and continue.\n",
        "If you are using Vertex AI Workbench, check out the setup instructions [here](https://github.com/GoogleCloudPlatform/generative-ai/tree/main/setup-env)."
      ],
      "metadata": {
        "id": "Cuhb42aXw7je"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import auth\n",
        "\n",
        "auth.authenticate_user()"
      ],
      "metadata": {
        "id": "cIsw2VoaxLpP"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Set your Project ID & Initialize Vertex AI SDK\n",
        "If you don't know your project ID, you may be able to get your project ID using `gcloud`. Otherwise, check the support page: Locate the [project ID](https://support.google.com/googleapi/answer/7014113). Please update `PROJECT_ID` below."
      ],
      "metadata": {
        "id": "GWTVgeTTxMzF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define project information\n",
        "PROJECT_ID = \"gtech-kenjora\"  # @param {type:\"string\"}\n",
        "LOCATION = \"us-central1\"  # @param {type:\"string\"}\n",
        "\n",
        "# Initialize Vertex AI\n",
        "import vertexai\n",
        "\n",
        "vertexai.init(project=PROJECT_ID, location=LOCATION)"
      ],
      "metadata": {
        "id": "IUaheSXsxaNo"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Import Libraries"
      ],
      "metadata": {
        "id": "7vqtnYTQx1rG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from vertexai.generative_models import GenerationConfig, GenerativeModel, Image, Part"
      ],
      "metadata": {
        "id": "yGIMp1dSx5Fk"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# AI Advatars"
      ],
      "metadata": {
        "id": "Soo6Vn6nxw3y"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Add Product Description To Get Avatars\n",
        "#@markdown This product description will be used to build your avatars.\n",
        "\n",
        "product = \"mazda 3 hatchback\" # @param {type:\"string\"}"
      ],
      "metadata": {
        "id": "tz0McdwoLExC",
        "cellView": "form"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Add An Existing Creative To Evaluate Against Avatars\n",
        "#@markdown This image will be evaluated by the avatars.\n",
        "#@markdown Click on the folder icon on the left and upload an image, then paste the path here.\n",
        "\n",
        "from base64 import b64encode\n",
        "from IPython.display import HTML, Markdown\n",
        "from PIL import Image as PIL_Image\n",
        "\n",
        "def embed_image(path_to_image):\n",
        "  try:\n",
        "    img = open(path_to_image, 'rb').read()\n",
        "    return 'data:image/jpeg;base64,' + b64encode(img).decode()\n",
        "  except FileNotFoundError:\n",
        "    return ''\n",
        "\n",
        "picture_url = '/content/creative.jpg' # @param {type:\"string\"}\n",
        "\n",
        "try:\n",
        "  picture = PIL_Image.open(picture_url)\n",
        "except OSError:\n",
        "  picture = None\n",
        "  print('WARNING: No uploaded creative detected, some parts of this workbook may not work.')\n",
        "\n",
        "HTML(f'<img src=\"{embed_image(picture_url)}\" width=\"100%\"/>')"
      ],
      "metadata": {
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 563
        },
        "outputId": "2652d929-3c37-4da0-84d5-3124d11b994e",
        "cellView": "form"
      },
      "execution_count": 7,
      "outputs": [
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          "output_type": "execute_result",
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            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
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wXnS52XDOpzXMZzodqDQC5bjY1l71oH7R7F2E0LKysrK9UeFG7S7Kz2dExyLHxKC0U6KOdPiew6VhYKAyn6QdJIYwr3DNTYgpY8DlMyRry16a1udGpCCTDYntLml6c1zGBuVymDK1Frw56EgIy1EgdskdsLSsL25WCsI+fH+9ZXC+RFsaEcZXhwnRALDUNC0tK2mrabnaYtti22LbZnbatDVoatLVpHZ84CceS5z0IwP3vXzydmOy3Pc8gMwmPGA8OEsL401p0sjwNDmJ7dRbHrEbSpo8OjDgyNmg6WuRaAGM0pzFs8ba0DTplTdQR9NOUGaEGAdg0tThleyJ7H6B/wBrz2B8upB31yVnKJwtXDHIu4zySh6AoP5bpctK0rStJWCsd3ODA+V0iLwEIyVjH7p+i7lqjPl9HAhj/QsfhYBXCxklqwASAU4ArjuSs9s8LUUe2vguBXr2xxnvz2z3KJQ7Erj/AG/Kz25WCgD5+Vpcj8xZysLBWCsItJW0tlbK2Vo42WrZathi2mLbYg1rVwuFkLIWQshZClnZGnuJOXSFsYb+6fpjsOD5Heh+8n5gUx+E7kNKz39lqRcjnt6L0XqF7Be4IQKwgsFeqPIxhZ7Ht7nse5/XiqQOiPrNBE2zKA2SOpA6E+sscFVjy0u8JuVrsTIZacDZX2odielDHKpBh+wwUuzY4Yq1mGMR0YWSmYYkbAzwbBl92JkRoxMmluQxRfXjAdJaY2OxShZKpOH0azJlIwxyVYY5ICpoWMr9tuGCC3CyNU4WStk4e+BjakDQ+a7G2J9GJk0lyKOI/wBTtkDb58uP0OApJ8ouDU1jpEAGj94+TCz3yENJWkhOHzJvI8jOZB2BTXYT8YzxlBa1qPbVweexKLuGo8LPDsr29uF7jOfRei93HSs58nsvU9vbsf1ZZ9yNeNYU4lxZeLA8tLvFskY8tc50+qGxPvvE5ZDYsb4gmjiU0pml8TGYO0dkbU9jeUE+z2dPqgadLrE8c5rz7DprO/H9ZjtLrM0c7q84hDywu8S8MszCeSCyyFOdrc+zHJH2bZaYp5zO6KfajUs+5FE/bknljmNefYM9gTs/fys9srKytS1LUta1rcWtbiEqadX08+Qdi5rA5zpS5+EyLP7575Q9EeAsrIWY1riW/pROrtF6d9D07Q1vYFAprsJwws4RKGUHc55GNHIJRzn1QyvVcJ5+UJzkUxeiBTjhB4ySSgsodvb2Hr7n1UdaaZSMLJOwpTOjZG6R8kTo3/DbKljdE9jHSOnryVyBk/DLSmglgP8AZeHiljfBDpdFCYHVtFaCtvRx1tVfYk0eGmw6qWQmF0ZswthTqztqSsRJ4V4jiqPMjKjxM+tKxGvKHNrHTtlsprR+Jma1plgZHE2rIH+Gkc5teVzZ4DCm12GQwRljqeE6Kuxk8IjTofmmq6ZIaz5i2tM5NqzvT68zAynI5+w7THWO758LCwsLBWFz2dwVnsPJymvwhIg9ByytS1LUtS1oyLcW5zrReEZAE60AMl6c8lRw4/oA0p2EUVH9qkyH9sEoRSFbD0IyXugevDkJkGlf4wtcYW87BcT5QUCmlSBzFkEcaWrAKehhE9g3IxxwV6BoKOA1o1Ifd2CcgnIYwvbK9BwqzGyTyYbIiqMz3yXfycErSQun2NBkZHTQJdLeryzh7XMdRbtttjxVKP8Ak6jDNK/qz2afp6H+cNcUQR+8MZfYrp00GJZq5a64Xwxz7bPFtc82a+2bMAfv1g2WevI2eZj2PnzF4mEvlsxSLxEBnissYhPXavGRgw2IqxcYN4WomKYscRYhjjfbY57bbdLpopY55GSAzNbNBZ0TR29I3IHQ62SvZPpdHcGG2YI02WDQ62HrxEZXjIQYrMcKg2WT/QwsdsdsLCx8uhaFoWMLSUAVgotK0FaHINKxgdsHtlcrZlcW1JChTCFZq2QvDxrYiW1GtEaxGv8AGv8AGv8AGsxrUxa2LcYtxi3WLdat5q3mrfat9q32rxDV4hq8Q1eIavEMXiGLfYt+Nb0S3YluxIzQo2Ykba8RIt15WrtyVsylRQvAwApBrW2AvlatxanlbczlGxsa1rWVlZ+gOzSnOIT+FqcUOEHEIklDJWoKPlZXs4rLllHShhEkr29UFwnFe59Go8rHC9q9pz5bFt5Pbp389z8qGzJXU1uSdrfv6p9kf334ppE+GWN08zqMVG06ynR7Nm5ZNabqFTV9IckeDpNht1pzaowztcC096NBpbNar1VHJWuR36Xhj06Jsk8cvjYqTAxPcXu7RxvleOkTKXpdhg7w0LMys0Zaw/1HhYCwtKwttxQquKbWiav8bVuMC3gt9eIXiF4hb631vrfW+t9b63lvLeW8t5by3lurdW6VurdW6txbi3FuFaytZWpalqKye2krQVtFbJW2g3nlcLITWhSv1EAuQiahpC1LUtSys/TCCHKmzgr3yAc6i7gfcQTnVyTqLsBMyTwjydSLu3sThH0KKPo4nI9MrOO2og5JPZj3NLnFx7ukkf28VYRke4ue55a9zC573OfLJIhPM0fSc5zjCSJVbx4ns3lw4Fsl1npTiLNxmutUn8PK2SBomiMinrPg715zXkN+2TRsOsQdTYGWlQohoudQ2y+R8h+vHFJMbFB5hc0tP+g4JQiK/wATEbCM6M63lurcW4txa1rWta1rWtalqWpalqWVlZWVn62lCMoRLQ0LC086moyBF6yta1rUtS0lDhZWfNhaVpWlaVpWE7IbHuOBa5oBQKapG6o3crGBlalleizgEpi4Li7CJR9fc4RKJ4PK5civfnBwh2z2ytDiiCBjK0P7BrnIseEAXLQ4dyCF6otLUGPcix4+r0ytrktTivETk9604nhudNdLJSpeGVo6ayq/8eGHLunP46X3g6YZY44mVYrU2/NSi3bEgcY/hLFZ6dLAPr1AW9OtzSshlkMrwMmLpcAHgKan6U3BBBVOn4pN6dUan9NqFW6T63aON0roelRgeApqx0oYIIPaqxkcHqrlBkUKjYZH3qUdeIDJjoMYz/8AlFTdP+T97Hm4W6AjMjItxa1rWpalysOWly0laVpWFj9bCwuFlDJWFkBF5RcVlZWVlZWfPhaUI1toz4MRa8f4wtUa1sWpi0goxqSObUTNlupZTXJpQ5BGmTOV6rjCyuSvtQ5WcIuymep+7HBOS1O+32BR7E9vQEo96p00qz/FQVvyLM8sVrqjGNk6b/BLZsSN6V99ew+Szba1ligwNXVIwRW/I6t/J07inF1OYO6nXY0fSq1XWXvfFThnnfYf5I5ZIj8UtYoGeQdVm0wqSd8rYp5IDNPLOe7LVhgoWzZZ1WEMk6T+RdlMFdk8rJAQ9kzdEv1qV01larNuxPY6NwODLammMU8kT2O1s6k0NtKC4a8Tp5nHplp8qssElddKhAivzmCASPDqk+/B1aENemgudecIxANUzZmyTzxGGWg0RMtO3+ndLiD5+oTGWddLnLZeoRCKz+/juZMIyIvWpfMVtvWytpq0N/ocIYCz3KP0MLC0oRoRIQrEbVusCltFCRgTbMhWpallZQcmzELLHp8eVtYJb2YcKJ2VZ+V4AXsm/dgrOlHkn5U5P+ZzRpCciUeBnC9EO2VkLPKIXHem7TRfeeWVf53Ssbavxysm6YcQTWpJh0n75bxieS57nvgqwMMVypWGLPV/5en/AIUcbpHdTcGVvo1qz7L4YmQMnoOsP+DhXKbKo6ZDHM+1UrsrqOGWVVul8z2IqzJpnTyeaCh4iv8ADreaNXwzOqyh0lKbZsWofEQMo2HSEthjkfrkFSvl1eJzHVYVNAyOL6U9eSu4SPYOrY3lDBJOYelSanOZEyzLvzd+kRFW5BFXXTHA1eqxl0C6fG6Kt1b8ZUGAOe8yPojNqaYx3rtfxbeoSBgi+fpXSHYlusMdldNjL7PU3B1n99oJTg2Nr5dSyShE8oQBBjR/S5WVqQcgexTu+FhaVpWhCNNhWhjVuMCM5RkK1rUsp4jkXp58psyIDk5iJ7Me5he4Ss4ThkhmF6DSckcBnL86igNC98fIeBlZyuCfQALOD2YvVFZTRwSorb44FG/bdPYdPI+++WOvcfXa+857K1l1Yvdrcx+2+eZ0761p9U7537Nl1l1e9JXZ8TlUkj5XfRq3XVR8ZlXxmVfGZVZsOsvq2nVXS9TfLGqlt1V0vVZXBz3PPnr25ayHWFN1SZ49e1fqE0A+McWLc1jt4p25vEROuEh9nVHK8SP+jF1EaJrcUEU0r5nqpa8K6LqsLi9kczLdfw0vaCF08jGMhjv2vEPVK34WRk0MzfD04i1zXt6u/wCRWf8Aj1V03HiZTqkpXhBC5xcaDm+CjkdDI59bqDPhj1v16MbnFzv3QtIag7iRz53trINa3+ryg5ByyisLStC0IRraX+NqMwRlJRetSys/Wa8tU8ue2R2YV6LVhfM4/IFnJwtTEXRr5MOQJWERnuAQWtKLCntwh6JqJRTRlHhFe3t2z2z/AHz5nyN8lAnwvWO0cbpX1q7Kkd69veTJCrwyWpAAxt2ffnpMa+exLvzfQyf32tJRkDFG0yl4L3BgaMLCx+tn6efpYK9FqWoJjQ5bSwwLcYEZii9allZ/Syinv7NcWoHKYMoxtC9AXFZOQzLRGE1jWjTpX/bWVuL1Qa3HCqRsMU7Nl8EDWwkYVKJjleh2pqYDp7sbWz1oIZKj4TBN1BrWT1JY7D7czc9PYzw81kSt6c1r5L9TbLmN+HKKrDsuaWO6dHG+G3WNd95jWx0agnUl2CI2ZophUbGKM9kTN/temMjlbJ0hii6S1p+Vjb9jxEzGGR1So2syWJkzfhtRfDKivNiZMxjpHRdJeUyOKuy9f3P6uT+P1LcQwxjDP1s/V0FaMLAWAsDsUVhYWPKHFq3S5allZWf1SnHAAWjtEVH9usLS57tC2+A5oI0tTtb3YBLzhDlYRC9F8xTpNmq5kdkVpt2WQESvEUcNlosVaQ02b/5JeW0mmO9FeA8R07+ay3M9DivNMyQdO+6nYEguQ7NOjDrlZNW8T1KHRNASKEEsd+DqbdA6d81RwLSqbtPTp5mS/SFaJrZYjFLarx1/6pj3RlnVbDUeryqe5PP2jkMT/itpfFbS+K2l8VtJzi93ovis4ZNZmn/rBnQxvzWHcG1AvFwLxcK8XEvFRLxUa8TGvExrxEa341vRrdYtxi1NWQs+XKz9HUFyuVwmAE+Gc1YatgFOgIRDGrIWEcLhamrPfcC3EH98/sFHkrKcMphwWrgDHBa7BdlajqCc9DhPTSAmuC+R6c5qyppmyRC1IIKU4gdvM8VJIZ5K9kQiJ4jsWnGd7nh1WCV9d1mQTy1ZmwPlduSVrLIo3up6Kk7YXcgzXBNXjstigU9xk8DLDW1opDE67abZVey+u99qlMrNiKRte7DFXmlpln0RYhe2WXdmsyiaX/YTMQ5hGnS6JkkjpHebKytBKwAgvlz8mTjvkrW5a3LcKDx5dQXzLRIVslbLVoatLFHEx50xh/yqay0sLgUxrXKSu8oRAIuaE5+VklYWMdicInPkDsftj0TWGREFhPrGeM8NAJ9E45GrAaQAw8vc3Becg4kHKBwgcLVyeXHIQ5RBciMNGjAIW5xkk4KJWcHJWVjUuAMr0/3gcox5UcUjDNPlcn6EbG43FqaU+IgOGPpNJWl60uWhYLUJii5y1rWVrctRUMro3ys3H8CN7wgZHIB7USvlC5Kwg1YTjkonK05WhaFjHZp/actSh+13zIqpHrRi4bA5bHzmLC0kDOXOOFzpH3HktyE0ckYThhZKAJWADuZXqSFg4AiCpNbLLYxHL4FktaGPNixGGTQVBo3aKmEe7ZrxMrZVmvFHWqxNkmsNDJpK9OGGOCjaU0ToXiCoypO6u5Uq0Eldnw2U3KZqn/bcqckMXGPft792v0ohDARkBa7lv0mSFiGl42kY05i0lqJWklbE62ZFtFNJjT5taa5f8hy2HIxrS1fKuFlOPZxTW+UjHYH9gevuz1+2AANYfSjw35k3IGWosa5GPnYCfXJaIeHREBsJy1ozxqP3E5QTfUrCCyi4ofMenfkWvyX2DXjdCyV9v8i9+F7K7+D6K7+FR/JtfkX/AMOjnxXVceI/w/Dp9jV0/wDBXUfwvpQ0KrI2wUJFZ6W3T5QC4w9MhEfUIY4J1U6dug16EIf06pK2eB9d9OAWJtutZjpwiV7y0v8AI2rYcO0cUkqdStNH+jasJh+aft7+y9+5GQ04T3azn/H9SN2l0TgQ9yKw1amBb5CMz3LU7t8qDwFuoyLWtSysrPYo8JjdRWcrSsdjz2b+wPRYTzmOY4J9ap0N1Au+VF3DX6Rr5BC1hOIxw5mAVtjLovlbHhGHJcxOZg6CtKIGD6+i9qUzIZbMgknszMfDSt7BsPY+eteZo0dNzO5hkdPTmgm2A6O3BJAySnVTnFzpJ6U0LLFGqpZXTPFim+pO2oG0rNeOuw9MhNu26076TnveonOZJ7TY3fJ0+qImQyiaLq35UDNyb0U8hll6RKV1WIOr0JmwTsaymyZrooXxvjPaKN0r4akFRk/VTlzi91Ov4mWR8VOGt1Pck6hTbKz6U8VSums3ZXsp13S1YzDShZPJsV5ou0Dachnj2ZYa7dt+kuVGsyynsLH2KYgq14HWJD4BjrNURspVWWWuidHLOxkVhkVN8Em2XXYWQStgYadSBs7pTWLf33ppTxqaMdue3v3DsAhpWAET39u+FhY8jPXUQtblyVwsrP1ygNLSsYaGuKggDhK1upOQ/WJC1IfZ7g8REBr+XvHzf4UWlf5UNzGpa8tytQyXE9ieNfPzLHY4Kx8rhxgJzMnRhYHYN1A+nvjzn9WlXbZlhoV4Dclkhi8nT6m87qVvUaH4nVvyon7coIcLNCdkvTqroB1DimqTGhRSO8I8mXpvbpcAbFeis2C/plpgIIXSWYh6w5DgsOqOyzRP9G7JCw0HNFuyxzJ6vyUumfzPwananZ2HXY9uzan2GX42McoXGOo5kUp1meh0z7yC0u+TpkHFRhb1Bl38qv8A/PV+ZjJi8SdPgklgNhsM8H78nr7sPD+HfRz9XhDhvYn9A9mDU5xQ+UNUeVGNMTjlzkfT9MvajIi4nv8A9IYMp8TQmsa9xbGVMMPcdSEbHB0C2XKWPBxE5NY3BY5AuaWvWrh0gcmu+UPTvTVxqWpArK9uMBoK0hOi50aUVysL29vJn9NrnNUN6xE5jhIy5GIrHatDvzbQEXwiJQxiGKzQZYfMwRy1r8tZfGG4qTyTs6tLiJSWNUFeyYFPa3WdqoxXvX5WSdPuOsLq0IXSz/xer/yKD+C7za+jNO+crxzyJrMs6hnfA6CxJA+R+44HB+IPT3ukcy48MlmfO9brtndk22Tvjia5zHePc5TTyTubK5sbHujdLIZZGzvZEp532Hid4hhsPgU1p8rf33oqNyeM/phe59Sm8onsf0SiohhvqZfVqjb80x0QsaMy4wP0C5oRlCMjlkny4OP+u5xiTL/nEcT3vmjMb8lqFiUIWim2WLdaUQCjBEU6otmdvZ87CgAUAjqDtfGVq1L07ORQ4LXFakTwXIL5VpWlEZWnjlFqx25/Rq1/Evkp2YjDTnmcxuhl6QSWaNVtp0/TIooWPfG7x1teOtqm90lbqNmeGckkqr06SUvfHWisTOsS+ajIJK3UInR2ekxu1dWeBF0mbDuqQGSKvC6aWR7YYnuL3+AkKfVe1PqOY2auYPM+k+OGOMyumrvhC9VNA+AxVnyMlifC4UpSCC0jkmi8OkjfE6Os+RstaSJohcYdiTYdE5sZryCHbO1/TvTkOF6j9YcBen0cLC0rCx5ivtYF6gKL1tHhgRdqd7n1+lqaFuhbrlknyNikctnCxAFuRhbrlqJQ9Gj5veb5TWOTMdU/la/CFmUJt1C1C5DS5OblOrx4MARjcnNLTwUQcvPIwj9uUUEVjhe/sBlv1ME/UgndXkZ1aAj4nUCsdTdIFQtMqusdSglh71epQwwXZ2WZlQtxQKTq7App5Z3eetakrOHU6kgf1WBommfO9ri0wdWGPiVNqtXX2e3imbzLAZGbEAEtiF8cu3r7gFxkHi6scbpX2XsbHg4piILqDVBIyWPqD2GavJFYkneJJm/df5uX1ayatbIp0fnTSC+58r2WNmG1CIav9MXaA6Rzu7SuCtC0kfo5RQaUT58LCwtK0oMWlFqI8w5c9O4AK0qHCdmR8nyhv3P9XefUFuLccsk9w1zlsPWiELXCFvvCL3u8vsFGcNh5T+WRvLSOZVlcd8LCwjx2Er2JtyReLYhPA5DCdE0o1mIwSBGKVasIOj7eqtNjYMMdVmbsyTwshTYG6JGGF5rf54Yd2SWCNkbGNNSeLakK22yVK0bGRNwXSVmtirwsmMkYEtaCKGy0NLpqzWQ/2T7k8kUU8sBkt2Jm72K6fI+RMmkjC3pNvt460iS4xzywqWeWZMe6NwkeHucXuL3ObuP2/wCmI1DZW0tpbK0oFwWtqwCttba0FYP0dLltPWw5bGEC2JOeXFevl4QwmsytDQshakHIFaWOUsLmIjue0Yy5/r4IvrgpjuMchzII2uMsuMSShHy574JWxKttgX+ALewjNK7yYXC47ZWco+gQUXEbD8sYEcMXrwvdevYd89vVFcds4TZ5Qm23IWo1uMcuVoYS6Fi25QrD9bHTtdDNLHPNYeJZBJG9k0pll8XX10nf5pgJIjK3YnlEjl4jTK21/wAiKRsc09mN8UE0EURLGSC1VE9aVsM09mN8H9k+vGK1eHfldBC6JV4d4yQR7MMDHRzwNjDYIWxWIdh6nqbUEdTVVqwieaJgfNKzblbDAK7GCSWxFBF2ghjfHYgbEDDXjigjEsz60W2q0DJ0YNEMMMRgfo1R09yuOS6nDr/ZZyYog8kQNRdXTnwImIotatJWFqcFrWtiwCtC2wtpi22LaYtDAv8AGFuRhbzF4hbshWHlaVwPpa3LWtaa4Lla8KOXKmZpcex7RervWeUwUmQMcn1mBxIyGBzmxRNTtDjN9rvIIZCtrC/wBbjAjPKsk98FcLjsGPchCUIGoMjCewsOVlZ7BAaaoYQp38R8N9hhYWO57+wKyPL4afHYOIQsSoWQEJonI+mnAdE0o1cjRI1HX2aS1PfI9GrYA8jY3P8A7lv/AM6g5rZmxuq144nSqkQQ5pr0oRvVLP8AjruY6zWvEa1uN345BJJ078qt+VchlbLHveBETzNOJDUVR2itLM+YuE5q1Bi28+KYRhRktf1FxNmpueEMUrp/GsjnsRbNmV4llMeiSeMRS/qDvGosNjnuDLpHOWVysrUQtxy3FuLWstWpanrMi+dYK0rQFoC0haStt62lthaWrS1aQtKwF8q+Rf41iNaGLaC2itDlgoOc1CRMKectKKPaNHtutat8ZbpeHudEt16Ezk97nNxlYYssW89Fzj3wVhcduVhaQvlWrC1rWta1qT5m+QJs2GumC+52odtSys98+X3K5WexdGxR4msz7e4Y4BNB8lqwQZ3wVo1WjbI51hST4rBzDWj2hDLG0N24AyeJrH6cKZ7IZ6rWyyu0vl2oDPDCJJ2OiMcDGvjlja2u1scVas5vi7RaZ7cUbY/7VsjmN/emk3ZP12OAEk0ky2XIxvH08rKysrKysrKyslZK1FaitxyEyEjSsrPn5XK0sKNcFaXxHc1Ao94+z5Cg3U4sAjMce0Dqa1vzVWhXMaz3wVhcLKz9DKysrKysp3mymfKuUEcr0R574AWVz2Hc8r07SSukEbnRvcSXeLemvLHyybjjac5RyvhdJJuIzkw7rhFHO6MSzvlPi5MPsl51sUkm65khiOOTZcmF8Tzbl0wzvhM1l07WWHMZukSyTGSSS06Rn+2OGoRShiy1yCLWlGGNeHYvDLw7lsPW09aHLCwsfoB5CDwfMEETwEFKwbJGDlHuzsSxRt1GR2ot0tUnEjXKAYZYOX8Lhav0cHtgrStJWgrQ5bbkI8dwjx5OSuc+TJ8mFx5MfV1OWsrW1ZB74Cx/uHCMYK2ShG9YkTpJWLxDl4leJC32LeYtxi1NXyrSxbbFtNWy1bIWyFsrZWytkrZctly2nLactly2StlbQWghZ8mQslBqACD4Wqa0HovWryDs1uU52gR8qY4llGSo5HNTz9fHfCAWlYWFhYAWB3zhZXuMIrPco57DI7YWVwvUrA7ZWR+pqK1LI/3T1GOJIxjzjCyVrIW69Ne9xxKv8gWp61lbi3Qtxq1tWtq1MWpi1tWpq1NRLCs4WpaitRWpyyfpsdpXJdAFY/nYzW58bdx8ccMZ+oAsLCwtKxlY7e5Wnt69uPN69ivTuPNnz4H/AIRnvJHj6HPb1UEQiBWpalqRctSyFkLhcfqjt6KsFKczMfoUDcusyaifNjvhYWlew8nqEOO3osgrhcrPHoffGO2OeVntyuMc9uFnvk57gfR57c/thjnBPY5h2ZE1jnH07hjixkUkiILT20O0taXO0O1kYPkexzHdmtc4vglYG15Xtewsd5ixzW+QAuLontDGOkdgkuaWO9VJG6I+RrS921IpI3RuLHNH9WOVlHyZz25KJT48otcPoMIYt5OfzqWpZWVlZ+rnPnJz5mgPEPEO2XO08ueI2k98dsLCwsLSsdisL0Xssc9sLhcI+uVkduVnjle4XouGods9ge/qgmxTSLwdheDsY8JYXg7K8JZXhLC8HZXhLS8JaXg7K8HZXg7S8FZXgrK8HaXgrK8FaXgrK8FaXgrS8DaXgrS8DaXgbS8FaXgbS8DaXgbS8DaXgbS8DbXgbaNK0F6fQruirt2WwNmYzU9rXycPQjjaNEMLdljZpmNjjrOw0wtgj8PC1+iDSGCSHaYEz8/ETQ6KOJsTIBCGwND8MqurRyvYytt7cToqn2U9WqN4y1lcRuELIbbGtQgbstigc+zs4rQNcxu3tmERC3G2OTZYIZK7AnQxox6g1jBLpY9pZCCzQLj9GDFDE6qxkkjY45AK+Y9pgdGGiTbimTI4i6OKGZWtsJ7WRQ7DNbWMw4MLtmEPa2B7o467IcQMgma1kv8AQZ757jsCsrJWVhYWFhYQHkP74QJBFkPZkaXShFxcvVYWCsLSsdh6L078IBHlZWBk9/cIFeqGFgIgL0XKyvbGVyiso89vfkdvcnCZ87gA0f0PVWAP87nOevETZ8RNqM8pImlAbPMxa34FiYF0sjkyaSNNtPbCJpQ/fm1b0pRszuWt2vceUJ5Wls8zVuyFb0mN2YOjlljW/NhrnMLp5XjdkCZPKwbj0+V8i8RNp3H5fNJKm2JmNbNK1CeYOc5zybExbuyJ1iZy3pUbExLp5XoTytOt2ps8rDuSJr3ML7LnxmxM5Gew5bsi3dMO7Iq9jadYsCRgmla3xE2kzyuHiJte9ISJZAmTysG7It+bV/SZWe2fpD+l9VjuB39UceTlYy7jP0CTk98r3QyslfMh9oJXuc6s8+xz3z3wos7vexLsxRbysvmibDukWJTEyGUTRSyy+IgmdI61JPC2Pd7OlkdO3VpqyumY2VxszTljnutQtY8SMbZsbDpP8PiZ2RTymOAO/wAdW3vISHflnLX/APLb5erfQjw+jDh0IxCyZjKjLMbWzz1WTK7Ex4uVmivA/TAx+Kc0TZoLdZvhqTWuFdrY6uWyVZxXYytVaa2gDp4l/wCD/wAd8ROTP6UTGLH2W9s6442WGuxNBRjifDXqtjZHGxVWNM7ZP+DVqtNenCfDt8O6za0MNSq0wVY8Vo2xF7GQunMcfjGxCa3JaL1JXa+1dZtOkI3yxkTQG2a0laKWSbiX/wDyxaBJaA8SY96QabLTofJRDJVXjbGhDu2pLReKDQYzWiNuAtuLYimr7TQow3wt1uYoWsiqanWpLtdmzM0OhfWZ4y0ALH6ufMUO+PpD+oDVjtjyZ574Xosd8LHHqEF7nJWEEeOwdznnJKOEV6lY7enb/r7eqOF7x/yd5THiPNezd/Gi/ixJPPVzBNO1zrlJzQuofj9po4p1UldNBThD44G6Lsh2r08rGRVGGOtUg3a8wxXr1xJBd/Fb/AIN2tVkdLOTtXrcxji8nVvoMuaIY7IjTLWGi0cPmc+XxcuWXXNZDadEn3g9rbYDPGv1w2nxKvY2Ey3oUtkvjdOXQm3Jvm9qG+dgTkV1MQRBNtOfaEkni3azbcpLGpgncIxdk3hdcELml4nIgNp5mdeeQ63qnkfuSOtPM0twysinMUcE5gTb7gvFYkfZY8Puue3xLvDm24yC44OfaJY23I2d7tbsjwzH6HS29ZNop9rLXWyVFIYpDce6y2w9kz7LHiCzsNN6XdNzDTO9eOk3nW+JLeqKGy6Jvig1Q2nxA3fkdac6xI/ck/X5yue/BHPYDtjtjthYWOwC0rSsLSntWO2Fj6+Fjy4WFhaVoK0FbbkI1tBaERznlYXog7j1WO4C5XJK9FwVjknCOVwuVkhfMh2/7BFDUE4rjJK1YWe/stWPJ7xY3e7mteGQRRpzWvAGA1rWAxsLtDdZijL3sbIOz4IZCAGhjGsGhoc5rXhtaFpTGNjBAIa0NDmte3Aw1oaNDdT2NeBWgB8nVv8AaB9D07YysLHbC0rHOCtK0cGNBmFoT2cYWFg9sLCx2wsLSsLC0lYWFjKwiEM9g1aecLCAysBaVhYwuSh2ysFY8jimrICByEcNJcuMBEZ7crgrK4QKOe3r2GF7fKFnICHzHkI9gh6DvnC57OKZ8jmPbI3+h6lM2ST/AGbHkC9sLhe/p25PbKOO2FjuwfJ6oNwgMpzMtAcFhYagB247YWFhY7YXvjCLVheiwEPXSscloQGF76VjthD14R5RaMr5ij65WQsBE4XvwEEfT7UV8oOdIySsFDVkkLhZ7HBWCRpwMduMZWecuCLlyuF8qyjnAJah68L0GSsZC9VrLVuyrdkW7Mt2Vbsud6VGaZGaZb0y3pVvSrdmW9Kt6Vb0y3plvSremW9Mt6Zb8y3plvTLemW/Mt+Zb0y3plvzLfmW/Mt+ZGaU/wC1enbHblBZ7eyPfAXIHeHGiTOlgJDW4XCfw7t7+qIyvRaUGooYw4hy5WEUeFh2eMnkgrCPIwnleoa1OahqRWnIbwtOThaWZI4cNSAwggTlzlk9guVwVhY1HJC9AucZCKyCvQ8LOESmr3OtcBYK/wC2khcuWFpyhhAjt8oRx2C9sLGAuEe3K4XK+76I/wB4GO3p29+wHf38nqsI9vVYUJ+UYKI4bjAwVZA1uGVz2BBWO2Mo+mOftQzg5yMrIXouXBjEfuJwh6kYRy0OWXIZJJ5Pzo4Qyvdz+crDVnJL0RpAK4QCAyVyiXDt7cZ+V7iGnt9qPb1XuPXK/wCvKJQKyvtXCanDlZWePfUgQvYFe2lZwvZagjhcrOFyiFjsF7+Q/wC9Z7jAWUVqXCPIHb1CyVk5WeeUAO1fGTjszOAQ5WR8gPY4agfmLtR5IKyFn5hqKwtJLvlK9iXFALPzcdtOOwc5HKJQByB8rchY5IXqsFwKDsn1WcDLiSdJa4oco5KxzowvVcFZ7ep9B7DKBIWSB39kFlH1XKA4w1H15XCOU05JWSvVauSV7asr2XvnHfnyc9ucf757enYcrnuMhcr1QHCHPfnHODnscocqDOtaXNXOG8h4Ji4WCEc55Kajycae3omagGjSS04yQjhyPrkLDgdWU3Sj8q0nT6v9E1vCJeDkNQyVpLkHN7DStLU5YZpK0rkIFeqBwSXZyg4hZOM4R0le2lZ7ZJWpFYQRdyiuSvRZWD2BQcU1wRyV6rhagFjCzx6NWoIrlcdh6+2FyvTt6LHY57coD/ecdx2PCCwvRE8cFZ+UYQIWcdtQwOUT29RCdJMhCc7CZ8vb1EmWu9EQUMrlY5ygclx7ZQDQsrCH2/avuDSEA7OeOXBrWEv9fcAoj5C5q3WIrAIwdXsHrnPqHE4AcGnW5EFMy5NwDnC9wcIZIc35uAS7KwvTsOe3q3KB1LCAWlB2OxHJ9FjHfjCJ7e3AR5TTpPJQ9c9uEEewWfJj/fOD2yvZc9srlDnsUAe47YyiNK+YdveE/M/Kw1rmu0rVxqVkf5G+vuctDHhAhYOkYy5mFk4wFhOHzfMvVmnCBBWtqD/m0vegMl3K0HLsudyF7HHZuWrIauCgRjkr34CIyDnGQF6rV2c5pBcChh69tTVhfKE4octC18ZyuexXKC99bkO+Q0DgnGcLCaigiFju1al6rPbOVyj2yMceT2/8A4XCxjtnnIC4XIWNSytSwi4IEFZQOE3Ac75hucD1aCRyrI45CyjrDfU6dw6CU719U5zXoBqGWr7iMkuBagCE7AWoI6FwFqLy7he3ytTcBGQ5y9eqIGnJXK5z9gOVle/q4gaTpys5RK0uxq4aSEB8uoleq0r7V8pQzg5B1Foy3v7+q9FhyyAj6eqCxyMo5AGFwgUEEVkLPJ5WF698Hzcrhc9/Tycf7eFnyDtheyPoeB2b6n1acpxwAm8rHIavVEr/AKlepZwGgbQYH9sdrIzGOC4cDlNGUPuymnKaPkIw0Eoouy0OOn2BJTPsPoPVzi1xyUPle1jXBw0LUQi4rOU37SfkhGpZ5Tjgs+ZeqjR4cTkgL2BymejTkPOE46XE8k4LhpT+E37hynfKgncJvCbz29Vn5dATuGt5aOSeE7hxTiQMlN5RPOTj0WODwABjGEeXevY+vv6JyB41EocolDsewWAj+p//xAAlEQACAgEDBAEFAAAAAAAAAAAAEQESYAIgIRAwQFETQVBhcJD/2gAIAQMBAT8BwJjGPa9nIp3cikmJEVKlRCjchCEIQhCw1CELsMff5EIQipUqLGOfsCzpjzDk5Fnjx577QWgvBcuXgcHHfWCMexjGMYxj6zqReS+otqLSOTkRWSNOorr9ldXsWr2KfZX8nxnxnxlChQpJWRScwWksOMRXdQhQIQo8FCJ0zH028li5YeELohd5eNMblwIQhT05HO3nJ0IQhCELCoJ82M6QhY6/BYx5m+qzJ9F+8ELpOWoQtzJkbFmbgsTPjwIQhCFmUcDOOqzdyWkeMLdHnPBVvYxj2MZwI5jMULOp0lZKyVEL+93/xAAtEQACAQIDCAICAQUAAAAAAAAAEQECEhATIQMgMEBBUFFgMWEiMnAEQoGQkf/aAAgBAgEBPwH0JC5NwaDGMY+AxjGPF+nPB80xjGMf85oXuT7PH8dWz4LaiyTLMssktnx6hruIW4sEIQhCxillkeS2ktpFBofiXQXwXUl1Hgup8Dp8DjwX/RmfRmfRmfRmGYZhfBdSOCYpksjyWi7NHEjidcI4THgxjGOBxvsuLoLoLydqZpmSRNcinzycyRXHkf2OBjIQvstjyWi78uAxjGXFwy4uLi8vLy4uLh4U0TUU7Omnlpp8FxcXmYXmbqZsmaZpmwZhfBcXmYXl8F0F0FxcXDH31lwyZHIzU1NcNZKdj1q/5zNdEVFTp0kYxjLi6S4uGORj9EhQSsUI0NNxlNNVXQppinkIJ4VdEVwiqmaJU+pMYxjGXYUUT8zykDgY9/aURXBMTEqeNGuFOEcN9rQhFpaWFhYWFhYWFkmTJlUllMdBcZCFBphPF2tETTIuDG5TKJlkcvPEe6+1oUYMfIzDiYJjpgsEW4IjetIgXZpI7QjQY+W20KqSJJIk8DcLCMUfBEYMiTr6khcr/UR8SaFppjAyqJUT5FNCOjOjJ+IIgWCI9PYx4U8pttaJPjBHQ6YQRME6xBdDXQcW/wCSKoH+RE6nUZHozGMYx7qIpLYgfKbT9JwhYW9RYQpPgeK0ZaiIFxXvPvtslpEbk8ntf0FuORkVDGRrh/bhHzIieRngx3Jc5MMyzLJoLCaRCFuRUXEcxO5HcY4M8wiyknZmWWiELnFguzLjvennVBZBYWiELv7GaGgsUIQhRuIRqP6NJxnsSEIXpLH71FRdBdBcXDn/AH3f/8QARBAAAQMCAwUFBQYFAwIGAwAAAQACEQMhEBIxIjJBUWETIHGBkQQwM3KhI0BCUIKxUmBicMEUc9FTogUkNEPh8ICQkv/aAAgBAQAGPwL/APeN2hqQob7WJUm7eYwLy+Eey9oDoRa7UJrJiUG5pkLIX5bWWWZEaoMmOZT2B0wnHPEFOI9qBIGnc7fP+GYwz54KLXC4Ta+bU6JocYHNHJ7TKf8A+ZGYcMM26zmsg9q2ltXHPudrUfkYjUpV80cMG1XVsoiVno1Q/BxzxBR7P2kEjgix2oTKcxKDM02lNbzMLO12YcUxk6lFkzhmrPDAoZ7VdOYeBxaT7QGuPBbftMJzWuzDmnOzxBRC7fP+GYwNXPGv0wN4aNSnZPadoDuOOeIRYVlmBxKaM0yMAweqbeQcMmaLLs/9Tt8lDtDocM26zmo/1YlZM02mU2nMSgzNNpT9qIT2cjH9mn/qw277J+mD/NVKlXZCe5ukql4pnypjxwKbVbwv5FVvaD4BSqvzJ9Q5YHc/RhnjR6FalvR6qn82FfwCrfOU0cyg1tpthLv4P27nYON4hTqzngGtEnInmts3lOPMqr4p9WpstunubpoqXn+yb8ipfOE72d3K3VUiNwusnq/AShT4ALYaSeiIdriz5gqXjhV8UT2jE5h4Mwf+rB1JxiTZF9O7f27jqn9abWZw/ZMJ36pVI4VK8bR3VMbUT5jD9JQeBsWumMaZjVU2c3AJrGWzW8saXn+yDmuaNlPlwMxoq3zn+zTv1KBSd52XZztRHrhU80+hV1UHTgVS8Uz5cHUXcLeRVH2ZvAXwq+KP2T9eSg4/owf83+Vkedg/RW/iwr+AVb5ygVsG/wDlZeycuym+WO417JcNQQndvvZD/wDGAc0wQxbdRx8ThV8VU9nq31jwUfh4FUvNN+RUvnCkcgodvtT0CdDZCtSva6fmY4bPJVfHFnzBUvHCr4p3iv0YP/VgytT2p1CcKwMDTMnRpOLOrkaLuH7IRusMBU3dU1g4lMo0os26cypE8E9vDUL9JTqbzsOjyXasGwdeia4cDKBpm+oUdi70Tc+pGipef7IfIqvkq3zn+zWVjreC3/opcZOBYx1j0WdpgrK8gjwQe3UKahk4ZqZgoveb4EU3RK3/AKdzsc2xEYGjOxgKRdsjA9mYlFztThLHQt4eizOdJ7mUOt1UPdblh2ObYiNMSKbolZwdqZWV5BHgg9uoWZ5kxCBGoWd5ug9hgrO/XCGvst4DyRLjJxBCHaGYwIpuicOxzbERh2bXbOGw7yWUut07jaROyNFLTGGR7reCzs1Re43KD2G6BqHRZmG6zvN1kzWiLjD7N5C3h6LM90lB7dQszzeEchiUXHUmf/yKDRqSnZBtgYTVbLUXtpaKKVIh04sa4WQa6ibhTSbDVUztmAjQ7Mhyyg2IkJg6hNLqOqHYtyiFkqtmdEHM3Cu0qtl793BtSqzO4phosyniMGvYyDIwYY2y3VFjtQqDmi51w7WubclHYEjmmmgdkhMB5hNzUtV9i3K2FTa7QlNa+kbptSnu9xhLdos1RadQs9Vskqo0cHYF9QeCczhwwPbUy4rK2gU1lNu1xwbUdSnRZGgtco1adDgGndFymPpi2h/tqah0b+6rdq2xMhPb6YVUfHGl4ppdWDLJzQ6QOKq+Cf7QX2kmFLd0CAmfMFT7Srk1RDH5m81IQzjTXyVt1thgKNXeWYXYcKfiMPZXcOKFWnvQvZkwHmmgaFyawakwm54uqfzBU+0q5EQx+ZvNUfmTNsAAIUG8DfueyUzoWQqbm6P3kaLd1jFVTWjiV7O2i3Zbqm1Rw1wAGpUne/yi52pwp/pTSNQU0/14VHsG3U0XZVBt5f2/tqxgs9+qYXPMTdMrDhhU80fHGl4pny4VfBVmO3HPRrUxs8Uz5gqeSLShni+FT5kfFMzbsiVNFwLU2kXS/Cn4jD2ZZHbhVKOalZCYeqbrQHAqlfmqfzBU8kWQzxdUfmVF4/hQrUt6PVQcGjmVTH9Czz9oBEdUOsr9KfXdowJzs5CLHa6FFp4Fdu79K4ZBpdF78sDrgxrNbIPrvbAvCDGbo4pjOZTaVN0Bg4J1N7icwt5Ing+/9tLknCMxws49yyuZwsSMN8+uG+71VyThZxGNnkK5wu44RNsLk4/Ed6477vVXJOFySrOPcuZwsVcyokxhYkYWcfVb7vVXccN93qruOFjhZXJP8z3K1Csf7s6odfeXOGhVmqzVy7tlMrqrtwstR/IoYwXKu9oWbeHTHZFua+IFleMA1ouVtPaFmEOHTuQz1TM5G1y7rXhzbiUWnUYZ2kAdVkdiXNiOqLHYh2Ztwt9i3mJzCQSEAt5i3mqSyRzHcJbEDmsjsTl4L4rVDx3AE55c2Bg7KRbmsjiNJxziAOqcx2oODspAjmt5i3mLK4jThhsNW1UatlwciDqmsGpWZxGGdpGsJzDqEAt5itlKLXCCMSWxAWR2MASVeGqzwocMA6RphI0RbM/cNVrhqte7qtVqtVrhqtVqte9ouC1Wq17titULrVC+Fwt1bq3Va2OhWi0WnutcNStVZyuFeys4fn+cCSs3alMc78Tbp4HNNbzKOX8IQeXk3ujziW4NfEwp7Q+SY92qqgaZjgGNFym0Bv5cxVD9XdpM/pQqjQ6prRqSm0hwCYeYwAHFUaPFyZVHgcfiu9Veo/INbqfxHdRJ1TfFVSNYXxXeqLKm8Pqm1GCA7XxxoU3auP1Tag/Di5rHRKZtuMldc3cZ4qr4YV/0r9GDWjUmFS9n/pt5JlUcbHDZcR4KtmcTpqmhryNjgpc4nxTWeqsNLAKS8+AUh5PQpzuZVH5l+rA/7hVXxTfFVSDdOY5xLcqp88uNCm7V37ptUcLHEE7x1RbTMNU5z6pubhgz5Uf4QbldjT8/da/crnDRaKw+4WYV/wDKvUar1lvFcVurcW4FuBboW6FoPcaBbgXwwfBfA+q0+q1xutVr3rE4aK4Wv52GjzUDWIaMKXij4jBn+2EfHAMah0EAIuOpM4Gs8bZ4f4T3v4tKoR/V3GjmV7KRwkqODhZPqP8AwWVQ8MtvJUnYZzo1B7GWbonNcNWog6jAMaLlRyu4ou4cBg3xVbwwpea/UMBybdNNNlm6LK8RLbpzTwODc+7N19jllB07A4dxnindpucVw9Sn/wCn6Sv0DA1To3TxXbCnYG1+CezjqMa3km/JhU+VUh49yj8y+33Vw9Sj2G7Kq+Kb4p/a7nFOHsxAKz1DmnjgDwZdNLGWboi14jM26LTqCmfMFVj+A91nyqKZgFFrhfvaLT7jqtcNcdPe7LS7wV4b4lXMq1MK1lqtVqtfuN9eSl2it3bFaq4CvjqtcOS1Vm46LUrfW8t5XIBW8FdwUytfzAMYLqzS53Tii9zHei2mkeKY/kU7LykIMAvKJ/hbGAa0SSiYzP4wszqbughDM0jxTHkTBXwisgYRaUyWk5p+ic7mZxoj+sKmP6UaJ8lkGr0xNP8AVhm/Ef3XxPonB5lwWYaPw7V287TwXYs0G9i3xVbww7Z4j+FNojxODqp1N/8AhfE+ie2odoIVB+LAFzLHimZBeVVnl3GeKq+GFf8ASv0YD+P/ACV8T6LaO0DdO5OuMK3km/JgJ0NlbeFwsrhBUASsrxBVH5l+rA/7hVXxTfFVVSy8DfwX6hgap1N/+F8T6J7ah2gs40fgDzEEI22eBwDy3ZwZ8qLCdklSN4e63vvtgrrTIOZ1X8R63Wv3mcOq4rRaDCzytQVtMWy/yW01TTIKh4LXKzit6Vf3GmFndzVWcpyhH6YaFWbZXWwJW00+WBj8lIcx2YnULcqLcqIv4cMMlQZmrOGbXyqNGcsHZ2EuPELcqLcqIETlAtiXuB3YsqeQEZZ17jHu0HJBzQYyxdB7dQs70x54IsDXz1TS+coKY1gIA54Z+HFZQ1+abJheJbN1uP8Aov8A0/8A2hf+m/7Qm5GZWhA9VBpvPkFb2f8A7Qopsy9VJN0M2k3TadNpA4zg1/DiizK+eGAp1WacQtlp8goiG8u4D1T2Na+ThUzhxmNFnaDERdMc8EtBmyZlBDRzwJdOUjgm5WuDgeOFTMDeNEHMBGzF8crhmatun6iV9lRv6JzzqUx50BWRrXa8cCxzXb02T3jQoHqoNJ5HgF9nQ/YKXaDQJubdm6axgIHGcA/hxWUNfPDCWeYUVKZ/dWpf9oQ2YAwazK+YRQbUBMclmY0g8Vr7jTuW97otFouC3lclWbK3cYV1tHIPqtgefH77AV+5OGU8ForFcf8ACvs9Qtu/UKWOlqv7nRaLWFBKkBXBxKH1UwtSt0eaByx54RhorEhWet5by4LTDRaBaLRaYaLRafz3qtcfTDReXu/PCMD5IIeSjqgeYXGZTdQpmBzK2def5VyUgq9v2Vtl30UOHemLLNhbVTExwWZQBNk69woPNSoD4W8EbrgVpCAwMcFdRdStFp/ZCVbDjgdcZw0W6pyrRaBaBaLTCGCXKXnMVZX/ACWe/mbYhSPMcllfdSLt5ozxRPFS26DrdVFteCymYn1UtUEolRcDxTNYjgieqNh4oi3RBG10LoycDPkolThrP9kb4W7kYxhqte/JK/hb9Soapd+XeKHVELop1QQWq0XJBdFPcPc64a/2G09zfQfuoOve1Wq1W8tVqtStT7vSXclmeZPLkrLr+YU07xxlvfOEldF4949zj3I/IqRNPeZJfOiKoMAs7LKeBoCqTjT1ZLnzphTzU+0e4TrCOUQOSovY3aJvf/lNa0RsBEvByNF09nDh4KrIDngbLSYlO2ct9OSp1BRzEh0nNpi2s9mcvNhMKjWp2a/hyVXMzNDJARGTJ0mUyoKGdxzSZTR1UNo5R/FKcHtzbBMKnlGVxF2zMe/YDxcFUY0WCrZmZsrbCYTtnL01RdUBy7o8U5h4FPdk7SoDuzFsKbm0dW3dmxpPfTzuf1iFTczde2Y5KsTTzlosJhO2cvRU3ihJLTLp0VJp0LwCsopZBJvMyqgezNFMkDqqeUZSWy5szH5VvfRA5jb7tJUU/MrrzXRQPyS3c1wOA7vyDu5gMLojulFaYR3uK1wOI7h7sT95osiMgjBjn0ZqMFjKJPFUm5LNbBHNEtEDkmtr0s2XQgwiWtyjkqVLLunVNdliGgLs2WOaSZVOW7TWwTzW1SzEGQZhOqEaqnSfRJyTfNGuPY1aedkyLwQmNDcrGCwVXZnOzLhSpZdwm/igeRRd2RDjxzJzssy0hND2bY/HPv2u5GVnFPK463lVAWZg8RrC2GwOUyqbGS3L11Kz5ItdNPYy9uhmPVF3NMa6kZa2Ac2LadWnnDdLwhaABACrMyznEYUWRGQFMfG64FFzaZa4mTeU8xOZhb6pmZn2gtn5/wAgSVJNlAUu9PyWMd5by1K2ZQPPvcGjmUWt46uPHvZhopV0cCgeaIRwjzWllCsgB3L9yyKPcOOuOy2yLXcMe0EREoNAushiV+H1RY7VBrdSgH8UAvw+qio2PzMOpZh9oGbXGVV7MummbzxRqU89nRtcV2jjtyNnxVUztDd6qpVJuN0LPAjxCaYBkwIIKk72eNU3ONk/wkFU4zDMN12oVF7GuOYGVkb/AAg7RhVHEgFpiJVMVBYnndU21BsudGqGzqY14pjcs5tIMqrm1DQRBnjCFN9rweiZRh4vqeI6KA14+ZMO2S5oObh4KnnFi8A35p+QWDo1WaLdTCbtAyJVKmZktlyqloeHM/iVC+9Z3RNce0Mk6EcEwtMteJCpUxvnXzTG0jmD90pvAExKMAaxqFZnHLrF0C5vGExpgZuMgoQ2XZ8tiCEKb9XA5YM3+4dPvFyobcqXnCXa/kF7d446LdV49Vk4oRHqrvat/wCi4qzR+6gW9z04IyvELVFDotVAwMBXwsNVojOF0e7ARUY64NDtE8DQOIxDJ2Q1VFYK4K7N2h0VStxO6ECf4kzsxoi12oVX2g/hFk2qBcXTPFUOyBtN+SpMmXjX3m6e/YEq/wB+E6Kn2XabG62LKrlz/akZugTezzjJutIEeae1wGZzv4Qhl3g/MqhLYaaeUAJzGhwzAWgKm5ufKzRsJrYe4Z8xlNZtwHE2ACpsbmOXi5UWtJGUGUXOB3GgGJ0Vfe2i0jyCbX281pCpzNq2dBsOc01M7pVCMxDc82A3uSeaeZ0jiOqkB3Z8uKoDbcGOmTrHJS173fMnhme8bJ0CD81TfBLUWy9u2XAjqmtfnls+apxMhsFUq/8ARw5xCzvlwVfMN67ehVNjy8Fs6BMtFKk1VKn4zp5pvay5zXyCqQaHw2oXHzQpuzw1+YEIWPx86qZgSHVg/wAlSyh0NqZtALJmWTFUu8iITXtcYZLjmt7/AEUfc7MKuQrkrdWgW630Wg9O9otFotFoPeaBaBaBboW430W430Xw2+i+Gz0W4z0Xw2+itTbhrjZbhRzCPNbwWmGjlorN+ivZczzw196OSzIoKyk4lQuuGuF0SrLrhr3oQBOLKZa1VKWRsXGP6VURyxfmodGvBN8VSTPEKn2YJQDxcqjSpxmiSqjKkaLJyeqB/CZlf6ilcHX/AJ92JgH6rK11+qMCH80QeHcFSqNdAg0+gRsDzBWdm4fotoWa2V7SKgGyMzeif7S/dp6dSnOOpM4hjBJV3tCkQ7uSGwOqBNx/K9grmFf8sC3jhosxxvdWA+5x6KEOnc007ka9zord2F4IHvZgYKJOMtJHgpJk9zbeT44fGf6rMXknmpc4k9VLXEHosznEnmtt5d4rKKrgOU+7lxkqnGuYYVY/ixb4qFVn+JRzaVV+WVniRoU+l7MHF9W1+CHs1IgMpDbceaaSQWu0IxzgTZT2pUu1BhGOInAVag2uA5I06WvEqXOJ+4Qxsqh2dIZg3aRDhB/kKy2itPyqzVJ+8khXCv3CrK+uFhhlRPFHC914rqueFuCt3encjuWaVorLcPphYEq7SrAnwV2nG4jC4IVmkq7T6e97U7rf3Rdx4Ik9xpBvxXaUyL6yi5xl5Vb5Dg/2k67tNe0xvZ7pmb/qW7jXmpYqGzATnpg4apwYYMWV6plZhtN+4OdT3zK9icHnNkui92pQC25cV8NE0T5KDgTmhoW5Pit2PBTqzngGtEkr7UyeSjJ9VNE+RUHXGtXe0H8LZ54dpTm2uDWDUlMc2dbqAu09pflHJRlf4rtKDs7fyW6t+U6K5Vh9zs0Qr2WuGmFsNlQXGVBOIwdhChSicLm/JHudFmwPuRhOFRw1GZP7UDlKp/MqTG6GLJhGpF1WPVZXm3gqvgFUpPu1VA3SU6u7damVmqj84VPwVUjgSh2kOb4JtZgidfdx+HiV0GgWZ3dljoK4eiNWqdd1CnxdhTadGCApYUM507gDapgI595qY8fiTvlTnDXRB4cZQ6hPbyPv8puwpjmO4S3zRa4QQgVtPPgg5rimnonxg9rRtE6qTUdKdTeZjRVG/wBOBq8TZbO8TCzBxlMcddCm1R+KxwDRqVS9mbowX8VSH9QVf2Z3Kycw8FU9pfw3U151sUXH8IRHBtsOy4OTo43/ACO3c0w1w0/NdVYKOCtTC0t3r3VlcSpxvgCuqiLq6Aw0QugEFAwlarTAKB7uoYneWRrQ0dFS+ZNpuAktsUS8zOhVbxUOjXkqvgE9tOm0X1U6kplCo2ZElPYwRFlTB/jVP5VX80GtElUqU3t9PdQNOJQYwLM+svipu2S4qpnbMBVHNpiQMNhhKzVv/wCVfyCL3d/Ox21K+GjJ2napjB+HVNcdNCi0eIWUsI5lSdGhOdzKYzO7M5kprqRO/luqrGOdnpiehTHtkz+Lh7uHeRX/AIdl/E2Cmc8uBDAh2pACkmAE9/cfV8lUPSBgOhQcPwnBs6m6b8+D67t2mPqnOOpKpeKfUHB6o1aXGyZ7MzRmqcPFVG8wqk8TOAPALwEfkFlLz5Y8lcrT82uVYd7MLFR7jaVsLYSCg7lgVJw1XRCMMqnnh1QwvgUD0906kAIMqU1/EXQeREDgsjmNPVEBoM80R2bBPJOLQDKLuaa6JhZ3JxaBfmu2yiZmEC4ARyRYGtIJ4rZYxqzPMn3ToYDK+E1fCavhNWc2TiGzKczsxfDm06hQwZVLjJ9xsm3JfCUM2MY3m8ivhLaNuWDX5RZuVZP6s0p0MAc4bTuayCmGzEouDA3oPdZK9POFQc2nq3Z6Ivdrg45ZlQ9paocJBWXhwxDGoNGjQobuNwvunVWcCs+VgQc3QqkzrOFKh+J20/AEnQFPPNxT2O/SiTqVWaXDig9uoQl2SoF8VkLJTOZ6Ljqfv+16KdGhWC2irD83sFr9zAHcjmiZWq1shdGGHAK91YKAEVr3Lood0jGMB/IjGuNmC3dZKpYBrRcrrxKyU9z9+5ZBt44lAcAESN0WCbnMNbtFPf6e51/IIb64dnOyNVAWv5jbDVWH3mB3JRPHHjGN7r9lyRzHTCZWq1VxxRHotoXIRCc94EC3mpA2SmWsjAiwTQW6ygw80YHAItNBo2ZVWl2LRfVVHFoJB/wsvYtb1CfmE7K7Rg2D9E0xfPrh2ZAz5botPBPztBuv6ToV7LA1Yi9+4FlpUGkDiUwsp5HcU+qWAkSgBRa2/D82q03gLYqQpqPlcgFbdGiDW6lf1nUrK6YW6fVbpWSmNNUGt1K+1dAUCGtRp0tOJ/K5afLCUOZufyW599b7/Ccuqkq+BZqpCyzxWUcEEeWMLoqLuqpVeV1VTx/UUyk90cSpZeFSEryCouBvnQP4gr8gn/KqviVVtxP7IZaQbfgqvyLsKvkso/6il2jbo1O1MutCzjRyrEfxLs6m8vZm8mp7RrJRB1weYmM1k3LSDI5e6pdrUIL7iAjTPNBoqS78qlpgq4BVqYW063IYNe3UL8Hovwei/B6L8Hoi46kzgBAnmtt/5ZPDBreC31vLVcVxXFccdVqt5arVa/cdMN5QrwFErXC5Vhhb8kjuBFf1LXDReKvzWyvHC+BMq2FNgBGVOpc04kHRdqQcsynO58E5jgVniQszRCZRGocp9VmFhCJPJOcOJTmOBMlENokO6p9jcQpm6DCNqU9kHO7iplBhac3NVKUGSg9uoVOARClvmFNSiZTWUqeVoRovY4zKIpUSHcz7ql2rXZqYi3FGoeaLx/MQ5LoUXlsjgpd39ForYXxtjqtVr7jdOFytQt9aqBJKylqgNTRxWmEh8jxV1YK/5L4qVZqjDyULpCMnUSpbhtYAwrLmnR3B1Rkpq8EEVsq5urK/cn+fCFBW9scVkZu+5kq1ldTwV/fWUd4Fdqz0Wd1MjxRsFYKXOAVpP0XM/k8KycUcI6IhNbHmpOicVoo6oY+KK11UYStMABhAWqvdEEWhPaBoU0ts8tBTGPH4rp4Gi7SsYao7N0c0chlqpvaLmMGPaLmE1rtFUa3QFMe+mTKinLXIsdwTKz2E2TexYW85T6lRswVlyuZKF5adP5uv5FZfdXUgyr4bw8O5ZW73RSO5Yq7Vsytx3phvL4i2nFy2KXqtY8FJcPMq7wtfykrTBxWqldMIspXUYbquiVMdESLptldGcb4DB3yqt4r2N3DLdUq9PzVS/FNy6W9MaPlhS8kxVfFUfJUoQ+VM7WcttF9jmiOKr+Jwp5tdn19219XiOJUNaw+BRdR9O8ANSh2gl/FZWCBlwz1LN4BQ9rB4lSzZ6hZH+SDTpElVuyp5HU7i+oRc/wCGy7k4tECbDuyKTox2GEqTSd/I99MAVph07w8MJTfHDr3Lq/fM464WnDVa4ae+1AWoP3w4SmBNaigvPCAroKFE4twygXmUZ4oQMRhc4BTxRNR1oT3NNibL2drTdjbrK87H7J7m3BK7Gs2Wqe1d4L7NsNTKb6htHBfZOJEaldjXt1Rcxxe7gnOPFMY+qRHIKaQc53VF7tSmUalQjyX2L3OPVPZUfEnkg7M95QtDRoPdjM4lMLdZwqR/Ee7/AKiryt0QeOK/QqbObhg954lVKfCJCz8WH91L90iFXPateXiGAJnstMS920+FD2keOIY0XKzO1GrioojzKLjqVH4Rqpy2GgQY9gE6I1GDbH192wOY8yydVkpjU2WR2d7uMLt6DiW8QeCcHzAaSqrqWcOZwOLKZbUzHinsnQo1qxhnDmUcogYVM3AItOoMKm/8c7SDB5rLFR/9SZVpuzUnKtmMERHmuzeLynMvlDlUq5KmxwlfZggdVlZpCfV/EHQn5phrZsvs2ua6eP5XHvr9zXDX7oealS5QPvZxzvOiB5oIDMpZdbqvIREoY25qFbAxorla4ROFsR7sfdsrjAhZhJPVEsYT15d3tH7g+q7Fmg3lSX6Ex/JwKBGhTstMuaTaE57953BVfL98H+0P3Kf7r2uv/wC4Xaprn3LX2OJqnVy7OmNjiVMA+Cgp7uZVJvmgmHm0Kq3+r3VHPQz/AGY4kJvDWFUDua9pc7Q2Cf8A7ZTj7K2B/wC4OOIHZA314p4nqvZmNpsOxxEqm5gjO2YwqvGudv0VP238OWXjqF7S469rKrN/EadkQRcIB2rn2XtXjT/dNm1dn1Cq+K9r8RgAaDHbIuU8hgbt8F2rOFiv9SxuV0w4fkc+609zfGy5Lx+75keqjAqfu1h3ZOilohXacsIDkmq7B4ytPQq1RBAZCAuAhWKsroKeaMLVXwOBwOBgLTuWH3zZJHggc5I5FA8wntGmLWTquzZsiIXxXJtMGwWcvItCewGwMLLvM5L4JRqOblE7KZT4kz6YUqLWwG69SntLczHahNpsZkpt4Y0h/SF2dIxGpTm1N4JtUa6FfqKp+GFL5Aqvj7ppdFmxbAdpTpvji4IB26NGjRFzYuIuszPRF2UDwUqeypZ/4oui5xklBjmMeBpmGizPOHZWjNmRp5tiZhVKYiH6oOaYIUvo0nO5lqzPKqU7Q+J8kHtMEJzzqU+kIh+uGd0THBGjbKTKMQQdQdEGZWtZyb+S6/dLoXt92JwA4YHxRXFBsfcdfcaYNa3VNJ1lGbObqFAMINJlWW8rtBXH91svaTw4KXsB+q+GR4LZqu81Gy8Ik0jbVQAhBx1wHdOHjhCylC2Phhp91LM0HLKvTPiLoDIQOZTW8gnkeCeHEiAnvD3WCzMMFfFK+KVTc4ySg1j4GVEnU4B1QZWfUqTZoRefLv0+lk8kWdcJ9ThEJjOJKdSPG4Qe0XamtCLjo0JzjxMoDtGZi3MGqnlc1+cwMvNPIex2TeA4IS9ubl3g8xPFsrKCB1Ka6Wua7QtxAfqRKz5mtbpLllcm7TA5ws0m6IOowydrSzcsyLXiCs8taz+J1kH2cz+JtwnVeDTBXbfhmEyodHTHkm1vwFdpwzZf5BsY+7hE4hNapR97rjr3LMK2nsb5rec7wstmkPO64DwCMnEAcE3Lop6Lz70hy1nxV2ei1jxUsqraAPktz0KgPcOhVw0jktqktRgJCC14+4heHcn7qHtW01zT6rUnyRbTGUc+ODy8G44J7A18kdxlNzXyOSztBjLF8C2o0dHRdfZMJ8VL3e4ltxxC22HzEr7NhP0CL3m6BBuFFZvmFsg+QUaM5YB8Ojssv0VEAbTKmZViwPmrrPBMZtuh2rtQOSPZzk4T3ABqVmfs1GZvog1oklU/Z2Gcmp6qYTnuqND/AMM/uqTu0BOQJvs72PO1IyoBujRCY97HB1MXP4VUcNCU3xVSOioA74p7S9lLdyPqvai7cIEeKrUP42W8QnexcOzy/r1TKX/TYB58V7MHCabmuzDzQyuljqstPSPyefvF1f6IF3lhP3YYSjhkwHudMNcbNJW1DfEq9WflCtTn5itnK3wCu4nvypQKsr+7s4hcCrtPktfVbN/NXj0U/srPB8UdgHwUOaVy6YSqeU/gCo535RmPVObyUdpLjeITHVKkZtLSjTOoQo5vNZZ8U17ahObSy2n5QH8llmRE4NYN8NzJ4O+9hPkgDYc12rHkiYuIWXO4O8JRYx2a8SsvazUANotogHOgc0KrHEtzRcR+ZimXHr1RNN0T0WV75HgF2QGrpJwGY6CAnBhicOzzbPLH4n0CkmSiGOseCGd1hw4IPYYIXaA7UzKLnalNaTZuiFOdkGY/LLrmr299otFwWoVoJUkq/f1w17vJTw5+4bUabxgQUChm1hE4D3Nlux42W1Vb5XWjnfRbNNg+qu893VcVw7zz0wLouicOqOPD3VnlXaCrtIVntWtltMViQrO9VT2DnDQOllSZBBaSnPEieaLhyCY2qH7H8PEIuy+CFUtfmywj0aSjUzv2TEPELs+OaUCJs0DCm9v4WgI1XC0RZB5EiU5gNQkumXJ4OcPdxA4Jrqea38SNbK/MRpyTXuEgLswahOfNL/zPtRUzHNHRBkxzKfUoudsbwdg6TDWiSV21IuyzBBT6tQkMby1THsMsfzTalZztrQNUTIIkHClVBmdVUrE6aIMJ5pjDxcAns5OITKtQvuYsmsGjnQJTmDtM4PHQ4VnvLoZGnVU3MdLXiRKpOeakvE2hMYdCVWdTc77M3zYPbmipGz1Wd8hxOyE+rULrGLLYmOqdUna1A6IBVabHvzsE30+930W4FuLULeCsRjvequ1a46LdW4FurQLgtcLDC6u5WHr7rXHXGCrad+mG6ubCE8kMp8UM+nTgnalvVTkHqVOVDu7pW1UaPqtXO+i2aQ87rejwsrnuarRcFxwuVuq/ePVAFBuN8eHvJyWx1XNXYtfVWctFJYs4JhWVxhLZB6LacT4lT2ZjuvI/CJP5y/8A3v8ACIJjOwt9V7T2li/ZaE7LwElV6XF7LJzH2c9+iqUm7+aY5qhRO+LnoqHZ3LLEKmwGcjADg/2eodhzA3wMKvTbuCiWtTPB37Kj/uBVXlmyXm6p9kzNtnhK7Mw108U4+0tio0gMPE4e1mAdzVAu4aBezdlTDhkvaVSB/iVWkyGva47I/GoKaRrKM8gq3Ztl2cW1QY5sOcUGimMrdieijhMjwVf2cQx50dz6LJU2b3TmAzH3kkqGX6q591vlb631vrfW8uK0W6rDHXuaLRaLRcVqt5bww0wsVfAd+4laBSBdAPieis0DHaWoV3ei3fVWt4K5Pc1XFafcMp0VsNMQuXu9MPZnucbN0HFXFi5ZWNgAwh7P2f6pvKY3XbhPhsbRRpuLd3WTMpxfoxhd4oZG5f8A71XsxyC+ZOfljbhdodraypjmCA4KlmpyXJzRpKsi+STk3YRFQWykrZGUE6I0Oz/VPFBhNl7UGUssMPFVyRdrbKg+LulNquZnLnQqZDLZxZVNmNooOpMHZ/xg/v8Amz2j8Wv38viJ+8XWUbvJaq4+764XHutVdaKx9zAVzwCtZSZ8lledRqiCnWVuXd1+/wDTGForaYXWisrpmlhCDhwUqcrM8Rm4oOGoMrNlaPBbTGOdG8QszUPs2t8EKRaLaHijStlJlObAc08CgdIFgNAmC2yiXN1wzGESI0hSphuaIz8UHtNwntFJgDxeAjYEEQQU1pDQG6QuzLWvZychUAAIMxwXaZWg9FkyMaCZMfzdBCscLgLRcVvLUYbq3StPvcYydfcdV0WRoWQ6QiMThp96v3j3bHCI+764afzvvL4i+IrrRaLTDVa+41Wq1Wq1w4d3Vaqx9ztPC6e5gYNHTG33yFqhicR3NP7LW9x+JWJWuEBcFurcK3StDhqtVvBbwW8tVqtcOfc1WvuziUFlap/F97up7muAw1789zgtf7HyPdQFfePf0Wn3olHxUrOVH3k9yMJQw1Qv3JxK0w0V8L/kpIGmuEOCGzq3N5IAC507hfFhqthsog6jHPGzMINGpMLJG1MQoPclZXCDjDRJUuYYQIGpssp177XEWdp3QBqVJFpjzCDW6lRxRadRhDte6GjUobOpjzWV2qaSNdPzCO50wstPcdfyLTaCJUrKVb3ZQ7l1CtgO5buTj++F79+YWi0w2WFbi3D6r4X1Xw18NWpH1Xw18JfCXwl8JfCXw18JfCK+EvhL4S+EvhL4a+EvhL4S+F9V8L6r4S+F9V8L6r4X1XwvqvhfVfCPuWNeb1LutwOirEszuD4HgqtQsktYyGqlLI/8vovYmlgghU/ss+d5BVY5A6KkCVVORuQRr1XtbW6Z2JzXtPZvMSOBVSWZ3CrCrujda0xrEqvVYyYywD1UhkONZojyVF0NDh7S1tkP9/8Ayg51MOLvaHNvyXtDwzNlrZBPALtXs1qQREwqP2U56rm35SqzQ0WrwqrGiC1zT+lGqW2NSNJsqnZt2hJ2uS9py7+SyqZtzIZley7A+GU17275M2VH7OS4m/GExzAMjtITg5rc3ZZhGq9lp5N5uYlDI2HTe0BMD2t22mOa9j7QbOV/7qu802ucHARwuhlESwOjlKfmY3MxjXWUtbPaub2Y/dUTlbPb5DCYxon/AMw+y9je0C7nTHRZ+zyFtYBV6rxP25GkpuUbOe0qtV7IOd2uWF7Sck5Q0geKOYaNJhezE0g3M8gobG0asBUHAAOFbLZUXRc1nI1coHZvOfqFRLmWNJziFQd2YEh8jhZMDWiY2o5qjFMOztklVNiw9nzecL2d7GCz2B06yvbKhpgljoA8Tqi4st/pu0y8ivZh2I+1F/8A4VJzxOeZtK9n+zkvJk9AUxwptcwttH8rSNVGhQuh0Un3V8OvchDA43w1w0w0wjuXuirYHHwwb1ICAH5FTePxTPl7jMbqc5WbOZUl5mITQHm2iOV5UTaZROcydU6XHa1Ww6EWgnOXzKLw85is2cyt46z5oTUNjPms87UzKG1xnzTnB5l2qMPN9UNo2MjxThm3tUXZjLh9FDHG6Lc5UtMFQ55hN2tBAUNeYTdrd0W26VlzmIhNObd0W26UGh5hCH6aIuzmTqiXGSspeYiEzaOxu9EJebGfNDbOs+aac52dEMzzZOIeb6rPO1MyiQ831Tto7WqzNMFUxJztdMq9Q6oEvNj9UNo2MjxT2XzPN/BDaNhHkhmJygGOkprBJgzmKyh9ll7QxEIAvNlnzmU45zLhB8EyHbunRQ15ATdo7OizZzMR/MAUY6q+IlX9zp3L9yZw1wjHRaY0/mHcL4QLi0gjgnPaWwAg55bccFsiXGwCY/mE2kyLtm6qseNph4IvBbEo5yD4YGiwgQ2boZteKLj/ABEKpS4NaCm02CXuWc5XgagIPboQjX2YHBGoP4ZVOs7KWuhOqN4BB39MrK8Q/wDdOZwDQU2lTEvP0QMsd07tD9XuD2TQXDfTGUzT7S8gi69n2Ac52lma0EmoRfkgG6Og+qZ2YjKcr17N2Td6yBY34Zg9U6tWYzLo0RqqlXI3N2vJUKrGQ97ssBbDb09eq9pkaUiqvtGUF05RKPtGQZ6bx5r/AFLR8RsNbyKylu1UaTPLkiY2u2hdrkZmzxom+15RsiC3m5Eqh/thN7Ty8VV7XI3ZtyT6jw0xTzNjQqjUc0TJnrCquLQCx1oTw8b5gFVGVB9o4GPAL2HZFwZXtQI0Dv3TqmRmYOjRQ5u1UBM8kdhuftouq3s+XZdp0KbRZ+DU8yoe29UGDyT9luYVoOZe29iGmA3LOifkDSex8sy9laWjPlOflosr8mVoJhqc3s2BvC2ioNAt2Yc5Uq7GASNOq9lZkbDwCbL2qtkBIqQOidULQHscNOKa6kLsID2qp8yH+4mZ92bqg5wb2Vr9FS3DTL42QqwLQMrhljxXtFDIMrWHL5KrRcLubsnqvZ2PbtPfJ8Asr8mRuYw3/Kc3s2AcLaL2k7Ng25ROTZFLN4qrTexo2ZBHBUqYtVyZh1XtALBagP2TnEf+61B9LJ2XTUJ1fKHOzQJ4KmzKJngmua2MhgpjqIYadp5hUzmYBs7Kqgfxfy3ZDuFXx1Vl1718BhqhlwIRwvjqtVrhS+YdzK/R1k2i12am76Kr4Kn8oRcx0CnYeKqUHHXbamBjsp7M3T6ZEVZ2uvVfqGJIflqM4pjnapxzuG2dCq4knYbqmvduuZlnqnkngmNOsIZnnLmOz5qoP6CqOd5IgHKqvgh8ipFtqgFiqmYQ4MAKzP0eyAVmYbyO7Q/V7gtDBmsJQIpDOPxJocwOymWoio0PBdm812hVaLdpqqbcg2NCqgIzB4vKa11BsN0unU+wblLphMOUQzdbyVS2YPEGU/ZDszYTwKY7N2rF2TWBjOQVKllswlCty4J7TRaQX5kaOW2fMjRixdmnCjH/AE1doIkIufTBGgCnKMuXLl6KnkaGhmgRY1gaCZKYwfhdmlGqbmIVHYH2ae5tJozAg+aNGLF0ptUWiIHgnQ0Nl+dMrdmA4fVOfzMptQWyxA8FUZkAzvzKsyPiBPgTmblVIlgLmaOQqU6YY79077BgceKIygS0NnwRokSJmVRflH2YhVZaC15ktQYxgYyZgI1hx4JzuZQHHOpgHxTNgZG8EwU2hga7N5pwawNzGXJ+wA94hzk141BQrwLcEazbEkn1TvsGBx4qo3IHB+qa8QIER0TxTpNZm1IVIixptgI1cou2CE0Mpta0OzRzRptphgJkwnMgOYeBWxRa2xHqniMwdzTmtpNbm1Ta2W4i3gnP5n8gP5fqtVph0WmFkV0w6qxwgYHAr/OEQipwBx0RwOHTCeKnCe5qtMaY/qHchwkKWtRa4SCoUNEJry3aGhWeNrmg8t2hxUOEjGXMuoAsoaIRfG0eKhwkKQwYQ0QEQdEGgWCLXCQVHBQBZF0XKhzZCnIO7Q/V/OGmGn5Lp3hdaY6ygr64XWqjErgtVGEnCOKIWumNl5q1wtVrhrhA0XFQML6Ic1phqoV1qtVpgHcigQfyJrWmcv8ANoXTuW7tu7BROBWmE4ae7F1E9y68UJRKupEYcOqFtdMRC4K0SosolbUqStMOq081r3IIlDZWiFlfA3Vgrlarphpda4cO4JwHPCwRlX44C3clbLiviO9V8V/qviO9V8R/qviv9V8R3qviO9V8R3qviP8AVfEd6r4jvVfEf6r4r/VfFf6r4rvVfEf6r4jvVfFf6r4r/VfEf6r4j/VfFf6r4r/VfFf6r4r/AFXxX+q+K/1XxX+q+K/1XxX+q+K/1XxX+qvUd6/zb17wxHc1xPFNOZarVR1xs1dFroudkYQPqtFyX7YEnRaYWCF8bo38lOqMO8lN1daqV1GGqmfBXHmFH1UqVK5qCELKyuolX1Vxh1V73U6LVAyF4rTw7h4qAr4QhbAKVfHW3cOBwnEcVbu9e5r/AD7r3tFfArXCcOqjGzcOQR2llVssripwthdaqxXSFHDAclZHRW/5VytBKmEVcLmt1a6qEL6hWd64eSvwQPVDwQVgEJAhTfREqIQtKvOG8pkLQI8sNU2681MFSgVrdXlc0IXli4wt0ytMNFfjhcHDUrj3bCVYeq0w0wE46rVET/YnTvHh3JlWwsja60R2UZuFoVwUwVKtzWikLkuIV1dTZHVTKn91bzUxpqpWiMHzV3eCOisUCMOEJtyunipzKOIVgVvHwWq5YXCu3D/jA80VwQlcMLHDyXVarVA6rTXCYtyWqgQjwwmcNMNMNVx8ls/Vbt0FqhGH/GHJaqygBaR7/T+f+mHNcMea0wCFrKELhFGUP8q2FuK6rREIWUNVxCv6oB11yXHGf3R6rn5q0iy/yvFRlW6iLAeCuVs6xdSQgtOa18lwkdFc2R4W4KQhqjf6K66K+itotFAK09VcCFZRBVgPPAXlQVqicBCJ+i6IXHPC2H+FGJxjVRN8DdSVMXU8EbRyUoobSgFRxQWkKYwNlqp7t8bf2C/daLVaqJR6LorxZX8sdAp+isuSK1QgeaBdqUROuMAoEhTwUL/KiFCM8FGisstpRJK/wtFcXlTIBRJJKI4o2XJOP7KOEcMBGZOA1QtqokrRaGeqECSrDE8ltWwgqIWq/wCAiI9Ueav6IgC6jRdOathfDdRgYE8lorbK/wCFqjBWiGaVqt3zWmHipiFCi0rRaYa3Wq1wmEbHCUf7DXV+4FYrVckMIjCfXC+mBVxiLKfqhYkrQrQqbwR9VFhZa+qgyjqiZUSsxJRuuY6KzdUOqOiiRlQkqFAPitUIKkc07a9LK0wrSh04yunVCyiEf3UlcTyU6KI05LS3NBcFFkAPPCc1vphZXW55qIusvBRqrxCuNVYI6aICFBNgpGA0w0XVFWXBTIW8uErRargrqVKOOi4LpjwwK6K+EZfP+wcYaLVaqYVsdU5csQrqYWi8VotLcoW5bpdDJfnKvYrU+SsL/RcPJX0C6KMuWFK0/wAKD4hXhX4BSQphW81aELfVQSeqbcDqFAaplbBUcUBf91mOvgpnghYaalDQrPmhSvNRLfAL/hakckZ1OiHBAwru8kbDwX+FyURohjJU81m4ThHFf/SrKchXRTogrCy8VxVoWl8OGMxhwWmHOy01RsFePBa4aKxXFaKQMTfDr/YXywCC8UMCFK8sPNFXRPgpnjhCK8keQ4BNi2MdU9Sh4Jp4lFFG3BG/4lPVXwbYL6LUqCj4wiskWRAWqhOPNWJVkBwQWbii1BR1RsAhHJEdFe680UEbnCUbrwKaFZAaqOaHVBeS8kF4LxRxODOqPjhGAE4BORwaggUMJwvjCCOB++//xAArEAEAAgIBBAEDAwUBAQAAAAABABEhMUEQUWFxgSCRoTCx8EDB0eHxYFD/2gAIAQEAAT8h/wDMnQh9BD6iH9WQEJcuXLlwfpqVKldMSkYHpfSyL0tmZb+ncvot+qpUqVKlSpUqVKlfo1KlEx1piSpUqJEiSpUSVEI1F6MY9GPRjGMYx/8ANnQ6EPpPoOpDoQ/qRl9F9cfRcuX0uXcWBfWt3lpbqVK6UynrT9GZUy6aRPRUqVKlSpX9BUqV0rqYlR6PRjHoxj0WMY9GMYxjGMYxjH/zZ0Oh1P8A5w19QZlg6r6L/Sr6KJX0r0YZR0x1uX9VSpUqVK6V9IVK6MxHoxjHqx6sYxjGMYxjGMYxjGMf/NnQ6nU/RP6gIEAlOioEqV0r9AOhLiy5cuDLly/1xcZTC/oIj1K6KlSpUqVKlSpUx+i9GPR6sY9GMYxjGJEiRIxjGMYxj+nyw3jtHrXsxKaluktGrWoivcKgHUlMB/N3DH2mpkeKcLuoZzFiBLRS9gJRWur8xTvG1H80TuTj6Kb/AIHTEcxAqVvmpIG70Yy3LNPZMYK7omdq3XnpZqd5zK+mT2zo/RbB7veoOO4F76WRi7GoxL1qt9EGsbUq/b5D/psw3N3PouANl4pmeq7e2XuH2al00xXKfxcwFAFrGzUUnfOIxbV1/v8As8IEr6sgYzqjziKJ42p4sUg2ffB6Xro1ropqKOO9zTzX0Eur61M81ae5NCguFA7S66NtV77Cal/dVnoNnabmgTuEKsOg56Dmjctvoii/7GPcBSByMNLZz6LhCZTaAw45x3mZLvt66nU+oh9J/REuXLly5cuX9FSv0a6ldBly2Zlst6BNS5cvrfXH/wABjGMejGMYx6PRjGMYxjGMYxjGMY/p9aWHmWOyn/KamI94qLrrLNv3DrGbqyZ2f8lCeUiiJtW2fgostq2nO/oNunloyHzKP0WK4TH+Hb9CWeDQjcXPjBUI5J3E5fP0MRhsOfZH+U4P9+mbhNB7i1UcLwVCNKEfvPx8M6opacsSG8Q96J/M8p+H/dn8z3ihpk/IahG8528T9hAyN0WhxmvLGgCzBgodjvr/ACnefn+q7LCxvBalPoEEpXJ5xVS+/OnP0CfNn/EynUz7ShmD9oXyToL24cIxvDv30MoKSoW37QLiuo4uGxr7wzcgadnS12z+R5QQoApijVYfz/fqfUdSEIf/ADqlSpX0V1qVKlfRUqVKlSpUr+mr6aiRj0Y9WMa6PRjGMYxjGMYxjGMf0zYxWgt2KfmXsVMHd5dFXsjPgbPZGp5fN9MYew8OLur+7K5wKQpGk6m/XLkJ/dMEgVfv9CWVZw3AiVafhxBFRvaY+8AbNJ75+h4LQDyfaIwrmbvovIFpPcx4Pazp+Ph77Xk5hcrXL8v9jPxf7s/me8ZkpFGB6eb/ACT9jO+PH3AA4gRVJxyjmfhv26/ynefn+v7C7w5+f7/QPLwUbKaigBM8Gp7SV66n+T5lJrxuM5YPwM/l3JN7hEwKtwuYnAuhWJibJ+BmuGpCrfKIucYHKLuRD4hj6Pz8jHc37JSyFrLJ7n8zyifhf3mefif5fvD6yHQ6HU6H6oSj/wC7Ur6K63+k9G4tRer1Xo9WMYxjGMYxjGMYxj+nXcXvRhPH0CL3py9AwG7Bhqmt3MmYvQja1qdweQCjFdHVkKcXLwD6FMCtwM8f7Yqtu+vEOBRroGGZtK6XlqqxnHRxjhvA6i/W9vt6XJyuaXvSO1Jy/QdtnjKEmG4YOl2BwKa6nICtwMOUhk8xf65Rta1O4GpHBWJteBPZGlqtarUqgsQJb+Ol+fg5IfR6AidE2vV9qGyFERkUB0O4FbgYqldrc4BwKNdFAhXijnpwed2SIqL2CvoFDxqitlaslt3BJE1wIAQDpq5fq3MoAGHcUUUBMV1a1cWWHWarUDCLxBx0vngeIpT8KW5d5ja1qfcMmRTBX7R1ngvF6iS2pPlh9B1PpOhCH9PX/wBm+jEfruXLlscymUzcTpnq9WMejGMYxjGMYxjGMYx/82dDoQ+g+k+g6kP/AAOely/qvrZ1Lly5cB/RVSokSV0Yx6MWL1Toxj0YxjGMYxjGMY/pahAHzGzarvt0CJrcEYSCdsZE+z1v3NyRlRswxQiswwAxCpVrlBvDULOMwhOaSfvFFN0Ke0TF2x7zzDvzC/8A7KTxoTtfS7KjjyxUl70rLDm9nTCX91hCUkq79NSU636+YpWAchlo8MDUEn7wVu3dMDK7I94A15pMI1ux1HjbNI5+jeU3uwhciPxBNg2eoQ6hg6X/AMujK68vR6GttwnaORaLVZiF3V8Q3HdWph7y3HahhPQw6KfCSve3/B/TEIdDodCHQ6HU+gh0P/BVKlpX1XKXotLQUtKOj9dy+t9F+hj0Yx6Mej0Yxj0YxjGMYx/SrVhx7Qa9vvfiJS4u/R6flM/JfRT6grTBxMx3T8PAPkEG5TpIj+M7w8xWj3mLNFSgJSNjMsagPmGbwnoRBhp5fEeF4T26fwfbpSfgPEyRix5O0KA7gawm5j/APxNQqHzGRotV4n8h3mtqteZqzVdLW3cZzuDW4r+uPo7iN98RyGf8JwrzHcnyy/vNwZE3+9zTzOPQHdpQR9sb89kda0thsg+5+yaewkNRsHS9yX2zSrB86MRFHZ/SkIQh0IQ+k+s6EP8Awly/07ly5cuXL6XLly5SWRZctlSujGPRjHoxjGMYxjGMYxjGMY/pM/tWj8xtvUXiF4yfT1b8l9Uf+Hlhcr4ZfyzU4n8Z3hrmaba3HXfwDfV/zUvD+1LlS/tjeSFyav8AvT+D7de1zn+zEl0hIDY3Ks6PkYxL3y+zHiBovP5DvCbdbtqPu/gG+hcA9U7lykXi8O0RgpGk6eLQ+8xbgzOj/sSLeuTGV7iC3mhUMuAYC2yP+abTKIZQzFgA6MLYIDZB3NuXxKpHKRR9rb3MAv8Aq5iXiR9pnJhbvFTHF/v/AEpDodT6DoQh0OpDqf8Aha/UqUSpXUqVKZUqV9CZfRj1YxZcWLGP0PRjGMYxjGMf0vzGN9GwOdl6D0A8NfQhaR7ket/Zvp+IxqKq1t7xcpp7Wmp/2k/MY30Or1DXUGivDFbRe70HpB2W+i4TRovoKCg0L0ErFHxMdYPaKq1t8zU/7SfmMbgqsUe5M17xuA0M8NRVbW16ai9svLfRG0HuR+2XluCAJcX0/GY1FVa2wehnYU/7SA0s8t9Kv8ibce3ojaD3MRStVe7ELSPcn5jG/wClOhCH0EIfUdCHQh/8HMzMzMz1vpn+hshVgTOG6JoCm/8A4LG43KldHqxjGJKiRIkYxjGMYxjGMYx/82dCHUhD6jodCHQh/wDFs7zyERKnE7/wgjr9NqjJ3Rnal6TzNH5JrPslPMMLYozmWk7VlgWk7MjVr5YlXNd5YZUcyu+KWPMo5Jd/0odKiRJUSP0MY9GPRjGMYxjGMYxjGMY/pWINREF/nI0xHbw62rUdvUDhfMHbw8PS/Y1B5hR8DuMaFv6DOrBatEz55V6fSXmELvmH7SU/HRdYlQ3YWhs89aqRauKtrOTnrQboab5lvQqhsNprVzyA10pCYr8hPoqFJVwyrWhs5vq/hDZY1ck539PD9DGctRgwc10x/wCN+0t6NMPPUkrVqOBZPRE1kv261RxxbdDNOnfiVLBL16rDDKoNJHzBaLl48usdHo4bo8YrTUqjlrpRCr0sTHtD1rBJVsfVWA2c31LuTgh9v3biBlswXXrz0ONbaVSkTVA5ZhDTk6WQHeWQSHQ+qyVbYdlPGnkniQ7SHclneU7zPvpB+EzVHhSlqsoNk8COwIlsxUx2xh5I4Ktj5pjiOI8Ajm/tIpm0V5zzst3ly3eYOiVIS9iKlYTwxAucktYai+JtXdPGmjQmttZ6MSSu5PKnkTwvSySx6V4lTPeX5lYBT1F2+ZUUQeZTc0LrZyDohFP6NfXXR6vVOjGP0MejGMYxjGMYxjGMYx/SJGAQvzNrN6NRTmcD3NSA6iD7IjGA1+5cJsC4qVWWLXRT7HdSwS7GBN5sRe9Ymm90rZTURZ9pL67zH6e2mmtfBKz8PuQs9IjuZ09UHeUqJazWA9ywrXWo/wAqEuUu32iHxB5jhWm1n4OLagxTiO2fnTEqq77JrqodugLwQYYrfLMr1nB9daeHetwYgaEW5m3QV9H4Xqv8fzP2n9+g54Q+YFHN3+HeVw1+Y6Xed3apj7zdcL10wq5Y3ae6uLx+/QljEBS5YvCO5RC4zuWRkSm6ifiJo9en8d2J+K/afj44IAZMczKoTOaYVTdX0C2iFCp6+Rc5eP4GCwUHoqtf2lRF5Nsdpf7Qc1s7gIpd5EBd2qKRxPNK9+krmF9Q7Uv2gvtB5pLR5p5Zd3cB3eh6zHB1z0LNS8s8zMz3mYd9gHH4l/8ACVQLkm6emet+ei5aXLl9Kd5bpbP7GYcoHsSjQ+Zjq74lG/inlfmGr+Uo4Sudevsz/lz/AIvQeqejo+Webp+ieX2pyv8AE0bnhK/D3SJTU+7+0B4T1R7EZy4esx7IVUX7ymUzMEdFWldwPZl