{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Statistical Jump Model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn-v0_8-talk')\n", "import numpy as np\n", "import quantbullet.research.jump_model as jm\n", "from quantbullet import set_package_log_level, set_figsize\n", "set_package_log_level('info')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Implementation and API of the model are all at {py:mod}`quantbullet.research.jump_model`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discrete Jump Model: Basic Tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Default parameters can be loaded using `TestingParams` class. This loads the same simulation inputs as the related literature. The transition matrix controls the probability of transitioning from one state to another, and the normal distribution parameters control the mean and standard deviation for each state." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.99788413 0.00211587]\n", " [0.01198743 0.98801257]]\n", "{0: (0.000615, 0.007759155881924271), 1: (-0.000785, 0.017396608864948364)}\n" ] } ], "source": [ "transition_matrix, norm_params = jm.TestingUtils().daily()\n", "print(transition_matrix)\n", "print(norm_params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `SimulationGenerator` class runs the simulation by first generating the hidden states, then conditional normal returns.\n", "\n", "Here, we observed that simulated returns indeed show pattern of volatility clustering." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "10-06 17:42:40 INFO Step 1: Initial (stationary) distribution: [0.84997341 0.15002659]\n", "10-06 17:42:40 INFO Step 2: Simulated states: Counter({0: 633, 1: 368})\n", "10-06 17:42:40 INFO Step 3: Generate simulated return data conditional on states.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(999)\n", "sim_states, sim_returns = jm.SimulationGenerator().run(\n", " steps=1000, transition_matrix=transition_matrix, norm_params=norm_params\n", " )\n", "jm.TestingUtils().plot_returns(sim_returns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To fit the model, `FeatureGenerator` class enriches the features by adding a family of lagged returns and volatility features. It also standardizes the features." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(988, 15)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enriched_returns = jm.FeatureGenerator().enrich_features(sim_returns)\n", "enriched_returns = jm.FeatureGenerator().standarize_features(enriched_returns)\n", "enriched_returns.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the dicrete jump model is fitted using `DiscreteJumpModel` class. Lambda is the penalty parameter for the jumps. `n_trials` is the number of trials for different initializations, as the algorithm cannot guarantee to find the global optimum. As the result shows, the model is able to uncover the simulated hidden states, except for one short period." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "10-06 17:42:44 INFO Mean and Volatility by inferred states:\n", " {0: (0.028637970131994296, 0.7088256592365949), 1: (-0.05710237680864317, 1.4096882064420155)}\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGcCAYAAAD6VfsBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAABhQklEQVR4nO3deVwV5f4H8M8BhCOLgKIIiIJ7WmYquOa+lCYmil633NIW01Tay720VcylcqnM7Gq/rnWzrO61W+6a5pJlWe4LkEouqAgEPL8/jNMZzpnDnGXOmRk+79fLlzBnZnjmOc/MfOeZ7zxjEkIIEBEREWmYn68LQERERFQeBixERESkeQxYiIiISPMYsBAREZHmMWAhIiIizWPAQkRERJrHgIWIiIg0jwELERERaR4DFiIiItI8BiwGZDKZnP63cuVKXxdbdxISEmAymXDy5Emnl7H+FxwcjMaNG+PRRx/F2bNn1SuwE0aNGmW3XchN1wtXvjMA2LlzJ4YNG4aEhAQEBQUhLCwMdevWRY8ePTBr1iz89NNP6hRYI06fPo0pU6agadOmCAkJgdlsRnx8PNq2bYupU6fiv//9r6+LSBVAgK8LQJ43cuRIm2lHjx7F9u3bER0djbvuusvm8/r163ujaPSXXr16oWbNmgCA33//Hbt27cLChQuxevVqbNq0CbfddpuPS6iuUaNG4b333sO7776LUaNG+bo4Dr3yyit48sknIYRA/fr10atXL4SGhuLMmTPYsWMHvv76a1y9ehWvvvqqZZlNmzahS5cu6NSpEzZt2uSxssycOROzZs3CjBkzMHPmTI+t15FNmzahb9++uHbtGqpXr44OHTogKioKOTk52LdvH3bt2oUtW7agZ8+eXikPVVwMWAzI3tXvypUrsX37djRu3Fi3V8dG8tRTT6Fz586W38+dO4fevXtj3759GD9+PHbu3Om7wjkwb948PPXUU4iJifF1UbziwIEDePLJJxEQEIAPPvgAaWlpks9v3LiBDRs2oKCgwEclVFd+fj6GDh2Ka9eu4YknnsDs2bMRFBRk+bykpAQ7duzA1q1bfVhKqigYsBBpQHR0NObPn4/OnTtj165dyMrKQmxsrK+LZSMmJqbCBCsA8K9//QtCCKSlpdkEKwBQuXJlDBw40Acl845t27YhOzsbsbGxeOmll2w+9/PzQ4cOHdChQwcflI4qGuawEDp37gyTyYRNmzbh66+/Rs+ePVG1alWYTCYcOHAAQPn3/kvzMey5du0a5s6dixYtWiAsLAzBwcFo3rw5Xn31VRQWFjpV1kOHDmHatGlo27YtYmJiEBgYiJo1a6J///7Yvn273WVmzpwJk8mEmTNnIisrC6NHj0bNmjVhNpvRpEkTLF68WPbvnTt3Dg888ABiYmJgNpvRuHFjzJ07F0VFRU6VW4kWLVpYfj516hSAmz1jJpMJo0aNwvnz5/Hggw+idu3aqFSpEiZPnmyZv7CwEIsXL0a7du0QEREBs9mMW265BdOmTcPVq1ft/r3CwkLMnTsXDRs2hNlsRlxcHB544AFcuHBBtozl5bBs2LABKSkpqFmzJgIDAxEbG4suXbpg4cKFlnlMJhPee+89AMDo0aMd5lJduHABTz31FJo2bYrg4GCEhYWhTZs2WLFiBeReNO/J7+z8+fMAgBo1aiheZtSoUejSpQsAYPPmzZLts+5Vc7YtJyQkYNasWQCAWbNmSdZb9vaQp/Y5V7bf3XJcvXoVjz/+OOrUqYOgoCAkJibi8ccfx/Xr1yXHKmvePD5Z7wOHDx/GgAEDEBUVBbPZjBYtWuDDDz+UrY/CwkIsWbIEd955JyIjI2E2m5GYmIgBAwbgiy++sDu/M/t1cXExVq1ahQ4dOiAmJgZBQUGoWbMmWrdujWeffRb5+fmyZdMFQRXCu+++KwCITp062XzWqVMnAUA88MADwmQyiebNm4shQ4aIDh06iB9++EEIIUSdOnUEAHHixAm76wcg7DWn06dPi0aNGgkAombNmqJ3796iT58+olq1agKA6Ny5sygoKFC8HWPHjhUmk0k0bdpU9O7dWwwcOFA0a9ZMABD+/v5izZo1NsvMmDFDABCjR48WNWvWFAkJCWLw4MGiU6dOws/PTwAQL7zwgs1yZ8+etWx3TEyMGDRokOjVq5cIDAwU9957b7l1Yk/pMt9++63dv1daj3v37hVC/P299e