{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(mmm_allocation_assessment)=\n",
    "# Budget Allocation Risk Assessment with PyMC-Marketing\n",
    "\n",
    "This notebook is centered around evaluating the risks tied to different budget allocations across various marketing channels. You'll discover how to create an optimal budget allocation that aligns with your specific risk tolerance. This knowledge will empower you to make well-informed decisions regarding your budget distribution.\n",
    "\n",
    "## Prerequisite Knowledge\n",
    "The notebook assumes the reader has knowledge of the essential functionalities of PyMC-Marketing. If one is unfamiliar, the [\"MMM Example Notebook\"](https://www.pymc-marketing.io/en/stable/notebooks/mmm/mmm_example.html) serves as an excellent starting point, offering a comprehensive introduction to media mix models in this context.\n",
    "\n",
    "## Expected Outcomes  \n",
    "Upon completion of this notebook, readers will acquire a comprehensive understanding of how to evaluate the risks associated with various budget allocations and how to develop an optimal budget allocation based on specified risk tolerance criteria.\n",
    "\n",
    "## Preliminary Setup  \n",
    "Consistent with previous notebooks in the PyMC-Marketing series, this document relies on a specific set of libraries. Below are the necessary imports required for executing the code snippets presented hereafter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from pymc_marketing.mmm import MMM\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "az.style.use(\"arviz-darkgrid\")\n",
    "plt.rcParams[\"figure.figsize\"] = [12, 7]\n",
    "plt.rcParams[\"figure.dpi\"] = 100\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The expectation is that a model has already been trained using the functionalities provided in prior versions of the PyMC-Marketing library. Thus, the data generation and training processes will be replicated in a different notebook. Those unfamiliar with these procedures are advised to refer to the [\"MMM Example Notebook.\"](https://www.pymc-marketing.io/en/stable/notebooks/mmm/mmm_example.html)\n",
    "\n",
    "## Loading a Pre-Trained Model\n",
    "To utilize a saved model, load it into a new instance of the MMM class using the load method below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmm = MMM.load(\"model.nc\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Formulating the Budget Allocation Challenge  \n",
    "As in earlier notebooks, it is essential to delineate the budget allocation challenge. Specifically, we must define the duration of our budget allocation and the permissible expenditure per time unit. Our model utilizes weekly data; therefore, we will maintain the same temporal granularity.\n",
    "\n",
    "In this example, we aim to distribute a budget across two channels over the course of eight weeks, with a weekly budget of 3 Million. Consequently, the total budget available for allocation amounts to 24 Million."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total budget to allocate: 24M\n"
     ]
    }
   ],
   "source": [
    "num_periods = (\n",
    "    8  # Number of time periods to allocate the budget (weeks for this example)\n",
    ")\n",
    "time_unit_budget = 3  # Imagine is 3K or 3M (per week in this case)\n",
    "\n",
    "# Define your channels\n",
    "channels = [\"x1\", \"x2\"]\n",
    "\n",
    "print(f\"Total budget to allocate: {num_periods * time_unit_budget}M\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on our intuition, we were thinking of distributing this million into 2.5 Million for Google ($x2$) and 0.5 Million for Facebook ($x1$). Using this allocation, we can compute the response distribution and plot it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [y]\n"
     ]
    },
    {
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CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 811,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "initial_allocation = {\"x1\": 0.5, \"x2\": 2.5}\n",
    "initial_posterior_response = mmm.sample_response_distribution(\n",
    "    allocation_strategy=initial_allocation,\n",
    "    time_granularity=\"weekly\",\n",
    "    num_periods=num_periods,\n",
    "    noise_level=0.01,\n",
    ")\n",
    "\n",
    "fig, ax = mmm.plot_budget_allocation(\n",
    "    samples=initial_posterior_response, figsize=(12, 8)\n",
    ")\n",
    "ax.set_title(\"Response vs spent per channel\", fontsize=18, fontweight=\"bold\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the response distribution by Arviz\n",
    "az.plot_posterior(\n",
    "    initial_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    hdi_prob=0.95,\n",
    ")\n",
    "plt.title(\"Response Distribution at 95% HDI (highest density interval)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is great, apparently we could get 4.4M units sold given our 3M budget which is mostly allocated to $X2$.\n",
    "\n",
    "Could we do better? The usual approach is to allocate the budget to maximize the response. We can use the `optimize_budget` method to do so, here we will compute the response given several budget combinations, and we'll prefer the one that maximizes the response. It's important to note that this example doesn't use any bounds, or constraints, so the optimizer will seek to use the entire budget."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [y]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Budget allocation: [1.56120876 1.43879124]\n",
      "Total Allocated Budget: 3.0M\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 811,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_granularity = \"weekly\"\n",
    "allocation_strategy, optimization_result = mmm.optimize_budget(\n",
    "    budget=time_unit_budget,\n",
    "    num_periods=num_periods,\n",
    ")\n",
    "\n",
    "naive_posterior_response = mmm.sample_response_distribution(\n",
    "    allocation_strategy=allocation_strategy,\n",
    "    time_granularity=model_granularity,\n",
    "    num_periods=num_periods,\n",
    "    noise_level=0.01,\n",
    ")\n",
    "\n",
    "print(f\"Budget allocation: {naive_posterior_response.allocation.to_numpy()}\")\n",
    "print(\n",
    "    f\"Total Allocated Budget: {np.sum(naive_posterior_response.allocation.to_numpy())}M\"\n",
    ")\n",
    "\n",
    "fig, ax = mmm.plot_budget_allocation(samples=naive_posterior_response, figsize=(12, 8))\n",
    "ax.set_title(\"Response vs spent per channel\", fontsize=18, fontweight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! Looks like we could get 5M units sold given our 3M budget, meaning the optimizer found a better allocation which maximizes the response for the same budget. We could follow the same approach and plot the two distributions to compare