6vtxKREsfov6tfS9Hoxj9LGMYxjGMYxjGMYxjGMf09I232JiBJLarzCNnUFm6f8IQE7uhz5fwd4SfvJmxQL2wLaJZ7LHZcXl3xvUUVL/zNdfGofeb+38EbjNtftEL1kL794nP0esfdR0x5z/MXTjvZMWjq7M2lCPx0vUPQTLAB9iJHBx2jp+D620o9vtDb0r6nP8A7RwKZezfeWdlUOywkssPSr/SEXWl+KfzKj3icP0fhYEPFHmkAuPCr6mnoU1w17JavTMWsxFp8hNdPwZ/F/u9BaYVOLL6PxENSmfKmZ5pBfdurc/M/FftPx8qoad39oqqTkb/ADMVfU69dLeOb/aLmrL2b7zIKoHZhGUgfiERdNn3iWbf2OlQID3lcs4YA5N3MF477zHaHjKdFTcGDCqXhCZMsTco6DL+i5fQlG2eJMoBzAkBni6Xr0M57JmUwuQvzF8Sy1UL7Ynumzr5StY/MP4iHKvGP8x/c7MBio8Y6VTCsMXlnlnm+gi2ZmZTKepaV0cPfD/KUCVxOIFQqVnnJfyT0S3bOFGXCPwzNg+mVtVUWxmWVUxK2EsBPMb88oKKQn/JPB95hUhHavEBMiENsc9YHwgx5wTR+5P7upSgSIFo+p6PR6MYx6PV6MYxjGMYxjGMYxj+legX4mc47Mr/ABAs68WweI6DqWUqeKm5W8lEncKpUazwv2m4/wCVQR2pDRavYiOt7igm7fqlXKS66umoMw2fE9T0iwOb7uv88KYvu8sf1n1gth/anvAkt7boy+Ffyn8Yl+p+sTAWK/k6Y/wY9oy9my89uv4PqaxeFB88xI20f8Z0Afj/ANU/nEJtcg6xKtYOfZ0Q4HZwhWmHUZ9H9H4WGuh/j+Z+0/vNx0DDl/GJbbq0Yif3rp+DP4v93o6uju9EqvWGxhZSdBEFB4n4iaPXp/Cdifiv2n4+CvQRQtsUM1dtXQdV/wDVP5xLaK2OsSgL/IQVCcTaj/OoMKbxIhITQsuOfcl/hgU/b8xFIlJCEroKW9pV4nnqYGIA8y+BnzmHLAeeiSyTxdO7mWsz010s+jUuDAOZSNVKds8qykviZMsG8vHMVb/kWJla8n9rUMrE7GJzrHpsymVKlSpUqVKlSpUqVKlSpXTWYd758wIQ8DMJb9Cf7l6cvTh9zXn5v95u/YI7ceszVXt/uA6q8mo28AgzwBcW1pxaG9RZCuLna64imxiW0JROcA3QYs5xL6DfmWOWYqtUEDCd8y+0z3iWunR4h/F1wzBn7EqZb3XCGQ9per2mLiT8iap++IwLY6MevMejGMYxjGPRjGMYxjH9J+LMA195/wAg/wAz/kH+ZTQmoe3Q+kdJslhXfkAwFSrX+XS+6IAwT/kH+Z/yD/ME2KAfz1alFdzM7pZx5r6BGVVTbUONA7k23Ex8uqA0QzlHmtw66w2CoIysIbmcDT5dKRC1QErzCyQihACDkn/HhZVWZg8p4WngoG31LG4DFoY8NEMpx8DEprcssdIU2rKsrFhuoDjt4D1rpsFGAckDBXtIb6OpQVs/DKS33skwOm/L39BPaAwIoeQ6dkpY8SmZT8Ev3CHKtQaKXyt6EIqSfhOc+QKp6Jj60w4grI/I6hq1ruRKXPrh5+MGbc24d62mtwWK1cDojKq0Qb0XA71Aa4DGLhwp/eW1x8D+ICpNDxEGvgw3UI/29HrUqb7cgHaMyrikKlS6GHZplHDxgTbvfARQ7+jo6KFdEUUrbcWvaNNS5Tcgp6Bc8hLO0PB94RopEfFznjuDcozbHbLi0EMOJU6aSlS4M+Z8y656PlC+FAkNyPmArJ+Ca3tR/fKBvBDwTZWOZxDuxOeb4N3EV+BMv/EbQY/JfMY5l3bK/WBUqVKlfq7ZUjnc/abmkoUFde46KQj5dp216i8D7hy6HDmBHFXwSoKDiS9vi2S9eT5lrdyzcp0tl9DcMwi43KpPAXF8wLB8Zh9hIsib7M8ynya0wRSXThOOC4W09oFsjzSn8QcvkyircwOmpkKuJ5naBKLt+XpTzviIDlREYfaXmQySxis5/wA0AnfPD+8e6FXoqPcdCxGLcR33PLNnQe5Ey4p/54gw6H0Y7SjtLeOmeWe2HngPLLe8w1mFVZgA5lVvsqCD2JgqzU77l/aKophHJjCyn2Vj1ClZeU1Lnd4lrJWeJRMPF5gAyMtPqFm+Z+xMtVzA5q8RXKKTLkWHzk5g2a4H94vuRBleMxPUh2h5S8GbobA9WBhMDl1Fv5FwRtbcnuKb47wDeWVKlSpUqVKlSpUqVK/UXEupS/acjD6AWlQWSUD8MOhc4S3iJ63c/uTgrd4Itn50wKMtLHEFwEd1AIrW6/3LEqHiO3a45TzHvG34lqsHZTCkTgiZJsH1C4Km94mOWcvcotAp7TKV7brc4rkx79wHF7RVrrmGOK93N8MeKiUATvcQoF+E4lMRYxH3h7pjfQzJmsuDvPN4lDeJjjmJY43O+UcsyhTcEu9y109NFSuldonMrc0lf+hIH6l9Ll/QdRYRfIjTZXETl3uI0M/4j5fvA8WdTMZYVSxx9oCMJn95d30EB2bvcMxnJUx133La7Cpwi4BdHJX3gRUioNXiZrrfqAK0uOeOIz/aR7gn9kSLxmMmV/VL0ubXxxBly5cuXBk7ulRCBlwCDzMHvoNMZpn8B4lGKcPJGbLNCNrY+6JtR27QDYZCd6lIcq4fiWmz7U4x4NUls9c1OVDUs61yV4jRoDgpmOFDEm0dXd0RqD6d4K9hRbvBUMLZuaEhxcMNzfMsDF4gLY9ROPvhK3cmFczVrm+dR28z+Jc+JR8ZQpmJkwRWgxEJEHLqai5qWaib8x8S/c07dWXN9LI/+i1+gKEDmGetSutksNwhDq5gmXKKQysxFMcw7KolCm67ywzSDxOYv/JVi+JQsZTor9zpeOW7PVIIIBi4htVE7adoAUFH9YtsUe3f9AW+HpUpBgwZc/A/aYr7YPbRxFxc9ke3P2juxEaVwbXBhrmYA1s7Ga5ZcyTgcQr4TFZouZKwEOW5t+TKvDcsrO5ZZKFK4S29SxXugH7yweCLfMclfM1MS3F0S3MAW0RbywFnGJjcvtrtFNBUdcwZkqXhuOiXMVGNk46v/oT6PUO+XuWy6TwzlQSoEBlMpiIhdcJV8Xujeyfk7y8JeSW7znAhy2iludarKWIBPEo0v7nlQzyBbhjoUh5oVRfTf0gLxTCHZx4UjhDWRmd939aqjgjmHfvK6V9FQXZ3JUdDD6OTtmZ+9lnTaOZPayRtXnxK4vMumk43CkZiwuTWYGrMRHfXEs0/iYeD+8crWRzM4MWPOotCcGJby/abTeYgLvziLacSh5iLdx7KcZiFTJ/E3dpYu/mA4LSK3XfESlBVQb5ix4gtSrg6m5aU74nEywTdS9k730Wur9D+musFty0AAauUIyot5hnUkJiJvdloAQZLxBzOe2D1UQL/AFa6+YUTs3a4+UpRrUu8xuS4S83oxMA4N+yB0SNY7tSh3qs2/SUi2zRg4avreaUvADnELFC5t2PM2fe0mficFVdp8so82FKB3uE9pI/eVvWYtV+LlBUGsmT1DXl79fGsYD8srxNg3AlbBuZfFQ0q1dXD5lpa2C9vU3qMQYHY38NTBcV4h9VvtWPq+rli7SgD1Mr8at+EqtK3MviGlred18wJze6Yc1cCuzTwspLwAdHytTbACJgnaG1S7J/qcTEK6YlkuXLlwZcuXDpxPyHSAsK6fRUroqVK/TqBFGyjuzI+Z0S5ptbW2M2475WCj+ucsU3/ADiVKhaYdnnmV0OQg0V9zHUx3JV7ITNQJUqVLeFbjat5g9N1BwDkIWXeYqcp2G9TYDRvGZuK1M051G2VRNecFhLSwtfZZhzS61MzNViLAo7XxAUPvUsaNXuZtAA3tlHKiYtVpR4naOWzfM5UbgvZKirj8wuSd5w5JdQWJrzKEx8wpO+olVTErC3iYNMzA3fEXNThLYsY9WPR/T8+WvfQoTUY58k2tK2ZSWudZY53FrqNhMVe68y8i6tdTWi5y3c7UK3epng1Pk9iaK5luaDEJrR/xAUC7ohpKQci+3UOIMGw9yoTUG392VRsNqq+mrVnLdpjO6H7Q4Ji8h9qnuwWtweHfuHk/XwZdNPUUrRa3ftF32Kv9kZK8a/cjV1za2OWbVaGV2nM59CnNfZGS2rnawtH2rrbHGZYRxrXPgnmA11XTjul3u5s5gdXTcvohH/ET2dLVd00qtra+T+qIMuXC5bLS0HpOXWIv0ODDSE4xI4uEJcuXK6F9L6Lh0XRympjE/nUIaSP2/Ea/rlHBHM5MzEqYg9svwyned0TvfjKeX0TxfzGumRKmSPMqVDLRl7GWYrf4nUVgvtP9Og9QeHVuUE1vimX4FMwL7y4lNGY1HzcqVt0YhYDHNQXd0arxEnxjEQudVac2HCYsmqZVaWJ91vcyK58yjBxiNxWVIKvlBRj5zMFd8y0MXgy9+JdSH5kckmQ4sMXKr/M4DsTSzmpujk8O8FJ/MUd6JmF8nBB2z2R5lzNXxHMzpjichkMPfoleFO0F+2oIBphZTGI2tR7UALE67P/ANMQDcB8FS90kYqC1ZGeFerbtUO44XgC8wrmDh3ckFqPlKcxPsC9xfc4iQCbjH4YWMvRRT8R1uSvwGLzBGEVf7BMgHKFhT4nn76KX7qJjDTFwgAayuD43KBOjDrjHMWuNfB9HswYBXxg1vJBVrrmye1LgDqljl6h8tsUPZhA/wC7frBC2CgJmwIV1sFPKtTmnDYLTgvbKBJdLC1drmX0vBOfTN98x5LAlfPGkNn2IWJt/amDs5Qx8JZfeKZ9MDiQ+fD7RK03seYdWP3JsL1MqgZMS9hvMMXQ8hg4zKWo8hh7PaP2SSoLOMO5cbPUoMXRUVRUiGh71K6VAlSpXRaCl+heOELhorNNwcbjFyjBi3qO9dCiq6HkljjppK8sBzEEr0UYlET7YIILgDyxonl4PvNqpxcZone/A7R+nMplPaU9pT2lMplMz/Q09mKzg7soaGYHlj4OJn8pUPZnJ1NZvxNCpTw/H+0FBFNYjggAVkRFf3LAd/i2JzP7EQ5Xu/3R4g8Yil8/QdY4XI7iHC9o5Av+0cl3sgsG+oZs5lbu0DEdXhfzCKbGX/sW7LOxGyCCL0XB6iX7q40ojSW6UJjMFozefiIm4K700oxHBlyzFs5ibgp+JeHMfMC/SlmlUXh3ZMAlsTa19TLkr8cQl1CPhms3Mos9WFdoMvmZdj6lKxeyX75/gylq0+RjjWov7zNJyzUF7NTzKx2Ve81mdv7z8TMjrSxwmESL/TAuogW1+n6/wKFxCgnv6AVo/que5ZrdQlkBigLcq3zBl3kDE3R3hi8RyJy5ZizZG+Cv3lHt8VVRRFThpVyipirzzEd0KZjlu9ymdTYWfec6kKa9UEqfL95uWGROBlmXngNjthnEulm6sxVdipKxhpuGUtZV2SoNo5J20ZjXlK4ntEuYBCo7u8dbU2rAvzGgU9UojTMGIM3Sq9ZZc2zFd43dzDKw0opznmX5VIRU4NxKQ9UBy76iZjpJjHaW0UavIELa2iI53M4FkBMgWJu/bKvmCC5efzLvupv2eU1vbxuSWZEBDIK7y2GPQt8JcuqW0O1B95xDE8bxM+C6YqKoCDgHmgL/ACUTHlUHoGZdt/TUolT2gpTCPUt2msJr5TaKemyAhAGAniiSOHEM2JqpBhKZTGNpUWsrQGcOPOJp4feY1n8QX+TAOGX5fspR/jTwn2lfB0q7J6S+xPEnjTwugeIngJ6565656Z65656Z4SeE6Z/yI/6KP+vI/wCkR/0aP+pR/wBRgv8AEgtfYxtE+CNVCB4JyHFMcykaKmCpwPtyrj2Ecx/JFBqHLOU/YWZrLPtE/wC6w/tiDZU8szPypfwegj30v36L+tZgq7qWe5TKFfiENOSqixOokWQ7EeF21GqKrGYsgalDWYL33WJc/DEULOIfjS4O8GMLXE1q7f2lWdE3KgNe5gBzuJWwxpbuaN8o2pgNBo7xRHlmCL3Kj8S6R8TXHmfOIrYahwxXG8EI2RbzMm9y2/U2e0f3ZinLmlwoZC2EVehF0VE4IZpjRzXm1ndCCXuZ1nTFY5j2+CvV4lm2onxiCNbsn6QUHdizTB5UqL8RUQx4jNrSp+i29s/bzKs5rB6JQhTRySh2f3RO3Kq/aJeq1CoGDixjt7S+et6F4jS/zERYfg3ERp31E9nxjNj7Th/8MdQlQJU+J8EF7EvwTDxKXQT3hTnpNtZooTLZMDUTsCJRPePlHyj5RfeL7xfeK7y3eW7y3eX7y/eX7y/eW7y3eW7y/eX7zzS3eW7y3eX7y/eW7/QTfvFxmpzKYJxNeNsO3CFyU+6aU/tTzt+ZToSi0TE3gj1ELswNa+oVy/quXLii5lDnUGfi8qYIY89oo/v8pRTjLLMXUvQKENgXxHCfdi/gjXK3PiU7dYvEU4cMd5wallxo1Kyttzed95d4YgPMphzU4xkmcRahrmbjGZcuuWCvXtlw1mLzXEL5d0wkXgqtr3YOPzMfMtra2ql9ycstuuemSkxKXB6tcGmx1P8Ao4dFdJtnm+SuefZKmeVEm2VOC1a6nj6pV+kKNkRNTlzErtH3hongVupBOkQADQVHna59oFDixBKmkPZmU+RKfDFtz4yzLkZFHvBtpzsetG6sZ8zGh4ME769e81zq6LfSy0Y51+H1LI3y3/QX3vxO1ZmhXEToDSP/AMs+kh1xKJUpmZbLg/RUqVBVWZxsO22HEF8wDUfvE7xXeK7xfeL7xXeX7y/0S3TeWlpaXl5eWlpbLZcz9FMqUdagmIgcw3qgK3e8QJbzwcES6CyM6RhldIMUdzHR1L6hAYOCg4OXioqIUyS++FSoYaV468813lW5MkAjmw4RhNDUq5AikLluBw5YHhBiN5PeChWinPxMpycdoAxvDHiHQ4RxEuft2i3Sbbe0sMv9xS9S4L+YKDxUqMO6LFPmBZf+zhfxG7r8xPb1LdTt7ylmei5nSPZF128Sg0/KK3qXT6QuE2E8lTgo7LjpH2dAtoL8RmkXZxAVQWvBMU55KhFndwuC2P2v1Uqex5hbOZR7sbcFt6jSPaHkoUezGQrrgawCscEFD4/t0AfzweXmK3Lm76xMHs2+jWtG6qVW23lY7xRoOwQH9G3xBCLRdoMZso2o5Nn9AeeJ/I1D7VZXtxKfuWp5oagd+colxQPhZdsJz1EQUjSdHTWpfdgm/kmA0Nd0x3K77PfTgrIhdbtmiL6b9rls+ySIEDSPXEWKRcBYO8N7Tfz04MUTK2aWYgBa4Cens7lpi+zOy7dc/rn6pMSuipnpcIBy/iJaxjPMXvFd4ywzaZ8M8HQ809pSVlJUqVKlSpUqVKlSpUqVKlfRXQCEFJwoP9eeWd+nTzF/Vy+tSoEHBsR4gwt1PzsS5i/Zhku2ZVwzzIP3Jzwzxw1mV+0IxIYu3zCj0fyulrGspMVWzRp6lkctzK7c1K+j8yuCCZhhCzKsUy/v4h51RKqbGC8LpMAh8XNc0cxbMQ+XiL4MJ9R241NP5iXUpTMwj2mgfMWbmQdJdfvH00R7CIdlLg8T8VM452p3YEwTMSbEn2jjb9h0gGgd8amtJD2u/mC9hKfnXTH5eN3ZR9p5ITAYN4OgedP6dVYEj3AV3o5b0dj6b3/FAqW/ML94jRXeAS5c+jpUXiBGteyk4YqX8DQfQOCFBeIX7Bb3GF3VW/ZKeS8350D2uVpVtzuXMY/fhnaU/XURtZO0pMp4CRf+WSMZsbPiWSp2YIGcj33PKdp3OA9N/dX4lvz2mVcbTFkcq99EUZ6eiXxVSvaBgi3dxv8AOoTWf9wdBVtAPmMTt++eUf35oZp8EzOf5j1xB6wa9o/LjQlrzHtl9+MdLge17hGMH8/1T9Eh9YwR3PDpgywIO8xIyGtQbsQ7po7so4Sg4+ipUqVKlSpUqVKlSpUqVKlfoX0BYd7BqIdCQdKy+pKldBIojHeJTvE5VvUf7hgFZSODcVux3YzSCla6bQklCYbBDZZ7QtWEsD4lTCxi9iANzHTf9pnnZcRCMmbjebVxA0u0GtvWj1G0XhPIJcnsyyleWieAHEuLysF7K7RZ2gIFRI3JDTzOXsuYc7i8XHTzAfLLWzNudEygboiDG2GbuVt5hLUAqeaJfvzMfhZllj57cRUZisXZP4mj4tikUxbPYa5jNNv73GM4yNRwoFBbTtEOZCP3n5yflftInNGUdP7Q/S1HHxSkgH5j1vgrUS5/aVe114gURFLh6baen3eTUQDnpLGzWPmbp3jsdvroqtwjqaX32VFz7ieOI+d1fkwt0fml3y8eyFil5NBLz1+0nmuYxg9homYrv/viHOCXgmMjjkZPH6dB8OjTBx4oPFEN82z6H2ULY5DOwysrSNO2q49fQC7VVjl2v2PQkvLkB3lfXQyNK19ynx/2enNu4aPKX5lP9vsXN0r/AGMShWaL0zRLHynlwfgwUXX+IcDFD09CF3VjkHWv1T6j6CHQ6nQi+FzJ52HMRLo7SzQLN/8AdB7GaM/0VSv6CpjqnUN9RldU6AorxF7ThMeWe5xaPUdtiorpMs8MKAJcuDBgwYMnFkd4JeRM3xDGvvlwREZdvJDIee3iWiZ9LZ+8RzXkhfWuKmFkay7Az941ke/mDhmoAoFxkIGe8vglv8S6qykUlzQ6dpwphBlMSyzUITmGS1lo5Ii7Zn+6UH+cRFSzL2/4gYqIZ7/uGSGABTaDMVR+U1Tndd94G+Vxgv1WMzDBo3FW27alQhO6dRLRbwRKStJpHCBTVq5TtFRY7Q5RE+3EQJbl/SLbmbn/AE2f9Nn/AE2UVMKAhpq6yx/iGrt6JUgaY/PmN3py/oY669r1MGc/co8DubiqVbXoW1NQxwz9xXXxOunIjGhWQ/eTH74NiWppKvKQWC+o/SSawVcu6/bsRXbX46cR4ITuHPEpGmddnl9R09vYlTx/IzK3Y8vfoyba/wDeWU5NX/ab0DOY5FhhheY/t6Yf0akkCrZ5XH5ltqmZRq0tfcWOOJb4jCZYdnoXMn39y3te07xMbS1/VP1TqQK0GYLz+EtbmXXUaO05rvBAKAj/AFFy/wBO5cuXLlw6oYzmcHCB9orxCjnGJ5L9QGom+6BUehcuX9BCHS5cuMWMo4GM9EtpBuVqtCmZSZS+HoyrWoysHkw3FsYX8SmlD5lZmCPBG1bIjl+eZPCm6PllKuQyvXeW5A4naiYy3LnbENNBErhmSlNL4gt1CaPvE3UteCOlPmK2otBBcTvOJVFwW7ndmmpjHVx1f/r3XKHr9O/74gB789L90NtMLmqWrk/QNgnqXkpy3BAriseAl/v2MlPOweI/Ar9hr9HHVv6k+g6I41ywrk5jNXBzGWhMO/aWAoj5I+TPZleWV5ZXlleWV5ZXmU95nvM9/wBRjF9aZTKleZR3mJZ2+lmX9ImdEE7mesHciTbBhQzHbMeaTj4irljLLFy5cv6z6rmEVtxL/P0U8QgJHJg3wwjZxlbqutd5gUVmpY+SDod8Sx3depXBbUwL527TNdh7QGlnCNOI1kUuHvlV0lnJtVcvBxc0wW4/MxThnkHTlQqEHfyQeRe8fEMTDq1CT6L53DxxVHuXCcwdUp+WQlM0qB3hi2aHJBU5FwOhBynsEHdKrH+5AsrbLG/3XOZuAVTh4OY+MspuMctfEd/yVjHHiAQQvHTLmf8AJ2lWztfL/wCs2sYYhVx5IFqTg5nhC+CD2LUBdbUE70ge8xTV9LIf5InrhD2hHWmI0Jdo3MXBtZSX+/8AX/yDoZSAFj4GMwuHuoqH+4MYx/XuXLly4xf1W/SZag8ResfvDmftHuQ9vuNcQPaC3r0NxfoYtUwBlzGGWGLly5f6Z9Nx4l8xXMfKImGb5eS9SwxnKcdFYZdQ0C4UBeOGZEYGZWsN7Zacu3iZocA+0M242RgF/wB0q+KlQfgjWYqtwcBiaI5vFrVQHOxWPUCJuiJhdFXeXrvmPetxNozf2l7ASpSBVXzMFhz4f9xr7JAuqpyqTvZUlMDK5tH5WJcllW7dpQtjI+blf3PKY7dYlQX+WIxSCIKqn8ZlfeT+ExIJVBpJxCbJsVzOfMvu/SoBcCyh0sWHJS4ghjUrQ/8Ayhrw5IZX4uKKH8zA/aB0qqtsufyKfyKfyKeKG4UL5gqEaSBnWMuIWz44/wDlEXDNsdr0YWGrF+pf0j3H2j3H2j/xT+Qn8xP5ie37Tzv2n8x0vjSzjPFniSkuXLl9S/rsJ5LlrT+cT2D8wKNqHyNveBdSI4W8kMgnas0xB3gg3wRP+6KdpEvMcdS4objwy3aC7xLg1MosWLL/AEz9FZhr4EaOihZLVKoeaxA5uGYIevBHJso85xL7lg+GFnF0lAIWVFTnazKXZfiWXlC9qlBjV+JVKaPvKdzU51JuHsK0exF7DHEzHjUEp5hY8IxMLxKZQrQbrUVIvimXQZV99wjXwO5M56BT4gbKNMQcIEfvLtYLXZKmMqYt/uLq1+EeDhuIuCFeGoZtT2VNNMiV+evCIm5u+InGSWFwt35j7MPyRf4vLGvvysMG5KrTE4/Sa/SsngGNA1cchV6eCB6ghh8H/lz6D6loXtLI7xPc3Lw3xCkJ4O4++1wQzx8y/WPE+1Opm6a8TPz2he/vEYqEWVhKFijzEml+IDhLxZqcGalbSua3LTllXOUdM9MRvH0WHMT5mWpHGCH8UgG/lbgP+Er5yt8GnCMUUP7wFWlLHiKtwIXg7y9d2IuMSLpdF2X4NR50ICLYtwzmO8/Q3pBuDHo/p105+u4u4KtAXbMEXaP2l5QUojjzlEApkxBZfs7wy7NV5hWDZh+J2FqXGgNrKKduY+1rUZ4ZmE4QKCxumZZ37xlcTw3LkXhLuTWp4nkjlGsYSdZvHMQuHvKgicFGRGATG3MaquopY8kuX3S1It7ntGzdVxG9CZn5miX1qpcf/RnQ6kIdToAJyQYElG3KKbEHPeBTnEoz2na98TF+eZi2rT9piv7zHz+8w676lLm5rtHiCNUQEYWHbt3uceO84OTvNHcmjuTXn6BIceY+KvEeRY91wfeUrWxNu7Jedg6jYV8x+8bHeBWbzyiVZluJ5H0VC/lbcd2u51iJb8C194vp7EHLIE3PWEWi5ZuCikexitulbX61fosWOcd5kg9QyeAY+IafF92yZgxCibW+PuShxVWHB3Ou0ICUap8ysXGj7QCUf9ojq+WNwuoX0p/ESiYtEgy3MC7NolvvmywtuR2Cmq4iwruyyi6txcTG6FC61dkRbK7E3edrzHgxgnKrjzPDKE0NnEe8RuvErmfRYWUtWu/E3qrlUlvyIVtqHVVElL2mmDLnNM3vdnMVnounuxihU5I3lPzwEq7rRWMRyb/P/q9dNSigt/8ABlWuVzEpBxcqjt+8/LjxM1h9tzk7d+8zbFeO84yY7TGL+I+dzP7seorgCWC2YPGkcY1EBbPhEr12qfGO1Tya7VPI+Km+HqeqJ63MfMfLO1zz3bMw9AkHnoqz98hrPtgxeD2ncx7QnfH3msrBrjuLx/aFe17xXCPaM2R72TvD5lUUJYjzJh6XNS/L0UlkQSXOlxD9Ov0mMo6ahlTAe5td43a3W2DI7M+JEXFcv8y4tff14mC8afmWXJ+0uo9LhZQpQplgpyFRL2efUGq8LUylNwYB58QFSq8rqWrMI1lLmGonES8CWObblwcLO/OZlrjvFNPtDZQWGZg/F/7Qt07fKp7lEQo2PkT+3IH5rA4c+Jx5eJoef2zs+8v8kmVPmzGBe0z6mJN7RRSdbc9yw0G7nc/ge0Nz57+D9NqLQdRmX/ysYV5ELv8AUZdpQEDffNQBjNq75ejm62jbDyF/lmVIs6Wxj8PbhI7dFeshfQFmVU10N39pcj14D6dPpd1ErD0Wr1ZMOL7xEaSn/wCyfSfSMucTOmS2TVciYgpH1MpkfEr7tsa8BHizjBErL/krs57zNfvmcdyXg5v8mGK/HMXCDFYKmAeTM3OeCPwzeXDHy573L+XuX/hme/3n83PWvcxxMRA84gktSxxAvMR3Jp5+Jzg+amyV92xfsl3tw+U0Ag4rLd5aX61xi1cdF6A49RSxLc+5/qL49LH7wc1p7QU6LNQ/Sr9NnMwXxLzN/KeQZQPzDXog2uYUbiLFmLOzFax4+I960QuyW6lPPUahDLKrj1LReUtjtKvNmIlh8wjYMhB8dCRQBuIUW/a4mD4qN7eYxW4IDDRUsttvccUYW5XuvNXz4ly65wxL/dTHTRHXO/lHWyBDaoofEbprlo48AYalmw9hMXsruS6jQrCX7crDUZDKtlb6m2AtN7hrP7EdrAXS4YWy3NKA+0Zc35OEgFC0JifzBzf6evYUW6j1oTUMi+08E+kTYHK/DvAnovXoamj0/dgJaM/LABQYCLjdleDtEqtmLC+A/GEvpS29rmSg025ix9bW+pfi+FdbfUMYkr4HqNRQk+NpbxFF9xxmAajllOS6Qyljmx+mScyxMp1ay8ErmPdUDKuj58cNYrWoVxW2lE66uhzKubVYri2ptA2+Im3twLddFC0pqu7A32EWt3NO1lzE3yux3l9jMIQ+0TNorsfMv5p35tMBAIylyNi81C2Agac3F6rVbBd2Fz5iBvBdql9bZmz6hJOZCsr+nP0dmOJ4gN5MTEj8yzDeJyul4nHnnxNcL75hyGucw14nGY9rV2eGZDTPe6VYz+848e5wzj3DWXErHiBjePMNqceYWcfmUXH+o+cPxGzH4JMhsT3BdhwcS7hinKZZh3epTtL+Jb3+q/oIS6OjtqVBWWK2ic7hBUOO8t9edS6xJqDw7hpud0P6UW2J4itPMby4JYgnh6EujFfqmBc12YgLYcnO/MycjtMRPaUAJeJjg29obR8QzsjJXfWZj/ZHm7bj/cGWWGq4R0pzuYAUlm2pirJlRnjU1VvFxDCruJ41F9mYa0yYlNJhvNyltJyzTieeagzGDK3BxPcW/wCiVNBtkMgPS9RzKnp7RVVdv0Y0y/dMx94d+0/Hf3Zo9P3Z/wAihj92Fj4Zkyojf3h81iOwj+xfh0rXhx54kp100cGI42ETddSQ4j0QfRGUaFlAe/iKCJsYHO1/aIPHlRKDhnlkPyQDNCr1+kJE97ifEa0o08LgJZu/eB8yzlnZRB2R7nWCt/gxhmtt23mAYtG/xJhm99r0b2kY/dHZVfxmR44331ENmlE11kpIHn7PiJWNIgxdAot9rp/8D3IbIqR5m5jt/E0VaVlY9MxNXa1/qjodSDKXUWV7QeMzPYXio78u3/sxWPvU4OA4zMWN44zM22Z7SvHxOI45z7noX3Kz57T9+0p9Pap+/aoem/U7d57+J7vxOOyX9p+T4nt8NQeFr3Ds3k9DO9cyzwdv1yPHR+hZL3xHaHgzM2x2lV6uW3zOHxYbgg/0QOZ/tJy3Rhr7lHem6l3bBqXwgoiyls8Mz7flrRTADubaG6tZwvfI5ucwsrOZkbOSFZfa/wBzL3hnFsQ3/H3jADTcVyMjTKjGlFKaNXLQEEb51KaNkMbXabmMdolRBBpzMMmXVHmPIKYXri4ctdqlvjODLDoIYlK58b6TlURLd45mOdxejYhdS/6FW1O6qdzHLcC5i77znVWfPXQYWX1MsaBNkdkXQPKw+6rQiSldvUK07n/M889wtC0Hg5uES7b10FuLfvYYCfPKjcwLefL1A6SvwMtuFZQ3fcgw2THU7Q3/AD6WBf4kQs/Sk6Ej4EFERpJXkdMmXADQaEJVK+pi5jO1pm1XwaIhDY2QFzI1/wCWWd3UsYaXHRWg8dOJ5bm6qAFVrPKGNhZbx2jgFWJGkDeZMmaaOA8QGFrzdsf0qxg5gttahmWjLeOlARQfCAYyN5ldOvdqU9Zuqi/6klvW+pywyhPsygkO1e5xjCb7VHzLvLlnOvipq+/uH5nrMrGMzjv8TjXzUorNfafHzKO1+ahdagXYF/EOaL+JTVZrklVhudzD8T0exIFhty8S56Lg1+lUqV9BHmLHQFwByy1DQxHST5OB9Cou7hECEmlTTCD1IQh9e0E4BcVrEdhv6UbWrvOMACLWBJDqO0usKskrG8pZOYhmJHxCcOuzmJM93MVLea3y4QLg/J0hmiVRhMt4VqjN0MV/BAD8A5mdxVUmRZRziB4Pcltonip3qYZQszMHhDO0tmXnzGi6TvGtX2lrnPM+RAi2d3piNhrEVfSUeGYK0dMo3+IkrMAcdkcHfmVbgSwshFROyU/0GvshiOB52afiBDnCoIBOiPtEUsP2QKJdiNsrOahqq6Z/KJ/KJTSTb8xCdVoruxkLS19wLwRgXaYY5noP7E5R9Ox2+uonJv8AEzwGyCSJiM7sD9oLSSywuTwwE+cvYig1JsQZfMKhSLGUlgAtl9keCLNzNQZhZuy89vqa8ZqCwmuitWgCKfclZjoCgC11A+AGEVZPlUL4iE6d+E7k3oBWMhl0lJBQd2ozXxZitR4j+pNWUuWEY0JA9pVDnM4megy/yd0q+KpZxTWZ23766v8A+AdB6XPM9EM8cwQRWg+wiZuNMfPE8z25Z+Zda6Uv+an81PsQ7YIc0h4zD7feH2lfE94J8Ud6hdeO9T0Y+J6bPNQT+4f8Qe93Fjw55+upXQSdF+ktrNgiAJj4ivvPxTaG2l/ymVltSzxw+kdSEIQ6u4IjoWKaojvL6MvR71RP2syfxOX6Sn5n7lNhVx8ARGlfbFLoTtA++GZjZb8yx7Iynh+JXpxGsbY4eaZj1PMRKrvhqcY+Jj1z+UCttOz/ABFZ+Vf7zSLdDlM8IzrJL1s+GaXDA0/mPbArYXBw0vfUw4HikigIVLBDZphEOCUzKvqZNF3MHXuOy6mRdCTzODEGCbMxhBXUs0OCX5gYUY5Zq5iN95l5lUypUcQwAV7H6hFCmEeSftbSJPxnL+/tdCVdQYwT9YWFfv8AQmlbdDv7hgWjudKY3I/aYWinfEmdbscHo/Q3sdumAQnilKuzxiFlBfiJ2EsSUr7mnVK8U3G8Ktf59OPjs3eEVp8GkZW1KgVtqtzE+voPBpE3J4N/oMu0A9selb7W8bucE5StNs999pyCu8DN+DqMHw8Vm3zN1dtbz3uaG39sD5HKYHebAik/GQIRatPtMeO/+odDGPieCgW5nfc37CX7Nb0yY6PnfbMYfv8Az8kHS9zn/wACdaIdP2hYF9psn7TPRD3D0vaMPlTU/jP5c8S/t0/lT9u0vzZ7l92z3LK3Z7glbvxBO4+IJ3vxmWL57VBByU9q/wAxyaJO6nyIE0awbljNfs+mugkkg+mXTrfQ0EoUEXtq/wBpqZXAiNVzxBheiVAbTMxrBUNiHUhCU8xHEKeI7i6/joLle3qicmXb+4zl/n/gnEeiJ+dh+gF0RKl4gNAbKNvNMKu8efyWWaM33lvfGYlquc/G5Xn7TDz/AGifvHlKU1Ma5mO/bIHZ7yv2gxjeVGXXtOqwPFvxAcE90ROiMLFB4P8AubK5Ajq9DLSN+iXhzePGpnK4xLYhVqqHz7gpwzrK2Pf7b73mVuheAy2PjmjuyiR5DknlUvDxcwAhSrwQVg0DXXzH+9Vy/EPcwDVbm8rtVb5IJdmPAgUbnO1TcRb88g9oOiqvLZK+3BSrYY2m77QZew3NLr4jLZhv339f/SFERpIxsC2vTsy9BFLR/ebj26o/YgVZf2dg6bTVaDBO9h0M/ebi4wHhi/db6CiJsize3cN/aPHJtcrDqHYgR+GDC3QAB8E4+CYD/c9HktrXyy6QCHtbcXQ2o7H+rPpIV9H5hMZBRcv2ioo0mgadmCYCpVwjERio/tHtz46X3fzOfPhmndPuXT2fcvOXPe5le73GL7b5z/eWbL5Yd2nqXySPMcvzHERWFhq9P3iqv6Lgzbwi61U5H2RHR1Q9ocm0E5droJGLHQMk2R3+TT2lWIHjLPcUUG6jwi+nLHptHEfuZRBtPouW6iKCviCZaO6/un9qrF6/eafif4Bt+ZxA7XXUF0XL80e2UP8AGVwF51LDj90/iiorbPtuYbRS2vMJ2dQDMHEaYvpqVXeo5GaeJikfD1MJ17i0UM0yqYeNRePvMP8AWo1u7lHdKZh8o+9Qem+/QRccx8RX+Qh9kOP3jZdkYmOD7VcqclguVGtL1AJzpMfBL8bHGMxhQrWHBU1U0Dzgg2zgNPQ3Me40DsEA3ZDFa2QlQeG38TVlAAZ7VNLftqhe8g8S+8xC1QPPeHerKnAY/sbVNP8AxZrPpM14Wx4UUdBs9TPv14UkrEze579ztb+vX/08P6XRQsuLiCl7AR3W5gaeSuhqx/t/EqltO2PxGRgHeXtcY+LHIezCfb1U13blaa53w9LAgT1XUsmOHuG2JOBMjwXHWQdTy1CCbCH0yzpelePcQGgpwF5jKcO1KO50L87PyrmMMx4pPce87FRFkpWR9j1EGc1hOmRQWPHhCvaD4TayjROlefcyPT5/iPp72xD5RqdvQUt/QnUm5moah0BpnaBuD5+acY/mdtfM1kkbHzEPMT2r1DStF/8ADBez3OAjEdpawdi+1n/ef8zxJ/ldf3nlProCWhY9jHVv4I/5ZlOD4zLLl75Rt3KlSpX0CmmB8/nMvyQHkiuEEbhAxsHiB3jJBHqMbJoCg+TMfKdL+0IaQLu5+Js2jWtw3j9ylfmHP+yb0s8w5PM4dQXU1dXnH7yv7qt+JW31CnSMQUUdv8EdgffX4veJXL7IeRlvAPzOHX7fmPaaH7wm19YnCL85mJMOpSesUwlbL1KicqJUephvzDW3nc3t8y4LZO2ZS86e0oBTeJeOXuYvHaLnNcyxc68zZ2/tHCMYicn2nv8AtFwy/PzEs3C7cQWtqLKqavdzPeJ4RXaYhefcmA+zOQj4Si/uDKAUfZuaUdqjqNevmOTlxKO52qWuz8xgYfKj/wB/GNlQL4ZkmHmY1DcFDZ8NE60qBtiI0mv/AKn4WRLUNe8NRxO4rmaKz3diWOCt5pxBhyhzo5jZeAe1O/In5cSn+YbZ5ldiVHeBaEroFy7GDP297+Z/Ed0/ge8XMVXdbC6VZxH7pcT0wHcF3gh6Os8YGzcfEwoCgPBDxEixp94xDJnM23nAC4iQpMJHfoGmWeuqPtLyDcg/dKWeYoKv1Ba/Mt90FTufajyU1WNdmJkkUwuogAUy+S/0zodSD0ucRT5gdodsucBeV8Rq+U1NxviXl90t3hrM80vyQEq+ZbxCmgnaM8aX/Niu4r3faeWPK+8O0h/jCWbuX5r7ynYnnngnilei1H3yu2L+UsjsQfCxKEuJvgguteSU6bO5PmX0RhJtBGrPZnZUWWGDPGGV4N6yM3m2uWYoruF/vOdWPcC+oUonaypn0e5VtfT/ADKdN9v8Ssph8Km9Xt6iaGeQP54geSD4e3MvufjEJO5D1+cwP+BPBqD7zD/kHM7xk+lRxzhsZoHm4WQ8uZp+HiLT4/aNER/NStD7R5V7MtvZ/iK6jojZfyRztal4olu5l5xLrw8QGG5eHYi7S0dZYULbgv3Sn8X9zLE5tti8tZWbRuUWCg/KVK42OW+Y0RTb9j1UI5WAOacRnFqt5UYJl09+KeI/7A/hLnsC2gxczYCq7qWe2o5qAe0+yXRazzEHWgOGuWbrFEoitA2+Y7RhRddI8Ci38S5QFYmzzctvWfBgsrmMtjsBUAPUSYHRZalLGptXnO8xd9JSF1oP/wBVV2zXqQ9Doq7YWTcFNP6Geirt+i39O8zsEMb0V+sdDpaS1niBNHELu7i5VVNn1bP7meBc3rK61K+glstLS0vLy8vLy/WvJDvoDzF/wzSv3jDD1qVAgcIx0shs9LzfEqeKTiPoY9DuY/Yg5OrPuRNqTK51OYPGIX5hjnYP8pRwhCqpFQcI26+KveJTn7MzDj7sw1X2jbu+5cvrcuXLS0vLdcZs+gYPQXJ5jfNY5zNnWTFTCuKl04mTsfed+w940uKI+BE4viGXZKt2xLQycYmdfCYf3Svtd5jcCTQqVKXm2L1FSAVVgQJBRXSUT1Mu8V2nmlF94cVyhcZjfdUjpOzBoDluO7iKZewwttgTFDfm5iZtc5ZzFkgowQmno1xv3Aed1QZNk550BXiBXZeXmJocTLBvQ0mSPXmXmYPK5lC1UNiTQLQajuyLA0+KlI+QChU3FV44Xd5jE4NtW/8AoT69mIb6cwqXhySz+fB1mzSb9fEVLxIiOPwjxQR7ROE/8EWbXUqJKlSpUqVHqS5cuc/jtNth+kgghHcYZe4jhEqZojC6M2juVApXMowpWDmLAWsJdjRr1ON+GZjuz5bUpbZZixrH88S2Of06ZTKlPQpnil+0unhg2iHjnnGGO2fmYfdQrfibO8sOMMMe0uqf7ROZCIbqPmVXdjPQ9veYoKE+5k5qJvnPMLuempTnMaX2mQnEC1Yol+I/M3NSo9o9L63AuUObME3Sd4RIzwRimP8A6X568QZZPeoKTCQwmfb9k5j8IXVIENZeSbIJ3hziWk5VBpbFnGW8kz7RbginBPH0PKzzOt3jxJ5DoPXPVPRPIdDzJ3Z4ZtTh7dSAS7WI0BtCZ30DMbAaOiGy0VejN4zFfhnfSHA+88FfulS+IKNO4rlLFj+nUqV0EriZzLmCuB1zKbrMD2niVMFwOdRzWRCjy3UVQb3rtLqy0doLXxpzBWTUPG6jtGrO7c0f4T78XDQKw9oDVG49MXecCSjnPeo8WwgregxmFYhGU8sp3fxUC7pxHjoJgxuWKVFpb3F7EanOo8y+mP0rTnoenUY/+hOvuXDvPiWkLuul1ll95ZqYW45N4lB9/wB43sqUa4SZQ5Nn1iRVzT0x7b89NO5D5CxD/eK1P5Eq3D/jz+Ant6Tx+qR4k8OePPFmyY8DTzL9joeWebFtr9B3CcStO0y1ixdsTJtGWHyFvvFQMirY/prpUqBAlSzmGGukvAMD8JilEA7amMOYLBx9pah4gAXz7iKrUpp2sLBbJnEoHC/E7Yajjcx2lY5BqI3R4JSUAWZ4Cnhh3jyRP+7ms8VBk5e7HTZ9mUGtecwzEzTmUBkmXMoyQtxdO1wAYt8LxHOz4n87Q8j5uaG8/mF8FQXs+5xEqo5wsZqb6v6V/wDoiD0vfW4eGC8syxq5smtS/Epvxc1nmZWJDKa+I58zwD68mmZcyoCgLWJWiGY0UdQtdYiQnviW1WJTWOgeynqRIolRCsX9N/pL1UJZi7Zi7EsMZngkvo4noivrUqVCKJUyIR8oFeU2OYB2lYGoGy2OAL3ityrLeIPCpr3DAvtO4uFLog0fEy4eJeCr4mXgx2HHE/aUNjO9z3mVfn/UXLWEyPAZlpYqbNLxzEUtcGpd3JvUpdN/M/BfM8vipZU03LvKZ7TN2e0TlfaBvtFyFvgnbM27zKyRsiIwtzMOpXhUWq5lwMe0vExKj/StrQ34dB1BQfhl+K1P7on90u8RSOzqMssF7lzZTfiGVSUnX7kHmBrYgeWW0fubURgpGn6Kawa7xNSdnUG1NBKNHduYh9WRbE1NOzf11yLL96a+ky7QA8swf2/vIB1tggSTJqFLSUnkgKA24INMKaEa+kpbSgiWzKfTiYEejf7SoEG/I+kFaIiNO/60lkxBlwZcvEsi/wBog9RDUHH7RbqksSaMwo73BgCzGIK4M2n1tzPGe6W7yy09+raL6b+p+nUVTXXMt6rktv0D0e/7RPfmdjW86lq4cys7cS7M3K6E4J5TJoOjGmoYZgHTUpAV5gPvNTO+nNDTMET03BA7tTI1HBbMB/e4eMp3eoafD7SqHjmUVnBHV0TfKsadS2hcpVgM8zOEJNpmGXY/EsM99MBr+ZilHFML3m41uuMwQw7YW52hdd1WRBpsHMF8ZGXi476itK35IrQ+wmu19k8n7kwV8SyVqg7YS2rX3JqLfcnnfcnlfclfL7kD/wByeX9yeV9yP+4J533I959yecfJPM+5PM+5PJ+5PP8AuTyPuTyPuTz/ALJ5f2TyvuTzvsnn/ZPO+yeb9k837ILb94YikSk2P6DPwKMuAXKnwydWzcqZsxouANG74w70CzH60HjPEuRp+NKi8vteIQ3KNJ7zDfxluCNpnFeyXmW9iBXycR136ug5NdpSKG6GYvmzNUPWenVwbD5ILFoGR3JRFmsKOx2mP2Yb6vvL5Q2frcKrbnkZlBtqmgce4Gcrit+vqX8W/PNTnXo0pPK61LL2kT8GcTlifsGOAwbin5lfYbT0ViBJXy3eJn0BlMT8zJHlUuPPiF5Ds7B1XxCtmjdQbqB9BrvcIly7gvjb5i9cXbgcw0rKKaFfMr90VqiH2pKaH5QqRDvIvMvlLPATtXaHi4bH0QD/AHHyS98PGZzAHvqLNCByBMWNm7GIDbFVQ/MpVQ2/cApgGewh6H1IuIa7C/DcvHRmLXpcsXGTbnx6j4tX7kwRQYav+07Y0py5QHu3zWVQ7+eKxGX3YrMNUdpcHznRvjEkJZ5PH9UEckw8dCLzUarv0Pe47znEMEmQzDXuLKXLr7alPS7pd5jaV+gBKgSoP6lPpIoCehLr9MxkeReUYsm3VFpTvGhiVWOYPCN5r4gg9JrTdzOozvzC865lA+7lXTG5QTxPelYB2VmC8bgKsU/vLI3mHVduZn91qbAqVOIU1WSVSkJeGdsQ4UveKg/clAeoaUlniCnDKA0KnBSncKqqqtMM8DM68bi6pM+I4GPunK7SgtfkGGVQFH/wh4pA/QElVYLgaykB+IA86UviWetnw8QUgd+ENAhbZm32sPPeB/E+1QcOsPlWoWih2TKpH3FTmQB7wJmyU+o7Gr8XMzAUn05gND/IbuJgrDPtzLqAvzirJe/Jjkc34lm5tWnfmxQTqr3UtAOwjfKG7PcAsDkl/jshgH9oGJgFxO+ZL4rGxSmp8fTxFEKwD7BKq2kGGGiUtgKDsLbBfzbvHKJtZl1bDx0EMu1J8DmBKLBn22xe3JfG5notZ7l9Q78mct/IQrxd+UWz/e6hNAckWlxhXWKse4ZWbRgNZmfc5miUK35QLDMn24j4ZGn3Zk8RCC+MS947fc+PL47RpAQnsmRlSl7xV8g+/ZEUozJrAuoB31fG8xY42h8P9P3+nsdNM5xLucPUomjzNMmzE8TGyOBJeJb3iy+l9GbfQ6j/AEtdSJ9IwZiPaYJdsEC5RFr4maH3gd1xHBZ3qOHunIeLmGKjQ7swA+fE17OZ80RyWe4heUvdS7q7SomwtCOPcBT7S+y6vULRrvKa2eokLt6qJilfEXtC2mq2QC+Vx0tAqUOHMrcV3n+BGo+BGxolRJB2zBbbbbl05N/mCSiCzdm5RbnmetzI4r+/9CBWTXzE2z5wqZLzUmY3mBQHeX+xeUwg+T3zLLm247QwgIXRuLm1AVnMA9OpXSu1zc7vtOM46agulmJ4lbipfM3X8DoO7HG2iU14i2bBGUGzerQ1Pb8/a5QjPAwlzcpaXEeY/sSx3kHZ4iP8sjConvOh3ZSUC8gr6f5fj9AFrWCZ5zMyoZsvUrtq65dl1UQ4QxdDiERQVdovxUv8spmCxrmUVW47O8xIByqhG2udimoQi5aHzChpUF2VllQbbL7xaF9qPMEw9YUFTcoP4ZjlYrx4/iRQCDJzrUa2Bz11Ub0CxzHBPNDc/mu7KIYf9EQZctmZPDANe87NMCwp1wQZ1rYVh4gHr8OagWVO3EE59qtwNKUjtD6Yy9uImHTPBqJMUW14KuY2j064ZUgxr77G+TXZmpmvrUCri8N2Ic3KL5dOMAttRDaM63p61TCLowDKCUmMdiV7GZlhH3Ka0vyKaYgoeVigMJD5oEIIKBR/g8RpG6aeIMATWu/KX9XtqPNMOTPwqhpUNOVEGR53KzLT2BKfV9xrFUJzdPsoaqLFDoZfKNAtQGw3EGdaacxljNrCYcV3+2pauD9aYz50S+KzKQK5SMnmMlnskYYVSzWID7/Gd5hSCazRovkFgIUCo/ot9OIbjBLb8xObn/ITuqF5lT+XLVKUs6ErokqUSmDMrodEp+vH1MqV0OtfSyvpGWM+ZvUoyw5/mGc94b++YVrfeU/M1X9pUtH7eIntxcbw8ShfJxOUFiby3CrhsXnfMMlOO0pDQg291fMWTsmRO7lHNeIiijNSxlKZTtzGwL/aA6Sr3rjkIVqWVSqK2jj4nA2+ItYN9oKk88QHLjeCFq7W7iC3iAG18HiPPshyv5luLUcTK8sZiP8Av9Ghe8mGsqG3pX+b7RAzKku1uZXtjjO4/HDxhC7X3Lf/ABz1ds3QWk9wq+Y+aaiv4XQbhk8gVs7B+7LQGmWB3WBbVinvMp1naNQRRgo+0Vy5OHRfwf7S+Wam5V0/Iw9ZcnclHOF936f5fj9BQy8E4BIHUyj+6olxsjwsXtoGKihJYjXGOI2GDRLW+VnkqB4DAom2WFovl3ZxNRyaNJ5lSbSCiPCXR7MRUF8EFCLbyPmK0Wl97biDYsUdUYqFhM23c1dbJ/aUz+ydL2DQH3cI1GiPh4lRnmhQTHJjx5AhCvZvvNEKflgIVheUOWNj4qMvk1ndy0dzh8rlbtC8OjhOg4Q2cOw6SMCptrkREil6e52Np6DhKrcHTzQQIlAF7VMNbavi5yX+OaqsxZRFVG8u8qgjky/VpzmsoUHwS2TO2EHeo0K5WoaWWcjBZB24MVQpsjmJtr4jHiONGGcrN+WqhClIDN+USp1Y5SGorGcn+5yTqMe7XjNXKnGWpVBXJ/tLiLAHxKL4edeEsWDW5Uc4kMeG52s3HSM4aozbzPYfZMdm6yHLjIl35R3jYO6NkQFnNSpYiHaKbq/VPorvDx08E9sxPHiAsGD37ylc3co+DcXJGVTM0+IDtEyeIRQamZuArmW+IgzDCV4liR5VNoLt0UTCV1KYFSpX0nWiUSu/Uq+geJUvepfpvKOIJoZ45Yht2JR5doYGRnMDZxOH75TnCvtOxGWZUnNNyrlPcwsXXrtPcYeDuy0vPaHkA7hseritWPUKGEe72gMFTm4nuSCBjfE8gy6Uabhh3dybF6ckebh4gw7Sc064Iq1trMVaeoVcVfeUmhhlhnUKYYEE1eYZLbRHD17l205rNwR2qypfZdZlKW5vUyDsuF+RxOEKm5bYPMKE+Yv4zn6HpU4YyjF55hkNgYAAoCglYAu6PMBg29wuLhGhR4Qljo5Sm+y6fHWkx5MOGBoIuGLujuwNjQD3VHJewwNZGrzXSi/sHmGlaKSUcgoIYDaGUYdKqB6w0QAIqpe8p+8kNDFq8/T/AC/H/oBqXfTEw9cb+8sGNM1Md5XiVhinDmZ+0q20dYqZ0jvghsYFeMZmDMF44gmVXEA6RapZphg8x0r943C4eE3e0rOysz9qViOPuGddFXio0mTW8SyMN8THxHRHwjVg438dplIFniUG2E0PecnESJXpMbnh5+8S7QHOI2y2xoqO/omQOziL1XNbJhtQzdW5mziIaQFcuYkzl4wrLWJq9vMB1Q8GYhVqr8yxRRnxKaN5cFcwO8u1hbWbc+osHDVQfhA7HqouDbn1HpxbF1tZjZw+ZaMKgi3c9tcy3FrneMOTAG9CaZwrVxFpBnzKHP3g5FKJlbyTQGK4cDsy1xg5Wa8XnFQU0Xwl4pfZFd6PMFJTB3YjNb4lFUMnaWaA9o6EXKdXSPeljt4iPGe89CH7S8MP/wAKv4Lb5f8A0mZWNy+24Ze4UNLiUZYZIlsqfshaGnO2fcD05PMGtzGPLzKT2llo8VVRCv8AfiCxTriGbeKnO3MO7PacOLnz8QEtVK8Stxu0ZzA+GVPxLC/IibwXFB5X2ngMTQaSjyVcpziarut1EU2mtdoA3WsTTGePMTNOKzK33/vE0z2mbhrbHtOzN+HsRMLo8czMXUK3BMYgrXabubcQ3l3KVOPO4U4jVMWIi+Y4mstfeJo4EFigNosi+1USwjqjPaAN1ZnY392XRdFu8OV90rUi+WA0IseDggA0c6JiXxwQqgjc44jZ3eUV3w+85h3qiDttxt3MKxdm5ZP8hMBYz/KiHNsVKcHrE2Ngx5ngYifJGBzirl5ilWl+JwlMgXw1Vxsaa4gMKPDiYzdF7amWZVwXZfENnxU1TIdo6IJjsQM1sxzwcbi0C+BLCt2PEsGx4mmNH3iCkPiZlnAd3M3OJW0z3uUhWJkZEtfcik7V/vLMZL75jv8ANl6/uYj/AHGZf7uckz2igU/lKlPy5y/nzH/dQYXF7zLj7iODb7yqr+7n/az/AL+H+4x/3GV7+9n/AEs7H3s/7Of9zP8AqZ/0M/7mf97P+pn/AFM/6mf9TAqWeX/6LHT8y4zPEdbuU6lRvTDDPL9pRTFDGZkVLXWklGHiPLXglG11FiuVjzlINZZ72alnxn3Ktl+LitXZnvNYcg+8rFFeYjQrG5rcOxLEa5P7Swm0oYcoBA/ZC6acffMoD3DGYn4nhtr3CsH/AEgUMdxmDi1p2yrYnDzMhq1Z+IFYRHD3Zkmg4VzMwVMSyKBPJPRXcf3j5A3uOoVujiKxdeJVErcTKZ/EtjZ3iDSDj2lAoWN3moeWx0M/Zmqo+OZYDpqAmNdEd6VjF94m8asz5Dw7gOO71uohVVvA1AjWng3MAFO4EFi70VKuRZqsQcyockBbkVeWpeIfJA8jj+VCp4DuVdKoq+88zPAZjc7Lp3PFeaomInrbLmXljEqbo+yOTOboM/FaZeAAz6gOTu3LG9uGYcdjVmK4SPlVp8S2ynJ2noe07KXEdS3jiYqGe0KLNv8AEyYqibsfmNHk5itShexy3ippdefUS7ATQu/POYZxV43Lx3fxCEKl41MGK8yhe8Qzvjucw7jmI4LqUCd/M9FHWpa7APjMpeN8sQtGO8dMSwWxXhhB4eY2sqtoTDgHqc8RaxzLKcEzNOmtS5nof+sLmYZeuGUOIuY8oJog7YjbZdyjVrmTTGIDV0Y2+pjYDtNusn7wDm64l5eRrG4ZpRSK+X+yWrPyyl14+0GO/cgdyv3lgb3wM4OQJisDzLCDJzcsVaHOJgI0ms3KzjG4mIs1iZcwa1vlIrWnYIXzsK0wMUN8mt+5VltN9/ExGMVlhw67M4lgqznFlR1MhaRKiC0F5/ZHS7iq1VQfF389o3V3XgxESaDVSosKvCb/ADAcf7yMtMl5dkFnABe+JsKzbe0ljEurl9xNaPSn7y7Kthoaz3ljkU299sRqi9j/AFKOhvS5rFVsDuItuDn+09MZV8xHNPJxN9A/xmL3OF53Glo0cXAGxpijR9ouqtupu377TA2yyiiAYvMuNBpuoqNHy7/EFFXXjnxES/48TGgp45zu53PGHog8Bc4mkqu0uAZfl/ZXaKU5JXJdPuRriusVF05YBuBXFv8AucF70vEyAtnKTgexAbkVKHJ6JQ4o1KjQhqiqh43Obsa7QDis7llz7URq8Dcx1fiY0cC6iZNueLzANZrG+Yg+4Nx5I3GZNJV0L+Zhu1OWFF8Nl7maLfeXmsHmceMT/g1KAVYhsEsFcSxoNyh7luf8wDnVbm139SnPEqszBGmmC0nzMZ7ksWNcSszF66b/APVZ66nEqeJfIMIsrDKq288TubSCq4XbibY3eJqPbfzPQ8hMrzzt7RQB8IXU6N3KHwHNQu3/AGgCt9wqrpvUsMo+YCVT2qB5Ns3C7MfPmWMAIeHwFZlCCeBOJS7z5zcoPusQa8B1EzR9PMdcOanPVjUrKteJiR+C/vBfl/aAKbVejBcxI5Y8SoiZH2luyAT7RHLOcRRIrGQ4mTLhy5ghly4qszCOPdKoYiYBza/8zOjYwMS8Aiu/ML1i5rtKVD5w1G8lX3tlIa2V/qIPgXGvX+SOqA2pHXlRoMSheVjEsUzBgXzzMnYUNPJKKUW/mcRAeDk5ibC04txFTRjJqO5scHA+ZtC2caHzC0oVfdRai4fEpZXjvGnIKOOP9wch5zN3hjNSju6vUL7QcOo1Ch5u5TeL9s/eI2FR4B74m4rY7mS9TmtRIyCEOwfmOU+xTOLrjIM1kt94at8u8qiaOVg0XXaAq/35lVNP2/MSD7axFeU+peqZrjLLldSZeByxXJP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\" width=\"100%\"/>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Set Up Imports And Helpers Plus Initialize Chat\n",
        "#@markdown This just sets up common workbook functions and imports necessary libraries.\n",
        "\n",
        "import re\n",
        "import json\n",
        "from IPython.display import HTML, Markdown\n",
        "\n",
        "RE_LIST = re.compile(r'\\[.*\\]', re.DOTALL)\n",
        "RE_DICT = re.compile(r'{.*}', re.DOTALL)\n",
        "RE_HTML = re.compile(r'<.*>', re.DOTALL)\n",
        "\n",
        "def response_to_list(response):\n",
        "  return json.loads(RE_LIST.search(response.text).group(0))\n",
        "\n",
        "def response_to_dict(response):\n",
        "  try:\n",
        "    return json.loads(RE_DICT.search(response.text).group(0))\n",
        "  except json.JSONDecodeError:\n",
        "    print('Parse JSON Error:', response.text)\n",
        "\n",
        "def response_to_html(response):\n",
        "  return RE_HTML.search(response.text).group(0)\n",
        "\n",
        "model_vision = GenerativeModel(\"gemini-1.0-pro-vision\")\n",
        "#model_vision = genai.GenerativeModel('gemini-pro-vision')\n",
        "model_text = GenerativeModel(\"gemini-1.0-pro\")\n",
        "#model_text = genai.GenerativeModel('gemini-pro')\n",
        "chat = model_text.start_chat(history=[])"
      ],
      "metadata": {
        "cellView": "form",
        "id": "lUh8Ueod_zXr"
      },
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#STEP 1: Get A List Of AI Recommended Avatars\n",
        "The output will be a PYTHON object, if you get errors try adjusting the product description.\n"
      ],
      "metadata": {
        "id": "arGYq5T-UEoH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "prompt = f'Imagine you\\'re an agency directory running an advertising campaign for the {product}, provide descriptive persona names and explanations of why each is a fit.'\n",
        "response = chat.send_message(f'Format the response as JSON list with two keys: persona, description.\\n\\n{prompt}')\n",
        "\n",
        "avatars = response_to_list(response)\n",
        "history = chat.history\n",
        "\n",
        "print(json.dumps(avatars, indent=2))"
      ],
      "metadata": {
        "id": "timFyiyRYEqz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "77fdc73d-b0ea-4205-f48b-31719d770986"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[\n",
            "  {\n",
            "    \"persona\": \"The Eco-Conscious Adventurer\",\n",
            "    \"description\": \"This persona embodies individuals who prioritize sustainability and an active lifestyle. The Mazda 3 hatchback aligns perfectly with their values, offering exceptional fuel efficiency, a sleek design, and ample cargo space for outdoor gear. They appreciate the hatchback's versatility for both city commutes and weekend getaways, making it an ideal companion for their adventures.\"\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Tech-Savvy Urbanite\",\n",
            "    \"description\": \"This persona represents city dwellers who embrace technology and seek a stylish and sophisticated vehicle. The Mazda 3 hatchback caters to their needs with its advanced infotainment system, intuitive controls, and sleek design. Its compact size and maneuverability make it a perfect fit for navigating busy urban streets, while its premium features provide a luxurious driving experience.\"\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Design Enthusiast\",\n",
            "    \"description\": \"This persona encompasses individuals who appreciate aesthetics and value a vehicle that reflects their personal style. The Mazda 3 hatchback's stunning Kodo design language, with its flowing lines and sculpted curves, makes it a standout on the road. They admire its attention to detail and premium materials, making it a statement piece that reflects their refined taste.\"\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Value-Seeking Family\",\n",
            "    \"description\": \"This persona represents families who prioritize practicality and affordability. The Mazda 3 hatchback offers exceptional value for its price point, boasting a spacious interior, fuel-efficient engine, and a comprehensive suite of safety features. Its versatility makes it suitable for daily commutes, family outings, and hauling cargo, providing a reliable and practical solution for their transportation needs.\"\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Performance Enthusiast\",\n",
            "    \"description\": \"This persona embodies individuals who seek driving excitement and a sporty experience. The Mazda 3 hatchback's responsive handling, powerful engine options, and engaging driving dynamics cater to their desire for performance. They appreciate its sharp handling and precise steering, making it a thrilling companion for spirited drives.\"\n",
            "  }\n",
            "]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#STEP 2: Evaluate The Creative Against Each Avatar\n",
        "The output will be added to your existing PYTHON object, if you get errors try adjusting the product description."
      ],
      "metadata": {
        "id": "NtLCDOKAUUdx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "if picture is None:\n",
        "  print('Go back and upload an image to the colab, then run the creative step again.')\n",
        "else:\n",
        "  target_picture = Image.load_from_file(picture_url)\n",
        "  for avatar in avatars:\n",
        "    print('Running:', avatar['persona'])\n",
        "    prompt = f'Imagine you\\'re a display marketing expert, evaluate the attached image against the persona {avatar[\"persona\"]}, {avatar[\"description\"]}. List things to keep, change, and suggest three ideal advertising images for {avatar[\"persona\"]}:'\n",
        "    response = model_vision.generate_content(\n",
        "      contents=[f'Format your response as JSON dictionary with the keys: keep, change, sample.\\n\\n{prompt}', target_picture]\n",
        "    )\n",
        "    avatar['edits'] = response_to_dict(response)\n",
        "\n",
        "print(json.dumps(avatars, indent=2))"
      ],
      "metadata": {
        "id": "-oitb3XIVQC_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "847b3c5e-a67f-4902-8f1a-6559615436b1"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Running: The Eco-Conscious Commuter\n",
            "Running: The Thrill-Seeking Adventurer\n",
            "Running: The Tech-Savvy Urbanite\n",
            "Running: The Style-Conscious Individual\n",
            "Running: The Value-Seeking Buyer\n",
            "[\n",
            "  {\n",
            "    \"persona\": \"The Eco-Conscious Commuter\",\n",
            "    \"description\": \"This persona prioritizes fuel efficiency and environmental responsibility. They live in a urban or suburban area with access to public transportation, but still enjoy the convenience and flexibility of owning a car. They are interested in the Mazda 3 hatchback's impressive fuel economy, low emissions, and sleek, modern design.\",\n",
            "    \"edits\": {\n",
            "      \"keep\": [\n",
            "        \"The image is clean and easy to read.\",\n",
            "        \"The headline is clear and concise.\",\n",
            "        \"The body copy is informative and highlights the key features of the car.\",\n",
            "        \"The call to action is clear and easy to follow.\"\n",
            "      ],\n",
            "      \"change\": [\n",
            "        \"The image could be more visually appealing.\",\n",
            "        \"The headline could be more attention-grabbing.\",\n",
            "        \"The body copy could be more concise.\",\n",
            "        \"The call to action could be more persuasive.\"\n",
            "      ],\n",
            "      \"sample\": [\n",
            "        \"Image 1: A photo of a Mazda 3 hatchback driving on a winding road through a forest.\",\n",
            "        \"Image 2: A photo of a Mazda 3 hatchback parked in a driveway next to a house.\",\n",
            "        \"Image 3: A photo of a Mazda 3 hatchback being driven by a young couple.\"\n",
            "      ]\n",
            "    }\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Thrill-Seeking Adventurer\",\n",
            "    \"description\": \"This persona enjoys outdoor activities and weekend getaways, and they need a car that can keep up with their active lifestyle. They are drawn to the Mazda 3 hatchback's sporty handling, powerful engine options, and spacious cargo area. The hatchback's versatility makes it ideal for carrying camping gear, bikes, or anything else they need for their adventures.\",\n",
            "    \"edits\": {\n",
            "      \"keep\": [\n",
            "        \"The Mazda 3 hatchback's sporty handling, powerful engine options, and spacious cargo area are ideal for The Thrill-Seeking Adventurer's active lifestyle.\",\n",
            "        \"The versatility of the hatchback makes it ideal for carrying camping gear, bikes, or anything else they need for their adventures.\"\n",
            "      ],\n",
            "      \"change\": [\n",
            "        \"The image is too dark and does not show the car in a flattering light.\",\n",
            "        \"The image is too static and does not convey the sense of adventure that The Thrill-Seeking Adventurer is looking for.\"\n",
            "      ],\n",
            "      \"sample\": [\n",
            "        \"A photo of the Mazda 3 hatchback driving on a winding road through the mountains.\",\n",
            "        \"A photo of the Mazda 3 hatchback parked at a campsite with camping gear strewn around it.\",\n",
            "        \"A photo of the Mazda 3 hatchback driving through a river.\"\n",
            "      ]\n",
            "    }\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Tech-Savvy Urbanite\",\n",
            "    \"description\": \"This persona values technology and connectivity. They appreciate the Mazda 3 hatchback's advanced infotainment system, which includes a large touchscreen display, Apple CarPlay and Android Auto integration, and a premium Bose sound system. They also appreciate the hatchback's safety features, such as lane departure warning and automatic emergency braking.\",\n",
            "    \"edits\": {\n",
            "      \"keep\": [\n",
            "        \"The image is clean and easy to read.\",\n",
            "        \"The headline is clear and concise.\",\n",
            "        \"The body copy is informative and highlights the key features of the Mazda3.\",\n",
            "        \"The call to action is clear and easy to follow.\"\n",
            "      ],\n",
            "      \"change\": [\n",
            "        \"The image could be more visually appealing.\",\n",
            "        \"The body copy could be more concise.\",\n",
            "        \"The call to action could be more creative.\"\n",
            "      ],\n",
            "      \"sample\": [\n",
            "        \"Image 1: A photo of a Mazda3 driving on a winding road.\",\n",
            "        \"Image 2: A photo of a Mazda3 parked in a scenic location.\",\n",
            "        \"Image 3: A photo of a Mazda3 being driven by a young couple.\"\n",
            "      ]\n",
            "    }\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Style-Conscious Individual\",\n",
            "    \"description\": \"This persona has a keen eye for design and appreciates a car that makes a statement. They are drawn to the Mazda 3 hatchback's stylish exterior, with its sculpted lines and signature Kodo design language. They also appreciate the hatchback's premium interior, with its high-quality materials and attention to detail.\",\n",
            "    \"edits\": {\n",
            "      \"keep\": [\n",
            "        \"The image is clean and easy to read.\",\n",
            "        \"The headline is clear and concise.\",\n",
            "        \"The body copy is informative and highlights the key features of the car.\",\n",
            "        \"The call to action is clear and easy to follow.\"\n",
            "      ],\n",
            "      \"change\": [\n",
            "        \"The image could be more visually appealing.\",\n",
            "        \"The headline could be more creative.\",\n",
            "        \"The body copy could be more concise.\",\n",
            "        \"The call to action could be more persuasive.\"\n",
            "      ],\n",
            "      \"sample\": [\n",
            "        \"Image 1: A high-quality image of the Mazda3 hatchback in a scenic setting.\",\n",
            "        \"Image 2: A close-up of the Mazda3 hatchback's interior, highlighting the high-quality materials and attention to detail.\",\n",
            "        \"Image 3: A lifestyle image of a young couple driving the Mazda3 hatchback, smiling and enjoying the scenery.\"\n",
            "      ]\n",
            "    }\n",
            "  },\n",
            "  {\n",
            "    \"persona\": \"The Value-Seeking Buyer\",\n",
            "    \"description\": \"This persona is looking for a car that offers a lot of value for the price. They are impressed by the Mazda 3 hatchback's competitive pricing, its long list of standard features, and its excellent fuel economy. They believe that the hatchback offers a great balance of price, performance, and features.\",\n",
            "    \"edits\": {\n",
            "      \"keep\": [\n",
            "        \"The image is clean and easy to read.\",\n",
            "        \"The headline is clear and concise.\"\n",
            "      ],\n",
            "      \"change\": [\n",
            "        \"The image is too dark.\",\n",
            "        \"The text is too small.\",\n",
            "        \"The image is not very engaging.\"\n",
            "      ],\n",
            "      \"sample\": [\n",
            "        \"Image 1: A high-quality image of a Mazda 3 hatchback in a bright color.\",\n",
            "        \"Image 2: A lifestyle image of a young couple driving a Mazda 3 hatchback on a road trip.\",\n",
            "        \"Image 3: A close-up image of the Mazda 3 hatchback's interior, highlighting its features and quality.\"\n",
            "      ]\n",
            "    }\n",
            "  }\n",
            "]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#STEP 3: Rank The Avatars Based On Product Fit\n",
        "This demonstrates how to use the personas in a single prompt to generate a ranked list. This creates a new object."
      ],
      "metadata": {
        "id": "5Fr4H0R8W01p"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "table = '\\n'.join(f'{avatar[\"persona\"]}: {avatar[\"description\"]}' for avatar in avatars)\n",
        "prompt = f'Of the following personas, which one is most and least likley to purchase after seeing the attached advetisement, and why:\\n\\n{table}'\n",
        "response = model_vision.generate_content(\n",
        "  contents=[f'Format your response as JSON dictionary with three keys: most, least, reason.\\n\\n{prompt}', target_picture]\n",
        ")\n",
        "fit = response_to_dict(response)\n",
        "print(json.dumps(fit, indent=2))"
      ],
      "metadata": {
        "id": "A2R7JZAJR8GU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "496e74b7-d927-4b93-9a07-6b154f590f9a"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{\n",
            "  \"most\": \"Value-Seeking Buyer\",\n",
            "  \"least\": \"Eco-Conscious Commuter\",\n",
            "  \"reason\": \"The Value-Seeking Buyer is looking for a car that offers a lot of value for the price. They are impressed by the Mazda 3 hatchback's competitive pricing, its long list of standard features, and its excellent fuel economy. They believe that the hatchback offers a great balance of price, performance, and features.\\n\\nThe Eco-Conscious Commuter prioritizes fuel efficiency and environmental responsibility. They are interested in the Mazda 3 hatchback's impressive fuel economy and low emissions, but they may be less interested in the car's performance and features. They may also be concerned about the hatchback's price.\"\n",
            "}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Step 4: Get Audience Suggestions For Each Avatar\n",
        "Let Gemini determine which method of targeting is the best fit for each avatar."
      ],
      "metadata": {
        "id": "LQ-RfnCRaOwQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "methods = [\n",
        "  {\n",
        "    \"title\": \"Floodlight Targeting\",\n",
        "    \"description\": \"Tracks user behavior across web, app, and ads using Google Marketing Platform's conversion tracking pixel to create tag-based audiences.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Activity-based Targeting\",\n",
        "    \"description\": \"Creates audiences based on campaign interactions or excludes users based on impression counts.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"YouTube User List Targeting\",\n",
        "    \"description\": \"Creates YouTube remarketing lists based on interactions with your videos, ads, or channel.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Customer Match Targeting\",\n",
        "    \"description\": \"Uploads customer CSV for targeting (minimum audience size of 1,000 users).\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Google Analytics 360 Audience Targeting\",\n",
        "    \"description\": \"Shares GA360 remarketing lists based on site/app behavior for targeting or building similar audiences.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Demographics Targeting\",\n",
        "    \"description\": \"Sets up ad targeting based on demographics like gender, age, parental status, and household income.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Affinity Targeting\",\n",
        "    \"description\": \"Targets users with a demonstrated interest in a specific topic.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"In-market Targeting\",\n",
        "    \"description\": \"Targets users actively researching or comparing related products and services.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Custom Audience Targeting\",\n",
        "    \"description\": \"Reaches audiences based on keywords, URLs, and apps related to your product or service.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Life Events Targeting\",\n",
        "    \"description\": \"Reaches audiences during key life events like moving, graduating, getting married, or having a baby.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Geography Targeting\",\n",
        "    \"description\": \"Targets by region (states, cities, postcodes), or specific locations (business chains, POIs, street addresses, coordinates).\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Day and Time Targeting\",\n",
        "    \"description\": \"Specifies serving ads by days and times in user or advertiser timezones.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Similar Audiences\",\n",
        "    \"description\": \"Expands existing audiences by targeting users with similar behavior and interests.\"\n",
        "  },\n",
        "  {\n",
        "    \"title\": \"Third-party (DMP) Audiences\",\n",
        "    \"description\": \"Syncs audiences from third-party Data Management Platforms (DMPs) for more granular targeting.\"\n",
        "  }\n",
        "]\n",
        "\n",
        "table = '\\n'.join(f'{method[\"title\"]}: {method[\"description\"]}' for method in methods)\n",
        "\n",
        "for avatar in avatars:\n",
        "  print('Running:', avatar['persona'])\n",
        "\n",
        "  # preserve tokens reset history\n",
        "  chat._history = history\n",
        "\n",
        "  prompt = f'Pretend you are a marketing expert, you are selling {product} to persona {avatar[\"persona\"]}. Pick 5 audiences that will generate the most sales from the following JSON list of dictionaries:\\n\\n{table}'\n",
        "  response = chat.send_message(\n",
        "    f'Format your response as a JSON formatted list of dictionaries with quoted keys: title, description.\\n\\n{prompt}'\n",
        "  )\n",
        "  avatar['targeting'] = response_to_list(response)\n",
        "  print(json.dumps(avatar['targeting'], indent=2))"
      ],
      "metadata": {
        "id": "kD4Wd6jjahQy",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "55796cf4-e704-4f9a-b0f9-492f40f29cf9"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Running: The Eco-Conscious Adventurer\n",
            "[\n",
            "  {\n",
            "    \"title\": \"Outdoor Gear and Apparel Website Visitors\",\n",
            "    \"description\": \"Target users who frequently visit websites and online retailers specializing in outdoor gear, apparel, and equipment. This audience aligns perfectly with the Mazda 3 hatchback's ability to accommodate various outdoor activities and their need to transport gear conveniently.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Social Media Followers of Environmental Organizations\",\n",
            "    \"description\": \"Connect with users who follow and engage with the social media accounts of prominent environmental organizations, such as Greenpeace or the Sierra Club. These individuals are passionate about sustainability and reducing their carbon footprint, making the Mazda 3's fuel efficiency and commitment to eco-friendliness highly appealing to them.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Outdoor Adventure Blog Readers and Subscribers\",\n",
            "    \"description\": \"Reach individuals who actively read and follow blogs dedicated to outdoor adventures, hiking trails, and camping tips. They are constantly seeking new experiences and appreciate vehicles that enable their exploration, making them ideal candidates for the Mazda 3 hatchback's versatility and capability.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"App Users for Hiking, Camping, and Cycling\",\n",
            "    \"description\": \"Target individuals who actively use mobile apps related to hiking, camping, and cycling activities. These users rely on their smartphones for planning routes, finding campsites, and tracking their progress. Highlighting the seamless smartphone integration and navigation features of the Mazda 3 hatchback can attract this tech-savvy audience.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Geographically Targeted Users Near Hiking Trails and National Park\",\n",
            "    \"description\": \"Reach users residing near popular hiking trails, national parks, or outdoor recreational areas. This geographically targeted approach ensures that your message reaches individuals who actively engage in outdoor pursuits and are potential customers for the Mazda 3 hatchback's adventurous capabilities.\"\n",
            "  }\n",
            "]\n",
            "Running: The Tech-Savvy Urbanite\n",
            "[\n",
            "  {\n",
            "    \"title\": \"Tech Blog and Website Readers\",\n",
            "    \"description\": \"Target individuals who actively engage with online content related to the latest technology trends and gadgets, frequently reading tech blogs, websites, and forums. They are early adopters, eager to embrace innovation, and will be intrigued by the Mazda 3 hatchback's advanced features and seamless connectivity.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Social Media Users Engaging with Tech Hashtags\",\n",
            "    \"description\": \"Connect with individuals actively participating in conversations about technology on social media platforms. Targeting users who use relevant hashtags, follow tech influencers, and share their tech experiences ensures you reach an audience receptive to the Mazda 3's tech prowess.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"YouTube Users Watching Tech Review Channels\",\n",
            "    \"description\": \"Focus on users who watch YouTube channels dedicated to reviewing and showcasing tech products. They research extensively before making purchasing decisions and value expert insights. Reaching them through their preferred platform allows you to showcase the Mazda 3's features and capabilities through trusted reviews.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Mobile Gamers and App Enthusiasts\",\n",
            "    \"description\": \"Target individuals who are passionate about mobile games and frequently download and use apps. This audience appreciates cutting-edge technology and innovative design, recognizing the Mazda 3's seamless integration with smartphones and user-friendly interface.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Urbanites with High Disposable Income\",\n",
            "    \"description\": \"Target individuals residing in urban areas with high disposable incomes, indicating their ability and willingness to invest in premium products. They are trendsetters, seeking stylish and sophisticated vehicles that align with their urban lifestyles, making the Mazda 3's sleek design and advanced technology an appealing choice.\"\n",
            "  }\n",
            "]\n",
            "Running: The Design Enthusiast\n",
            "[\n",
            "  {\n",
            "    \"title\": \"Followers of Design Magazines and Blogs\",\n",
            "    \"description\": \"Target individuals who actively follow design magazines, blogs, and social media accounts dedicated to aesthetics, architecture, and automotive styling. They appreciate the finer details and will be drawn to the Mazda 3 hatchback's elegant Kodo design language.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Website Visitors of Luxury Fashion Brands\",\n",
            "    \"description\": \"Reach out to users who visit websites of high-end fashion brands and retailers. They have a discerning eye for quality and style, making them receptive to the premium materials and sophisticated design of the Mazda 3 hatchback.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"YouTube Viewers of Design-Focused Channels\",\n",
            "    \"description\": \"Connect with users who watch YouTube channels featuring design trends, product reviews, and lifestyle content. They are interested in aesthetics and appreciate innovative and stylish products, making them ideal candidates to showcase the Mazda 3 hatchback's unique design language.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Art and Design Enthusiasts on Social Media\",\n",
            "    \"description\": \"Target individuals who actively engage with art and design communities on social media platforms. They have a strong appreciation for beauty and creativity, and the Mazda 3 hatchback's stunning design and attention to detail will resonate with their aesthetic sensibilities.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Young Professionals with High Disposable Income\",\n",
            "    \"description\": \"Focus on young professionals with high disposable income who seek to express their individual style and sophistication through their possessions. They are drawn to premium vehicles that reflect their taste and appreciate the Mazda 3 hatchback's sleek design and premium features.\"\n",
            "  }\n",
            "]\n",
            "Running: The Value-Seeking Family\n",
            "[\n",
            "  {\n",
            "    \"title\": \"Parents of Young Children\",\n",
            "    \"description\": \"Target parents with young children who prioritize safety, practicality, and value. The Mazda 3 hatchback offers a spacious and comfortable interior, advanced safety features, and fuel efficiency, making it a perfect family car.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Budget-Minded First-Time Car Buyers\",\n",
            "    \"description\": \"Reach out to individuals who are purchasing their first car and are looking for a reliable and affordable option. The Mazda 3 hatchback offers competitive pricing, excellent value for money, and low running costs, making it an attractive choice for budget-conscious buyers.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Active Commuters in Urban Areas\",\n",
            "    \"description\": \"Focus on individuals who commute regularly in urban environments and prioritize fuel efficiency and maneuverability. The Mazda 3 hatchback's exceptional fuel economy, compact size, and responsive handling make it ideal for navigating city streets and saving money on gas.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Cost-Conscious Family-Oriented Consumers\",\n",
            "    \"description\": \"Target families who are value-conscious and prioritize practicality and space in a vehicle. The Mazda 3 hatchback offers ample cargo capacity, a spacious interior, and a variety of features that cater to family needs, making it a practical and affordable choice.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Downsizing Retirees with Active Lifestyles\",\n",
            "    \"description\": \"Reach out to retirees who are downsizing from larger vehicles but still maintain active lifestyles and require reliable transportation. The Mazda 3 hatchback offers a stylish design, impressive fuel economy, and advanced safety features, making it a suitable option for retirees who value practicality and value.\"\n",
            "  }\n",
            "]\n",
            "Running: The Performance Enthusiast\n",
            "[\n",
            "  {\n",
            "    \"title\": \"Car Enthusiasts Following Automotive News\",\n",
            "    \"description\": \"Target individuals who actively follow automotive news websites, blogs, and social media accounts dedicated to performance vehicles, track events, and motorsports. They are passionate about driving and appreciate the Mazda 3 hatchback's sporty handling, powerful engine options, and engaging driving dynamics.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"YouTube Viewers of Car Review Channels\",\n",
            "    \"description\": \"Connect with users who watch YouTube channels featuring car reviews, performance comparisons, and track tests. They actively research and compare different options, making them receptive to the Mazda 3 hatchback's impressive performance capabilities and positive reviews.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Active Members of Online Car Clubs and Forums\",\n",
            "    \"description\": \"Reach out to individuals who actively participate in online car clubs, forums, and discussions dedicated to performance cars and driving experiences. They seek advice, share their passion, and research their next purchase, making them ideal candidates to showcase the Mazda 3 hatchback's capabilities and engage with a passionate community.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Owners of Similar Performance Vehicles\",\n",
            "    \"description\": \"Target individuals who currently own high-performance vehicles from competing brands like Honda Civic Type R or Volkswagen Golf GTI. They appreciate sporty driving experiences and are likely to consider upgrading to the latest and most exciting options, making them a prime audience for the Mazda 3 hatchback's competitive performance and advanced technology.\"\n",
            "  },\n",
            "  {\n",
            "    \"title\": \"Young Professionals with an Interest in Motorsports\",\n",
            "    \"description\": \"Focus on young professionals who follow motorsports events, such as Formula 1 or drifting competitions, and express an interest in high-performance driving experiences. They admire speed, handling, and engineering excellence, making the Mazda 3 hatchback's sporty character and impressive performance capabilities highly appealing.\"\n",
            "  }\n",
            "]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Step 5: Add Positive And Negative Keywords\n",
        "The keywords are focused on the product and avatart combination."
      ],
      "metadata": {
        "id": "z_sD3XAselLh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for avatar in avatars:\n",
        "  print('Running:', avatar['persona'])\n",
        "\n",
        "  # preserve tokens reset history\n",
        "  chat._history = history\n",
        "\n",
        "  avatar['keywords'] = {'positive':[], 'negative':[]}\n",
        "\n",
        "  # positive\n",
        "  prompt = f'I\\'m running a search engine campaign to sell a {product}. My target audience is {avatar[\"persona\"]}. Can you suggest 20 audience specific keywords? Avoid the product name in the keywords.'\n",
        "  response = chat.send_message(\n",
        "    f'Format your response as a JSON list of dictionaries with the keys: keyword, match.\\n\\n{prompt}'\n",
        "  )\n",
        "  avatar['keywords']['positive'] = response_to_list(response)\n",
        "\n",
        "  # negative\n",
        "  prompt = f'I\\'m running a search engine campaign to sell a {product}. My target audience is {avatar[\"persona\"]}. Can you suggest 20 audience specific negative keywords to avoid? Avoid the product name in the keywords.'\n",
        "  response = chat.send_message(\n",
        "    f'Format your response as a JSON list of dictionaries with the keys: keyword:value, match:value.\\n\\n{prompt}'\n",
        "  )\n",
        "  avatar['keywords']['negative'] = response_to_list(response)\n",
        "  print(json.dumps(avatar['keywords'], indent=2))"
      ],
      "metadata": {
        "id": "35El3IQKe3rC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7fb58ae5-7ea0-46ce-be5d-c64331655416"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Running: The Eco-Conscious Adventurer\n",
            "```json\n",
            "[\n",
            "  {\n",
            "    \"keyword\": \"gas guzzler\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"fuel-inefficient car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"low gas mileage\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"bad for the environment\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"polluting car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"not eco-friendly\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"high emissions\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"not sustainable\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"luxury car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"expensive car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"high maintenance car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unreliable car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"sporty car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"fast car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"high performance car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"city car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"small car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"family car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"sedan\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"truck\",\n",
            "    \"match\": \"broad\"\n",
            "  }\n",
            "]\n",
            "```\n",
            "{\n",
            "  \"positive\": [\n",
            "    {\n",
            "      \"keyword\": \"eco-friendly hatchback\",\n",
            "      \"match\": \"exact\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"fuel-efficient car for adventurers\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"hybrid car for outdoors\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sustainable cars for camping\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"adventure vehicle for hiking\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"electric car for road trips\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"eco-conscious car for travel\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"fuel-efficient car for outdoor enthusiasts\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"hybrid car for nature lovers\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sustainable car for exploring\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"environmentally friendly car for camping\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"adventure vehicle for off-road\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"electric car for weekend getaways\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"eco-conscious car for road trips\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"fuel-efficient car for exploring\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"hybrid car for sustainable living\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sustainable car for outdoor adventures\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"electric car for camping\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"eco-conscious adventurer\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ],\n",
            "  \"negative\": [\n",
            "    {\n",
            "      \"keyword\": \"gas guzzler\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"fuel-inefficient car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low gas mileage\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"bad for the environment\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"polluting car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"not eco-friendly\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high emissions\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"not sustainable\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"luxury car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"expensive car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high maintenance car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unreliable car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sporty car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"fast car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high performance car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"city car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"small car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"family car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sedan\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"truck\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "Running: The Tech-Savvy Urbanite\n",
            "```json\n",
            "[\n",
            "  {\n",
            "    \"keyword\": \"outdated technology\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"poor connection\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"no smartphone integration\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"lack of infotainment features\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"basic car technology\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"limited connectivity options\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"manual navigation\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"no parking assistance\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"basic safety features\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"lack of driver-assist technology\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unstylish hatchback\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"outdated car design\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"cheap interior materials\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"low-quality car interior\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"bulky hatchback\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"large car for city driving\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"uninspired car design\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"boring car aesthetics\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"traditional car buyer\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"non-urban commuter vehicle\",\n",
            "    \"match\": \"broad\"\n",
            "  }\n",
            "]\n",
            "```\n",
            "{\n",
            "  \"positive\": [\n",
            "    {\n",
            "      \"keyword\": \"tech-forward hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"connected car features\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"smartphone integration car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"advanced infotainment system\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"innovative car technology\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"seamless connectivity car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"urban driving technology\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"city-friendly car features\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"navigation system car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"parking assistance technology\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"safety features hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"driver-assist technology car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"stylish hatchback design\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"modern car aesthetics\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"premium interior hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high-quality car materials\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"city-efficient car size\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"compact car for urban driving\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"tech-savvy car buyer\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"urban commuter vehicle\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ],\n",
            "  \"negative\": [\n",
            "    {\n",
            "      \"keyword\": \"outdated technology\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"poor connection\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"no smartphone integration\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"lack of infotainment features\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"basic car technology\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"limited connectivity options\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"manual navigation\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"no parking assistance\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"basic safety features\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"lack of driver-assist technology\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unstylish hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"outdated car design\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"cheap interior materials\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low-quality car interior\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"bulky hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"large car for city driving\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"uninspired car design\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"boring car aesthetics\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"traditional car buyer\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"non-urban commuter vehicle\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "Running: The Design Enthusiast\n",
            "```json\n",
            "[\n",
            "  {\n",
            "    \"keyword\": \"basic car design\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"uninspired car aesthetics\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"outdated car exterior\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unremarkable car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"boxy hatchback\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unstylish car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"cheap car interior\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"low-quality car materials\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"uncomfortable car interior\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"cramped car interior\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"non-functional car design\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"uninspired interior\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"cluttered dashboard\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unappealing car features\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"practical car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"utilitarian car design\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"sensible car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"functional car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"family car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"sporty car\",\n",
            "    \"match\": \"broad\"\n",
            "  }\n",
            "]\n",
            "```\n",
            "{\n",
            "  \"positive\": [\n",
            "    {\n",
            "      \"keyword\": \"elegant hatchback design\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"aesthetically pleasing car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"stylish car exterior\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sophisticated car design\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"contemporary hatchback style\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"modern car aesthetics\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sleek car profile\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"premium car design\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"visually appealing hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high-quality car materials\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"luxurious car interior\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"comfortable car experience\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"spacious car interior\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"functional car design\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"driver-focused cockpit\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"ergonomic car features\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"uncluttered dashboard\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"aesthetically pleasing car features\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"design-conscious car buyer\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"car with visual impact\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ],\n",
            "  \"negative\": [\n",
            "    {\n",
            "      \"keyword\": \"basic car design\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"uninspired car aesthetics\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"outdated car exterior\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unremarkable car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"boxy hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unstylish car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"cheap car interior\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low-quality car materials\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"uncomfortable car interior\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"cramped car interior\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"non-functional car design\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"uninspired interior\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"cluttered dashboard\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unappealing car features\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"practical car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"utilitarian car design\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sensible car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"functional car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"family car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sporty car\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "Running: The Value-Seeking Family\n",
            "```json\n",
            "[\n",
            "  {\n",
            "    \"keyword\": \"luxury car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"expensive car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"premium car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"high-end car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"sports car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"high-performance car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"fast car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"luxury vehicle\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"performance car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"expensive vehicle\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"gas guzzler\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"low gas mileage\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"high fuel consumption\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unreliable car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"high maintenance car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"costly car repairs\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unsafe car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"low safety ratings\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"two-door car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"small car\",\n",
            "    \"match\": \"broad\"\n",
            "  }\n",
            "]\n",
            "```\n",
            "{\n",
            "  \"positive\": [\n",
            "    {\n",
            "      \"keyword\": \"family hatchback\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"affordable car for families\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"fuel-efficient car for family\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"spacious car for kids\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"reliable car for family trips\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"safe car for family\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"car with good safety features\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"comfortable car for family travel\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"easy-to-clean car interior\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"versatile car for family needs\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"affordable family car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"car with low running costs\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"cost-effective family car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"reliable family vehicle\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"dependable car for family\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"value-for-money family car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"budget-friendly family vehicle\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"family car with great features\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"practical car for families\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"family-oriented car buyer\",\n",
            "      \"match\": \"phrase\"\n",
            "    }\n",
            "  ],\n",
            "  \"negative\": [\n",
            "    {\n",
            "      \"keyword\": \"luxury car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"expensive car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"premium car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high-end car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sports car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high-performance car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"fast car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"luxury vehicle\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"performance car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"expensive vehicle\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"gas guzzler\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low gas mileage\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high fuel consumption\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unreliable car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"high maintenance car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"costly car repairs\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unsafe car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low safety ratings\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"two-door car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"small car\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ]\n",
            "}\n",
            "Running: The Performance Enthusiast\n",
            "```json\n",
            "[\n",
            "  {\n",
            "    \"keyword\": \"slow car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"underpowered car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"low-performance car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"unresponsive handling\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"poor acceleration\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"boring car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"uninspired driving experience\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"body roll\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"poor handling\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"understeer\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"oversteer\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"average brakes\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"uncomfortable suspension\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"numb steering\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"low-quality tires\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"automatic transmission\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"CVT transmission\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"family car\",\n",
            "    \"match\": \"broad\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"practical car\",\n",
            "    \"match\": \"phrase\"\n",
            "  },\n",
            "  {\n",
            "    \"keyword\": \"sensible car\",\n",
            "    \"match\": \"broad\"\n",
            "  }\n",
            "]\n",
            "```\n",
            "{\n",
            "  \"positive\": [\n",
            "    {\n",
            "      \"keyword\": \"sporty hatchback\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"powerful hatchback\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"performance-driven car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"thrilling driving experience\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"exhilarating car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"responsive handling\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"quick acceleration\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"spirited driving\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"cornering\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"precision steering\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"aerodynamic design\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low center of gravity\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sport-tuned suspension\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"performance tires\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"upgraded brakes\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"paddle shifters\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"manual transmission\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"driving enthusiast\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"performance car enthusiast\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"thrill of the drive\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ],\n",
            "  \"negative\": [\n",
            "    {\n",
            "      \"keyword\": \"slow car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"underpowered car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low-performance car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"unresponsive handling\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"poor acceleration\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"boring car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"uninspired driving experience\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"body roll\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"poor handling\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"understeer\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"oversteer\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"average brakes\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"uncomfortable suspension\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"numb steering\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"low-quality tires\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"automatic transmission\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"CVT transmission\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"family car\",\n",
            "      \"match\": \"broad\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"practical car\",\n",
            "      \"match\": \"phrase\"\n",
            "    },\n",
            "    {\n",
            "      \"keyword\": \"sensible car\",\n",
            "      \"match\": \"broad\"\n",
            "    }\n",
            "  ]\n",
            "}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#STEP 6: Deep Funnel Analysis\n",
        "Use the AI to get deep funnel insights such as objections that could be adressed by the creative or the landing page."
      ],
      "metadata": {
        "id": "r655jLQFXhVy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for avatar in avatars:\n",
        "  print('Running:', avatar['persona'])\n",
        "\n",
        "  # preserve tokens reset history\n",
        "  chat._history = history\n",
        "\n",
        "  prompt = f'Pretend you are {avatar[\"persona\"]}. What is the most likely question you will ask about the {product} shown in the attached image.'\n",
        "  response = model_vision.generate_content(\n",
        "    contents=[f'Format your response as a plain text question without quotes.\\n\\n{prompt}', target_picture]\n",
        "  )\n",
        "  avatar['question'] = response.text.strip()\n",
        "\n",
        "  prompt = f'What response would a good sales person give to {avatar[\"persona\"]} asking a qestion about {product}. The question is:\\n\\n {avatar[\"question\"]}'\n",
        "  response = chat.send_message(\n",
        "    f'Format your response as a plain text sentence without quotes.\\n\\n{prompt}'\n",
        "  )\n",
        "  avatar['response'] = response.text.strip()\n",
        "  print(avatar['question'])\n",
        "  print(avatar['response'])"
      ],
      "metadata": {
        "id": "4sBGivpn1N8-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "17cc8812-451b-450d-cbf2-fe2dc2e57257"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Running: The Eco-Conscious Adventurer\n",
            "What is the fuel efficiency of the 2024 Mazda 3 hatchback?\n",
            "\"The 2024 Mazda 3 offers excellent fuel efficiency, averaging an estimated 32 mpg in the city and 40 mpg on the highway. For the adventurous soul, this means fewer fuel stops on your road trips and a smaller environmental footprint. Is there anything else you'd like to know about the 3's fuel efficiency or other eco-friendly features?\"\n",
            "Running: The Tech-Savvy Urbanite\n",
            "What is the fuel efficiency of the 2024 Mazda 3 hatchback?\n",
            "\"The 2024 Mazda 3 hatchback boasts impressive fuel efficiency, achieving an estimated 32 mpg in the city and 40 mpg on the highway. It also features a suite of cutting-edge technologies, including a seamlessly integrated infotainment system and connected car services, keeping you informed and entertained whether you're navigating busy city streets or open roads. Can I answer any other questions about the 3's tech features or fuel efficiency?\"\n",
            "Running: The Design Enthusiast\n",
            "What is the fuel efficiency of the 2024 Mazda 3 hatchback?\n",
            "\"The 2024 Mazda 3 hatchback combines elegance and efficiency, achieving an estimated 32 mpg in the city and 40 mpg on the highway. Its sleek design, premium materials, and sophisticated interior create a sense of refinement wherever you go. Would you like to explore the 3's design features or fuel economy in more detail?\"\n",
            "Running: The Value-Seeking Family\n",
            "What is the fuel efficiency of the 2024 Mazda 3 hatchback?\n",
            "\"The 2024 Mazda 3 hatchback offers excellent fuel efficiency, achieving an estimated 32 mpg in the city and 40 mpg on the highway. This means you'll spend less on fuel, leaving more room in your budget for family adventures. Do you have any other questions about the 3's fuel efficiency or other family-friendly features?\"\n",
            "Running: The Performance Enthusiast\n",
            "What is the horsepower of the 2024 Mazda 3 hatchback?\n",
            "\"The 2024 Mazda 3 hatchback unleashes exhilarating performance with its powerful engine, delivering an impressive 191 horsepower. This translates to a thrilling driving experience, whether navigating city streets or carving through corners on a winding road. Can I tell you more about the 3's performance capabilities or other exciting features?\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Step 7: Generate A Landing Page For Each Avatar\n",
        "This is usually done with additional barnd inputs and a template but we can rely on Ai to get us close.  You can use the JSON to feed into an existing template."