7dW9SuXVtUr15dpKamiv79+4sZM2YIIYS4dOmSaNu2rQAgqlatKnr06CH69esnYmNjBQDRtGlT8ccff0j+VlFRkbjrrrsEABESEiLuueceMWDAAFGtWjWRmJgoUlJSBADx7rvvSpYbOXKk3eklJSXi/vvvFwCEn5+faNOmjRgyZIjo1q2biI6OlrSNkSNHinr16gkAon379mLkyJGWf1u3brXMd+DAAVGzZk0BQNSpU0f069dP9OjRQ4SFhQkAYujQoap/Z3PmzBEARK1atURWVpaiZZYvXy569eolAIjo6GjJ9s2bN88yn7NtOT09Xdx+++0CgLj99tsl6/3kk08s83lyn9u6daulPPbarCOulCM3N1fccccdAoCIjIwUqampIiUlRYSGhork5GRLOy9bFm8en0r3gYkTJ4qQkBBxyy23iMGDB4vk5GTL3/nggw9s/tYff/whkpKSBAARHBwsevToIf7xj3+I9u3bi5CQEJtjsyv79YgRIyzr79mzp2UfjI+PFwBEdna2zLelDwxYKgglAYu9E1EpVw4IJSUlonXr1gKASE9PF/n5+ZbPLl26ZDmoT5s2TfF2bNq0SZw8edJm+oYNG0SlSpVEZGSkuH79uuSz0oAFgHjkkUdEUVGR5bOPPvpIABChoaHi2rVrkuX69esnAIi+ffuKvLw8y/RDhw6JGjVqWNbpqYDljTfeEABEUFCQ5e+Vfm+lQUvZMgohRFpamuUEfuXKFcv0GzduWA6uI0aMkCyTkZEhAIi6deuK06dPW6ZfvnxZtG/fXrY9yAUsr776qgAg4uPjxb59+ySfFRUVifXr1ytaT6nr16+LhIQEAUDMnz9fFBcXWz47e/asaNGihQAg3n77bclynv7OTp48KUJCQiwngbS0NPH666+Lbdu2iRs3bsgu9+2338rub6XcaculwWpZnt7nioqKLEGUn5+f6Nq1q3j++efFl19+KXJycmSXc7Ucjz76qAAgkpOTxcWLFy3TMzMzRcOGDS3fnycCFlfLWNp2AYiXXnpJ8tkrr7wiAIjExESbMtxzzz0CgOjSpYs4f/685LPc3Fzx9ddfS6Y5u1+fPHlSABC1a9e2Wb8QQmzfvt2mPekNA5YKQknA0qtXL9nlXTkgbNiwwfI3S0pKbJbJysoSgYGBolq1anY/d9bQoUMFAPH5559Lppce5OvUqSM5KJVq2rSpACA2bdpkmXby5ElhMplEYGCgOHPmjM0yCxcu9FjA8vvvv4ulS5daeg4eeughy2el31tgYKA4deqUzfp++uknAUA0aNDA7rZdv35dREdHi4CAAMnVWGJiogAgPvzwQ5tlfvjhB2EymRQHLIWFhZYr0s2bNyuqh/ICliVLlggA4r777rP7+d69ewUAcccdd1imqfWdbdmyxdIjZP0vMDBQ9O3bV+zYscNmGSUBiyPltWW5gEWNfe7MmTOiS5cuNttvMplEcnKyeP/9923W5Uo5rl+/bgkOv/vuO5tl1q9f79GAxdW6Km27bdq0sVmmsLBQREZGCgCSYHTfvn2WnpJLly7ZLaM1V/br3bt3CwCiX79+5a5fr5jDQhb33nuvR9f35ZdfAgAGDhxo9/5xTEwMGjRogD/++ANHjhxRvN4rV67ggw8+wBNPPIFx48Zh1KhRGDVqlGUsjN9++83ucl26dJE84VCqUaNGAICsrCzLtC1btkAIgY4dO6JWrVo2y4wYMUJxeeXKUnpfvWbNmnjggQdw9epVpKamYv78+Tbz33HHHahdu7bN9K+++goAkJKSYnfbgoOD0apVKxQVFeH7778HAJw5cwYnTpxAUFCQ3YTRZs2aoVmzZoq35fvvv8cff/yB+vXro2PHjoqXc6S07dhLdAVu1kdoaCh++OEHy315tb6zO++8E4cPH8YXX3yByZMno127dqhcuTIKCwvx2WefoUOHDli6dKlL63a1LctRY5+rVasWvvnmG3z//feYMWMGevbsiWrVqkEIgd27d2PEiBEYMWKEJKfIlXLs3bsX169fR/369ZGcnGyzTN++fREREaGozEq4W1f2hoeoVKkSEhMTAUiPJ6X7aWpqqqJtcGW/bty4MUJDQ7Fhwwa89NJLOHPmTLl/R2/4lBBZ1KlTx6PrO378OABg4sSJmDhxosN5L1y4gIYNG5a7zk8++QRjxozB5cuXZefJzc21Oz0+Pt7u9LCwMACQPJqamZkJ4GYynz0REREIDw/HlStXyi2zPaXjsJhMJpjNZtSuXRs9e/ZEy5Yt7c4v992U1vFrr72G1157zeHfLE2mLd22+Ph4+PnZv2ZJSEjADz/8oGhbTp8+DeDvwM8TSrerb9++5c77xx9/IC4uTtXvLCAgAHfffTfuvvtuADcf9/3Pf/6DJ598Er/++ismTZqE3r17y7Yxe9xpy3LU2OdKtWzZ0tI+S4OVWbNm4csvv8QHH3yAvn37YvDgwS6Xo7zvD7i5HziqL2e4W1fOHE+c3Udc2a/DwsKwcuVK3H///Xjqqafw1FNPIT4+Hh06dEC/fv0wYMAABATo+5Sv79KTR1WuXNml5UpKSuxOLy4uBgB07dq13AN5tWrVyv07Z86cwdChQ5Gfn49nn30WQ4YMQUJCAoKDg2EymfDMM89g3rx5sk+PyJ2cfaHsOCzlkftuSus4OTkZt9xyi8N1eDogLSX39IU7SrcrJSUFkZGRDue1dwWqNrPZjH79+iEpKQkNGjRAXl4evvrqK4wbN07R8u62ZTme3ufkmEwmtG7dGp999hlat26NvXv3Yv369ZaAxVvlUEKt45MzxxNn9xFX9+sBAwagW7du2LBhAzZu3IitW7dizZo1WLNmDW677TZs3boV4eHhTpVFSxiwkCKBgYEAbj4CWJZc12PpQWDo0KEYO3as22XYsGED8vPzMWDAADz//PM2nx89etTtv1EqLi4OwN+PF5d1+fJll3tXPKm0jnv27Ik5c+YoWqZ0286cOYOSkhK7B15nhq4vvVXl7O0LR+Lj4y09F926dVO0jC++s9jYWDRu3Bj79u1z+Dh4WWq1ZU/vc+Xx9/dHp06dsHfvXsn2u1KO8r4/R59p4fjkiLP7iCv7damIiAgMGzYMw4YNAwD8/PPPGDlyJL7//nu8+OKLmDdvnlPr0xLtXHKSppUOYvbrr7/afCb3HpHSe7z/+te/PFKGixcvArDfFZuTk4ONGzd65O8AN/MWTCYTNm/eLLkXXeqDDz7w2N9yR2kdf/LJJ7JXkmXFx8cjISEBBQUF+Pjjj20+/+mnn3Dw4EHFZWjZsiWqVauGI0eOYNu2bYqWKT3ByI2N4krbUeM7K6+Ho7i4GCdOnAAASd5MedvnaltWo94cUdLDU5rfYb39rpSjZcuWCAkJwZEjRyx5GdY2bNggeztIC8cnR0pfW/Dxxx8rCppd2a/lNGnSBFOmTAEAp/ZrLWLAQoqUDoT16quv4vr165bpe/fuxbRp0+wu079/f9xxxx346quvMGXKFLv340+ePInVq1crKkPjxo0BAOvWrcO5c+cs069fv47777/fY/e2gZv30e+55x4UFhZiwoQJkgGXDh8+7PRVj1patmyJlJQUHDp0CMOGDZPUS6lz585h+fLlkmml9+yffvppyQsXc3Nz8fDDDzt1K6JSpUp46qmnAADDhg2zOSgWFxfjs88+k0wrvZr+5Zdf7K5z/PjxqFWrFpYuXYoXX3zR7tD3P//8syTgUuM7e+655zB16lS75bx69SrGjRuHS5cuITQ01JLfYr19R48etRtcuNqWy6s3T+9zn332GQYMGIBNmzbZtIni4mK88cYb+PzzzwEAgwYNcqscwcHBGDNmDICb7dO6DrKzs/HYY4/JllMLxydHWrRogT59+uCPP/7AwIEDkZOTI/n86tWr+N///mf53ZX9ev/+/fi///s/m8HhhBCWQensJe7rim8eTiJvU/JYs6OBoS5cuCBiYmIEABEXFydSU1NFu3btREBAgHj66aftPjYohBCnTp0STZo0EQBEeHi46Nixoxg6dKhISUkRDRo0EABE69atFW1DYWGhZeCsKlWqiJSUFJGamiqioqJEjRo1xOjRo+0+8lneo6Byj9ieOXNG1K5dWwAQsbGxYtCgQeLuu+8WQUFBol+/fh4fOM6e0u9t5MiRsvNcunRJdOjQwTJWSLt27cSQIUNE//79RdOmTYXJZBLR0dGSZf7880/Ro0cPAdwcOC4lJUUMHDhQVKtWTSQkJLg0cFzpZ35+fpYydO/e3WbgOCGE2L9/v/Dz8xN+fn6iZ8+eYsyYMWLs2LFi+/btlnkOHDggatWqJQCI6tWri27duolhw4aJPn36WL6XwYMHS9br6e+sdFwQACIhIUH07dtXDB06VHTt2lVUqVLFMm7Ov/71L5tlSwdAu+WWW8Tw4cPF2LFjxcsvvyyEcL0tZ2dni+DgYAFA3HnnnWLUqFFi7Nix4tNPP7XM48l97pNPPrFsf7Vq1USPHj3E0KFDxd133235bvDXOCZluVKO3NxcS71UrVpVDBgwQPTr10+EhoaKpKQk2YHjvHl8Ku+RfLnj6YULFyzjBwUHB4tevXqJf/zjH6JDhw6yA8c5s1+XflchISGiY8eOlnlLB42Ljo4Wx48ft1tmvWDAUkG4G7AIIcTRo0fFwIEDRWRkpDCbzaJ58+binXfeEULIjyQphBB5eXliwYIFon379iIiIkJUqlRJxMbGijZt2ojnnnvOMpquEleuXBFTpkwR9evXF0FBQSIuLk6MGTNGnD17VjYwcTVgEeLmCeL+++8X0dHRIigoSDRo0EDMmjVLFBYWaiZgEeJmAPLuu++Kbt26iWrVqomAgAARHR0tWrZsKaZOnSoJBErl5+eLOXPmiPr164vAwEARExMjxowZI37//XfZOinvYP3xxx+LXr16iWrVqlm+565du4rFixfbzPvRRx+J1q1bi9DQUEv7Kbveixcvijlz5ohWrVqJsLAwERQUJGrXri06duwo5s6dK44ePWqzXk9+Zzk5OeKf//ynGD16tGjevLll7IuwsDBx++23i8mTJ9stgxBCnDhxQgwaNEhER0cLf39/m/3PlbYshBDffPON6Ny5swgPD7eMl1N2Pk/tczdu3BBffvmlSE9PF23bthXx8fEiMDBQVK5cWdSvX18MHz7c4dg7rpTjypUrIj093fK3ateuLaZMmSKuXr3q8FjlreOTqwFLaX1mZGSI5ORkERYWJsxms0hISBBpaWniyy+/tJnfmf06OztbzJ07V/Tq1UvUqVNHmM1mERkZKW6//XYxbdo0ce7cObvl1ROTEE6moRMREflA586dsXnzZnz77bdOPWVHxsAcFiIiItI8BixERESkeQxYiIiISPOYw0JERESaxx4WIiIi0jwGLERERKR5fJeQm0pKSpCVlYWwsDBVXgJHRERkVEIIXL16FbGxseW+UJIBi5uysrKceqU8ERERSZ05c0byPip7GLC4KSwsDMDNyq5SpYqPS0NERKQfubm5iI+Pt5xLHWHA4qbS20BVqlRhwEJEROQCJSkVTLolIiIizWPAQkRERJrHgIWIiIg0jwELERERaR4DFiIiItI8TQYs8+bNQ1paGurWrQuTyYSEhASX1rNq1SrccccdqFy5MqKjo3H//ffjwoULni0sERERqU6TAcszzzyDb775BvXq1UNkZKRL68jIyMDIkSMRHh6O119/HQ888ADWrl2Lzp074/r16x4uMREREalJk+OwHDt2DHXr1gUA3Hrrrbh27ZpTy+fk5OC5555DUlIS/ve//8Hf3x8AkJSUhJSUFLz++ut45plnPF5uIiIiUocme1hKgxVX/fvf/0ZeXh4mTpxoCVYAoG/fvqhbty5Wr17tbhGJiIjIizTZw+KuPXv2AADatm1r81mbNm2wZs0aXLt2DaGhod4umnf99DFw5L+AKMG1giIcPX8NRcUlvi6Vywr9zNgZ0RdnKzeyTIsJN+PhLvURGmTIpuwVNwqL8camozh76Ua58/qZTOjRJBp33VrTCyXTuV8+Bw5vAEQxzl7Kw++5+YDwdaHck2lugM1V0yBMfmhWKxyj2iXwpa+ecOwbnNq8CheuXNNUG/kx7E4crNLJZnrG4ObeLwwMGrBkZWUBAOLi4mw+i4uLgxACWVlZaNiwodPrjomJkfxeUqLRAOD8YeBfoy2/hgJo7rPCeE7dS9vQpmAxgL8Pkn8Wl+DZPk18Vyide3PTUSz65qji+dftO4utT3RBfNVgFUulc5dOAR8Os/xa669/etcqdyM2nRX4pOROfLI/EzWrmHH3bTHlL0jyblyGWJ2GOqIIdXxdljK2XwzDJ0X1bab7KmDR5C0hd+Xl5QEAgoKCbD4zm82SeQzr8ilfl0AVNU2XUAnFkmlKegZI3hkX6o91Xo4rZ3xdAtXUMv39pCXbgQdczYZJFPm6FLpgyB6W4OCbV34FBQWoXLmy5LP8/HzJPM7Kzs6W/J6bm4vw8HCX1uU1QVXwTmE33Pjz5om+YXSYrm6hmIuu4o7zH1t+f6BjXew+fQ27T170YamMqUXtCLSpW83uZ+9sP4H8PzXao6hhxf5mvFXQEwAQ6O+HW+M0frywo+HFTaiWf/MiKDy4EnDVxwUysLfRH01itfEi3ZrhrfBweD1fF8NCP2ctJ8TGxgIAMjMzUb++tDsrMzMTJpPJMo9hCasboZUjsaRoGP4oKgQArO3TRvakpEkXjwML/w5YHuvZEIs2n7YELEJD93z1SFhVYNt61fB4r8Z25/u/788g/8+bbUho6Ua7FlnVaXFACF65/g8AQK2wytg2vquvSuW6/7sP+PlmwFLNKmBhO/AA67YiTFgbPhobx9vmjfiCbRaobxnyllBSUhIAYOfOnTaf7dq1C40aNTJ+wi0REZGB6D5gOX36NA4fPow///zTMq1fv36oXLkyFi9ejOLiv/MdPvvsMxw/fhzDhg2ztyoiIiLSKE3eEnr//fdx6tTN7scLFy6gsLAQzz//PACgTp06GDFihGXe++67D5s3b8aJEycsQ/hXr14dc+bMwWOPPYbu3btjyJAhyMzMxGuvvYbGjRtj8uTJ3t4kH7DqqjWZJB23+nsIsUyJhYD1k5TslnaPtG04ah2SSieH/q4gYdVY9fsEsP1t4O1YT7BqKzDpuI2oT5MBy9tvv43NmzdLpk2bNg0A0KlTJ0nAIic9PR3VqlVDRkYGJk2ahCpVqmDQoEF48cUXeTuIiIhIZzQZsGzatMkj844aNQqjRo1yuzy6JKTXzdaJlbob6MmmvEKyDbzKc4+QdsbJMrGDRTlhv0/TcQ+Whln3EgnrHgFymyjTw6LXNuIFus9hISIiIuNjwEJERESax4DFsBwk3equx9E26VbyqxdLYkRKE7KtP+NtuPLI3BLS3b5Xikm36pHeYtNvG1EfAxYiIiLSPAYsRmWTdGv9m87YTbq1+o1XeW4RCrNu+Si5E2QSU3W375WyTrqV9AiwHbitTNItyWPAQkRERJrHgIWIiIg0jwGLYZVJupWMw+KD4rjFzki30hRQr5bGaJQn3XLsG+Xs32bT3RhIFiY7P7EdeEaZsaZ120bUx4CFiIiINI8BS4Vg0ncfRDlXHLzKc5PC+uOFnxNkGqVuq1Am6ZY8gCMHK8aAxagcnsV1e9j8i+DJUyVK65UHVuX45Ac5g61FHgMWIiIi0jwGLIZVJulP4QvutMle0q3Vr14ti/FYj6Xh6MVr0mRL1rpjMqnMutv3SsmMw8J24AFlXn6o2zaiPgYsREREpHkMWIiIiEjzGLAYVdmh+SW/6Uy5Q/OzW9odCkfml4wPwRovh8zbRnW375WS2Qbueh4geEtIKQYsREREpHkMWAzL0Ui3egvhHY90y4s897j0YkxWejlkXn6ou32vlNzLD8l90vp0lPhe0TFgISIiIs1jwEJERESax4DFqCpU0q1XS2M4knFYHCbd2l+G7BD29zjd7XulJC9wtB6HxReFMRhh/SOTbh1hwEJERESax4ClIjCZdH4lVM7LD71UCqNS2jZ45ecMmZcf6rYOZR5r5t7nAdLHmkkeAxbDkj+Q6Peg+Rd9R1+apvQpFn4FyvEkRM5ga5HHgIWIiIg0jwGLUdkk3Sp7wZ0m2bnql4y6yst9tyitPcnYN6xyx2SGD9bdvlfKJDMOC9uB+0SZcW103wWuHgYsREREpHkMWIiIiEjzGLBUBGWeEtJfj6O9ofnJU5S//NBqGfWKYxAy47DotuHKPSVE7pO2Fd02ES9gwEJERESax4DFqByMdKs7HOlWZcoSsiVX1qx0x8omUuqdyfpH66FZDbF1vlWmrei3F059DFiIiIhI8xiwEBERkeYxYDEs60zKMr/qrsvRcdIthwd3j/KkW6txWFQsjzHIJd3qbuf7C5Nu1SMdml+vLcQbGLAQERGR5jFgqRBM+u6FKOeqlHl/7lE+0i0pJtModVuHHOlWPULaw0LyGLAYlYMjif47HYWOu9a1TWmt8kSlHE9C5Awe2+QxYCEiIiLNY8BiWNJMSn2PdFuG4DgsnmQ9porDtiH5jJXumMzLD3W778ncEmI78IAy47D4riCax4CFiIiINI8BS4VgtJFupXiV5x4m3apALulWr5XIpFv1MOlWMQYsRuUo6Vb3+wR3a7UoTcjmiUo547VWo22Ptuj/+KweTQYsJSUlyMjIQOPGjWE2mxEfH4/09HRcv35d0fLXrl3D3LlzcdtttyEsLAxRUVFo164dVq5cyXegEBER6ZAmA5YpU6Zg6tSpaNKkCRYtWoS0tDQsXLgQffv2RUlJicNlS0pKcPfdd2PatGlISkrCa6+9hueeew7FxcUYPXo0nnrqKS9tha+VTbpV9oI7bbId6db6MoQxqHs40q0a5MZh0du+V0ou6ZbcV3akW722EfUF+LoAZR06dAiLFi1Camoq1q1bZ5memJiISZMmYe3atRg6dKjs8t999x22bduGyZMnIyMjwzL94YcfRuPGjbF06VK89NJLqm4DEREReZbmeljWrFkDIQQmT54smT5u3DgEBwdj9erVDpfPzc0FAMTGxkqmBwYGIioqCiEhIR4tLxEREalPcz0se/bsgZ+fH5KTkyXTzWYzmjdvjj179jhcPjk5GREREXj55ZeRkJCA1q1bIy8vD++99x727t2Lt956S83ia4fkPon0KSHdJXXZFLjsyw/JHa48JcTbcOWQefJDd/teKclYMnxKyKNEmVtsem0jXqC5gCUrKwtRUVEICgqy+SwuLg47duxAYWEhAgMD7S4fGRmJ9evX4/7778egQYMs08PCwrBu3Trce++9bpUvJiZG8nt5OTVERETkPs3dEsrLy7MbrAA3e1lK53EkNDQUt956Kx577DF8/PHHWLFiBerXr4+hQ4di48aNHi+z5pUZ6VZ/yrnk0PW2+Z7SJ+d02zvgEwZ7+aF1ySU9Atz53CftDSd5muthCQ4Oxvnz5+1+lp+fb5lHzo8//oh27dohIyMDDz74oGX6kCFDcOutt2LcuHE4duwY/P39XSpfdna25Pfc3FyEh4e7tC51OXr5oc6VGZqfPEfpi9d4onKCwRorn2JRF2tXnuZ6WGJjY5GTk4OCggKbzzIzMxEVFSV7OwgAMjIykJ+fj7S0NMn04OBg9OnTB6dOncLJkyc9XWwiIiJSkeYClqSkJJSUlGD37t2S6fn5+Thw4ABatWrlcPnMzEwAQHFxsc1nRUVFkv8NTch3M+rugs9u0q31mCC82vcUx+8+5Ng3iskNt667ne8vMkm33PU8oExb0WsT8QbNBSyDBw+GyWTCggULJNOXL1+OvLw8DBs2zDLt2LFjOHz4sGS+Jk2aAABWrlwpmX758mV8+umniIyMRP369VUpOxEREalDczkst912GyZMmIDFixcjNTUVvXv3xi+//IKFCxeiU6dOkkHjunXrhlOnTkmSBidPnoxVq1bhqaeewo8//oj27dvj4sWLWL58ObKzs7FkyRKX81f0Sug+ZC/n5Ye8ynOL0vrTfTPyqoqSdEvuY30qpbmABQAWLFiAhIQELFu2DBs2bEBUVBQmTpyI2bNnw8/PcadQnTp1sHv3bsyePRv/+9//sHbtWlSuXBnNmzfHa6+9htTUVC9tha85avr6PWwCYNKtipTWKw+sFRd3PXUxqVmeJgMWf39/pKenIz093eF8csmz9erVw3vvvadCyYiIiMgXNJfDQh5i+KRb69/IHdZJy0qbBt96Xg6Z/U93+14p64JL7g6xHbiNSbeKMWAhIiIizWPAUiHoPWQvL+mWV3nuUJ50q/d25Hv6rUGrXiLrJFHueh4g8wg82WDAYlgc6Zacx6DE83gSImdwF5THgIWIiIg0jwFLRaD3iL2cSw72SrtH8S0hdYthLDKVqtseLOuRbjnQrWdxXBvFGLAYlYOzkG4PmhaCYxWoRPE4LDyyKqf7/a0Mg22O1vDYJo8BCxEREWkeAxbDks8811/8XqbEQsiNFE4uUDoOi3VHAV84WR77+5/+9r1SfEpIPRyHRSkGLERERKR5DFgqBJ2H7Ey6VRVffqgC2aRbL5fDU0wyPSzc+9wnSWLWawPxDgYsRuUw6daL5VAFd2vVKGwcvBWgHKuKyDMYsBAREZHmMWCpCExlk2711j9hW17Jo9m83HeL/GsypfTXbnxJ5uWHuq1D+4nD3PU