them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yy9MVi5VxIQAAAAAAAAw0dwGlCIwda6wTdeoodvzxltIAAJLBqFEpys4u+mjmOK6uuIKRBgCwPW6DBsobOVJ5zz1X+hSv0aO3TPGaNElyXQsJASB5HXhgQu++m6NatcwGr0mTArrhhjQlEmVcCAAAAAAAgEI0dwHFua4CY8YYpchZZ0k+n6VAAIDqLpGQXnwxxaiddlpUBx7It10AsEMcR5Fzz1X2118rcuqpJQ571q5VRr9+Sj//fHlWrLAQEACSV7NmCY0Zk6uMDLPB9u23U3Tnnan03QIAAAAAAGwHzV1AMd558+T95RejFund21IaAEAy+Owzn5Yu9Rq1K69kahcA7Cy3YUPlvf228p55RolS9rUNfPSRso45RsEnnpDC3GcBoKK0bh3XyJG5CgbNTq6XXgrqv/8NWkoFAAAAAABQNdDcBRRTfGpX/IADFG/TxlIaAEAyGD7c/ELrsMPiOv74mKU0AFDFOY4i55+v7BkzFD3llJKHCwqUev/9yjr+ePmmT7cQEACS07HHxvTGG7ny+cwGr8cfT9VTT6WUcRUAAAAAAABo7gK2Fo0qMG6cUYr06iU5jqVAAIDqbskSjz791G/UrrwyxFsPAOwmt2FD5b7zjvKGD1eifv0Sx71LlyqzZ0+lX365nDVrLCQEgORzyikxvfBCnhzHbPC65540vf56wFIqAAAAAACAyo3mLmArvmnT5NmwwahFevWylAYAkAyefdac2lW7dkK9ekUspQGAasZxFOnVS9mzZil0xRVyPSX/Ezjw7ruq0a6dUoYPl6JRCyEBILmcfXZUTz6ZX6J+yy1pevddfylXAAAAAAAAJDeau4CtpIwebaxjRx2lRJMmltIAAKq7VascjRljTii4/PKwUlMtBQKAasqtUUMFDz2knE8+Uax16xLHnZwcpd15p7KOPVb+KVMk1y3lVQAA5aVfv4juu89s8HJdR1ddla4PP6TBCwAAAAAAYGs0dwH/yM6W/4MPjFKkTx9LYQAAyeCFF4KKxYr2X0xNdXXZZWGLiQCgeou3bKmcjz5S3hNPKFGjRonj3qVLldG3rzK6d5d3/nwLCQEgeQwYENattxYYtXjc0cUXp+uLL3yWUgEAAAAAAFQ+NHcB/y8waZKcUKhw7fp8ivToYS8QAKBa27zZ0RtvpBi1vn3DqlOHaTEAsEd5vYpcdJGyv/1W4fPOK/UU/9dfK+vkk5Xer5+8339fwQEBIHnccUdIV14ZMmrhsKO+fTM0e7bXUioAAAAAAIDKheYu4P8Fxowx1tGTT5Zbt66lNACA6u711wPKzS2a2uXxuLrmGqZ2AUBFcevVU/6zzyr7gw8Ua9Wq1HMCkyYp67jjlN6/vzxLllRwQgCo/hxHeuCBAp1/vvk5OC/PUe/eGVq4kAYvAAAAAAAAmrsASc6ff8r3xRdGLdK7t6U0AIDqLhzesiXj1rp3j6px44SlRACQvOLt2yvn44+V++KLiu+zT6nnBCZOVI1jj1X6hRfKO2dOBScEgOrN45GGDctX9+4Ro755s0dnn52hJUt4fAkAAAAAAJIbT0cASYGxY+W4RdtguRkZinbpYjERAKA6GzMmoLVrzY9h110XKuNsAMAe5/Eoes45yv72W+Xfc48SNWuWelpg8mRlnXqqMrp3l+/TTyWXrXQBoDx4vdKLL+bp5JOjRv2vvzzq0SNTP/7II0wAAAAAAJC8eDICuK5S/vc/oxTp3l1KTbUUCABQnSUS0tNPm1O7jjsuqlat4pYSAQAKBYMKX3+9Ni9YoIJBg5SoUaPU0/xffaXMXr2UdeyxCrzxhpSfX8FBAaD6CQSkN97I1XHHmQ1eGzZ41LNnpn75hceYAAAAAAAgOfFUBEnPN3OmvL/8YtQifftaSgMAqO4++sivpUu9Ru3aa5naBQCVSlaWQgMHavN336ngzjvLbPLy/vCD0m+6STWaN1fqvffK88cfFRwUAKqXtDRp5MhcdehgNnitXevRWWdlavlyHmUCAAAAAIDkwxMRJL1Asald8YMOUqx9e0tpAADV3dNPpxjrww6Lq3PnmKU0AIBtyspS6NZbtXnhQuUPGaJEgwalnub5+28Fhw1TVsuWyujVS/6JE6VotNRzAQDblp4uvfNOrtq0MT8jr17t0VlnZej333mcCQAAAAAAkgtPQ5DcsrMVmDDBKIUvuEByHDt5AADV2jff+DRzpt+oXX99iLcdAKjsMjMVvvZabZ43T3nDhil+0EGlnua4rvyffqqM/v1V44gjlHr33fIuXiy5bgUHBoCqLTNTGjMmR61amQ1eK1d6ddZZGVq5kg/QAAAAAAAgedDchaQWePddOQUFhWvX51Pk3HMtJgIAVGdPPBE01g0bJnT22RFLaQAAOy0lRZELL1T2zJnKGTVK0ZNPLvNUz/r1Cj7zjLKOP15Zxxyj4OOPy/PbbxWXFQCquKws6d13c9W8udngtWKFVz16ZGr1ahq8AAAAAABAcqC5C0ktZcQIYx3t0kVu/fqW0gAAqrMFC7z69FNzatd114Xk95dxAQCg8vJ4FDvlFOWOGaPNs2YpdNllcjMzyzzd+9NPSn3gAdVo3VqZJ5yg4GOPyfPjj0z0AoDtqFnT1bhxuTrssLhR//XXLQ1e69bR4AUAAAAAAKo/mruQtLyLFsm3YIFRC194oZ0wAIBq78knzalddesmdOGFYUtpAADlJdG0qQoeeUSblixR3jPPKNau3TbP9y1cqNT//lc1jjlGWe3bK3XwYPmmTZPCvCcAQGnq1HE1YUKODj7YbPBaunRLg9eGDTR4AQAAAACA6o3mLiStwP/+Z6wTDRoodtJJltIAAKqzn37yaNIkc0TX1VeHlZZmKRAAoPylpyty/vnKmTJFm2fMUOiGGxTfZ59tXuJdulTB559X5r/+pZpNmij9vPOU8sor8qxYUUGhAaBqqFdvS4NXkyZmg9ePP3p19tkZ+vtvGrwAAAAAAED1RXMXklNBgQKjRxulcN++ktdrKRAAoDobOjQo1y36wikrK6FLLw1ZTAQA2JMShx6qgv/8R9kLFij7gw8UuuQSJerU2eY1Tn6+Ah99pLRbb1WNVq2U1a6dUgcNku+TT6S8vApKDgCV1957b2nwatzYbPBavNinf/0rQ5s30+AFAAAAAACqJ5q7kJQCkybJs3lz4dp1HEUuuMBiIgBAdbVihUdjxwaM2uWXh5WVZSkQAKDieDyKt2+vgsce0+YfflDO++8rdMUVSjRosN1LvUuXKvjCC8rs3Vs1mzRRRvfuCj7+uLxz50rx+HavB4DqqFEjV++9l6t99zXvgwsW+HTOORnKzrYUDAAAAAAAYA+iuQtJKfDGG8Y61qmTEvvtZykNAKA6e+qpoOLxoikCaWmurroqbDERAMAKn0+xY49VwUMPafOiRcr+5BMV3H67YkcdJdfZ9rQZJxKR/6uvlPrAA8o65RTVOOggpffrp8Crr8rz668V9AcAgMph330Teu+9XDVsmDDqc+f61KdPpnJzLQUDAAAAAADYQ2juQtLxLFki/4wZRi3M1C4AwB6wZo2jt94yp3b16xdWnTqupUQAgErB41G8dWuFbr9dOR9/rM0//6zcF19UuHdvJerW3f7lmzcrMGmS0gcOVI2jj96yhePdd8v39ddSLFYBfwAAsKtx44Teey9He+9tNnjNmuXTeedlKD/fUjAAAAAAAIA9gOYuJJ3gyy8b60T9+op27WopDQCgOnv22aAikaJpLH6/q2uvDVlMBACojNw6dRQ95xzlv/CCNv/445apXnfcoVi7dnK93u1e7126VMFnnlFmt26qcfDBSrviCvnffVfOpk17PjwAWNKkSUITJuSoXj2zwevrr/3q2zdDBQWWggEAAAAAAJQzmruQVJzNmxUYPdqohfv3lwKBMq4AAGDXbNzo6PXXU4zaeedF1LAhU7sAANvwz1Sv225TzpQp2rRsmXJHjlToiisUP+SQ7V++aZNSxo5VxuWXq0bTpsro3l0pw4fLWbWqAsIDQMU6+OCExo/PUZ06ZoPX9Ol+9euXoTC7oQMAAAAAgGqA5i4klcDIkXK2ms3v+nwKX3SRvUAAgGrr2WdTlJdXNLXL43F1ww1M7QIA7KSsLEW7dFHBQw8p+5tvtGnxYuU999yWLRzr19/mpU48Lv9XXyntzjtVs3lzZZ56qlKeeUbOypUVFB4A9rxmzRIaPz5XNWuaDV6ffurXxRenKxKxFAwAAAAAAKCc0NyF5JFIKOWVV4xS9Mwz5TZoYCkQAKC62rjR0UsvBY3aOedEdMABiTKuAABgx7gNGypy7rlbtnBcsmTLFo4DByp25JHbvdY3Z47S7r5bNY88Uhnduyvw1ltSdnYFpAaAPeuII+IaNy5XWVnm5+0PPwzossvSFY1aCgYAAAAAAFAOaO5C0vBNmybvr78atfDll1tKAwCozkqb2jVwIFO7AADl7J8tHAcNUs7nn2vTokXKe/xxRU49VW4wuM1L/V99pfTrrlPNww5T2hVXyPfVV5LL1sEAqq6WLeMaOzZXGRnmvWzSpICuvjpdsZilYAAAAAAAALuJ5i4kjZSXXzbWsWbNFOvQwVIaAEB1VdrUrl69IjroIKZ2AQD2LLdRI0Uuvlh577yjTUuXKvettxQ+7zwlatQo8xqnoEApY8cqs3t3ZbVrp5Snn5azYUMFpgaA8nP00XGNHp2j9HSzwWvcuICuvTZN8bilYAAAAAAAALuB5i4kBc9vv8k/dapRC192meQ4ZVwBAMCuKW1q1y23MLULAFDB0tMVPf105T/7rDb/9JNyRo9WuG/fbTZ6eX/5RWn/+Y9qHHGE0gYMkGfJkgoMDADlo337uN55J1epqWaD1+jRKbr66jQmeAEAAAAAgCqH5i4khZRXX5Wz1RYjiawsRXr1spgIAFAdMbULAFApBQKKde6s/Kef1uYfflDua68p0qWLXJ+v1NOdSEQpb7+tGsceq4yzz5bv00/ZshFAldKxY0wjR+YqGDTvXWPHpujyy9MVjVoKBgAAAAAAsAto7kL1l5urwP/+Z5Qi558vpadbCgQAqK6Y2gUAqPSCQUXPOkt5I0dq85Ilyr/vPsWbNi3zdP/nnyuzVy9lnnCC/BMnSgkalgFUDZ06xfTmm7lKSTEbvN57L6BLLklXJGIpGAAAAAAAwE6iuQvVXsrIkfJs2mTUwpdcYicMAKDaKm1q1znnMLULAFB5uXXrKjxggLJnzlTO5MkK9+4tNyWl1HN9ixYpo39/ZR5/vPwTJtDkBaBK6Nw5prfeKjnBa/LkgPr1S1eI38MAAAAAAABVAM1dqN7icaW88IJRinTposRBB1kKBACorpjaBQCoshxHsQ4dlP/CC9q8cKEKbrtNiTp1Sj3Vt2SJMi65RFnHHSff1Kls1wig0jvppJjeeSdXaWnm/Wrq1ID69s1QQYGlYAAAAAAAADuI5i5Ua/7Jk+X97TejFh4wwE4YAEC1tWFD6VO7mjZlqgkAoGpx69VT6I47tHnhQuU9+aTiZfxijPeHH5R57rnK6NZN3tmzKzglAOyc44+PacyYXGVkmA1e06b5de65GcrLsxQMAAAAAABgB/hsB8CuCYVCWrFihdasWaP169crPz9fsVhM6enpqlGjhpo0aaIDDjhAPl9y/xUHn3nGWMdatlTsmGMspQEAVFdPPRVkahcAoHpJTVWkf39FLrhA/gkTlPrYY/L+9FOJ0/wzZsh/2mmKdOumgiFDlNh/fwthAWD7OnSIaezYHPXqlamcnKLP7l9+6Vfv3hl6551cZWZaDAgAAAAAAFCG5O78qWImTZqkOXPm6Pvvv9eqVauUSGx7GkhaWppOPvlk9erVSwcffPAezdajRw+tWbOmXF7rjDPO0N13373br+OdNUu+OXOMWmjAAMlxyrgCAICdt2aNo5dfTjFqTO0CAFQbXq+i//qXoj17yj9xolIfeUTeH34ocVpg4kT5p05V6NprFbrxRik9veKzAsB2tG0b1/jxOfrXvzK0eXPRhgbffOPXOedkasyYHGVlWQwIAAAAAABQCpq7qpDhw4dr/fr1O3x+fn6+Jk6cqA8++EC9evXStddeWyUmeaWkpGz/pB0QfPZZYx3fZx9Fu3cvl9cGANhx11136ZNPPjFqe++9tyZMmLBHf+7VV1+t+fPnl3l8v/3M9YIFUvv2Reu77rpLXbt23TPhAACoCB6PomedpWjXrgqMHavgAw/Iu3KlcYoTDiv18ceV8vbbyr/3XkXPPptfrkGVNnfuXA0YMGCXr9/Tn1NfeuklvfLKK7t8fXn9cl1ltL2/u7322vJ/W9u8WTr11C3/vCf/7oYMGaIPPvigXF6rIv5bCAAAAAAA2OfZ/imorILBoJo0aaKOHTvq1FNPVefOndW2bVvVqVPHOC8ej+udd97R4MGDFY/HLaXdcSeeeOJuv4bn11/lnzzZqIWvvFLy+3f7tQEAdnzxxRclGrsAAEAF83oV6dNH2d9+q/z771eiVq0Sp3j+/FMZl1+ujK5d5V282EJIANg9iUTVaEwtr1+QBAAAAAAAlVvlH+OEQqmpqTruuOPUoUMHNW/eXE2aNJHHU3p/3uLFi/XCCy9ozlbbEk6fPl1vv/22LrjggnLP9uKLLyoWi+30dWPHjtXIkSML1w0aNFCbNm12O0/KCy/Icd3CtZuZqfCFF+726wIA7MjJydGjjz5qOwYAAPhHMKjwNdcocv75Cj78sFJefllOsV8m8n/zjXwnnKDwRRcpNGiQ3Nq1LYUFgJ2zbp2j9esd1avnbv9ki8rjFyQBAAAAAEDlR3NXFTJy5Mgd3lbxiCOO0FNPPaUhQ4boww8/LKy//vrr6t27twKBQLlmq1+//i5d9/XXXxvrbt26ydnNbTucDRuUslXDmCSF+/eXsrJ263UBAPY89dRThVsTp6WlKT8/32qecePG6Y8/POrRI0PxeNH71nnnhXX77aES59esWbMC0wEAUHHcmjVV8OCDCvfrp7RBg+SfPt047iQSCr76qgLjxqngrrsU6d9f8notpQV2T58+fdSnT58dPn9Hn+GUl/vuu0+HH374Dp+flpa2B9NULtv6u1uxwqPLL8/QunVbP4/yqVu3TE2YkKO99y7fBq/rr79el1122U5f9+OPP2rQoEGFa8dx1K1bt/KMBgAAAAAAKimau6qQnX0o6PF4dOutt2r69OkqKCiQJOXm5mru3Lnq0KHDnoi4U7777jutWLGicO3xeHTmmWfu9usGn31WzlZf+rs+n0JXXLHbrwsAsOPbb7/VxIkTJUler1dXXHGFhg4dajVTw4YNNWRImsLhom1QUlNd3Xnn5nL/8gcAgKogcdhhyh03Tv7Jk5V6113y/v67cdyzaZPSBw5UysiRyn/8ccVbtLCUFNh1GRkZatiwoe0YZapdu3alzmfTtv7uGjaUJk706KyzMrRyZVHz6c8/q7DBq1Gj8vuMX7NmzV365Y8RI0YY66OOOkqNGjUqp1QAAAAAAKAyK31PP1Qb6enpalHsofnKlSstpTFNmjTJWLdt21Z77bXXbr2ms3GjUl5+2ahFzjlH7j777NbrAgDsKCgo0IMPPli4Pu+889S0aVOLibb48UePxowxp2BedlmYxi4AQHJzHEW7dlX2N9+oYNAguaVMBfLNm6fMk09W6u23S9nZFkICQEkHHJDQ5Mm52n9/c3vZZcu86tYtU3/8YfcRaigU0scff2zUmNoFAAAAAEDyoLkrCWQV247Q9lZW/2T49NNPjVr37t13+3VTnn1WTl5e4dr1eBS65Zbdfl0AgB3PPfecVq9eLUlq1KjRLm1fsic89FCqXLdo25aMDFfXX19yO0YAAJJSaqpCAwdq88yZipx9donDTiKh4EsvqUbbtvKPHSu5NEcDsG/ffROaNClHTZqYDV6//ebVmWdm6Ndf7T1GnTZtmnJzcwvXmZmZOuGEE6zlAQAAAAAAFYvmriTwz5fi/6hbt66lJEU++eQTo8msVq1aOv7443frNZ2NGxUsPrWrVy8lmjTZrdcFANixcOFCvfvuu4Xr22+/XcFg0GKiIu+/b07tuuqqkOrU4Ytp/F979xkeR3W/ffyebeqS5d57N+64YLApNr2XtCeBQEKAQCC0UP+mEwgJCcGh95bQcTAYQ8AUV4oLGPfei2zJ6tLuzszzYqWVVsVW2dWspO/nuvbanbMzs0eW9dPR7L3nAAAqs7t3V+Gzzyr/v/+VWcPMm659+5R62WVKPe88udavd6CHABCpWzdbs2bla8CAyIDXjh1unX56mlatcuZS6vvvvx+xffLJJyshIaGWvQEAAAAAQEtDuKuF27Ztm1atWhXeNgxDo0ePdrBHIbNmzYrYPuWUU+TxeBp1zoTHH5dR6VOMzNoFAM2X3+/X/fffL8uyJEmnnXaaxo8f73CvapaRYemqq0qd7gYAAHErOHmy8ubNU/H//Z/sGoLa3i+/VPoxxyjx/vul4mIHeggAFTp3DgW8hgyJDHjt3evSGWekackSd5P2Z8eOHVq+fHlEWzRmvwcAAAAAAM0H4a4WbP/+/brttttkmhUXo0444QR17drVwV5JW7Zs0YoVKyLaGntRysjOVuIzz0S0+S+4QFb//o06LwDAGc8++6y2bt0qKTS74x//+EeHe1S7q68uVUYGs3YBAHBIPp9Krr9eeYsWyX/yydWeNgIBJT38sNInTZLnk08c6CAAVOjY0db77+drxIhgRPvBgy6de26a5s1r3AcU62PWrFmyKy1fO2jQIA0cOLDJXh8AAAAAADiv6a5EIOaCwaDy8/O1ZcsWzZ8/XzNnzlRhYWH4+W7duumGOJjJquqsXUcccYT69OnTqHMmPPEEs3YBQAuxZs0avfbaa+Hta6+9VhkZGQ72qLoOHe5TUtJy+Xw79e67eZozJ1np6enq1auXRo0apWOPPVY9e/Z0upsAAMQdq1cvFf773/LPnq3kW26Ra+fOiOfdW7cq7ec/l/+MM1T05z/L7t7doZ4C1S1dulQ333yz1q9fr5ycHFmWpfT0dLVt21bDhw/XmDFjNGXKlEbPTN5QM2fO1AsvvKCtW7cqNzdXHo9H6enp6tKli0aMGKGjjjpKo0aNcqRvTmvI965du1DA6+c/T9Xixd5we0GBoZ/+NFUvvFCoU04JxLTfpmlq9uzZEW1nnnlmTF8TAAAAAADEH8Jdzdg//vEPvfHGG3Xad+zYsbrzzjvVtm3bGPfq0ILBoD766KOItkbP2pWTo8Snnopo859/vqwBAxp1XgBA0wsGg7r//vvDs05OnDhRJ9cwu4fTMjNfCT8OBqW8vDzl5eVpx44dWrBggZ544glNnjxZV199tbrzpjQAAJEMQ4HTT1fucccp6a9/VcLjj8sIRs6O4/vgA3nnzlXJ1Ver5A9/kFJSHOosUGHZsmXV2rKyspSVlaW1a9fq7bffVseOHXXRRRfp/PPPl2EYTdq///3vfxHbfr9fRUVF2rNnj5YtW6aXXnpJQ4YM0e9///u4XfI8Vhr6vUtPl95+u0AXXZSquXMrAl6lpYYuvDBFM2YU6ec/98es34sXL1ZWVlZ4OyEhIS7/PgIAAAAAALHFsowt3OTJk/XPf/5Tjz32mDp27Oh0d7RgwQJlZ2eHt5OSkjRt2rRGnTPx73+PnLXLMJi1CwCaqZdfflnr16+XFPodcdNNNznco4axLEtffvmlfv3rX2vu3LlOdwcAgPiUkqLiu+5S3pdfKjBpUrWnjaIiJf3lL8oYP16+11+XLMuBTgL1s2/fPv3tb3/TjTfeqPz8fKe7U83q1av1xz/+UU888UTEUn+o/XuXnCz9+98FOuusyBCXaRq68soUPfpogmL1T1l19vvjjz9eaWlpsXkxAAAAAAAQt5i5q4VbtGiRLMuSz+fT6NGjne6O3n///YjtadOmKTk5ucHnc23bpoRnnolo859/vqyBAxt8TgCAMzZv3qwXX3yUs3VUAABy+klEQVQxvH3ZZZepa9euznWokpycUB6+tHSgCgunqLR0iK64opN++UufAoGAcnJytGLFCn366afauHFj+LjCwkJNnz5diYmJmlTDm9YAAECyhgxRwaxZ8r3xhpLuuEOu/fsjnnft3q2UK69UwjPPqPi++xQ86iiHeorWKiUlRePGjdPo0aPVt29fZWZmKiEhQfn5+dq2bZu++eYbffbZZyotLQ0fs2DBAt1000169NFH5fV6D3H2xuvQoYMmTZqkoUOHqnfv3kpPT5fL5VJubq7Wrl2rBQsWaPHixeH9bdvWSy+9JNu2deWVV8a0b06L1vfO55OefbZQ115r69//Toh4jbvuStbu3S7df3+xXFH8GG1OTo7mz58f0caSjAAAAAAAtE6G7dDH9HJycqJ2LsMw1KZNG0nSwYMHW80nD3Nzc1VYWBjeLi0tVW5urtavX68vv/xS3333XcT+F1xwga677jq53e6m7qokaf/+/Tr77LPDS21J0tNPP60RI0Y0+JzJl1+uhLfeCm/bXq/yFi+W1adPo/oK1FdrrUNAtFiWpcsuu0w//vijJGnw4MF67rnnavydtWTJEl111VXh7c6dO2vmzJkx65tpSsccM0ebNx8pvz+05G/Pnqa++SZPPl/1/efMmaOHHnpIRUVF4bbk5GS9/vrrMZ1FkzoEwGnUIUSDkZOjpPvuk++ll2TUMlOX/8wzVXzXXfzdhxpFsxZt2bJFP/74o0488UQlJCQcct8DBw7ovvvu06JFiyLaf/7zn+vaa69tcB8OZeHChXK73Ro/fvxhl4BcvXq17rjjDm3fvj2i/aGHHtKUKVNi0j8nxep7Z1nSXXcl6V//Sqx2nnPO8euJJwp1mJers9dee00zZswIb3fv3l1vvfVWky/3ifpjTATAadQhAE6jDgFwWlPVoczMzJictyYsy9iMZWRkqGvXruFbnz59NGrUKP3kJz/Rv/71Lz355JPq3LlzeP+3335bDz74oGP9nT17dkSwq3fv3o0Kdrm//z4i2CVJpb/5DRf4AaAZeuONN8LBLrfbrdtuu82xMHJV77zj09q1vwgHuyTptttKagx2SdIpp5yif/3rX0pMrHjDp6ioSM8991ysuwoAQLNnZ2aq6OGHlffVVwocd1yN+/hmzVL6UUcp6Y47ZBw82KT9Q+vSu3dvnXHGGYcNB0lSu3bt9Pe//11Tp06NaH/nnXe0a9eumPRv0qRJmjBhQp3CPkOGDNGzzz6rnj17RrQ/9thjEddqWopYfe9cLumee4p1771FqmrmTJ9++tNU5eU1ru/lPvzww4jtM844g2AXAAAAAACtFOGuFmzUqFF6/PHHlZGREW6bNWuWvvrqK0f6M2vWrIjtRk0lb9tKuuuuyKa0NJXceGPDzwkAcMTOnTv11FNPhbd/8YtfaGCcLK/r90t//nPkp/KHDg3q/PP9hzxu6NChuvzyyyPaZs+ereLi4qj3EQCAlsgaOlQF77yj/DfekDlgQLXnDb9fif/6l9JHj1biP/4hVZrVGnCKYRiaPn262rdvH24LBAJ6//33HexVhYyMDN1zzz0RAaGtW7dqyZIlDvYqPtT3e3fVVaV6+ukCeb2Rn/ydN8+rM85I0549jQth/fjjj9q0aVN42+126/TTT2/UOQEAAAAAQPNFuKuF69q1q37zm99EtL3yyitN3o/ly5dHTP3v8Xh06qmnNvh8nrlz5f3yy4i24uuuk92uXYPPCQBoerZt64EHHlBJSYkkqVu3brr00ksd7lWFl15K0LZtkTOITZ9eorpMKnb++ecrJSUlvB0IBHjjDACA+jAMBU88UXnz56vooYdktW1bbRdXbq6S7r1XGWPGKOGpp6TSUgc6ClRITEzUT3/604i2xYsXO9Sb6gYPHqwJEyZEtMVT/5xU3+/dBRcE9MYbBUpNjQx4/fijR6eckqb16xt+2bVqqGzixInq0KFDg88HAAAAAACaN8JdrcCJJ54Ysb1y5Url5+c3aR+qXpQ65phj1LaGC/N1YprVZu2yunZVaZUZUgAA8e+///2vvvvuu/D2zTffHLGcoZMKCqS//S2yLxMmBHXSSYE6He/z+TR27NiItg0bNkStfwAAtBper0ovvVR5332nkiuvlO31VtvFlZWl5FtvDYW8/vWv0C9ywCETJ06M2N64caNDPalZ1f4xRq1Q3+/dcccFNWtWvjp2tCLat21z65RT0rR4cf2Xmi8uLtann34a0XbWWWfV+zwAAAAAAKDlINzVCrRt21bp6enhbcuytGvXriZ7/cLCQs2dOzeirTEXpXz/+Y88K1dGtBXfdpuUlNTgcwIAnPHMM8+EH0+aNEndu3fXrl27DnnLzs6OOIdpmtX2CQTqFsA6lCefTFRWVuRQ6c47i2TUY4WVLl26RGwfPHiw0f0CAKC1stu0UfF99ylv0SL5zzmnxn1cu3cr+Y47lDFihBIfeEDGgQNN20lA1ceAgUBABXEUOGSMWruGfO9GjjQ1Z06++vY1I9pzclw699w0zZxZPZB6KJ999pmKiorC223bttXRRx9dr3MAAAAAAICWxeN0B9A03FXWj4rGm9519b///S+83JYkdejQodoSAHVlZGdXm7UrOHSo/D/7WWO6CABwSGmlpZMWLlyo8847r97nyMrKqnbcyy+/rIEDBza4XwcOGJoxI3LWrpNO8mviRLOWI2qWkJAQsV3KUlEAADSa1bevCp9/XiXXXqvEP/9Zvk8+qbaP6+BBJf31r0qcMUP+c89V6e9+J3PUqKbvLFqlqmNAKTQOTE1NdaA31TFGrV1Dv3e9e1v66KN8/eIXqVq6tOJya2mpod/8JlU7dhTpqqtK6/RBkVmzZkVsn3rqqfJ4uIQLAAAAAEBrxsxdrUBpaalyc3Mj2hq8JGIDVL0odcYZZ1QLm9VV0t13y1Vlxpbiu++WGng+AABq8o9/JCo/v+KdF8OwNX16ySGOqFnVWRAyMjIa2zUAAFDGHDFCha+/rrzZsxWYPLnGfYySEiX85z9KP+EEpZ14onz/+Y+Un9/EPUVrU9NMWPE0DmSMWrvGfO86dLA1c2a+TjrJX+25O+5I1i23JMk8zGdFtm3bpu+//z6ijSUZAQAAAAAA4a5W4LvvvpNlWeHtxMREdejQoUlee/PmzVpZaQlFwzB0xhlnNOhc7q+/VsIrr0S0+c88U8GpUxvVRwAAKtu61aVnn438xP4FF/g1bFj9Zu2SFPE7UJLat2/fqL4BAIDqzIkTVfDf/yrv44/lP+20WvfzLFmilKuuUpvBg5Vy6aXyzpkj+auHMIDGqjoGzMzMjKuZl6r2r6muETUHjf3epaZKr75aqEsuqT4b2jPPJOqii1JUWFj78VU/IDly5Ej16tWrzq8PAAAAAABapvi5soSYsCxLzz//fETbxIkT5fV6m+T133///YjtsWPHqlu3bvU/UTCo5BtvjGiyU1NV9Oc/N6Z7AACHffrpp/U+ZsmSJbrqqqvC2507d9bMmTOj1qf770+U318xa5fXa+vWW+s/a9eGDRu0cePGiLaxY8c2un8AAKBm5rhxKnz1VRWvWqXEGTPke/ddGYFAtf2M4mL53n1XvnffldW2rQJnn63Sn/xE5vjxkovPwKHxPqmyVOiYMWMc6kl1paWl+uKLLyLaRo8e7Uxn4lA0vncej/S3vxWpVy9Td92VHPHcRx/5dPbZLv373wXq2NGOeM40TX300UcRbWeeeWa9Xx8AAAAAALQ8XLVsJt58803t37+/XscEg0Hdf//91T51eMEFFxz22IkTJ0bclixZUq/XLn/9OXPmRLQ19KJUwlNPyVPl6yi++WbZDQmKAQBQi+XL3Xr77chZu37721L17m3VckTNTNPUI488EtHWvXt39enTp7FdBAAAh2ENHaqiJ55Q7ooVKr7tNlldutS6rys7WwkvvKD0005T+ujRSrznHrmXLpWs+v3uB8otWbKkWnhqci3LhjrhlVdeUVZWVnjb7Xbr6KOPdrBH8SOa3zvDkK65plTPPFMgny8yxLV0qUcnn5ymtWsjL8suXLgw4tpfcnKypjJbPQAAAAAAEOGuZmPWrFk6//zzdeedd2revHkqPMQc7iUlJfrkk0900UUX6cMPP4x47tRTT9WRRx4Z6+5Kkr766ivl5OSEt9PT03XcccfV+zzGzp1K+stfItqCw4ap9PLLG9tFAEArVFuA2balO+9Mitg3Pd3SwIEvq7S0+rIqtQkEAnrggQf03XffRbT/9re/bXznAQBAndkdO6rkxhuVu3y5Cl54QYETT5Ttdte6v3v7diU98ojSp01TxhFHKPm66+T9+GOpoKAJe4148fXXX2v9+vX1OubHH3/UrbfeKtuuCPP06tVL06ZNO+yxv//97yPGqM8888wh9//oo4904MCBevVv5syZeu655yLaTjvtNHU5RACyOYqn79355wf07rsFysiIDIxu3erWSSel63//q1hUoeqSjCeeeKKSkiL/PgEAAAAAAK0TyzI2I6Wlpfr444/18ccfyzAMde/eXV26dFFaWpo8Ho+Kioq0Z88ebd68WcFgsNrxRx99tG699dYm6+8HH3wQsX3SSScpISGhlr1rYdtK/tOfZFS5mF70t7+F5rkHACBKPv3Uo3nzIpctvu66Ej355MN6660Xdcopp+j444/X4MGD5anhd1AwGNTChQv17LPPat26dRHPjRs3TqecckpM+w8AAGrh9Spw9tkKnH22jP375Zs5U76335bnm29qPcS1Z48SXnpJCS+9JNvjkTlqlALHHKPgpEkKTpggpaU14RcAJ/zwww96/vnnNWHCBE2bNk2TJk1S27Zta9x37969evPNN/XGG29EXI/xeDz605/+VOPYsbHef/99Pfjgg5o6daqmTp2qMWPG1BoEWr16tV588UV9+eWXEe0dOnTQFVdcEfW+OS3evneTJgU1Z06+fvazVG3bVhEwzc839ItfpOruu4v185/v0oIFCyKOO+ussxr92gAAAAAAoGUgHdNM2bat7du3a/v27YfdNyEhQZdccol+9atfxeSCYk327dunr7/+OqKtIRelfP/+t3xVlnYs/dWvZE6Y0Kj+AQBQmWlKd96ZHNHWtaulyy4r1X/+Ix04cECvvfaaXnvtNfl8PvXp00ft27dXSkqKTNNUdna21q5dq6KiomrnHjJkiB588EEZhtFUXw4AAKiF3b69Si+9VKWXXirX1q3yvf22fG+9JXeVYHZlRjAoz3ffyfPdd9Ijj8h2u2WOHKngMccocPTRobBXenoTfhVoKrZta/HixVq8eLGkUBiqV69eSk1NVUJCggoKCrR9+3Zt27at2rFut1u33357TGdPLy0t1ezZszV79my5XC716NFDXbp0UUpKitxut3Jzc7V+/XplZ2dXOzY9PV2PPPKI2rVrF7P+OSnevneDBln6+ON8/fKXqVq6tOLanGUZmj49WZ9//qlM0wy39+vXT8OGDYva6wMAAAAAgOaNcFczceutt2revHn67rvvtHbtWvn9/sMe06tXL5188sk644wz1LFjxyboZYUPP/ww4qLUoEGDNHDgwHqdw7V9u5KrzDRmdeig4rvuikYXAQAI+89/fFqzJnKZpttvL1ZNkx/4/X6tXbtWa9euPeQ5DcPQT37yE1111VX1n7kSAADEnNWrl0puuEEl118v948/yvfOO/J+9JHch1nOzTBNeZYulWfpUiU++qhsw5A5dKiCEybIHD9ewQkTZPXsKRHsbnGysrKUlZV12P26deumO+64QyNHjmyCXoVYlqWtW7dq69ath933yCOP1B133NHk14qcFA/fu06dbL3/fr6uvjpF773ni3hu48b/qvKfDGeeeWbUXx8AAAAAADRfhLuaiaFDh2ro0KG6/PLLFQwGtXnzZu3atUtZWVkqKipSMBhUcnKyUlJS1KVLFw0cOFDpjfjkcPknGxvqkksu0SWXXNLwE1iWkq+6qvpyjP/4h+xaptIHAKAhSkulBx6ITHEdcURQP/1pKEh99dVXa8mSJVq5cqVyc3MPe77MzExNnTpVF1xwgXr37h2LLgMAgGgyDJnDh6t4+HAV33WXXBs2yDtnjrxz5sjzzTcyKi3VVuPhti3PypXyrFwpPf+8JMnq1EnB8ePDN3PECImwd7MyefJkHTx4UMuXL9eWLVsiPsBWE7fbraFDh+rcc8/VtGnT5PP5Drl/Y/3sZz9Thw4d9MMPP2jPnj2H3T8pKUnjx4/XBRdcoHHjxsW0b06L5+9dcrL07LOFGjLE1J//HPobJDFxiRISNoX38Xi8LOkOAAAAAAAiGLZt2068cE5OTtTOZRiG2rRpI0k6ePCgHPqSEEUJTz6p5Ntui2gr/cUvVPTYYw71CDg06hDQfD38cKLuvz8y3PX22/k64YTqb+Tu27dPW7du1b59+5Sbm6vS0lK53W6lpaUpIyNDAwcOVPfu3Zuq6xGoQwCcRh1Ci1RYKM+338qzYIG88+fLvXSpjECg3qexvV6Zw4crOHaszDFjFBw7VlbfvpLLFYNOt26xqEWlpaXavHmz9uzZo/3790d8yC4tLU1du3bVkCFDlJiY2OjXaoj8/Hxt2rRJ+/btU3Z2tkpKSmRZltLS0pSWlqbevXurf//+crvdhz9ZCxPP37sPPvDqiitSVFQUOctfSoqtxx8v1Jln1r/WID4wJgLgNOoQAKdRhwA4ranqUGZmZkzOWxPCXYg7rnXrlH7ccTJKSsJtZvfuyps/X2rEbGRALFGHgOYpK8vQ2LEZKiioeEPluOMCevfdgkMcFZ+oQwCcRh1Cq1BUFAp7zZ8vz4IF8ixZ0qCwlyRZGRmhoNeYMTKPPFLBMWNkd+gQ5Q63PtQiNCcrVrj1//5fqnburB70/OMfS3T77cXysO5Cs0MdAuA06hAAp1GHADitJYa7uDyA+FJSopTLL48IdklS0b/+RbALABB1f/tbYkSwyzBs3XVXsYM9AgAAcS05WcFjj1Xw2GND2yUlci9fLs8338jz9dfyfPONXAcO1OlUrtxcuT7/XN7PPw+3mT17yhw7VsGy2b3MESNC67gBaJGGDzf12Wd5uuiiVH3zTeRl2n/+M1FLl7r1zDOF6tiRN8MAAAAAAGjNCHchriTfdJM8338f0VZy2WUKTpniUI8AAC3Vxo0uvfBCQkTbT3/q14gRpkM9AgAAzU5iosyJE2VOnKhSSbJtuTZuDIW9ygJfrnXrZNTx04Hubdvk3rZNvvfekyTZbrfMYcMiAl/WwIEs5wi0IB072vrvf/N1/fXJ+s9/Iv8+mTfPq+OPT9dzzxVo4kT+TgEAAAAAoLViWUbEDd/LLyvl2msj2swBA5T3+ed8UhlxjzoEND8XX5yi99/3hbcTEmx9802eevSwHOxVw1GHADiNOgTUIi9PnmXL5Fm6VO4lS+RZskSuvXsbfDo7NbViZq+ye7tz5yh2uHmjFqG5sm3puecSdPvtSQoEjIjnPB5b99xTrMsvL5Vh1HICxA3qEACnUYcAOI06BMBpLMsIxIh76VIl33RTRJudkqKCF18k2AUAiLqvv3ZHBLsk6fLLS5ttsAsAAMSx9PTIpRxtW8bOnfIsWVIR+Fq+XEZRUZ1OZxQUyPvVV/J+9VW4zeraVcGxY0OBr7FjFRw5UkpNjcVXAyBGDEO69NJSjRwZ1CWXpGrXrooZ+oJBQ7fdlqxvvvHon/8sVFqagx0FAAAAAABNjnAXHGccOKCUiy+W4fdHtBf+85+yhgxxqFcAgJbKsqTbb48MDmdmWrruuhKHegQAAFoVw5DdvbsC3bsrcPbZobZgUO61a+X+7rtw4Mu9Zo0Mq27Bc9euXfLt2iXfrFmSJNvlkjVwoIIjR8ocMULmyJEKHnGElJ4eq68KQJSMG2fqiy/y9LvfpejLL70Rz82c6dOqVW699FKBBg3igykAAAAAALQWhLvgLL9fKZdeKveOHRHNJb//vQLnnedQpwAALdlbb/m0dGnkEOjGG0uUkcHU0AAAwCEej8xhw2QOGyb/r38daisokOf778NLOXqWLpVr5846nc6wLLnXrJF7zRrpjTfC7WbfvjJHjKgIfY0YIbtdu1h8RQAaoX17W2+/XaAHH0zUww8nRTy3bp1b06al65//LNR55wUc6iEAAAAAAGhKhu3QIrc5OTlROxfr9jZTpqmUyy+X7913I5oDRx2lgpkzJa+35uOAOEQdApqHwkJp/PgM7d5dscRJ//6mFizIa/a/dqhDAJxGHQJiz9izR54lS+ReujQc+DIKChp1TrN791DQa/hwmUOGyBw8WFafPs32b3JqEVqajz/26oorkpWb66r23OWXl+juu4vl89VwIBxDHQLgNOoQAKdRhwA4ranqUGZmZkzOWxNm7oIzbFtJt9xSLdhlde6swuefb7YXkQEA8W3GjMSIYJck3XtvMb92AABAs2B37qzA6acrcPrpoQbLkmvdOnnKwl7upUvlXrlSRjBY53O6d+wIzaY9e3bF63i9svr1kzl4sMxBg0K3wYNl9e0rUiRA0zr55IA+/zxfF1+coh9+iLyU+9RTiVq2zKPnny9Q1668YQYAAAAAQEtFuAuOSHzgASU+91xEm52SooJXXpHdqZNDvQIAtGQ7dhiaMSMxou244wI66SSWMgEAAM2UyyVr8GD5Bw+W///9v1BbcbHcP/wgz4oVcn//vdwrVsi9erWMQN3HPEYgULGsYyW2xyOrb9/qoa9+/aSEhGh+ZQAq6d3b0kcf5evmm5P16quRP2vffOPR8cen66mnCnXccXUPdgIAAAAAgOaDcBeaXMKTTyrpb3+LaLO9XhW8/LLMsWMd6hUAoKW7994kFRcb4W2Xy9Z99xXJMA5xEAAAQHOTlCRzwgSZEyZUtJWWhsJa338fCn59/31ohq+Sknqd2ggG5V63Tu516yLabbc7FPoaNCi0tOPQoTKHDg3N9OV2R+OrAlq9pCTp0UeLNG5cUDfdlKzS0oo/ZLKyXDr//FT98Y8luvXWEmYmBgAAAACghSHchaZj20r8xz+UdN99kc2GocKnn1bw+OMd6hgAoKX77ju33nor8hPuF19cqqFDLYd6BAAA0IQSEmSOHClz5MiKtmAwtKTjihVyL18enqnLtXdvvU9vmKbc69fLvX699MEH4XY7MTEU+Bo6NBT6Kgt+2Z07i4Q90DAXXujXiBGmLr44RVu3VoQnbdvQI48kaf58r559tlA9e/K3DgAAAAAALYVh27btxAvn5ORE7VyGYahNmzaSpIMHD8qhLwmHYppKuuWWaksxSlLhP/4h/69/7UCngOihDgHxy7alU05J07ffVmTa09Mtffddntq3bzk/q9QhAE6jDgEtg5GTI9fataGwV/n9unVy7d4dtdewMjPDs3uZRxyh4NixsgYOlDyN/wwitQitxcGDhn7/+2R9/LGv2nPp6ZYeeaRI55zDEvROoA4BcBp1CIDTqEMAnNZUdSgzMzMm560JM3ch9kpKlHLZZfJV+vRuuaI77iDYBQCIqTff9EUEuyTpxhtLWlSwCwAAIFrszEyZEyfKnDgxot3IzZWrPPBVKfzl2rWr3q/hysmRa8ECeRcsqHjd5GQFR4yQOWaMgqNHyxwzRlbv3szwBdSiTRtbr71WqCefDOruu5MUCFT8rOTlufSb36Tqiy9K9ec/Fyk52cGOAgAAAACARmPmLsSUsXevUn7zG3kXLYpotw1Dxfffr9IrrnCoZ0B0UYeA+JSXJ40fn6F9+1zhtr59TS1cmCdf9Q+4N2vUIQBOow4BrVReXkXYa/Xq8M21b1+jT21lZobCXuPHKzhhgoJjx0opKYc8hlqE1mj5crd++9sUbd7srvbcoEGmnnuugCXpmxB1CIDTqEMAnEYdAuA0Zu4C6sH70UdKvuYauQ4ciGi3fT4VPv64Aued51DPAACtxYMPJkUEuyTpvvuKW1ywCwAAwDHp6TLHjZM5blxEs7F/v9yrVkXe1q6VUVhY51O7cnLk+uwzeT/7TJJku90yhw8Phb3KAl92t25R/XKA5mjUKFOff56nP/0pWW+9lRDx3Nq1bk2dmq7bbivWlVeWyl09/wUAAAAAAOIcM3ch+oqKlDx9uhJeeKHaU3ZamgpefVXByZMd6BgQO9QhIP6sWuXSscemyzQrlic56SS/Xn+97m8oNifUIQBOow4BOCzLkmvbtoqw148/yr1smdzbtzf4lGb37goefbSCkycrMGWK1KMHtQitlm1Lr7/u0003JauwsPqSphMnBvTYY0Xq04dZvGKJMREAp1GHADiNOgTAaS1x5i7CXYgey5J39mwl3Xuv3OvXV3+6SxcVvPGGzCOOcKBzQGxRh4D4YtvSmWemauFCb7gtIcHWwoV5LfaNDOoQAKdRhwA0lJGVJffy5fIsWSLPsmVyL1sm1/79DTqX2bev3NOmSSecoNwxY2S1bx/l3gLxb/16ly69NEUrVlRftCE52dY99xTpkkv8MqrnvxAFjIkAOI06BMBp1CEATiPcFUWEu1oQ05T3/feV+PDD8qxaVeMu/tNPV9Ejj8hu166JOwc0DeoQEF/efturyy5LjWi78cZi3XZbiUM9ij3qEACnUYcARI1ty7V9u9xLlsjz7bfyfPON3D/8ICMYrPepgkOHKjh5soJTpihw9NFSenoMOgzEn5IS6b77kvTEEwmy7eopruOOC2jGjEJ168bv62hjTATAadQhAE6jDgFwGuGuKCLc1czZttzffy/vnDnyvfdejTN1SZKdnKyi+++X/6KLxMcB0ZJRh4D4kZcnTZyYoT17XOG2Hj1MLVqUp+RkBzsWY9QhAE6jDgGIqaIieZYulefrr+X5+mu5v/1Wrtzcep3CdrlkjhqlwJQpocDXhAlq0QNEQNLChR5ddVWytm51V3suPd3SX/5SrJ/+lFm8ookxEQCnUYcAOI06BMBphLuiiHBX82Hs2iX31q0ydu6Ua+dOuTdskHfuXLl27z7kccFRo1T41FOyBgxoop4CzqEOAfFj+vQkPfZYYkTbK68U6PTTAw71qGlQhwA4jToEoElZllxr18q7cKE8X30lz/z5ctXzWpPt8yk4bpyCkycrMGWKzDFjJJ8vRh0GnFNQIN15Z7JeeCGhxuenTg3ooYeKWuwS9k2NMREAp1GHADiNOgTAaYS7oohwVzMQDCrl4ovlmz27XoeZgwap+MYbFTjnHMld/VOBQEtEHQLiw5o1Lk2Zkq5gsOJj51OnBvTmmwUt/pPo1CEATqMOAXCUZcm9cqW8X32lpEWLpK++CiVa6sFOSVFw4kQFypZxNIcP57oGWpTPPvPommtStHu3q9pziYm2rruuRNdcU6KEmjNgqCPGRACcRh0C4DTqEACnEe6KIsJd8c/77rtKvfTSOu8fPOIIldxwgwJnnim5ql8kAloy6hDgPNuWzjknVfPmecNtPp+tBQvy1K9fy/8EOnUIgNOoQwDiQbgWBQLK//xzeb78Up558+T55hsZpaX1OpfVpo2CxxwTmtlr8mRZgwapxX9iAC3ewYOGbr01SW+8UXOCq18/U3/9a5GOOy7YxD1rORgTAXAadQiA06hDAJzWEsNdniZ7JTQ/dViKwOzbV4GTT1bgtNMUnDSJi5wAAMe89543ItglSVddVdIqgl0AAACowuuVOX68guPGSTfeKBUXy/Ptt/J89ZW8X30l97JlMkzzkKdwHTwo3wcfyPfBB5Ikq1On0KxekycreMwxsnr35joImp02bWw98USRTj89oJtuStaePZEf0Ny40a3zzkvTeef5dd99RercmTfiAAAAAABwGjN3oXamqeTrrpPvvfck25bVrZusrl1lde0qc/BgBU4+WdaAAVzIBEQdApxWUCBNmJARsbxIt26WFi/OVUqKgx1rQtQhAE6jDgGIB3WuRXl58ixeLO9XX8nz1Vfy/PhjvV/LysyUOWqUgmPGhO5HjZLdtSvXSary+2UUFMgoLJTK7o2iotB2YWHoudJSKRCQTFNGMCiZpuTxyPZ4pLKb7fWGlsn0eCSvV3ZKiuw2bWRnZMjKyJDdpo2UksK/fz3k5UkPPJCkZ55JkGVV/3dLS7N1223F+u1vS+XhI8J1xpgIgNOoQwCcRh0C4LSWOHMX4S4cnmWFLoxxcQyoFXUIcNZddyXp0UcTI9peeKFAZ58dcKhHTY86BMBp1CEA8aChtcg4cECe+fNDYa958+TesKFBr2916qTgqFEyR42SOWyYzEGDZPXpoxaVjLFtGXl5Mvbtk2v/fhlZWXJlZUXcG/v3V7Tl5TVd1zyeUOCr7GZ17iyrc2fZnTqFHnfqJLtLl1Bb27Zc6yrzww9u3XBDspYsqfn/6dChQT30ULEmTWKpxrpgTATAadQhAE6jDgFwGuGuKCLcBaAloQ4BzvnhB7emTk2TaVa8MXPssQG9+25Bq3qvhjoEwGnUIQDxIFq1yNi5U97588PLOLp27mxwn2yfT+aAAbL69JHVs2f4ZvbsKatHDyktrcHnjpqSEhkHDsh14EAokFU5tLV/v1z79lUEtvbvl+H3O93jRrO9Xlk9esjq00dm376yeveW1bevzD59ZPXqJSUkON3FJmVZ0ssv+3TPPUk6eNBV4z6nn+7XbbcVa8gQq4l717wwJgLgNOoQAKdRhwA4jXBXFBHuAtCSUIcAZwSD0oknpun77ys+Ye712po3L08DB7auNxyoQwCcRh0CEA9iUotsW67Nm0NBr3nz5Jk/X66srMaft4yVmRkKfHXrJrtdO1kdOshu1y50S02tuCUnS64qoZsqn2YwSktDSx1WXvqwqCi09GFRUWjGrezsUIir7ObKzpZRUBC1r6clsA1DVrdusvr1kzl4sMyhQ2UOGSJz8GApNdXp7sVUVpahu+5K0n/+U3O4zTBs/fSnft1yS4l69Wpdf3PVFWMiAE6jDgFwGnUIgNMId0UR4S4ALQl1CHDGo48m6K67kiPabrqpWLfcUuJQj5xDHQLgNOoQgHjQJLXItuXasUPupUvlWb5c7mXL5Fm2TEZ+fvRfqwWyk5Jkp6SEwmopKaHHSUmhpSs9HtlebyjEFgzKCAZDn+gouxnBoGSakt8fCqwdPBgKrDXh7xyzV69Q0Ks88DVkiKz+/SWfr8n60BQWLfLo5puT9OOPNS/V6PXauuiiUl17bYm6deN3fmWMiQA4jToEwGnUIQBOI9wVRYS7ALQk1CGg6W3c6NLkyekqKamYrWDQIFNffJHX2lZQkUQdAuA86hCAeOBYLbIsuTZtknv5cnmWLZP7xx/lXrMmqjN8xSM7NTU001j79rI6dgzdt28vu2PHivt27WS3aRMOc8ntjm4nTFNGfn4o6HXwoIzc3ND9gQNy7dkTvhl794bu9++PehjM9nhk9e8fCnwNG6bgiBEyR4yQ3aFDVF+nqQWD0ksvJeiBBxKVnV3zUo1er62f/cyva64pUf/+zOQlMSYC4DzqEACnUYcAOI1wVxQR7gLQklCHgKZl29LZZ6dq/nxvuM0wbH30Ub7Gjzcd7JlzqEMAnEYdAhAP4q0WGQcOyL12rVzr1sm1fbvc27bJtW2bXNu3y7Vnj6N9q4ntclUsDdmhQzi4FX7coUNEaEvJyYc/abwJBGTs2yfXrl1ybd0q96ZNcm3eLPfmzXJt3hzdJTe7dFFw+HCZw4fLHDlS5ogRsnr0qLacZrzLy5MefzxRjz+eqIKCmvtuGLbOPDOg664r0ciRrfNvsnLxVocAtD7UIQBOow4BcBrhrigi3AWgJaEOAU3rpZd8uu66lIi2yy4r0YMPFjvUI+dRhwA4jToEIB40q1pUUiLXjh2hsNe2bXLt3RuabWr//tDsUjk5MgoLQ8sPFhTIKDn80uO2YYSWOkxNlZ2cLDslRSq7t8vb27YNBbTatg0Fucru7fbtZWdkhJZEbM3y8uTesiU0E9vatXKvXi336tVybdwow2r8zFRWmzahsFdZ4Cs4fLisAQOiP6NZDOzfb+iRRxL13HMJKi2tPaA2fnxQF11UqrPP9islpdbdWqzyOmRZ0vbtB5WXJ+Xnh/69XK7Qt7r8Pj3dVkaG3ep/7ABEV7MaDwFokahDAJxGuCuKCHcBaEmoQ0DT2b3b0FFHpSsvr+Lqd48ephYsyFNqqoMdcxh1CIDTqEMA4kGLrkWVg0WVv67yx7YteTzNblaoZqOkRO716+VetSoU+Cq7d+3c2ehT20lJMocOVXDkyFDoa8QImUOGSImJUeh49O3cGQp5vfrqoUNeaWm2LrjArwsvLNXIkWaL+q9p29K+fYY2bnRr40aXNm50a/duQ1lZLu3f79L+/W5lZUlmHSYxc7lstWljq107W5mZtnr2NDVggKUBA0wNHGiqb18rXv8rAIhTLXo8BKBZoA4BcBrhrigi3AWgJaEOAU3DtqVf/SpFH33ki2h/6618TZ0adKhX8YE6BMBp1CEA8YBahCaXlxcKeq1ZI/fKlfL88IPcK1fKKCpq1Gltj0fmwIGh5RzLAl/BI46Q0tOj1PHG27fP0JNPJui55xLDM1PVZuBAU+ef79dZZ/k1cKDVbIJewaC0aZNLK1e6tWaNOyLMVdsSldFmGLYGDbJ0zDEBHX10UJMmBdWhA7UNQO0YDwFwGnUIgNMId0UR4S4ALQl1CGgar77q0zXXRK7r8bOfleqJJxr3xklLQB0C4DTqEIB4QC1CXDBNuTZulHvFCnm+/17uFSvk/uEHuaJwPdTs0yc0s9eIEQqWhb7sjh2j0OmGy8uTnnsuUU89laB9+w6/vmC3bpaOPz6g448P6Nhjg2rbNj5+TvfvN7RqlVsrV4Zuq1aFAl0lJfGXRBs0yNSxxwZ01lkBTZgQbA6regJoQoyHADiNOgTAaYS7oohwF4CWhDoExN6WLS5NmZIe8enoDh0sLVqUFzdvBjiJOgTAadQhAPGAWoS4Zdsydu4MzexVFvjy/PCDXLt2NfrUVqdOMgcNkjlggKyBA0Mzfg0YILtLlyZdpjMQkD7+2KuXX07QZ595ZNuHf23DsDVsmKnRo02NHh3UmDGmhgwx5fXGpo+mKW3f7tK6dS6tW+fWunVurV/v1vr1LmVnHz6YFo86drR0+ukBnXWWX0cfHZTH43SPADiN8RAAp1GHADiNcFcUEe4C0JJQh4DYMk3pjDPS9PXXkVep//3vAp1ySsChXsUX6hAAp1GHAMQDahGaG2P//vDMXp4ffpB7xQq5Nm6UEYX/u3ZqaijoNXCgrD59ZPbpI6tXL1l9+shu1y6mwa8dOwy99lqCXnvNpx076jetVGKirX79THXrZql794pbZqatlBRbaWlSSoqt5OTQv5HfLwUChvx+ye83VFBgKC/P0P79hnbudGnHjtBt506Xtm93RXUmroQEW337WurXz1TPnpY6drTUsaOtPn1S1LGj5PHkKiPDUmpq6J/btkN/31pWKAyXm2soO9ul7GxD2dmG9u1zadMmVzh0tmtX/QJn7dtb+vnP/brwwlINGGBF7esE0LwwHgLgNOoQAKcR7ooiwl0AWhLqEBBbjzySoHvuSY5ou/DCUv3znyzHWI46BMBp1CEA8YBahBYhP1/ulStDYa+ywJd7zRoZgeh9sMVOTZXZu7es8luPHrI6dJDdsaOsDh1kdeokpaU1OgBmWdI337j13ns+ffCBT7t3N8/ZsTp3tjRkiKmBA0317x8Kc/XrZ6lbN0uuKl9SNOtQfr60apVbixZ5NH++V19/7VFhYd2+J5MmBXTRRX6deaZfSUkN7gKAZojxEACnUYcAOI1wVxQR7gLQklCHgNj54Qe3TjwxTYFAxQXs3r1NffllntLSHOxYnKEOAXAadQhAPKAWocUqLZV77dqIJR3dK1fKKCyM2UvaCQkRgS+7TRvZGRmy09ND95Vv6emyk5Ikn0+21yt5vRWPfT7J65UtQ2vXuvT5517NnevVwoUeFRc33bKRdZGYaGvwYFNDh5oaNix0GzrUVPv2da8lsaxDgYD0/fduzZ3r1axZXq1cefg1GNu0sXTxxaW69NJSde1KTQRaA8ZDAJxGHQLgNMJdUUS4C0BLQh0CYqOkRDr++HStXVuxjIfLZeuDD/I1caLpYM/iD3UIgNOoQwDiAbUIrYppyrVpk9xr1si9bp1c69bJvX693OvXxzT01VDloa/ywJft8ajU8qk44FGx36OCUp+KAh4FFboF5K3xceVtv3zKU7pylaE8pYdvlbcPqJ1ylClLFX9XtmljaeBASwMGhGbjKn/cq5cld/1WkaymKevQhg0uzZrl06xZXi1ffuigl8dj67zz/Pr970s1ciR/TwMtGeMhAE6jDgFwWksMdx3+oz0AAAAOufvupIhglyRde20JwS4AAAAAcLtlDRgga8AARSzYaFkydu0KzfS1fr1cGzbIvXmzXFu3yrVtm4xg0JHuGoGAFAio8lxdyWW3WLMMl0pTMmW2aSdX985yDeglu1cvmb16ySq72e3bN3oZyqbWv7+l664r0XXXlWjdOpdeeSVBr7/u04ED1Ze/DAYNvflmgt58M0HHHBPQ9deX6Nhjg83tSwYAAACAVomZuwAgCqhDQPT9979eXXJJakTbiBFBffJJvnw+hzoVx6hDAJxGHQIQD6hFwGEEg3Lt2iXXli1ylQW+3Fu2yNizR66sLLn27pVRUOB0Lx1hp6TI6tlTZu/esgYOlDl4cOg2cKCUlFTn8zhdh/x+6aOPvHr55QR9/rn3kPuOGxfUn/5UrKlTCXkBLYnTdQgAqEMAnNYSZ+4i3AUAUUAdAqJrwwaXTjghXQUFFVeXExJsff55ngYPthzsWfyiDgFwGnUIQDygFgFRUFwsV1aWjL17Q/f79sm1f7+MvDwZubkVt6rbDs0IFmu2YcgaOFDBMWNkjh6t4OjRMo84QkpIqHH/eKpDGza49OSTCfrPfxJUXFx7emvMmKD+9KcSnXRSgJAX0ALEUx0C0DpRhwA4jXBXFBHuAtCSUIeA6CkslE46KV2rV0cux/j3vxfq4ov9DvUq/lGHADiNOgQgHlCLAAeZphQISH5/xRKMZdvy+0PhL78/1F7eZppSMBi+GeWPA4GK5wIByTRDz1V9XFoqo6AgFDTLz69+KymJyZdqe70yjzgiFPQaPVrBI4+UNXCgZBhxWYeysw29+GKCnnkmQXv3Vl+ysdyIEaGQ16mnBuSqfTcAcS4e6xCA1oU6BMBpLTHc5WmyVwIAADgM25ZuvDG5WrDr5z8v1a9/TbALAAAAAOKW2x26JSaq/LK542/jlZbKyM6W68ABGQcOyNi/X64dO+TeskWurVtDt+3b6z3rmBEIyLNsmTzLloXbrM6dFZg8WeaUKdKZZ0q9ekX7q2mwtm1tXX99ia66qkSvv+7TP/6RqG3b3NX2++EHjy68MFVHHBHUbbeV6OSTmckLAAAAAOIBM3cBQBRQh4DoePFFn66/PiWibejQoD75JF/JyQ51qpmgDgFwGnUIQDygFgGoN9OUsXt3OPDl3rBBrjVr5F6zRu6tWxt+3n79VHrMMQpMnqzglCmy27ePXp8bKRCQ3nzTp7//PVGbN1cPeZUbMyao224r1vHHBwl5Ac0I4yEATqMOAXBaS5y5i3AXAEQBdQhovGXL3Dr11DT5/RVXjFNTbc2dm6f+/S0He9Y8UIcAOI06BCAeUIsARFVhodyrVsmzbJncy5bJs3Sp3OvXN+hUwVGjFDjpJAVOPlnmyJGKh3UPg0HpnXd8evjhRG3YUHvI66ijArrtthIdfXT9ZjgD4AzGQwCcRh0C4DTCXVFEuAtAS0IdAhpn505DJ52Urt27Iy9uv/RSgc48M+BQr5oX6hAAp1GHAMQDahGAmMvLk+f77+VeulSepUvlWbJErl276nUKq1MnBU48UYGTT1bg2GOl1NQYdbZuTFOaOdOrv/41SevW1R7yOvbYgG69tVjjx5tN2DsA9cV4CIDTqEMAnEa4K4oIdwFoSahDQMPl5UmnnZamVas8Ee1XXVWie+8tdqhXzQ91CIDTqEMA4gG1CECTs225Nm2SZ948eb/8Up558+TKzq774T6fgscco8App8h/6qmyu3WLYWcPzTSld9/16S9/SdSmTbWHvE44IaAbbyzWxImEvIB4xHgIgNOoQwCcRrgrigh3AWhJqENAw/j90s9+lqovv/RGtE+aFNB77xXI663lQFRDHQLgNOoQgHhALQLgNMO21WbbNumzzxSYM0eeRYtkFBbW+fjg6NEKnHaa/KedJmvwYMkwYtjbWvoQlF5/3aeHHkrUjh21h7wmTw7oxhtLdMwxQSe6CaAWjIcAOI06BMBphLuiiHAXgJaEOgTUn21Lf/hDsv7zn4SI9gEDTM2Zk6/MTH6O6oM6BMBp1CEA8YBaBMBp1epQaak8ixfL+8kn8n7yidwbNtT5XGa/fuGglzlunORyxajXNSstlV59NUF//3uidu+u/bUnTAjqxhuLdcIJhLyAeMB4CIDTqEMAnEa4K4oIdwFoSahDQP09+GCiHnooKaKtQwdLH3+cr969LYd61XxRhwA4jToEIB5QiwA47XB1yLVhQzjo5Vm4UEYwWKfzWh07hpZuPP10BadMkRISDn9QlBQXSy+8kKB//jNRWVm1h7zGjAnqhhtKdPLJgabOoQGohPEQAKdRhwA4jXBXFBHuAtCSUIeA+nn1VZ+uuSYloi052db77+drzBjToV41b9QhAE6jDgGIB9QiAE6rVx3Ky5N37lx558yR9+OP5crNrdNr2KmpCkybJv/ppytw4olSenoUen54RUXSyy8naMaMQ8/kNWCAqd//vkQ/+5lfSUm17gYgRhgPAXAadQiA0wh3RRHhLgAtCXUIqLt33/XqsstSZFkVazW4XLZefbVQp5wScLBnzRt1CIDTqEMA4gG1CIDTGlyHAgF5Fi6Ud/Zs+T78UK5du+p0mO31KnjMMaGg1ymnyO7atYE9r7uSEunf//bpkUcStWOHu9b92rWzdMklpbr00lJ17Eg9BpoK4yEATqMOAXAa4a4oItwFoCWhDgF1M2eOVxddlKJg0Iho/+tfi/Tb35Y61KuWgToEwGnUIQDxgFoEwGlRqUO2Lff338v74Yfyffih3GvW1PnQ4Jgx8p9xhgKnnSZr4MD6v3Y9+P3SG2/49I9/JGrLltpDXl6vrdNPD+jXvy7V5MlBlmwEYozxEACnUYcAOI1wVxQR7kKsrV692ukuoBUxDEPpZVPg5+XlUYeAGixc6NGttyZXC3ZdeGGJrriCYFddbdq0qcZ2wzCUmpoqSSooKKAOAWhy1CEA8aC8FvXv35+/zZqpIUOGON0FoFFica3atXFjaEav2bPl/uYbGXU8pzlggAKnnSb/aafJHDtWsUpVBYPSO+/4NGNGglat8hxy3759TV10Ual+8Qu/OnSgRgOxwHtmAJxGHQLgNMJdUUS4C7HWtm1bp7sAAAAAAACAesjOzna6C0CjxPpatbFvn7wffSTf7NnyfPmlDL+/TsdZnTsrcMopCpx4ogKTJ0tlofxosm3piy88euyxRM2d6z3kvl6vrdNOC83mNWUKs3kB0cR7ZgCcRh0C4DTCXVFEuAuxRrgLAAAAAACgeSHcheauSa9V5+fL+9lnoVm9Pv5YRn5+nQ6zvV4FjzpKgalTFZg6VdaQIZJhHP7Aeli1yqUnnkjUO+/4VFJy6HN37mzprLP8Ovdcv8aNMwl6AY3Ee2YAnEYdAuA0wl1RRLgLsUa4CwAAAAAAoHkh3IXmzrFr1X6/PPPnh5dvdO3ZU+dDrW7dwkGv4OTJssv6Hw0HDxp6802fXnwxQWvWuA+7f7duls4+269zzvFr7Fgz2pkzoFXgPTMATqMOAXAa4a4oItyFWCPcBQAAAAAA0LwQ7kJzFxfXqi1L7mXL5P3wQ/k+/FDu9evrfKhtGDJHjFDw6KMVPOYYBY86SnZGRqO7ZNvSN9+49dJLCZo58/CzeUlSjx6mzjwzoGnTAjrqqKASEhrdDaBViIs6BKBVow4BcBrhrigi3IVYI9wFAAAAAADQvBDuQnMXj9eqXevWyTtnjryffirP4sUygsE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",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the response distribution by Arviz\n",
    "fig, ax = plt.subplots()\n",
    "az.plot_posterior(\n",
    "    naive_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    hdi_prob=0.95,\n",
    "    color=\"blue\",\n",
    "    label=\"Optimized allocation\",\n",
    "    ax=ax,\n",
    ")\n",
    "az.plot_posterior(\n",
    "    initial_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    hdi_prob=0.95,\n",
    "    color=\"red\",\n",
    "    label=\"Guessed allocation\",\n",
    "    ax=ax,\n",
    ")\n",
    "plt.title(\"Response Distribution at 95% HDI (highest density interval)\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This makes everything clear, the optimized allocation has a higher mean. But looks like the optimized allocation has a higher risk, as the distribution is wider, respect to the initial guessed allocation.\n",
    "\n",
    "Based on this, using the optimized allocation its very likely to get a respose of 5M units sold but also the budget could bring as low as 4.5M units sold or as big as 5.6M units sold. On the other hand, using the guessed allocation its very likely to get a respose of 4.4M units sold but also the budget could bring as low as 3.7M units sold or as big as 5.4M units sold. \n",
    "\n",
    "Here the answer looks clear, the optimization brings a higher mean, but with lower risk. But that would be always the case? \n",
    "\n",
    "During this notebook will give you the tools to answer this question. If you face a situation where the best bet is not the safer bet, which one would you prefer? Higher mean, but with more risk? Or lower mean, but with less risk? A safer bet or a riskier bet?\n",
    "\n",
    "This is where risk assessment comes into play, we can use different risk assessment criteria to help us decide which allocation is better based on our risk tolerance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction to Risk Assessment\n",
    "\n",
    "The `budget_optimizer` module encompasses various risk assessment criteria that facilitate the evaluation of risks associated with different budget allocations.\n",
    "\n",
    "Utilization of the `ut` class allows for the computation of risks linked to various budget allocations. Should the need arise to implement a customized risk assessment criterion, one can develop an individual function and incorporate it into the `optimize_budget` method as necessary. Subsequently, guidance on creating a personalized risk assessment criterion will be provided. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymc_marketing.mmm import utility as ut"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimizing Budget Allocation Using Mean Tightness Score (MTS)\n",
    "\n",
    "This section focuses on the optimization of marketing budget allocation while incorporating risk considerations. Specifically, we employ the Mean Tightness Score (MTS) as the utility function to ensure that our budget plan effectively minimizes potential losses within a defined HDI (highest density interval).\n",
    "\n",
    "### Overview of the Process\n",
    "\n",
    "We invoke `mmm.optimize_budget` to ascertain the optimal allocation of the marketing budget across various channels over specified time periods, mirroring the approach undertaken in the prior section.\n",
    "\n",
    "The parameters remain consistent with those from the preceding section, with the addition of the `utility_function` parameters. In this instance:\n",
    "- `utility_function`: This parameter is assigned to `mean_tightness_score`.\n",
    "\n",
    "The Mean Tightness Score represents a risk-adjusted metric that harmonizes the mean return with the tail variability within a distribution. This metric is computed as follows:\n",
    "\n",
    "$$\n",
    "Mean\\ Tightness\\ Score = \\mu - \\alpha \\cdot Tail\\ Distance\n",
    "$$\n",
    "\n",
    "In this formula, $\\mu$ signifies the mean of the sample returns, $Tail\\ Distance$ represents the tail distance metric, and $\\alpha$ denotes the risk tolerance parameter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;31mSignature:\u001b[0m \u001b[0mut\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean_tightness_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfloat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfidence_level\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfloat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.75\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mcollections\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mabc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCallable\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpytensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvariable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensorVariable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvariable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensorVariable\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mDocstring:\u001b[0m\n",
      "Calculate the mean tightness score.\n",
      "\n",
      "The mean tightness score is a risk metric that balances the mean return and the tail variability.\n",
      "It is calculated as:\n",
      "\n",
      ".. math::\n",
      "    Mean\\ Tightness\\ Score = \\mu - \\alpha \\cdot Tail\\ Distance\n",
      "\n",
      "where:\n",
      "    - :math:`\\mu` is the mean of the sample returns.\n",
      "    - :math:`Tail\\ Distance` is the tail distance metric.\n",
      "    - :math:`\\alpha` is the risk tolerance parameter.\n",
      "\n",
      "alpha (Risk Tolerance Parameter): This parameter controls the trade-off.\n",
      "    - Higher :math:`\\alpha` increases sensitivity to variability, making the metric value higher for spread dist\n",
      "    - Lower :math:`\\alpha` decreases sensitivity to variability, making the metric value lower for spread dist\n",
      "\n",
      "Parameters\n",
      "----------\n",
      "alpha : float, optional\n",
      "    Risk tolerance parameter (default is 0.5).\n",
      "confidence_level : float, optional\n",
      "    Confidence level for the quantiles (default is 0.75).\n",
      "    Confidence level must be between 0 and 1.\n",
      "\n",
      "Returns\n",
      "-------\n",
      "UtilityFunctionType\n",
      "    A function that calculates the mean tightness score given samples and budgets.\n",
      "\u001b[0;31mFile:\u001b[0m      ~/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/utility.py\n",
      "\u001b[0;31mType:\u001b[0m      function"
     ]
    }
   ],
   "source": [
    "ut.mean_tightness_score?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [y]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Budget allocation: [1.63155458 1.36844542]\n",
      "Total Allocated Budget: 3.0M\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 811,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mts_budget_allocation, mts_optimizer_result = mmm.optimize_budget(\n",
    "    budget=time_unit_budget,\n",
    "    num_periods=num_periods,\n",
    "    utility_function=ut.mean_tightness_score(alpha=0.9),\n",
    ")\n",
    "\n",
    "mts_posterior_response = mmm.sample_response_distribution(\n",
    "    allocation_strategy=mts_budget_allocation,\n",
    "    time_granularity=model_granularity,\n",
    "    num_periods=num_periods,\n",
    "    noise_level=0.01,\n",
    ")\n",
    "\n",
    "print(f\"Budget allocation: {mts_posterior_response.allocation.to_numpy()}\")\n",
    "print(\n",
    "    f\"Total Allocated Budget: {np.sum(mts_posterior_response.allocation.to_numpy())}M\"\n",
    ")\n",
    "\n",
    "fig, ax = mmm.plot_budget_allocation(samples=mts_posterior_response, figsize=(12, 8))\n",
    "ax.set_title(\"Response vs spent per channel\", fontsize=18, fontweight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The majority of the budget is allocated to $X1$. This allocation has been determined to minimize potential risk. Essentially, this approach indicates that we are prepared to accept lower returns if those returns are characterized by a higher degree of certainty. This is evident in the response distribution plot, which should exhibit a tight distribution with narrow tails."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "az.plot_dist(\n",
    "    naive_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"blue\",\n",
    "    label=\"Non-risk optimized allocation\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"orange\",\n",
    "    label=\"MTS optimized allocation\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "plt.axvline(\n",
    "    x=naive_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    .mean()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"blue\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "plt.axvline(\n",
    "    x=mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    .mean()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"orange\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "plt.title(\"Response Distribution at 95% HDI (highest density interval)\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like budgets didn't change much, but the risk is a bit lower compared to the non-risk optimized allocation, if we observe the distributions the density is narrower for the MTS optimized allocation, even when the MTS optimized allocation has almost the same mean.\n",
    "\n",
    "This strategy is logical, as $X1$ demonstrates a response with reduced uncertainty, whereas $X2$ is associated with greater uncertainty. Consequently, the optimizer allocates a larger portion of the budget to $X1$, as it represents a more secure investment option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 811,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mmm.plot_direct_contribution_curves(show_fit=True, xlim_max=1.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can exhibit this behavior on a more evident way; if we want to maximize a response that is less certain, we should get the opposite scenario. Let's set the mean tightness score with a lower alpha parameter, meaning, we have a higher risk tolerance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [y]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Budget allocation: [1.56291798 1.43708202]\n",
      "Total Allocated Budget: 3.0M\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 811,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mts_budget_allocation_high_risk, mts_optimizer_result_high_risk = mmm.optimize_budget(\n",
    "    budget=time_unit_budget,\n",
    "    num_periods=num_periods,\n",
    "    utility_function=ut.mean_tightness_score(alpha=0.3),\n",
    ")\n",
    "\n",
    "mts_posterior_response_high_risk = mmm.sample_response_distribution(\n",
    "    allocation_strategy=mts_budget_allocation_high_risk,\n",
    "    time_granularity=model_granularity,\n",
    "    num_periods=num_periods,\n",
    "    noise_level=0.01,\n",
    ")\n",
    "\n",
    "print(f\"Budget allocation: {mts_posterior_response_high_risk.allocation.to_numpy()}\")\n",
    "print(\n",
    "    f\"Total Allocated Budget: {np.sum(mts_posterior_response_high_risk.allocation.to_numpy())}M\"\n",
    ")\n",
    "\n",
    "fig, ax = mmm.plot_budget_allocation(\n",
    "    samples=mts_posterior_response_high_risk, figsize=(12, 8)\n",
    ")\n",
    "ax.set_title(\"Response vs spent per channel\", fontsize=18, fontweight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are spending more in $X2$, and less in $X1$ compared to the previous allocation. Let's see the response distribution plot, again to compare it with the previous one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "az.plot_dist(\n",
    "    mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"orange\",\n",
    "    label=\"MTS optimized allocation with low risk\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_posterior_response_high_risk.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"red\",\n",
    "    label=\"MTS optimized allocation with high risk\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "plt.axvline(\n",
    "    x=mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    .mean()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"orange\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "plt.axvline(\n",
    "    x=mts_posterior_response_high_risk.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    .mean()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"red\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "plt.title(\"Response Distribution at 95% HDI (highest density interval)\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the distribution has bigger tails now, and the mean is higher as well. We got bigger returns, but with more risk. The extra risk is coming from the additional budget allocated to $X2$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimizing Budget Allocation through ROAS and Value at Risk (VaR)\n",
    "\n",
    "In order to enhance decision-making regarding budget allocation, we can integrate various risk assessment criteria to develop a more sophisticated utility function. In this context, we will utilize the Return on Advertising Spend (ROAS) associated with each allocation, alongside the Value at Risk (VaR) as our risk assessment criterion. This approach will facilitate the identification of the allocation that maximizes ROAS while concurrently minimizing potential risks.\n",
    "\n",
    "Value at Risk is a statistical method employed to quantify the risk of financial loss within a portfolio or investment. Within the realm of marketing, it assists in understanding the potential worst-case loss (ROAS) associated with a particular budget allocation, evaluated at a specified HDI (highest density interval). By minimizing VaR, we aim to select an allocation that ensures, even in adverse scenarios, the ROAS remains as elevated as feasibly possible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [y]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Budget allocation: [1.74304018 1.25695982]\n",
      "Total Allocated Budget: 3.0M\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 811,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def value_at_roas(confidence_level=0.9):\n",
    "    \"\"\"Calculate the Value at Risk (VaR) based on the ROAS distribution.\"\"\"\n",
    "\n",
    "    def _value_at_roas(samples, budgets):\n",
    "        roas_samples = ut._calculate_roas_distribution_for_allocation(samples, budgets)\n",
    "        return ut.value_at_risk(confidence_level=confidence_level)(\n",
    "            samples=roas_samples, budgets=budgets\n",
    "        )\n",
    "\n",
    "    return _value_at_roas\n",
    "\n",
    "\n",
    "mts_roas_budget_allocation, mts_roas_optimizer_result = mmm.optimize_budget(\n",
    "    budget=time_unit_budget,\n",
    "    num_periods=num_periods,\n",
    "    utility_function=value_at_roas(confidence_level=0.9),\n",
    ")\n",
    "\n",
    "mts_roas_posterior_response = mmm.sample_response_distribution(\n",
    "    allocation_strategy=mts_roas_budget_allocation,\n",
    "    time_granularity=model_granularity,\n",
    "    num_periods=num_periods,\n",
    "    noise_level=0.01,\n",
    ")\n",
    "\n",
    "print(f\"Budget allocation: {mts_roas_posterior_response.allocation.to_numpy()}\")\n",
    "print(\n",
    "    f\"Total Allocated Budget: {np.sum(mts_roas_posterior_response.allocation.to_numpy())}M\"\n",
    ")\n",
    "\n",
    "fig, ax = mmm.plot_budget_allocation(\n",
    "    samples=mts_roas_posterior_response, figsize=(12, 8)\n",
    ")\n",
    "ax.set_title(\"Response vs spent per channel\", fontsize=18, fontweight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The optimizer is once again allocating the budget to $X1$. However, this decision is informed by the expectation that the current combination will yield a higher Return on Advertising Spend (ROAS), while also presenting a small lower risk profile compared to the previous allocation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "az.plot_dist(\n",
    "    mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"green\",\n",
    "    label=\"MTS optimized allocation with low risk\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_roas_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"red\",\n",
    "    label=\"MTS ROAS optimized allocation\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "plt.axvline(\n",
    "    x=mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    .mean()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"green\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "plt.axvline(\n",
    "    x=mts_roas_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    .mean()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"red\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Custom Risk Assessment Criterion\n",
    "We have the capacity to establish a bespoke risk assessment criterion by formulating a function that inputs the samples and assets and outputs a scalar value to be optimized. In this context, our objective is to maximize the value at risk, with particular consideration given to the diversification ratio.\n",
    "\n",
    "We aim to favor allocation strategies that exhibit the highest mean tightness score, while simultaneously ensuring a high level of diversification across marketing channels. As we already possess a foundational understanding of value at risk, we will concentrate our efforts on portfolio entropy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array(0.05600153), array(0.69314718))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    ut.portfolio_entropy(samples=None, budgets=np.array([0.1, 9.9])).eval(),\n",
    "    ut.portfolio_entropy(samples=None, budgets=np.array([5, 5])).eval(),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the portfolio entropy is higher when the budget is allocated evenly, meaning that the diversification is higher.\n",
    "\n",
    "Now, we can create our own risk assessment criterion by combining the value at risk and the portfolio entropy. In this case, we'll compute the mean tightness score and will multiply the response by the entropy in the portafolio. This will moderate our score, and we'll prefer the allocation that has the highest score, but with a high diversification between the marketing channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mts_with_diversification(alpha, confidence_level):\n",
    "    def _mts_with_diversification(samples, budgets):\n",
    "        return ut.mean_tightness_score(alpha, confidence_level)(samples, budgets) * (\n",
    "            1 + ut.portfolio_entropy(samples=None, budgets=budgets)\n",
    "        )\n",
    "\n",
    "    return _mts_with_diversification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [y]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Budget allocation: [1.58163404 1.41836596]\n",
      "Total Allocated Budget: 3.0M\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 811,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mts_diversification_budget_allocation, mts_diversification_optimizer_result = (\n",
    "    mmm.optimize_budget(\n",
    "        budget=time_unit_budget,\n",
    "        num_periods=num_periods,\n",
    "        utility_function=mts_with_diversification(alpha=0.9, confidence_level=0.7),\n",
    "    )\n",
    ")\n",
    "\n",
    "mts_diversification_posterior_response = mmm.sample_response_distribution(\n",
    "    allocation_strategy=mts_diversification_budget_allocation,\n",
    "    time_granularity=model_granularity,\n",
    "    num_periods=num_periods,\n",
    "    noise_level=0.01,\n",
    ")\n",
    "\n",
    "print(\n",
    "    f\"Budget allocation: {mts_diversification_posterior_response.allocation.to_numpy()}\"\n",
    ")\n",
    "print(\n",
    "    f\"Total Allocated Budget: {np.sum(mts_diversification_posterior_response.allocation.to_numpy())}M\"\n",
    ")\n",
    "\n",
    "fig, ax = mmm.plot_budget_allocation(\n",
    "    samples=mts_diversification_posterior_response, figsize=(12, 8)\n",
    ")\n",
    "ax.set_title(\"Response vs spent per channel\", fontsize=18, fontweight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the optimizer is allocating the budget more evenly between the two channels ($X1$ and $X2$), they are spending almost the same amount. This allocation is more balanced than the previous ones. Nevertheless, the total allocated budget is more balanced, the risk is higher, in response terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "az.plot_dist(\n",
    "    mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"green\",\n",
    "    label=\"MTS optimized allocation with low risk\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_diversification_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    color=\"red\",\n",
    "    label=\"MTS with diversification\",\n",
    "    ax=ax,\n",
    "    rug=True,\n",
    ")\n",
    "plt.title(\"Response Distribution\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot all the response distributions one next to each other in the same figure\n",
    "fig, ax = plt.subplots(figsize=(12, 7))\n",
    "# remove the descriptions in the plot of mean and interval\n",
    "az.plot_dist(\n",
    "    naive_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    ax=ax,\n",
    "    color=\"pink\",\n",
    "    label=\"Non-Risk optimized allocation\",\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_diversification_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    ax=ax,\n",
    "    color=\"red\",\n",
    "    label=\"MTS with diversification optimized allocation\",\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_posterior_response_high_risk.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    ax=ax,\n",
    "    color=\"blue\",\n",
    "    label=\"MTS with high risk optimized allocation\",\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_roas_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    ax=ax,\n",
    "    color=\"black\",\n",
    "    label=\"MTS ROAS optimized allocation\",\n",
    "    rug=True,\n",
    ")\n",
    "az.plot_dist(\n",
    "    mts_posterior_response.channel_contributions.sum(dim=\"channel\")\n",
    "    .mean(dim=\"date\")\n",
    "    .values.flatten()\n",
    "    * mmm.target_transformer[\"scaler\"].scale_.item(),\n",
    "    ax=ax,\n",
    "    color=\"green\",\n",
    "    label=\"MTS optimized allocation with low risk\",\n",
    "    rug=True,\n",
    ")\n",
    "ax.set_title(\"Response Distribution at 95% HDI (highest density interval)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great, here its clear how different strategies can lead to similar results, but with different risk profiles. Some distributions are more narrow, and some are more spread based on the risk tolerance.\n",
    "\n",
    "## Conclusion  \n",
    "In this notebook, we have examined the methodology for assessing the risk associated with various budget allocations, utilizing distinct strategies. We have also demonstrated how to generate an optimal budget allocation that aligns with a specified risk tolerance criterion. Three separate risk assessment metrics were employed: the Mean Tightness Score (MTS), Value at Risk (VaR), and a custom criterion that integrates both the mean tightness score and the diversification ratio.\n",
    "\n",
    "## Next Steps  \n",
    "It is essential to recognize that not all risk assessment criteria are compatible with the output without appropriate transformations. For instance, to compute the VaR, we analyzed the Return on Advertising Spend (ROAS) distribution; utilizing the response distribution directly would not adhere to the assumptions inherent in the VaR formula, potentially resulting in inconsistent or nonsensical outcomes.\n",
    "\n",
    "The next step is for you to develop your own risk assessment criterion and apply it to optimize your budget allocation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Fri Jan 17 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.10.16\n",
      "IPython version      : 8.31.0\n",
      "\n",
      "pytensor: 2.26.4\n",
      "\n",
      "arviz         : 0.20.0\n",
      "matplotlib    : 3.10.0\n",
      "pymc_marketing: 0.10.0\n",
      "numpy         : 1.26.4\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p pytensor"
   ]
  }
 ],
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   "display_name": "pymc-marketing-dev",
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