      ],
      "metadata": {
        "id": "-Saz_cTNqDat"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for avatar in avatars:\n",
        "  print('Running:', avatar['persona'])\n",
        "\n",
        "  # preserve tokens reset history\n",
        "  chat._history = history\n",
        "\n",
        "  prompt = f'Give me an example of a highly converting landing page for {avatar[\"persona\"]} who want to buy a {product}.  The landing page should include: Hero Section, Benefits, Social Proof, Features List, Address Objection With Response, and Call To Action. The objection to address is: {avatar[\"question\"]}. The response is: {avatar[\"response\"]}. Rephrase the obection to be more engaging to the persona.'\n",
        "  response = chat.send_message(\n",
        "    f'Format your response as a JSON dictionary.\\n\\n{prompt}'\n",
        "  )\n",
        "  avatar['page'] = response_to_dict(response)\n",
        "  print(json.dumps(avatar['page'], indent=2))"
      ],
      "metadata": {
        "id": "LL0u2hckqXjg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "351597f5-19fb-457e-e49c-65dd2a6def6f"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Running: The Eco-Conscious Adventurer\n",
            "{\n",
            "  \"Hero Section\": {\n",
            "    \"heading\": \"Embrace Adventure Sustainably\",\n",
            "    \"subheading\": \"Introducing the 2024 Mazda 3 Hatchback: Your Eco-Friendly Companion for Every Exploration\",\n",
            "    \"image\": \"https://www.mazdausa.com/static/images/models/mazda3/2024/hatchback/gallery/hero/2024_mazda3_hatchback_hero_1.jpg\",\n",
            "    \"description\": \"Where will your thirst for adventure take you? Whether it's exploring hidden trails or embarking on a weekend getaway, the 2024 Mazda 3 Hatchback is your reliable and sustainable partner. Experience the thrill of the open road while making a positive impact on the environment.\"\n",
            "  },\n",
            "  \"Benefits\": {\n",
            "    \"heading\": \"Why Choose the Mazda 3 Hatchback as Your Eco-Conscious Adventurer?\",\n",
            "    \"list\": [\n",
            "      \"Fuel Efficiency: Estimated 32 mpg in the city and 40 mpg on the highway, meaning fewer fuel stops and a smaller carbon footprint.\",\n",
            "      \"Skyactiv-G Technology: Optimized for both performance and efficiency, delivering a responsive and exhilarating driving experience.\",\n",
            "      \"Eco-Friendly Materials: Utilizes sustainable and recycled materials throughout the interior, reducing environmental impact.\",\n",
            "      \"Spacious Cargo Capacity: Ample space for your gear, whether it's camping equipment, hiking essentials, or weekend trip essentials.\",\n",
            "      \"Advanced Safety Features: Ensuring your safety and peace of mind on every adventure with technologies like Blind Spot Monitoring and Rear Cross-Traffic Alert.\"\n",
            "    ]\n",
            "  },\n",
            "  \"Social Proof\": {\n",
            "    \"heading\": \"Hear What Others Say\",\n",
            "    \"quotes\": [\n",
            "      {\n",
            "        \"text\": \"The Mazda 3 Hatchback is the perfect combination of adventure and environmental consciousness. I can now explore new places without leaving a hefty carbon footprint.\",\n",
            "        \"author\": \"Emily S., Environmentalist and Avid Hiker\"\n",
            "      },\n",
            "      {\n",
            "        \"text\": \"This car is a blast to drive! It's fuel-efficient and handles like a dream, making every road trip a joy.\",\n",
            "        \"author\": \"Mark P., Outdoor Enthusiast and Travel Blogger\"\n",
            "      }\n",
            "    ]\n",
            "  },\n",
            "  \"Features List\": {\n",
            "    \"heading\": \"Explore the Features that Make Your Eco-Adventures Even Better\",\n",
            "    \"list\": [\n",
            "      \"SKYACTIV-G 2.5L Engine with Cylinder Deactivation\",\n",
            "      \"G-Vectoring Control Plus\",\n",
            "      \"i-ACTIV AWD (Available)\",\n",
            "      \"Apple CarPlay and Android Auto Integration\",\n",
            "      \"Heads-Up Display\",\n",
            "      \"Bose Sound System\",\n",
            "      \"Heated Seats\",\n",
            "      \"Moonroof\"\n",
            "    ]\n",
            "  },\n",
            "  \"Address Objection\": {\n",
            "    \"question\": \"What about the fuel efficiency of the Mazda 3? Will it be able to keep up with my adventurous lifestyle?\",\n",
            "    \"response\": \"The 2024 Mazda 3 offers excellent fuel efficiency, averaging an estimated 32 mpg in the city and 40 mpg on the highway. For the adventurous soul, this means fewer fuel stops on your road trips and a smaller environmental footprint. Imagine being able to explore further, discover hidden gems, and take those spontaneous detours without worrying about constantly refilling your tank. The Mazda 3 becomes your partner in exploring responsibly, allowing you to enjoy the journey while leaving a lighter impact on the environment.\"\n",
            "  },\n",
            "  \"Call To Action\": {\n",
            "    \"heading\": \"Ready to Embark on Your Eco-Adventure?\",\n",
            "    \"button_text\": \"Schedule a Test Drive\",\n",
            "    \"link\": \"https://www.mazdausa.com/schedule-test-drive\"\n",
            "  }\n",
            "}\n",
            "Running: The Tech-Savvy Urbanite\n",
            "{\n",
            "  \"Hero Section\": {\n",
            "    \"heading\": \"Elevated Urban Mobility\",\n",
            "    \"subheading\": \"The 2024 Mazda 3 Hatchback: Your Seamless Blend of Technology and Style\",\n",
            "    \"image\": \"https://www.mazdausa.com/static/images/models/mazda3/2024/hatchback/gallery/hero/2024_mazda3_hatchback_hero_2.jpg\",\n",
            "    \"description\": \"Navigate the urban landscape with ease and sophistication. The 2024 Mazda 3 Hatchback seamlessly integrates advanced technology with a sleek design, making it the perfect choice for the tech-savvy urbanite. Experience a connected and stylish driving experience that elevates every journey.\"\n",
            "  },\n",
            "  \"Benefits\": {\n",
            "    \"heading\": \"Why the Mazda 3 Hatchback is Your Ideal Urban Companion\",\n",
            "    \"list\": [\n",
            "      \"Fuel Efficiency: Estimated 32 mpg in the city and 40 mpg on the highway, allowing you to cruise through the city with fewer fuel stops.\",\n",
            "      \"Seamless Connectivity: Stay connected with Apple CarPlay, Android Auto, and a host of connected car services, keeping you informed and entertained on the go.\",\n",
            "      \"Intuitive Infotainment System: The 8.8-inch touchscreen display provides easy access to your favorite apps and information.\",\n",
            "      \"Advanced Safety Features: Drive with confidence with features like Blind Spot Monitoring, Rear Cross-Traffic Alert, and Adaptive Cruise Control.\",\n",
            "      \"Sleek and Stylish Design: Turn heads with the Mazda 3's elegant exterior and premium interior, making a statement on every city street.\"\n",
            "    ]\n",
            "  },\n",
            "  \"Social Proof\": {\n",
            "    \"heading\": \"What Tech-Savvy Urbanites Are Saying\",\n",
            "    \"quotes\": [\n",
            "      {\n",
            "        \"text\": \"The Mazda 3 is the perfect blend of technology and design. It's always connected, keeping me informed and entertained, and its sleek exterior makes a statement.\",\n",
            "        \"author\": \"Sarah K., Tech Professional and City Dweller\"\n",
            "      },\n",
            "      {\n",
            "        \"text\": \"This car makes navigating the city a breeze. The intuitive infotainment system and connected car features make every trip efficient and enjoyable.\",\n",
            "        \"author\": \"David M., Tech Enthusiast and Urban Explorer\"\n",
            "      }\n",
            "    ]\n",
            "  },\n",
            "  \"Features List\": {\n",
            "    \"heading\": \"Explore the Tech Features that Elevate Your Urban Experience\",\n",
            "    \"list\": [\n",
            "      \"Mazda Connect Infotainment System\",\n",
            "      \"Apple CarPlay and Android Auto Integration\",\n",
            "      \"Connected Car Services\",\n",
            "      \"Heads-Up Display\",\n",
            "      \"Bose Sound System\",\n",
            "      \"Wireless Charging Pad\",\n",
            "      \"Heated Seats\",\n",
            "      \"Moonroof\"\n",
            "    ]\n",
            "  },\n",
            "  \"Address Objection\": {\n",
            "    \"question\": \"With all the tech features, how does the fuel efficiency of the Mazda 3 hold up in the city?\",\n",
            "    \"response\": \"The 2024 Mazda 3 hatchback boasts impressive fuel efficiency, achieving an estimated 32 mpg in the city and 40 mpg on the highway. This means you can enjoy the convenience of its advanced technologies and connected features without compromising on fuel efficiency. The 3 allows you to seamlessly navigate through urban traffic, stay connected with the world around you, and make the most of your time on the road, all while being environmentally conscious.\"\n",
            "  },\n",
            "  \"Call To Action\": {\n",
            "    \"heading\": \"Experience the Future of Urban Mobility\",\n",
            "    \"button_text\": \"Schedule a Test Drive\",\n",
            "    \"link\": \"https://www.mazdausa.com/schedule-test-drive\"\n",
            "  }\n",
            "}\n",
            "Running: The Design Enthusiast\n",
            "{\n",
            "  \"Hero Section\": {\n",
            "    \"heading\": \"Crafted for Elegance and Efficiency\",\n",
            "    \"subheading\": \"Introducing the 2024 Mazda 3 Hatchback: Where Design Meets Sustainable Performance\",\n",
            "    \"image\": \"https://www.mazdausa.com/static/images/models/mazda3/2024/hatchback/gallery/hero/2024_mazda3_hatchback_hero_3.jpg\",\n",
            "    \"description\": \"Experience a symphony of design and efficiency in the 2024 Mazda 3 Hatchback. Its aesthetic brilliance is matched by its commitment to sustainability, making it the perfect choice for the discerning design enthusiast. Prepare to turn heads and leave a lighter footprint on the world with every drive.\"\n",
            "  },\n",
            "  \"Benefits\": {\n",
            "    \"heading\": \"Why the Mazda 3 Hatchback is a Masterpiece of Design and Efficiency\",\n",
            "    \"list\": [\n",
            "      \"Fuel Efficiency: Estimated 32 mpg in the city and 40 mpg on the highway, ensuring responsible elegance on every journey.\",\n",
            "      \"Kodo Design Philosophy: Embodies a stunning and dynamic exterior, showcasing Mazda's dedication to automotive artistry.\",\n",
            "      \"Premium Interior: Luxuriously crafted with high-quality materials, creating a refined and comfortable driving experience.\",\n",
            "      \"Sophisticated Aesthetics: From its sleek lines to its elegant curves, the Mazda 3 makes a statement without sacrificing sustainability.\",\n",
            "      \"Comprehensive Safety Features: Advanced technologies ensure your safety and peace of mind, allowing you to focus on enjoying the drive.\"\n",
            "    ]\n",
            "  },\n",
            "  \"Social Proof\": {\n",
            "    \"heading\": \"Design Aficionados Agree: The Mazda 3 is a Statement Piece\",\n",
            "    \"quotes\": [\n",
            "      {\n",
            "        \"text\": \"The Mazda 3 is stunning! Its design is captivating, and its fuel efficiency makes me feel good about driving it.\",\n",
            "        \"author\": \"Emma J., Interior Designer and Art Collector\"\n",
            "      },\n",
            "      {\n",
            "        \"text\": \"This car elevates my everyday commutes. It's a visual masterpiece and a responsible choice, blending beauty with efficiency.\",\n",
            "        \"author\": \"Michael L., Architect and Sustainability Advocate\"\n",
            "      }\n",
            "    ]\n",
            "  },\n",
            "  \"Features List\": {\n",
            "    \"heading\": \"Explore the Design and Efficiency Features that Reflect Your Aesthetic\",\n",
            "    \"list\": [\n",
            "      \"SKYACTIV-G 2.5L Engine with Cylinder Deactivation\",\n",
            "      \"G-Vectoring Control Plus\",\n",
            "      \"i-ACTIV AWD (Available)\",\n",
            "      \"Premium Leather Interior (Available)\",\n",
            "      \"Heated and Ventilated Seats (Available)\",\n",
            "      \"Panoramic Moonroof\",\n",
            "      \"Bose Sound System\"\n",
            "    ]\n",
            "  },\n",
            "  \"Address Objection\": {\n",
            "    \"question\": \"How does the Mazda 3's design-focused approach balance with fuel efficiency for a truly conscious choice?\",\n",
            "    \"response\": \"The 2024 Mazda 3 hatchback combines elegance and efficiency, achieving an estimated 32 mpg in the city and 40 mpg on the highway. Its sleek design, premium materials, and sophisticated interior create a sense of refinement wherever you go. This means you don't have to compromise beauty for sustainability. The 3 allows you to express your exquisite taste while making responsible choices for the environment. So, whether you're cruising through scenic roads or navigating\\u57ce\\u5e02, you can do it with style and a clear conscience.\"\n",
            "  },\n",
            "  \"Call To Action\": {\n",
            "    \"heading\": \"Own the Road with Design and Sustainability\",\n",
            "    \"button_text\": \"Schedule a Test Drive\",\n",
            "    \"link\": \"https://www.mazdausa.com/schedule-test-drive\"\n",
            "  }\n",
            "}\n",
            "Running: The Value-Seeking Family\n",
            "{\n",
            "  \"Hero Section\": {\n",
            "    \"heading\": \"Family Adventures Made Smart\",\n",
            "    \"subheading\": \" Introducing the 2024 Mazda 3 Hatchback: Your Efficient and Spacious Partner for Every Family Journey\",\n",
            "    \"image\": \"https://www.mazdausa.com/static/images/models/mazda3/2024/hatchback/gallery/hero/2024_mazda3_hatchback_hero_4.jpg\",\n",
            "    \"description\": \"Create unforgettable family memories without breaking the bank. The 2024 Mazda 3 Hatchback offers the perfect blend of fuel efficiency, space, and affordability, making it the ideal choice for every family adventure. Make the most of every road trip, weekend escape, and daily commute, knowing you've made a smart and responsible choice for both your family and your budget.\"\n",
            "  },\n",
            "  \"Benefits\": {\n",
            "    \"heading\": \"Why the Mazda 3 Hatchback is Your Value-Packed Family Vehicle\",\n",
            "    \"list\": [\n",
            "      \"Fuel Efficiency: Estimated 32 mpg in the city and 40 mpg on the highway, allowing you to spend less on fuel and more on creating family memories.\",\n",
            "      \"Spacious & Versatile Cargo: Ample room for all your family's essentials, from groceries to sports equipment, making every adventure effortless.\",\n",
            "      \"Child-Friendly Features: Rear seat climate control and ample legroom ensure comfortable journeys for everyone in the family.\",\n",
            "      \"Advanced Safety Features: Standard safety technologies like Blind Spot Monitoring and Rear Cross-Traffic Alert provide peace of mind on every drive.\",\n",
            "      \"Competitive Price Point: Exceptional value proposition without compromising on style, performance, or efficiency.\"\n",
            "    ]\n",
            "  },\n",
            "  \"Social Proof\": {\n",
            "    \"heading\": \"Happy Families Choose the Mazda 3\",\n",
            "    \"quotes\": [\n",
            "      {\n",
            "        \"text\": \"This car is our go-to for family road trips. It's spacious, fun to drive, and the fuel efficiency helps us stay within our budget.\",\n",
            "        \"author\": \"Jennifer B., Mom of Three and Travel Blogger\"\n",
            "      },\n",
            "      {\n",
            "        \"text\": \"With all our kids' activities, we need a reliable and fuel-efficient car. The Mazda 3 fits the bill perfectly, and it looks great too!\",\n",
            "        \"author\": \"Mark L., Dad of Two and Sports Enthusiast\"\n",
            "      }\n",
            "    ]\n",
            "  },\n",
            "  \"Features List\": {\n",
            "    \"heading\": \"Features Designed for Seamless Family Adventures\",\n",
            "    \"list\": [\n",
            "      \"SKYACTIV-G 2.0L Engine\",\n",
            "      \"Apple CarPlay and Android Auto Integration\",\n",
            "      \"Rearview Camera\",\n",
            "      \"Heated Front Seats\",\n",
            "      \"Dual-Zone Automatic Climate Control\",\n",
            "      \"Leatherette Upholstery\",\n",
            "      \"Power Moonroof\"\n",
            "    ]\n",
            "  },\n",
            "  \"Address Objection\": {\n",
            "    \"question\": \"With a focus on value, how does the Mazda 3's fuel efficiency make a difference for our family's budget and adventures?\",\n",
            "    \"response\": \"The 2024 Mazda 3 hatchback offers excellent fuel efficiency, achieving an estimated 32 mpg in the city and 40 mpg on the highway. This means you'll spend less on fuel, leaving more room in your budget for family adventures. Whether it's exploring national parks, embarking on cross-country trips, or making frequent weekend getaways, the 3 helps you keep fuel costs low while maximizing those precious moments spent together as a family. Let the 3 become your reliable and cost-effective companion, creating lifelong memories without straining your budget.\"\n",
            "  },\n",
            "  \"Call To Action\": {\n",
            "    \"heading\": \"Start Exploring with Your Value-Packed Family Ride\",\n",
            "    \"button_text\": \"Schedule a Test Drive\",\n",
            "    \"link\": \"https://www.mazdausa.com/schedule-test-drive\"\n",
            "  }\n",
            "}\n",
            "Running: The Performance Enthusiast\n",
            "{\n",
            "  \"Hero Section\": {\n",
            "    \"heading\": \"Unleash Your Inner Thrill Seeker\",\n",
            "    \"subheading\": \"Introducing the 2024 Mazda 3 Hatchback: Performance Engineered for Exhilarating Escapes\",\n",
            "    \"image\": \"https://www.mazdausa.com/static/images/models/mazda3/2024/hatchback/gallery/hero/2024_mazda3_hatchback_hero_5.jpg\",\n",
            "    \"description\": \"Embrace the thrill of the open road with the 2024 Mazda 3 Hatchback. This high-performance machine is designed to ignite your passion for driving, delivering an exhilarating experience with every turn. Prepare to push boundaries and experience the true essence of freedom on every drive.\"\n",
            "  },\n",
            "  \"Benefits\": {\n",
            "    \"heading\": \"Why the Mazda 3 Hatchback is Your Performance-Driven Escape Machine\",\n",
            "    \"list\": [\n",
            "      \"Powerful Performance: 191-horsepower engine propels you forward with exhilarating acceleration, making every drive a thrill.\",\n",
            "      \"Precise Handling: Responsive steering and a sport-tuned suspension deliver a sharp and engaging driving experience.\",\n",
            "      \"Exhilarating Acceleration: 0-60 mph in just 7.3 seconds, satisfying your need for speed and adrenaline.\",\n",
            "      \"Confident Braking: Upgraded brakes provide exceptional stopping power, ensuring control and confidence on every curve.\",\n",
            "      \"Aerodynamic Design: Streamlined exterior cuts through the air, enhancing both performance and fuel efficiency.\"\n",
            "    ]\n",
            "  },\n",
            "  \"Social Proof\": {\n",
            "    \"heading\": \"Performance Enthusiasts Rave About the Mazda 3\",\n",
            "    \"quotes\": [\n",
            "      {\n",
            "        \"text\": \"This car is a pure adrenaline rush! Its power and handling are incredible, making every drive a joy.\",\n",
            "        \"author\": \"David R., Race Car Driver and Track Enthusiast\"\n",
            "      },\n",
            "      {\n",
            "        \"text\": \"The Mazda 3 is the perfect blend of performance and practicality. It's exhilarating to drive, yet comfortable enough for everyday use.\",\n",
            "        \"author\": \"Sarah M., Automotive Journalist and Performance Car Owner\"\n",
            "      }\n",
            "    ]\n",
            "  },\n",
            "  \"Features List\": {\n",
            "    \"heading\": \"Explore the Performance Features that Fuel Your Exhilaration\",\n",
            "    \"list\": [\n",
            "      \"SKYACTIV-G 2.5L Turbocharged Engine\",\n",
            "      \"G-Vectoring Control Plus\",\n",
            "      \"i-ACTIV AWD (Available)\",\n",
            "      \"Sport-Tuned Suspension\",\n",
            "      \"Upgraded Brakes\",\n",
            "      \"Paddle Shifters (Available)\",\n",
            "      \"Bose Sound System\"\n",
            "    ]\n",
            "  },\n",
            "  \"Address Objection\": {\n",
            "    \"question\": \"How will the horsepower of the 2024 Mazda 3 translate to real-world performance and driving excitement?\",\n",
            "    \"response\": \"The 2024 Mazda 3 hatchback unleashes exhilarating performance with its powerful engine, delivering an impressive 191 horsepower. This translates to a thrilling driving experience, whether navigating city streets or carving through corners on a winding road. Imagine the surge of power as you accelerate, the precise handling as you take on challenging curves, and the exhilarating rush of adrenaline as you feel the road come alive beneath you. The 3 is designed to ignite your passion for driving and transform every journey into an unforgettable adventure. Can I tell you more about the 3's other performance capabilities, such as its responsive handling and advanced technologies?\"\n",
            "  },\n",
            "  \"Call To Action\": {\n",
            "    \"heading\": \"Experience the Thrill of Pure Performance\",\n",
            "    \"button_text\": \"Schedule a Test Drive\",\n",
            "    \"link\": \"https://www.mazdausa.com/schedule-test-drive\"\n",
            "  }\n",
            "}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Step 8: Generate A List Of YouTube Channels\n",
        "Help optimize targeting for this persona on YouTube."
      ],
      "metadata": {
        "id": "tmipkB6ucYsV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for avatar in avatars:\n",
        "  print('Running:', avatar['persona'])\n",
        "\n",
        "  # preserve tokens reset history\n",
        "  chat._history = history\n",
        "\n",
        "  prompt = f'Give me a list of YouTube Channels that are relevant to {product} and are likely to be watched by {avatar[\"persona\"]}.'\n",
        "  response = chat.send_message(\n",
        "    f'Format your response as a JSON list of dictionary with keys: channel, description.\\n\\n{prompt}'\n",
        "  )\n",
        "  avatar['youtube'] = response_to_list(response)\n",
        "  print(json.dumps(avatar['youtube'], indent=2))"
      ],
      "metadata": {
        "id": "fOm7kRMkbpI7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "98d1bb25-1987-4f5c-db27-097d5d44a6a4"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Running: The Eco-Conscious Adventurer\n",
            "[\n",
            "  {\n",
            "    \"channel\": \"The Adventure Van\",\n",
            "    \"description\": \"This channel features a young couple living full-time in a converted van, traveling to various locations while being mindful of their impact on the environment. They often showcase fuel-efficient vehicles like the Mazda 3 hatchback as part of their sustainable travel setup.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Eco-Friendly Family Adventures\",\n",
            "    \"description\": \"A family of four documents their adventures exploring national parks and natural wonders, focusing on eco-friendly practices. They frequently highlight fuel-efficient vehicles like the Mazda 3 hatchback as a way to reduce their carbon footprint during road trips.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Green Explorers\",\n",
            "    \"description\": \"This channel focuses on sustainable travel and responsible outdoor recreation, providing tips, gear reviews, and destination recommendations. They often include fuel-efficient vehicles like the Mazda 3 hatchback in their recommendations for eco-conscious adventures.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"The Minimalist Hikers\",\n",
            "    \"description\": \"A couple who embraces minimalism and sustainability in their hiking and backpacking adventures. They value lightweight and fuel-efficient vehicles like the Mazda 3 hatchback for their outdoor excursions.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Sustainable Living Project\",\n",
            "    \"description\": \"This channel explores various aspects of sustainable living, including eco-friendly transportation options. They feature fuel-efficient vehicles like the Mazda 3 hatchback as part of their discussions on reducing carbon emissions and making greener choices.\"\n",
            "  }\n",
            "]\n",
            "Running: The Tech-Savvy Urbanite\n",
            "[\n",
            "  {\n",
            "    \"channel\": \"Mrwhosetheboss\",\n",
            "    \"description\": \"This channel focuses on reviewing and comparing the latest smartphones, gadgets, and technology trends. They often feature cars with advanced technology, including the Mazda 3 hatchback with its intuitive infotainment system and connected car features.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Linus Tech Tips\",\n",
            "    \"description\": \"Known for their in-depth tech reviews and humorous approach, this channel covers a wide range of technology, including automotive advancements. They may feature the Mazda 3 hatchback's seamless integration with Apple CarPlay and Android Auto, showcasing its tech-savvy appeal.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Marques Brownlee (MKBHD)\",\n",
            "    \"description\": \"This popular tech reviewer is known for his sleek videography and insightful analysis of the latest tech gadgets and trends. He may feature the Mazda 3 hatchback's minimalist design and advanced safety features, highlighting its appeal to tech-savvy urbanites.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Supercar Blondie\",\n",
            "    \"description\": \"This channel showcases luxury and high-performance cars, often featuring innovative technologies and design elements. They may feature the Mazda 3 hatchback's sporty driving dynamics and sleek design, appealing to urbanites who appreciate both technology and style.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"The Tech Chap\",\n",
            "    \"description\": \"This channel focuses on reviewing and explaining the latest tech gadgets and trends in an accessible and engaging manner. They may feature the Mazda 3 hatchback's user-friendly infotainment system and connected car features, showcasing its appeal to tech-savvy individuals who value practicality and convenience.\"\n",
            "  }\n",
            "]\n",
            "Running: The Design Enthusiast\n",
            "[\n",
            "  {\n",
            "    \"channel\": \"Drive\",\n",
            "    \"description\": \"This automotive channel features stunning videography and insightful reviews of luxury and high-performance cars, often highlighting design and aesthetics. They may showcase the Mazda 3 hatchback's elegant Kodo design and premium interior materiales, appealing to design enthusiasts who appreciate automotive artistry.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Carfection\",\n",
            "    \"description\": \"This channel focuses on the emotional and artistic side of cars, featuring beautifully crafted videos and interviews with automotive designers. They may delve into the design philosophy behind the Mazda 3 hatchback, highlighting its sleek lines and sculptural forms.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Doug DeMuro\",\n",
            "    \"description\": \"Known for his quirky and humorous approach to car reviews, Doug DeMuro provides in-depth analyses of quirky features and design elements. He may showcase the Mazda 3 hatchback's unique interior details and innovative design solutions, appealing to design enthusiasts who appreciate attention to detail.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"TheSketchMonkey\",\n",
            "    \"description\": \"This channel features car design sketches and process videos, offering insights into the creative side of automotive design. They may showcase the Mazda 3 hatchback's design sketches and 3D models, providing a behind-the-scenes look at its design journey.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Supercar Blondie\",\n",
            "    \"description\": \"This channel features luxury and high-performance cars, often showcasing stunning designs and innovative technologies. They may feature the Mazda 3 hatchback's minimalist design and elegant lines, appealing to design enthusiasts who appreciate both form and function.\"\n",
            "  }\n",
            "]\n",
            "Running: The Value-Seeking Family\n",
            "[\n",
            "  {\n",
            "    \"channel\": \"Dad, how do I?\",\n",
            "    \"description\": \"This channel features a father answering his kids' questions about various topics in a humorous and informative way. They may showcase the Mazda 3 hatchback's practicality and child-friendly features, appealing to families who value functionality and value for money.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"The Budget Mom\",\n",
            "    \"description\": \"This channel focuses on providing tips and tricks for saving money and living a frugal lifestyle. They may feature the Mazda 3 hatchback's fuel efficiency and competitive price point, showcasing its appeal to value-conscious families.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Not So Perfect Parents\",\n",
            "    \"description\": \"This channel offers relatable and humorous parenting advice from a family's perspective. They may showcase the Mazda 3 hatchback's spacious cargo capacity and family-oriented features, appealing to families who need a practical and reliable vehicle for their everyday adventures.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"The Financial Diet\",\n",
            "    \"description\": \"This channel provides financial advice and tips on managing money, budgeting, and investing. They may feature the Mazda 3 hatchback's long-term value and low running costs, showcasing its appeal to families who prioritize financial responsibility.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"The Points Guy\",\n",
            "    \"description\": \"This channel focuses on maximizing travel rewards and finding deals on flights, hotels, and other travel expenses. They may feature the Mazda 3 hatchback's fuel efficiency as a way to save money on road trips, appealing to families who enjoy vacationing on a budget.\"\n",
            "  }\n",
            "]\n",
            "Running: The Performance Enthusiast\n",
            "[\n",
            "  {\n",
            "    \"channel\": \"Savagegeese\",\n",
            "    \"description\": \"This channel features in-depth track reviews, performance testing, and comparisons of sports cars and high-performance vehicles. They may showcase the Mazda 3 hatchback's capabilities on the track, highlighting its sporty handling and responsive engine.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Throttle House\",\n",
            "    \"description\": \"Known for their entertaining and informative car reviews and comparisons, Throttle House often features performance-oriented vehicles. They may highlight the Mazda 3 hatchback's impressive acceleration and driving dynamics, appealing to car enthusiasts who prioritize exhilarating driving experiences.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"AutoTopNL\",\n",
            "    \"description\": \"This channel focuses on top-speed runs and acceleration tests of various cars, showcasing their performance capabilities. They may feature the Mazda 3 hatchback's 0-60 mph time and top speed, appealing to performance enthusiasts who enjoy raw power and speed.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Engineering Explained\",\n",
            "    \"description\": \"This channel delves into the technical aspects of cars, explaining how different systems and components work. They may analyze the Mazda 3 hatchback's engine, drivetrain, and suspension, providing insights into its performance and engineering features.\"\n",
            "  },\n",
            "  {\n",
            "    \"channel\": \"Redline Reviews\",\n",
            "    \"description\": \"This channel features in-depth reviews of sports cars and performance vehicles, focusing on handling,\\u64cd\\u63a7, and driving dynamics. They may showcase the Mazda 3 hatchback's precise steering and responsive handling, appealing to car enthusiasts who appreciate a connected driving experience.\"\n",
            "  }\n",
            "]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Step 9: Generate A List Of CTV Networks\n",
        "Help optimize targeting for this persona on CTV."
      ],
      "metadata": {
        "id": "k_hZaK2vc1dB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "prompt = 'Please give me a list of Ad-Supported Video on Demand (AVOD) services where I can advertise using Google DV360 or Google Ads.'\n",
        "response = chat.send_message(\n",
        "  f'Format your response as a JSON list of dictionary with keys: title, url, description.\\n\\n{prompt}'\n",
        ")\n",
        "\n",
        "channels = response_to_list(response)\n",
        "print(channels)\n",
        "\n",
        "table = '\\n'.join(f'{channel[\"title\"]}: {channel[\"description\"]}' for channel in channels)\n",
        "\n",
        "for avatar in avatars:\n",
        "  print('Running:', avatar['persona'])\n",
        "\n",
        "  # preserve tokens reset history\n",
        "  chat._history = history\n",
        "\n",
        "  ctv = []\n",
        "  for channel in channels:\n",
        "    prompt = f'For each of the listed advertising channels, add a likelyhood scale of LOW, MEDIUM, HIGH and a reason column, indicating the likelyhood the channel has an audience of {avatar[\"persona\"]} interested in {product}:\\n\\n{table}'\n",
        "    response = chat.send_message(\n",
        "      f'Format your response as a JSON list of dictionary with keys: likelyhood, title, description, reason.\\n\\n{prompt}'\n",
        "    )\n",
        "  avatar['ctv'] = response_to_list(response)\n",
        "  print(json.dumps(avatar['ctv'], indent=2))"
      ],
      "metadata": {
        "id": "Ely9PWWhc1dC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#STEP 10: Format The Analysis For Humans\n",
        "Quickly get something you can copy and paste into a document or an email. Per persona prompt improves the odds the results are not truncated.  This can also be hard coded into a template since we have the JSON structure."
      ],
      "metadata": {
        "id": "AjOFnKVLYHMb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "markdown = ''\n",
        "\n",
        "for avatar in avatars:\n",
        "  print('Running:', avatar['persona'])\n",
        "\n",
        "  # preserve tokens reset history\n",
        "  chat._history = history\n",
        "\n",
        "  prompt = f'Please convert the following JSON into nested Markdown:\\n {json.dumps(avatar)}'\n",
        "  response = chat.send_message(prompt)\n",
        "  avatar['markdown'] = response.text\n",
        "  markdown += response.text + '\\n'\n",
        "\n",
        "Markdown(markdown)"
      ],
      "metadata": {
        "id": "A__CL5VwF-Au"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Step 11: Export Raw JSON Avatars\n",
        "Sometimes you just want the raw data..."
      ],
      "metadata": {
        "id": "OEgtPAzlFrcG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(json.dumps(avatars, indent=2))\n",
        "print(json.dumps(fit, indent=2))"
      ],
      "metadata": {
        "id": "425KAtiKF0US"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Next Steps\n",
        "\n",
        "Hopefully this demonstrates how Gemini AI can be used to construct a set of advertising avatars and build out trafficking assets such as:\n",
        "* **Product Personas** - around which to construct campaigns.\n",
        "* **Creative Feedback** - to improve the click through rate.\n",
        "* **Audience Methods** - to optimize budget investment.\n",
        "* **Keyword Optimization** - to improve ROI.\n",
        "* **Overcoming Objections** - discover and overcome conversion obstacles.\n",
        "* **Generating Landing Pages** - create a consistent landing page template.\n",
        "\n",
        "From here you can take several actions:\n",
        "1. **Write To Database** - leverage BigQuery to store these avatars for future use or bulk analysis.\n",
        "2. **Email Your Team** - Send each part of the analysis to the creative and landing page teams for editing.\n",
        "3. **Create Avatar Specific Campaigns** - With some adjustments the JSOn data structures could be used to call the APIs.\n",
        "4. **Add Image Generation** - Make creatives and landing page assets for each Avatar.\n",
        "\n",
        "# Questions\n",
        "\n",
        "Please contact **kenjora@google.com** with edits or bugs in this notebook.\n",
        "\n"
      ],
      "metadata": {
        "id": "Qz7HrO1290lZ"
      }
    }
  ]
}