8QVqJ+h92Qj0MWAzLwEcSHiV9jl8BEXkbA5YKQecRO5Nu1cWkW8+Ti+j0WoeSL597nEdZj3Qr9NpAvIMBi1EZOulWv8d9rVM80q26xTAUo6WIG2trtIf1K48BCxEREWkeA5YKQOi+S6WcW0K83HeL0rE09N6KvEtmHBYvl0Id1rcwuPO5jy8/VIoBC+mPEIa4raVFSp9i4Ymq4uKupy4e2+QxYCEiIiLNY8BiVEJ+dA3dRfA2BRZ8EZ8HWTcVh23D6kPWeDmsn/ywHtZeb/teKZmCsx14gHVb0fFIPd7AgIWIiIg0jwEL6QCTbtWktPp45ecMuaRbvdaizMsPue95gLSHheQxYDEsR+Ow6HynEOw4VYviWuWJyglsq6Sc7o/PKmLAQkRERJrHgKUisHn5oc7YueLguw89x/oRZUcXd7zwc4Kw382v2zo0ydwSYleb+4R0HBa9NhFvYMBiVIY+ixt52/SBJyoi8jYGLBWA7hO5+PJDVTHpVg0ySbe6rUQm3aqHSbdKMWAxLAO//JBHSdUoH+lW5YKQhun9AKJtuj8+q4gBCxEREWkeA5YKwdghO99r4x6l1cfHLZ0gU6m6fRxfNumW3CaToE22GLAYlYOzkG4PmhaCJ0+1KKxWnqiU40mInMP2IocBS0VgiJO7EbZBm5h0qwbjJt2CSbcexkpUigGLYRk76Vbvm6BVSuuVJyrl2FrJGbo/PquIAQsRERFpHgOWCsAQV3gOLjt4te8mhRXIKz8nGK1RyiTd8naGBzDpVjEGLEblMOlW7wRPnipRmszMkW6dYbTGarTt0RbWrjwGLERERKR5DFgqBCPE7A5uCfFq3y3KnxIyQjvyFrmnhPRahxyaXz28JaQUAxbDcnAk0fs+IQRPnirhU0KeJ9hUyQm6jWm9gAFLRWCEHYBJt6pRXH9GaEfeIjvSrU7JjXTLfc99kqRbckSTAUtJSQkyMjLQuHFjmM1mxMfHIz09HdevX1e8josXL+Kxxx5D/fr1YTabUb16dXTp0gVbt25VseQaYviRbn1dBmNSWq88sDqDjZWU0//xWT0Bvi6APVOmTMHChQvRv39/pKen45dffsHChQuxf/9+fP311/DzcxxnnTp1Cp07d8a1a9cwduxYNGzYEFeuXMHBgweRmZnppa0gIiIiT9FcwHLo0CEsWrQIqampWLdunWV6YmIiJk2ahLVr12Lo0KEO1zF8+HAUFRXh4MGDiImJUbvIOmCEiN1R0i25Q2nSshFakfcYd2h+6SD93Pvcx6RbpTR3S2jNmjUQQmDy5MmS6ePGjUNwcDBWr17tcPktW7Zg27ZteOKJJxATE4M///wTeXl5KpZYqzg0PzlPcdtg8oJibK3kDN0fn1WkuR6WPXv2wM/PD8nJyZLpZrMZzZs3x549exwu/8UXXwAAateujb59++LLL79EcXExGjRogOnTp2P48OGqlV2rDHHAdJh0y5OnO5RWHw+kTjBw0q2WXn5YUlKC3NxcFBQUANDpY+OVagMdXwQA+Ilg9A0Lwfnz531cKNeVHo+DgoJQpUqVclM4nKG5gCUrKwtRUVEICgqy+SwuLg47duxAYWEhAgMD7S7/66+/ArjZI9OgQQO89957KCwsxGuvvYYRI0bgzz//xOjRo10uX9lbTCUlJS6vS1Uc6ZZcoDThjyGicoa4YLCila0pKSnBuXPnEBERgfDwcH0GKwAQVgkIvXlSDxOBCDTHo0a1EB8Xyj1CCOTn5+PcuXOIjo72WNCiuYAlLy/PbrAC3OxlKZ1HLmC5evUqACAsLAzffvutZb57770XdevWxTPPPIORI0d6NOojIiLvys3NRUREBCpXruzrolAZJpPJ8r2Ufk+eoLmzdnBwsKV7r6z8/HzLPHJKK2nIkCGSoCYyMhIpKSn4/fffLb0wrsjOzpb8O3LkiMvr8h6dXnlIMOlWLYpvCRmiHfmWbnsBIHNLyPsFsSgoKLBcxJI2mc1m2fO5KzQXsMTGxiInJ8fuRmZmZiIqKkq2dwUAatWqBQCoWbOmzWelt3MuXbrkodJqmaOkW70eNP8iBIwRhGmP4nFYGCWSBuj+WGZwnv5+NBewJCUloaSkBLt375ZMz8/Px4EDB9CqVSuHy5cm6549e9bms9JpNWrU8FBp9UEYYad2tA08ebpF8UC3BmhGXmPgpFtJX4sP9z3DBCsGj/49+T1pLmAZPHgwTCYTFixYIJm+fPly5OXlYdiwYZZpx44dw+HDhyXz3XvvvQgLC8Pq1atx7do1y/Ts7Gz8+9//RsOGDVG/fn1Vt4GIiIg8yyNJt9euXcORI0dw7do13HnnnW6t67bbbsOECROwePFipKamonfv3paRbjt16iQZNK5bt244deqU5LHWyMhIvPrqq3jggQfQpk0bjBkzBoWFhXjzzTdRWFiIRYsWuVU+3eBTQqQiPkqunNGeEiLyFbd6WM6cOYP+/fsjMjISrVq1QpcuXSyfbdu2DU2aNMGmTZucXu+CBQvw6quv4tChQ5gwYQLWrl2LiRMn4vPPP1f0dM/48eOxbt06hIaGYtq0aXjhhRfQqFEjfPvtt+jZs6fT5dE/IxwwmXSrFqXBB4NEZxh3pFtp0i33PvIel3tYMjMz0bp1a1y4cAEpKSk4d+4cdu7cafm8TZs2uHDhAtasWYPOnTs7tW5/f3+kp6cjPT3d4XwnT56U/Sw1NRWpqalO/V1j4Ui35Dyl95t5mlLOaK3VWFujPWXr15kckBMnTiAhIcGj5dESlwOWGTNmICcnB9988w3uvPNOzJo1SxKwBAQE4M4778SOHTs8UlAiIqKK5v3335f8vnXrVixbtgzjx4+3ScGoXr26N4vmdS4HLF999RXuvfdehzkrtWvXdumWEJENDs3vcxyHxQmybVKndWi9/1lvG3c91ZV9nUxRURGWLVuGtm3blvuqmatXryIsLEzN4nmVyzksFy5cQN26dR3O4+/vbxnsjbzMYdKtTg+aFsI4jzRqDN99qAZjtVXuempzrYITEhLQuXNn7N+/H7169UJ4eDiaNWsGAJg5cyZMJpPdNIrS5cr6+uuv0bNnT0RERMBsNqNZs2Z46623XCqbp7jcw1K9enWcOHHC4Tw///wz4uLiXP0T5DFGOMIw6VYtfPmhGipK0q32lJQIXL7xp6+LISuiciX4+anTEE6fPo2uXbsiLS0NAwYMkAzt4Yxly5bhwQcfRJs2bfDss88iJCQEGzduxEMPPYRjx47hlVde8XDJlXE5YOncuTPWrVuH48eP2+1p2b9/PzZu3Ijx48e7VUBylYNDiW4Pmn8R+t8ErVI80q26xTAUwcbqVZdv/IkWczb6uhiy9k3rgaoh8qO1u+PEiRNYvnw57r//fpfXkZ2djUmTJuEf//gH/vnPf1qmP/zww3j00Ucxf/58PPTQQ+XeYVGDy7eEnnnmGZhMJrRv3x7Lli1DVlYWAGDPnj14/fXX0a1bNwQHB+Oxxx7zWGGJiIjIvqpVq2L06NFureNf//oXCgoKMHbsWOTk5Ej+9e3bFyUlJfj66689VGLnuNzD0qRJE3z00UcYNmwYHnroIQA3kx/btGkDIQSqVKmCjz76yCdRGEkZfWh+5lO4h2NpqMBwQ/Nb/Widc8udz6Pcrc169erB39/frXX88ssvAIDu3bvLznPu3Dm3/oar3Brptk+fPjh+/DhWrVqFXbt24eLFiwgPD0fr1q0xevRoVKtWzVPlJGc5uiOk26NmKY50qxalCdk8UTnDYI1V45sTUbkS9k3r4etiyIqoXMnxDG7Ub3BwsP1VOjhgFhUVSX4v3bdXrVpleWFwWb7qiHB7aP6qVati8uTJHigKqUfjRxhFHCXd8uTpDuVJt0ZoR95i3KRbk9B20q2fn0m1HBG9qlq1KgDg4sWLkoHl8vPzkZ2dLXm/XoMGDQAAUVFRDntZfMHlHJYxY8Zg/fr1Duf5/PPPMWbMGFf/BBEREbmpYcOGAGCTe5KRkYGSkhLJtEGDBiEoKAgzZszAjRs3bNZ15coVFBQUqFdYB1zuYVm5ciUSEhKQkpIiO88PP/yA9957D++8846rf4ZcZuCXHwreElIL69XzjDY0P+lP9+7d0ahRI0yfPh1//PEHEhMTsW3bNuzatQtRUVGSeWvVqoU333wT999/P2655RaMGDECderUwYULF/Djjz/i3//+N37++WefvALAI29rlpOfn4+AAFX/BCmgxW5bpzHpVjVKq4+nXSfIJt3qtBZNMuOwcN/zAOtKVKd9+Pv7Y/369Zg0aRIWLVqEwMBA9OzZE5s3b0b79u1t5h89ejQaNmyIV199FUuXLsXly5cRFRWFRo0aYc6cOahZs6Yq5SyPW9GE3D1tIQTOnDmDL7/8ErGxse78CXKVo5FudX8ZLfR74Nc4jnTreUbrYdH94UPjyqveUaNGYdSoUTbTHb0MGLh5W+irr75SvFz79u3tBjO+5FQOi5+fH/z9/S2PTc2cOdPyu/W/gIAAJCYmYt++ffjHP/6hSsGJSvHk6R4+8aMGA9cpXyVEPuJUD0vHjh0tV+dbtmxB7dq17d7H8vf3R9WqVdG1a1eMGzfOIwUlNxjiksgI26BvhmhGPqbfOtRtwclAnApYrN+87Ofnh9GjR2P69OmeLhN5hLGTbvW/EdqkfGh+XlsTkXe5nMNy4sQJREREeLAopBZD3EM3wCZoFZNuVSCXdKvXSrQquEmSdMvAlbzH5YClTp06niwHeZrDpFsvlkMVhgjBNErpSLcqF8NA2FqJPMPtZ46/++47bNy4EZmZmXYHkzGZTHj77bfd/TNERERUgbkcsBQXF2P48OH4v//7PwghYDKZJN2Dpb8zYNECI1zhORqHhZf7buHQ/Cow2DgskBmHxfsFoQrM5aH5MzIy8OGHH2LkyJH4/vvvIYTA5MmTsWPHDrz44osIDw/HoEGDcPz4cU+WlxRzlHSr14PmX/4KhMnzlCfdklJGuyVkrK0hPXG5h+WDDz7ALbfcIhl2PyIiAm3atEGbNm1w1113oXXr1ujWrRsfbfY5AxxiHI1068ViGBGTblUg1+un10qU2/+487mP49oo5nIPy2+//YYuXbpIplm/prpZs2ZISUnBm2++6XrpiIiIiOBGwOLv74+wsDDL76GhocjJyZHMk5iYiN9++8310pHr+JQQuYBD83seq4rIM1wOWGrVqoWzZ89afm/QoAF27dolmefgwYOoUqWK66UjjxD6j1DgOOnWi8UwIKVJy4ZoRl4jl3SrVzLjsDAc8wDWoVIuByzt27fHzp07Lb/fe++9OHDgAMaPH48NGzbgySefxH/+8x907tzZE+Ukpxl4JxCCJ0+VKE1m5onKGWysZBwnT56EyWTCzJkzvf63XQ5Yhg0bhgYNGuDUqVMAgKlTp6Jly5ZYsWIFUlJS8MorryAxMREvvfSSxwpLrjLAAdNh0i1Pnu5QXnsGaEfeIjvSrU7rUHakW18UpmLatGkTTCaT5F9oaChatmyJ119/HcXFxb4uoupcfkqoc+fOkt6TkJAQ7Ny5E59++imOHj2KhIQE3HPPPQgJCfFEOYmIiCq8IUOGoHfv3hBCICsrCytXrsTkyZNx6NAhLFu2zNfFU5XbI91KVhYQgAEDBnhyleQqwyfd6n4jNIlJt57HFHFyRnmtpUWLFhg+fLjl94ceegi33HILVqxYgTlz5iA6OtpmmatXr0oektErl28Jde3aFatWrXI4z+rVq9G1a1dX/wSRFSbdqkVp/ek/0PUm4ybdWuO+53tVqlRB27ZtIYTA8ePHkZCQgM6dO2P//v3o1asXwsPD0axZM8v8R44cwYgRIxATE4PAwEAkJCTg8ccfx/Xr123WvW3bNrRv3x6VK1dGdHQ0HnnkEVy7ds2bmyfhcg/Lpk2byk2oPXXqFDZv3uzqnyC3GH2kW18XwphYr55ntHO65ptISQlw45KvSyGvciTg53JfgQ0hBI4ePQoAiIqKAgCcPn0aXbt2RVpaGgYMGGAJMvbu3YuuXbsiIiICDzzwAOLi4vDDDz9g4cKF2L59OzZv3oxKlSoBuPmewO7duyMsLAxPPvkkIiIisHbtWtx3330eK7uzPHpLqKzr169bNp6IiEh1Ny4Br9T1dSnkPX4cCKnm8uJ5eXnIycmBEALZ2dlYtGgRfvjhB7Rp0wYNGjQAAJw4cQLLly/H/fffL1l2zJgxiImJwZ49eyS3iLp164bU1FR88MEHGDVqFABgypQpKCkpwfbt29GwYUMAwMMPP4wOHTq4XHZ3ORWwnD59WvL75cuXbaYBN1+MeObMGaxbtw4JCQluFZDcZ4h76ByaXzVKn7IyQCvyHtmnhLxcDk+RFJzjsKin/AYyY8YMzJgxw/K7n58fUlJSJAm3VatWxejRoyXL/fjjjzh48CBmzZqFgoICFBQUWD7r0KEDQkJC8N///hejRo3C+fPnsXPnTgwcONASrABAYGAgpkyZgqFDh7qzkS5zKmBJSEiQPJb3+uuv4/XXX5edXwiBV155xfXSkesMn3RLalD88kMmLziBrZWcUE5zGT9+PNLS0mAymRASEoKGDRuiatWqknnq1asHf39/ybRffvkFgG3AY+3cuXMAYHlpcePGjW3madKkiaLNUINTAct9990Hk8kEIQRWrVqFZs2aoXnz5jbz+fv7o2rVqujatSvuuusuT5WVXKX/CAVMulUPk27VYNykW82Pw1I58uZtF62qHCn7kZLqbNCgAbp37+5wnuDgYNt1//Vlpaeny56XIyPly6YFTgUsK1eutPy8atUq9O/fH9OnT/d0mYiIiFzj5+dWjohRlea3+Pv7lxvwJCYmAgAOHz5s89nPP//s+cIp5HLSbUlJic208+fPY/v27QCAtm3bombNmq6XjNzk6CkhnRPCABuhTUqfINPklbVG8QYmacEdd9yBW2+9FW+99RYeeOAB1K0rTUwuKipCbm4uqlatiujoaLRp0waffvopfvvtN0seS2FhITIyMnxRfABOjsNy4MABTJ8+HQcOHLD5bOnSpahTpw4GDhyIgQMHok6dOj7dMPqbIc4tDu9HGGILfUbxLSGeeJWTqVMjDM0vTbol93mnFk0mE95//334+/ujWbNmmDRpEpYuXYqMjAxMmDAB8fHxWL9+vWX++fPnw2QyoX379pg5cyYWLFiAjh07oqioyCvltcepgGX16tWYN28eYmNjJdP37duHCRMmoKCgAB06dMBdd92FgIAAPPbYY9i6datHC0wKOUy61elB04Ij3apGadKtuqUwFMGmShrRvHlz7N+/H8OHD8f69esxceJEPP/889i1axdGjRqFbt26WeZt27YtNm7ciAYNGuDFF1/EvHnz0LJly3IHjFWTU7eEtm/fjuTkZNSoUUMyffHixRBCYObMmZaclh07dqBjx4546623cOedd3quxOQCIxwxmXTra7qPc73KwEm3VpvGfc97OnfurOjpvJMnTzr8vE6dOnjrrbcU/c2OHTtix44dNtN99ZSgUz0sp0+fRosWLWymf/311zCbzXjiiScs09q1a4du3bph165d7peSiIiIKjSnApacnBxERERIpp0/fx5nz55F27ZtYTabJZ81bdoU2dnZbheSXGHspFte7auDLz/0PGG0e0IG2xzSD6cCFrPZbBlYptS+ffsAwG7PS+XKleHnwjsTSkpKkJGRgcaNG8NsNiM+Ph7p6el2X85Unry8PNStWxcmkwmPPPKI08sbgSGeUuBIt6pR2r3LINEJcnWq1zq0/vIl28a9j7zHqWiiUaNG+PLLL1FcXGyZtmHDBphMJrRr185m/rNnzyImJsbpQk2ZMgVTp05FkyZNsGjRIqSlpWHhwoXo27ev3cepHZk+fTouXLjgdBl0jyPdkguUJmRzSHblhP53OAljbY32sH7lOZV0O2DAADz99NPo168fxo8fj6NHj2LFihUICwtDz549bea3fmmSUocOHcKiRYuQmpqKdevWWaYnJiZi0qRJWLt2reL3GOzbtw8LFizAyy+/jPT0dKfKYSiGOGA6SrrlydMdSmuPT2Y5Qy7pVq91KPNYM3c98iKnelgeffRR3H777fjiiy/Qv39/PP744ygoKMCsWbNshgLes2cPjh8/Xu6IemWtWbMGQghMnjxZMn3cuHEIDg7G6tWrFa2nuLgY48aNw1133YXU1FSnykBERETa4lQPi9lsxrZt25CRkYGdO3eiWrVqSEtLQ9++fW3m3b9/P/r164eUlBSnCrRnzx74+fkhOTnZ5m83b94ce/bsUbSejIwMHD58WNJLU7EYeBwWIWDy0/k2aBSTbtXAtqoG9qzqgye/J6eH5g8JCcFzzz1X7nzjx4/H+PHjnS5QVlYWoqKiEBQUZPNZXFwcduzYgcLCQgQGBsqu48SJE5gxYwamT5+OhISEcp9Ld0bZnBxnc2p8wRAZH0y6VY3i44kBmpHXyFSqbq8VrApu0tBIt0IIA1yA+boA6vF0UOn8Izwqy8vLsxusALA8Np2Xl+dwHQ8++CDq1q2LqVOnerx8RETke0FBQcjPz/d1MciB/Px82fO5K1x++aFagoODcf78ebuflTZOe6/OLrV69Wps3LgRW7ZsQaVKlTxevrLjyuTm5iI8PNzjf8dthu4u5TgsalFar0ZuXZ7GulJHlSpVLMNsmM1m/fe0WOh/O4QQyM/Px+XLlxEdHe2x9WouYImNjcXPP/+MgoICm8gsMzMTUVFRsreDCgoKMHXqVPTu3Rs1a9bE0aNHLcsBwJUrV3D06FFERUXZDIBHWseh+dWi9BFl/R9GvcloQ/Pb58s8Ej8/P0RHRyM3Nxe5ubkAdJqfl3MU+P0HAMB5EY5zkf6o9GeEb8vkhtI2ERQUhOjoaJfGYpOjuYAlKSkJ//3vf7F7927JO4jy8/Nx4MABdOzYUXbZGzdu4MKFC9iwYQM2bNhg8/nq1auxevVqvPLKK3jsscdUKb/W6XF/tiGMd+DXCsWP3TJKVMwQOWRWtLQ1fn5++r/4PPEJsOUpAMBvxU2xudUydGtRo5yFKibNBSyDBw/G3LlzsWDBAknAsnz5cuTl5WHYsGGWaceOHcOff/6Jxo0bA7iZEPzRRx/ZrPPChQt4+OGHcdddd2Hs2LFo1qyZ+huiIYY4YDpKuuXJ0y1Kq0+XV6++YuCkW2go6dYQhHV96rWBeIfmApbbbrsNEyZMwOLFi5GamorevXvjl19+wcKFC9GpUyfJoHHdunXDqVOnLCesSpUqYeDAgTbrLH1KqF69enY/JyIiIm3TXMACAAsWLEBCQgKWLVuGDRs2ICoqChMnTsTs2bM9ej/M0OSu8LxcDHUw6VYtTLpVAxsrKcfWIk+TAYu/vz/S09PLHU5f6fgqCQkJFfy2gRF2AY7DohYOw6IG4w7Nb+LQ/B7GW0JKsbvCsOTuoRtghxACPH2qgyPdeh6ripxhiGO0ShiwVACGiNodbQLPCG5RnnSrbjkMhUm3pBSjf8UYsBAREZHmMWAxKibdkisUJ93yqlApQ/RwEmkAA5YKwQgHTCbdqocj3XqewW4JWSfdWm1axX6YwVOYdKsUAxYiIiLSPAYshmUVtVsF7bq9wrMuuJBeh/Aqzz3W1efosVvrpxdY5eUQcompOt0BZZJuyQPKjHSr22O0FzBgISIiIs1jwGJUskm3RgjfBccqUAlHuvU8o+UlGGtrtMcYx2h1MGCpAIxxwGTSrVo40q0ajJt0C45062Ec10YpBixERESkeQxYDEsmVtftFZ4VYYw+Iy3i0PxqYGsl5fTbC6c+BiwVggH2AAd7MU+e7lH8lJUBmpHXGG3gRqv9T/LyQ97EcJ/gOCxKMWAxKqMdMCU40q1alCYz80SlHGuKnMFDmzwGLBWCEXYBR0m3PCW4Q3nSrRHakbcYOen2b+zd9AT2sCjFgIWIiIg0jwGLYRntCs+KELzaV4ni9sEra8V41UzOMMQxWiUMWCoAYYQdgEm3qlGcc2uEduQtRhu4US7plvue+2Rf40BlMWAhIiIizWPAYlSSSx/rqyOdXuGVGWlT8i5Er5fFWKwfa3bUOvj6O2fYT6TUby+VzEi3bAkeUPblh7ptJKpjwEJERESax4DFsIyddEvqUPzyQ34HihmtpoxwCNEy1q88BiwVgCGeUnB0JjXaGcHLFI/DYoBm5DVGG7hRcg+WSbceJXP7nmwxYCEiIiLNY8BiVEa7wpPg0PzqUTg0P6+sFTNED6c17nzqYvXKYsBSARjj3MKh+VWj+N2HPJK6S79PgMjcEvJBSYyH9akUAxbDkku61esB0wpHulWN4qRbdYthKEbrYTHW1mgPj23yGLBUCAbYATjSrWqYdKsCozVKk/1xWBi5eoCwP2YP2WLAQkRERJrHgMWomHRLLlD87kNeWSvGq2ZyBo9t8hiwVADGOGA6SroldygdBI4HUmcYbeBGDs2vHt4SUooBCxEREWkeAxbDsrrysb6s02sAX2akTemvvMpzh2ScTYddAH9/xivrcsjektXpDmjVLiR9LWwG7iuTw6zTFuIVDFiIiIhI8xiwGJXRk24NsiVaw6Rbz2NeAjlDv3lO6mPAUgEY49zCpFu1KA0+eCB1hnGTbk0cmdXDmHSrFAMWIiIi0jwGLIZl/5Xluh2a32HSrfeLYyTWCbSOmodOW45vWI9eKuwnrOqKzA7HhHcPKPNuJt7ulseAhYiIiDSPAYtRyVz46LWDpSyDbIbmKL2645W1csJojdVo26MxRjlGq4EBSwVgjEQuI2yDNjHpVg1GS7r9m0kw6dazmHSrFAMWIiIi0jxNBiwlJSXIyMhA48aNYTabER8fj/T0dFy/fr3cZX/77TdMnz4dbdq0QfXq1REWFobmzZvjhRdeULS8cRh4HBbBlx+qRWm98spaOWG4e0KkJrYWeZoMWKZMmYKpU6eiSZMmWLRoEdLS0rBw4UL07dsXJSUlDpd95513kJGRgXr16mH69Ol45ZVX0KhRIzz33HNo164dbty44aWt0A5DdDOWswnMqXCd0prj0wtOkBu4Ua+RtqTc1k8Jeb8ohiPsP9FJtgJ8XYCyDh06hEWLFiE1NRXr1q2zTE9MTMSkSZOwdu1aDB06VHb5gQMH4umnn0Z4eLhl2oMPPogGDRrghRdewNtvv41HHnlE1W0gIiIiz9JcD8uaNWsghMDkyZMl08eNG4fg4GCsXr3a4fKtWrWSBCulBg8eDAD46aefPFZWTTPaFZ7N6+2l28ErPTe4kHTL+i6P/cRUve59ciVnM/CEMm1Ft8do9WkuYNmzZw/8/PyQnJwsmW42m9G8eXPs2bPHpfWePXsWABAdHe12GYmIiMi7NHdLKCsrC1FRUQgKCrL5LC4uDjt27EBhYSECAwMVr7O4uBhz5sxBQECAw9tJSsTExEh+Ly+nxneYdEvOU550y2trpQyRQ2bFWFujPaxfeZrrYcnLy7MbrAA3e1lK53HG5MmTsXPnTsyePRuNGjVyu4x6Y4gDZjlnUp4+Xac0+DBAK/IeuXtmeq1EmaRb3hv0AMFxWJTSXA9LcHAwzp8/b/ez/Px8yzxKTZs2DYsXL8b48ePx9NNPu12+7Oxsye+5ubl2c2aIiIjIczTXwxIbG4ucnBwUFBTYfJaZmYmoqCjFt4NmzpyJ559/HqNHj8Zbb73l6aJqm0zUrt9bKdIrvLKbwceaXWdddY4eXbZO2GZ1l0cu6VavO6DMyw99UBLjkR6r9XuMVp/mApakpCSUlJRg9+7dkun5+fk4cOAAWrVqpWg9M2fOxKxZszBy5EisWLFCx0/HEBERkeYClsGDB8NkMmHBggWS6cuXL0deXh6GDRtmmXbs2DEcPnzYZh2zZ8/GrFmzMGLECLzzzjvw89PcZnqB3LWPAQI3IRiAqoQj3arBWG3VWFujPfrthVOf5nJYbrvtNkyYMAGLFy9GamoqevfujV9++QULFy5Ep06dJE/5dOvWDadOnZLcDliyZAlmzJiB2rVro3v37vjnP/8pWX90dDR69Ojhte3RBgPsAEy6VQ3rTgWy4yB5uRyewpFu1cNbbIppLmABgAULFiAhIQHLli3Dhg0bEBUVhYkTJ2L27Nnl9paUjtNy+vRpjBw50ubzTp06VcCAhYiISN80GbD4+/sjPT0d6enpDuc7efKkzbSVK1di5cqV6hRMT6yjdquLI91e4ZWbdOvNshiLdQ+lo/bBkW6dIZP07ouieITcSLdsCO5j0q1SFTG5g4iIiHSGAQsRERFpHgMWw7JOjDNAl3SZ+xFlu03ZNe06peOEmGA/8ZLskEmk1G13v8n6GMKkW48qM2aWXpuINzBgISIiIs1jwGJURnusUoLXIWpRPA4Lr6wV4/thyBnGOEargwFLRWCIPaCccVh4AnWZ0rozRDPyGrm3peu1EmWG5ud+5wEch0UpBixERESkeQxYDEtuHAidXuGVk3RLnuGoWiUpt7wUdMxoLx+VS7r1RVmMRpRJe9dtI1EfAxYiIiLSPAYsRmXwpFtSh/KXH/I7UIpJt0SewYClAjDGqYVJt2oQTlScMYJdb5FLutUruZcfcsdzn/3bh2SLAQsRERFpHgMWw5Imctn+pDMc6VYVthfIDka6tap0XliXQ9j9Ub/dVCYDHEO0qsxj4nptIt7AgIWIiIg0jwELERERaR4DFqOSHQdCr/2N0qS/stvBWxSuKVttjpoHX33oDLlxkPRKLunW+yUxnrIvP9RvK1EbAxYiIiLSPAYshmXgSx/Bh//UorReeWWtHKuKnKHbTnAvYMBC+lDOXsyTgmucGkeDB1LljDZwY5mn9Cw/cs9zn8zte7LFgIWIiIg0jwGLURnt5Ws2SbfSTznipmtsk24djMNi9R3wyro8Bnv5qGQbmHSrFgF2ZDrCgIWIiIg0jwGLYRnsHro1IXR8paptimuVV9aKsReCnGGIY7RKGLBUAIZI5GLSrSqcyrk1QDPyGiMn3Upud5HbmHSrGAMWIiIi0jwGLEYll3Sr2wi+vKRbrxbGMMomz3KkW08x7ki3knbAHc8DpD1W+j1Gq48BCxEREWkeAxYiIiLSPAYsFYB1p60hkv7sDc3PnmmXlO3Rd9QdLf0KWOEOCfuJqfrd/6x+ltk2cpFkXzLpt414AQMWIiIi0jwGLEZVJmq3/Unnyibd8lrPIxwn3VqPdEuOyY00rdc9UCblmg3BA/hYs1IMWIiIiEjzGLAQERGR5jFgMSyrbkaTAbqkbZJupdvBHFDXuDrSLeu7HEYbvdT6GMKRbj2rTBKzbo/RXsCAhYiIiDSPAYtRyb3LxMvFUIftSLfkGUrrlVfWypUYZK8j72BrkceApQIwRvc9X36oBmeeruKB1BkGe/kh7N8P5Hg8nmCw24cqYsBCREREmseAxbCsrnysL+v0GsCXM9Itr/RcYzPSrcOBWKzGYWF9OyZ7S1anO6Ak6fZvbAUeUCZBW7+9cOpjwEJERESax4CFiIiINI8Bi1FJEuOMMDS/tCO67K0Ldk27pmy9OWofvBXgDJn9T7c7oP1vn3cGPaHMOCy+K4jmaTJgKSkpQUZGBho3bgyz2Yz4+Hikp6fj+vXrXlmeiIiItEWTAcuUKVMwdepUNGnSBIsWLUJaWhoWLlyIvn37oqSkRPXljcF6pNu/p+p2FMVyk269WhrDKJs8qzDnll0s5Skzemkpne59sl8+XzrqATZJt7ptJaoL8HUByjp06BAWLVqE1NRUrFu3zjI9MTERkyZNwtq1azF06FDVliciIiLt0VwPy5o1ayCEwOTJkyXTx40bh+DgYKxevVrV5YmIiEh7NNfDsmfPHvj5+SE5OVky3Ww2o3nz5tizZ4+qy/variX3I6DgstvrqZ+3HxF//bzn5N/r029no1XJD36IkDP7ML9StmXS8WXv4BS7Up1WIoD5lW5Yfo/48mMg0N/uvL2yc1G70lUAQPAxf3w/P9ArZdSjunkHUfWvn89dK7RM128T/bvgAYW5mF/pjZs/Xzfh+/lv+KpQhlA7/xfU+OtnARP8dNtG1Ke5gCUrKwtRUVEICgqy+SwuLg47duxAYWEhAgPtHyzdXb48MTExkt89nROTeOEbROMPj67z9MU8j67P57IPIDD7AFKtz6tXfVYa3Uu2rsfD8vPdAuCW0nlLAOSqVyYjuZ5f5OsieJR/SSFS/bf9PYHtgLxEc7eE8vLy7AYbwM1ektJ51FreiH4TtSw/N6oZ5sOSuCG6ia9LQOSSwyLe8nPDaJ3uf9XqA36VfF0Kw/tN1NJvG/ECzfWwBAcH4/z583Y/y8/Pt8yj1vLlyc7Olvyem5uL8PBwl9dX1vG6w3A8/4rH1vd7aBPcWrUzbgUQGRyIQUnx5S6jSV2eA8JrA1f/rv/LN/7EkfPXUFRcUZ78Uo+/nwn1a4SiarB8z6MAcOz8NVy4VuC9gunc+ZCGqFe1Gx42mdCsVgQ6N6pR/kJaVCUGGP0FcOS/QEkxsq7k48zFPJTw8TyPuVi5Drq3HIo2dav5uiiapbmAJTY2Fj///DMKCgpsekoyMzMRFRXl8HaOu8v7Wtv75vi6CNpUyQy0Hi+ZFAEgySeFqZhMAOr/9Y8qoPjkm/8AxP71j8ibNHdLKCkpCSUlJdi9e7dken5+Pg4cOIBWrVqpujwRERFpj+YClsGDB8NkMmHBggWS6cuXL0deXh6GDRtmmXbs2DEcPnzY5eWJiIhIH0xCg++JnzhxIhYvXoz+/fujd+/e+OWXX7Bw4UK0b98e33zzDfz8bsZZCQkJOHXqlM1onUqX94TSHJYrV66gSpUqHlsvERGR0TlzDtVcDgsALFiwAAkJCVi2bBk2bNiAqKgoTJw4EbNnz1YUbLi7PBEREWmLJntY9IQ9LERERK5x5hzK7gYiIiLSPAYsREREpHkMWIiIiEjzGLAQERGR5jFgISIiIs3T5GPNelL6kFVuLl9ZSkRE5IzSc6eSB5YZsLjp6tWrAID4eJ2+VJCIiMjHrl69Wu6LhDkOi5tKSkqQlZWFsLAwmEwmj6yzQYMGAIAjR454ZH0VHevT81innsX69DzWqWepVZ9CCFy9ehWxsbHlDuzKHhY3+fn5oVatWh5fJwAOROchrE/PY516FuvT81innqVmfZbXs2Ipg8f/MhEREZGHMWAhIiIizWMOCxEREWkee1iIiIhI8xiwEBERkeYxYCEiIiLNY8BCREREmseAhYiIiDSPAQsRERFpHgMWIiIi0jwGLERERKR5DFiIiIhI8xiwEBERkeYxYCEiIiLNY8BCREREmseAhYiIiDSPAYtGlJSUICMjA40bN4bZbEZ8fDzS09Nx/fp1XxdNM3777TdMnz4dbdq0QfXq1REWFobmzZvjhRdesFtPv/76K+69915ERkYiJCQEd955J7755hu7675y5QomTpyIuLg4mM1mNG3aFG+++SYq2svM8/LyULduXZhMJjzyyCM2n7NOlbl48SIee+wx1K9fH2azGdWrV0eXLl2wdetWyXzfffcdunfvjrCwMFSpUgV33XUXDhw4YHedWVlZuO+++1C9enVUrlwZrVq1wkcffeSFrfGta9euYe7cubjtttsQFhaGqKgotGvXDitXrrRpS6xPqXnz5iEtLc2yTyckJDicX636KygowPTp05GYmIigoCDUq1cPzz//PP7880/nNkiQJkyaNEkAEP379xfLli0TU6ZMEQEBAaJLly6iuLjY18XThCeffFKEhoaKoUOHioULF4o333xTDBo0SAAQzZo1E3l5eZZ5jx49KqpWrSpq1Kgh5s6dK5YsWSKaN28uAgICxMaNGyXrLSgoEElJSSIgIEBMmTJFLFu2TPTv318AEDNmzPDyVvpWenq6CA0NFQDEhAkTJJ+xTpU5efKkSEhIEFFRUeLJJ58Ub7/9tpg/f74YNWqUWLNmjWW+nTt3iqCgIFG3bl0xf/58MX/+fFG3bl0RGhoqDh48KFnnH3/8IRITE0VISIiYNm2aWLp0qejUqZMAIN555x1vb6LXFBcXiw4dOgg/Pz8xevRosXTpUpGRkSGSk5MFAPHEE09Y5mV92gIgqlatKrp37y4iIyNFnTp1ZOdVs/769esnAIgxY8aI5cuXizFjxggAYuTIkc5tj1Nzkyp++uknYTKZRGpqqmT6woULBQDxwQcf+Khk2rJnzx5x+fJlm+nPPvusACAWLVpkmZaWlib8/PzE/v37LdOuXr0qateuLRo2bChKSkos05csWSIAiIULF0rWm5qaKipVqiROnjzp+Y3RoL179wp/f3/x2muv2Q1YWKfKdOjQQdSqVUtkZWU5nC8pKUmEhYWJs2fPWqadPXtWhIWFiR49ekjmffzxxwUAsX79esu0oqIikZSUJKpWrSquXr3q2Y3QiB07dggAYvLkyZLpBQUFIjExUYSHh1umsT5tHTt2zPJz06ZNHQYsatXfhg0bBAAxdepUyTqmTp0qAIjt27cr3h4GLBpQesLdsmWLZPqNGzdEcHCwuPvuu31UMn04ePCgACAeeOABIYQQ165dE0FBQaJr1642886ePVsAEN99951lWvv27UVwcLC4ceOGZN4tW7YIAOKll15SdwM0oKioSLRo0UL06dNHnDhxwiZgYZ0qs3nzZkmgVlhYKK5fv24z35EjRyxXnGWNGTNGmEwmkZ2dbZkWFxcn6tWrZzPvqlWrBADx4YcfenArtOOrr74SAMTLL79s81lSUpKIjY0VQrA+lXAUsKhZf8OGDRMAxOnTpyXznj59WgAQDz30kOJtYA6LBuzZswd+fn5ITk6WTDebzWjevDn27Nnjo5Lpw9mzZwEA0dHRAICDBw+ioKAAbdu2tZm3TZs2AGCp05KSEuzbtw933HEHzGazZN7k5GSYTKYKUf8ZGRk4fPgwFi9ebPdz1qkyX3zxBQCgdu3a6Nu3LypXroyQkBA0bNgQq1evtsxXuv1y9SmEwN69ewEA2dnZyMzMtNRz2Xmt12c0ycnJiIiIwMsvv4yPPvoIp0+fxuHDh/H0009j7969mDlzJgDWp7vUrL89e/YgLi4O8fHxknnj4+MRGxvrVF0zYNGArKwsREVFISgoyOazuLg45OTkoLCw0Acl077i4mLMmTMHAQEBGDp0KICb9QncrLuySqdlZmYCAC5duoQbN27YnTcoKAhRUVGWeY3qxIkTmDFjBqZPny6blMc6VebXX38FAIwbNw4XL17Ee++9h3feeQeBgYEYMWIE3n33XQDO1acz8xpNZGQk1q9fj6pVq2LQoEGoU6cObrnlFixZsgTr1q3DuHHjALA+3aVm/WVlZdmdt3R+Z+o6QPGcpJq8vDy7wQoAyxVqXl4eAgMDvVksXZg8eTJ27tyJuXPnolGjRgBu1hUAu3VqXZ/lzVs6f+k8RvXggw+ibt26mDp1quw8rFNlrl69CgAICwvDt99+a9ln7733XtStWxfPPPMMRo4c6bH6LDuvEYWGhuLWW29FSkoK2rVrh4sXL2LJkiUYOnQoPv30U/To0YP16SY166+885szdc2ARQOCg4Nx/vx5u5/l5+db5iGpadOmYfHixRg/fjyefvppy/TSuiooKLBZpmx9Opq3dH4j1/3q1auxceNGbNmyBZUqVZKdj3WqTOXKlQEAQ4YMkVxgREZGIiUlBatWrcKvv/7qsfo0+vHhxx9/RLt27ZCRkYEHH3zQMn3IkCG49dZbMW7cOBw7doz16SY16y84ONhjxwLeEtKA2NhY5OTk2P1SMzMzERUVxd6VMmbOnInnn38eo0ePxltvvSX5LDY2FoD9bt3SaaVdlJGRkahcubLdeQsKCpCTkyPbnal3BQUFmDp1Knr37o2aNWvi6NGjOHr0KE6dOgXg5jgqR48exeXLl1mnCtWqVQsAULNmTZvPYmJiANy8ZeZMfTozr9FkZGQgPz8faWlpkunBwcHo06cPTp06hZMnT7I+3aRm/cXGxsre9snMzHSqrhmwaEBSUhJKSkqwe/duyfT8/HwcOHAArVq18lHJtGnmzJmYNWsWRo4ciRUrVsBkMkk+v+222xAUFISdO3faLLtr1y4AsNSpn58fWrRogf3799sEjLt374YQwrD1f+PGDVy4cAEbNmxAgwYNLP86d+4M4GbvS4MGDbBixQrWqUKlifOlieDWSqfVqFEDSUlJACBbnyaTCS1btgRwM9CJi4uz1HPZeQEYtj5LT3TFxcU2nxUVFVn+Z326R836S0pKQmZmJs6cOSOZ98yZM8jKynKurhU/T0SqOXjwoMNxWN5//30flUx7Zs2aJQCIESNGOBxQb+DAgcLPz08cOHDAMq10zJAGDRpIxgxZvHix7JghAQEB4sSJEx7fDi0oLCwUH330kc2/N954QwAQd911l/joo4/Er7/+KoRgnSpx8eJFERYWJuLi4iRjUWRlZYmQkBDRsGFDy7RWrVqJsLAwkZmZaZmWmZkpwsLCRLdu3STrfeyxx2THvYiIiBC5ubkqbpXvTJ482e5j8JcuXRIxMTEiMjJSFBUVCSFYn+UpbxwWterv888/dzgOy9atWxVvAwMWjXjkkUcsI90uX75cTJ06VQQEBIhOnTpxpNu/lJ4Ea9euLd577z3x/vvvS/7997//tcx75MgRERkZKWrUqCHmzZtnGZXV399ffPXVV5L1FhQUiJYtW4qAgAAxdepUsXz5csuorM8995y3N9Pn7I3DIgTrVKmlS5cKAKJp06bitddeE/PmzRO1a9cWlSpVEv/5z38s823fvl0EBgaKunXrioyMDJGRkSHq1q0rQkJCJEGhEELk5OSIOnXqiNDQUDF9+nSxdOlS0blzZwFArFixwtub6DUnT54UVatWFSaTSQwfPly8+eab4oUXXhAJCQkCgFiyZIllXtanrVWrVok5c+aIOXPmiBo1aoiIiAjL76tWrZLMq2b93XPPPQKAGDt2rFixYoUYO3asACCGDx/u1PYwYNGIoqIi8eqrr4qGDRuKwMBAERsbK6ZMmWKYERc9YeTIkQKA7L9OnTpJ5v/5559FSkqKCA8PF5UrVxbt27e3GUK+1KVLl8SECRNETEyMCAwMFLfccotYtGiRpNegopALWIRgnSq1bt060bp1axEcHCxCQ0NFjx49xLZt22zm27Fjh+jatasICQkRoaGhomfPnmLv3r1213n27FkxfPhwUa1aNREUFCTuuOMOsXbtWrU3xeeOHj0q7rvvPhEXFycCAgJEWFiYuPPOO8W6dets5mV9SpUOl6/keCmEevV348YN8eyzz4o6deqIwMBAkZiYKGbPni0KCwud2h6TEBXgTWRERESka0y6JSIiIs1jwEJERESax4CFiIiINI8BCxEREWkeAxYiIiLSPAYsREREpHkMWIiIiEjzGLAQERGR5jFgISLdmTlzJkwmEzZt2uTrohCRlwT4ugBEVLGVfdt2eb799luVSkJEWsah+YnIp2bOnGkzbcGCBbhy5QoeffRRRERESD4bNWoUQkNDkZOTg9q1ayM4ONg7BSUin2LAQkSak5CQgFOnTuHEiRNISEjwdXGISAOYw0JEumMvh+XkyZMwmUwYNWoUfvvtN/Tv3x+RkZEIDw9Hv379cPLkSQDA0aNHkZaWhqioKAQHB6N37944fvy43b/zxx9/4IknnkCjRo1gNpsRGRmJPn36YNeuXV7YSiKyxoCFiAzlxIkTaNu2La5cuYKxY8eiffv2WL9+Pbp3745ffvkFrVu3Rk5ODkaNGoXOnTvjyy+/RJ8+fVBSUmKznhYtWuCVV15BXFwcJkyYgP79+2Pnzp3o2LEjPvvsMx9tIVHFxKRbIjKULVu24NVXX0V6erpl2vjx47F8+XK0a9cOzz33nN3PPv30U/Tv398y/b777sPZs2fx8ccfS6a/8MILSE5Oxrhx43Dy5EmYzWbvbBhRBcceFiIylMTEREyZMkUybcSIEQCAqlWr2nw2fPhwAMAPP/xgmXbgwAFs27YNaWlpkmAFAGJiYvD444/j3Llz+N///qfGJhCRHexhISJDuf322+HnJ70Wi4mJAQA0a9bM5rPY2FgAQGZmpmXazp07AQAXL160+xTTkSNHAACHDx9Gnz59PFZ2IpLHgIWIDCU8PNxmWkBAQLmf/fnnn5ZpFy9eBABs3LgRGzdulP1b165dc6usRKQcAxYiojJKA5t58+bhqaee8nFpiAhgDgsRkY3WrVsD+PvWEBH5HgMWIqIykpKS0K5dO6xfvx7vvPOO3Xl27dqFvLw8L5eMqOLiLSEiIjv++c9/okuXLhg7dizeeOMNJCUlISwsDGfOnMH333+Po0ePIjs7m68GIPISBixERHbUqVMH+/fvx4IFC/DJJ59g1apVEEIgJiYGt99+O6ZPn46oqChfF5OowuC7hIiIiEjzmMNCREREmseAhYiIiDSPAQsRERFpHgMWIiIi0jwGLERERKR5DFiIiIhI8xiwEBERkeYxYCEiIiLNY8BCREREmseAhYiIiDSPAQsRERFpHgMWIiIi0jwGLERERKR5/w+GqKOwt3P6xwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "{'BAC': 0.9310483870967742}\n" ] } ], "source": [ "model = jm.DiscreteJumpModel()\n", "res = model.fit(enriched_returns, k=2, lambda_=100, rearrange=True, n_trials=4)\n", "with set_figsize(6, 4):\n", " bac = model.evaluate(sim_states, res['best_state_sequence'], plot=True)\n", "\n", "print(bac)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We label the identified states and plot against the returns. The model indeed captures some market downturns." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jm.TestingUtils().plot_returns(np.array(sim_returns), res['best_state_sequence'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find the best Penalty parameter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we aim to find the best penalty parameter for the model. For each penalty parameter, we simulated 50 sequences of states with length 1000, and model runs 8 trials for each sequence. Finally, the average Balanced Accuracy is calculated for each penalty parameter." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "from tqdm import tqdm\n", "import json\n", "\n", "bac_lambda_hist = defaultdict(list)\n", "lambda_range = np.logspace(-2, 4, num=13, base=10)\n", "transition_matrix, norm_params = jm.TestingUtils().daily()\n", "model = jm.DiscreteJumpModel()\n", "\n", "# for lambda_ in lambda_range:\n", "# for _ in tqdm(range(50)):\n", "# sim_states, sim_returns = jm.SimulationGenerator().run(steps=1000, transition_matrix=transition_matrix, norm_params=norm_params)\n", "# enriched_returns = jm.FeatureGenerator().enrich_features(sim_returns)\n", "# enriched_returns = jm.FeatureGenerator().standarize_features(enriched_returns)\n", "# res = model.fit(enriched_returns, k=2, lambda_=lambda_, rearrange=True, n_trials=8)\n", "# score = model.evaluate(sim_states, res['best_state_sequence'], plot=False)\n", "# bac_lambda_hist[str(lambda_)].append(score[\"BAC\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below results are inline with the best penalty parameter found in the related literature." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bac_lambda_hist = json.load(open('bac_lambda_hist.json', 'r'))\n", "with set_figsize(6, 4):\n", " jm.TestingUtils().plot_averages(bac_lambda_hist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Continuous Jump Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The continuous version of the jump model follows roughly the same procedure as the discrete version, but estimates a sequence of state probabilities instead of a discrete state. The algorithm is generally slower.\n", "\n", "Here, we fit the model using the same simulated data and penalty parameter. Without bothering with many initializations and trials, we fit the model until no improvement is observed." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "ctsJump = jm.ContinuousJumpModel()\n", "centroids = ctsJump.initialize_kmeans_plusplus(enriched_returns, k=2)\n", "cur_s = ctsJump.classify_data_to_states(enriched_returns, centroids)\n", "second_col = 1 - cur_s\n", "cur_s = np.column_stack((cur_s, second_col))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "tol = 100\n", "max_iter = 100\n", "cur_loss = float('inf')\n", "best_states = cur_s\n", "best_loss = cur_loss\n", "no_improvement_counter = 0 # Counter for consecutive iterations without improvement\n", "\n", "for _ in range(max_iter):\n", " cur_theta = ctsJump.fixed_states_optimize(enriched_returns, cur_s, k=2) # Assuming 2 states\n", " lossMatrix = ctsJump.generate_loss_matrix(enriched_returns, cur_theta)\n", " C = ctsJump.generate_C(k=2)\n", " cur_s, cur_loss = ctsJump.fixed_theta_optimize(lossMatrix, lambda_=100, C=C)\n", " \n", " # Check if the current solution is better than the best known solution\n", " if cur_loss < best_loss:\n", " best_loss = cur_loss\n", " best_states = cur_s\n", " no_improvement_counter = 0 # Reset the counter if there's improvement\n", " else:\n", " no_improvement_counter += 1 # Increment the counter if no improvement\n", "\n", " # Check for convergence\n", " if no_improvement_counter >= 3:\n", " break" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model is shown to be more dynamic, and indeed captures the pattern we didn't see in the discrete version." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with set_figsize(6, 4):\n", " plt.plot(cur_s[:, 0], label='Estimated')\n", " plt.plot(sim_states, label='True')\n", " plt.title('True vs Estimated States in Probability')\n", " plt.xlabel('Time')\n", " plt.ylabel('State Probability')\n", " plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working with Real Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To work with real data, we also use the daily returns of a stock, and fit the model using $\\lambda=100$ as we have found to be the best in the simulation testing. For other frequencies, the model needs to be re-calibrated to find the best penalty parameter." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%%**********************] 1 of 1 completed\n" ] } ], "source": [ "import yfinance as yf\n", "# Define the ticker symbol\n", "ticker_symbol = \"TSLA\"\n", "# Fetch data\n", "data = yf.download(ticker_symbol, interval=\"1d\", period=\"500d\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "log_ret = np.log(data['Adj Close'] / data['Adj Close'].shift(1)).dropna().values\n", "enriched_returns = jm.FeatureGenerator().enrich_features(log_ret)\n", "enriched_returns = jm.FeatureGenerator().standarize_features(enriched_returns)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ctsJump = jm.ContinuousJumpModel()\n", "best_states, best_loss = ctsJump.fit(enriched_returns, k=2, lambda_=100, n_trials=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Model strikes a good balance between dynamics and persistence. Almost all market downturns are captured, and the probability transitions are smooth." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with set_figsize(8, 4):\n", " # Two states maybe flipped, so we need to rearrange them\n", " jm.TestingUtils().plot_state_probs(best_states[:, [1, 0]], data['Adj Close'])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }