{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "52ea1e1e", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T22:56:46.874454Z", "start_time": "2024-05-23T22:56:46.125791Z" } }, "outputs": [], "source": [ "from npDoseResponse import DerivEffect, IntegEst, DerivEffectBoot, IntegEstBoot, RegAdjust\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "9d802bc5", "metadata": {}, "source": [ "## Example 1: Single Confounder Model\n", "\n", "We generate independent and identically distributed (i.i.d.) data $\\left\\{(Y_i,T_i,S_i)\\right\\}_{i=1}^n \\subset \\mathbb{R}^3$ with $n=200$ from the following single confounder model as:\n", "$$Y=T^2+T+1+10S+\\epsilon, \\quad T=\\sin(\\pi S) + E, \\quad \\text{ and } \\quad S\\sim \\text{Uniform}[-1,1],$$\n", "where $E\\sim \\text{Uniform}[-0.3, 0.3]$ is an independent treatment variation and $\\epsilon \\sim \\mathcal{N}(0,1)$ is an exogenous normally distributed noise. The true dose-response curve is $m(t)=t^2+t+1$, and the true derivative effect is $\\theta(t)=m'(t)=2t+1$.\n", "\n", "The marginal supports of $T$ and $S$ are $\\mathcal{T}=[-1.3, 1.3]$ and $\\mathcal{S}=[-1,1]$ respectively, while the joint support of $(T,S)$ only covers a thin band region of the product space $\\mathcal{T}\\times \\mathcal{S}$; see the figure below. The conditional density $p(t|s)$ for any $s\\in \\mathcal{S}$ is 0 within the gray regions, and the positivity condition clearly fails." ] }, { "cell_type": "code", "execution_count": 2, "id": "6659c28d", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T22:56:47.804852Z", "start_time": "2024-05-23T22:56:47.438485Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr0AAAInCAYAAACV2eH9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAACE/UlEQVR4nO3dd3hUVd4H8O/MJJn03kkBAiQkEHqVIgihqCB11UXFtrqru767VnZdWSvuiu666+tasKBgo4OCID0kFGmBkISShISQQnrPZMp9/+DNmEB6ZubM3Pl+nifPM5PcO+ebqb8599xzFJIkSSAiIiIikjGl6ABERERERObGopeIiIiIZI9FLxERERHJHoteIiIiIpI9Fr1EREREJHsseomIiIhI9lj0EhEREZHsseglIiIiItlzEB2ArI/BYEB+fj48PDygUChExyEiIiIbJkkSqqurERoaCqVSXH8ri166SX5+PsLDw0XHICIiIhm5cuUKwsLChLXPopdu4uHhAQDYsWMHvLy8BKchIiIRJElCbnk9zhdU42JxDa6W10Grl3p8u44qBSL8XNHXzx0xIR4I93HhUUWZq6ysxKxZs4z1hSgseukmTW8+Xl5e8PX1FZyGiIgsRZIkXCquxbGsUpzILUdVve7//6IAHNygMEHVoAOQVQlkVdZid1YtvF0dMSzcG+Oi/NA3wL3nDZDVEv3lhkUvERGRnavV6JCUWYID54tRVKWxaNsVdVrsO1+MfeeLEeLtjIn9/TGxfwBcHFUWzUHyx6KXiIjITpXWNmLXuUIcvFgMra7nQxd6qqCiAd/9nIetpwswoZ8/ZgwKgo+rk+hYJBMseomIiOxMeZ0WW09fRXJmKfQG8cXujRq0euxOL8L+C9cwsb8/bh8cCm9XR9GxyMax6KVuMxgMoiMQEXWLyGmTRKrX6vHDmQLsySiyip7djuj0EvZlFOPQpRLMjA3GzMHBUDtw2AN1D4te6jKdTged7vrJDaIHpRMRdZUkXS/2HBwc4OBgPx+DhzNLse5EHqrqtaKjdJlWJ2HbmQIkXirBopFhGNPHT3QkskH282onk2gqeD09PeHh4QEHBwcWvkRkMyRJgk6nQ3V1NaqqqgBA9oVvUZUGq5OzcaGoRnSUHquo0+Ljg9lIzizFfWMj4e+uFh2JbIi8X+lkck0Fb3BwMItdIrJZbm5uAICqqirZFr2SJOGn9CJsOnXVJoYydMW5q1V4acs5LBwRhqkxgaLjkI2Q5yudzKJpDC+XJyYiW6dQKODh4YGqqioYDAbZjfEtq23Ex4lZuCiD3t22NOoM+OpoLlLyKvDQ+D7w4olu1AF5vcrJ7BQKhWx7RYjIvsh1eNap3HK8vO2crAve5s5drcLyrak4e7VSdBSycix6qcvk+CFBRPZHbu9leoOEb45dwf/uy0StRi86jkXVaPR4d89FbDiZB4Mkr6EcZDrssiMiIrJxVfVa/PdApt307rZKAnacLUR2SS0enxwFdzVLHGqJPb1EREQ2LKe0Dq9+n2bfBW8zGQXVeP2HdFwtrxcdhawMi14iK5eQkAAXFxccPHhQdBSyMXq9Hv/4xz8QHx8PT09PuLi4ICEhoUu38etf/xqenp7Izc01U8qeqaqqQkhICKZOnSo6ihCncsvxjx8zUF5ne3PvmlNxtQZvbE/H2TyO86VfsOglMoPo6Gi4uLjgyy+/FB3lJgcPHsRrr73GItqC/vOf/+C1115DRUWFRdt95ZVXsHz5cuTk5CAuLg7jxo1DXFxcp/c/fvw4Nm7ciPvuuw8REREAfnlud+UnOjq6022mp6fjySefxODBg+Hj4wM/Pz/ExMQgISEBL7/8Mg4fPtxie09PT/zud7/D4cOHsW3btk63Iwe70grx/v5MaHRcHbM1Gp0B/9l3CQcvFIuOQlaCA16IrFx4eDgGDBgAFxcXk9zewYMH8frrrwMAJk2aZJLbpPa99957yM3NxX333Qdvb2+LtClJElatWgWFQoG9e/dixIgRXb6Nv/71r1AoFHj22WeNvxsxYgR69erVYjuNRoOTJ08CAIYPHw61uuWCAcHBwZ1q7+uvv8bjjz+OxsZGODo6Ijw8HD4+PiguLkZiYiISExOxa9cuJCUltdjvySefxL/+9S+89NJLuOOOO2R3gtqNJEnC+pNXsTO1UHQUq2cwSPjicA5Kaxsxb1ivjncgWWPRSyYX87c9oiN0ScbfbhMdoV2ffPKJ6Ahkg4qLi1FWVobAwMBuFbwZGRnYv38/Jk6ciN69ext//9VXX920bU5ODmJiYox/j4yM7HJ7OTk5+O1vf4vGxkY88MADeOWVVxAY+MuiA4WFhdi8eTN+/vnnm/b18fHB7NmzsX79euzfvx9Tpkzpcvu2Qm+QsDr5MpIzS0VHsSk/nClAjUaHJWMiZP+liNrG4Q1ERDJUX3/9JB5nZ+du7d/0ZWvx4sUmy9Se7777DhqNBgMGDMD777/fouAFrvcWP/74421+CVy0aBEA4LPPPjN7VlF0egkfHMhkwdtNB84X45ND2dAbOKWZvWLRS2RhO3bswJw5cxAWFgYvLy/ExMTgqaeewpUrV1rdvq0T2R599FHjuOH8/Hw89thj6NOnD7y9vTF8+HB88MEHN92Wi4uLcWjD66+/3mLc5aOPPtqp/LW1tXjjjTcwatQo+Pn5wdvbG/369UNCQgLeeustaLW/nFBz8ODBdk+eysnJaXXMZ/PfS5KE999/HyNHjoSvry8iIiLw0EMPtXliVdP/AwDffPMNJkyYAH9/f4SGhmLRokU4d+5cu//bm2++afzfAgMDMXHiRHzwwQfQ6XQ3bd/8/9PpdHj77beNOaOjo/Hll1/CxcXFmDUmJqbFfd6VcdW5ubn4wx/+gJiYGHh5eSEsLAxz587Fzp07W70Pmnpec3Nzu9Xmhg0bAAAzZ87sdMaeuHz5MgAgLi6uW6ujTZ8+HQ4ODti2bRs0Go2J04mn1Rvwv/su4lRuhegoNu1IVhk+OJDJwtdOcXgDkQX99a9/xcqVKwEAvXr1QmRkJDIyMvDRRx9h3bp12LZtW5cPRefm5uKWW25BRUUFBg4cCIVCgfT0dPzxj39EZWUlnn/+eeO248aNw5UrV5CXl4ewsDCEh4cb/9a/f/8O29LpdJg9ezaOHTsGpVKJfv36wd3dHQUFBUhKSkJiYiIeffRRk45b/Z//+R989NFHCA8Px8CBA5GWloavv/4au3fvxu7duzFgwIBW93v77bfx4osvIjg4GNHR0bh48SK+//577NmzB9u2bcMtt9zSYvvi4mLMnj0bqampUCqViIuLg1arxfHjx3H8+HF8//33WL9+fas9p5IkYfHixdixYwf69u2LgQMHoqGhAYGBgRg3bhxOnjwJjUZz03hXT0/PTt0Hx44dw9y5c1FRUQE3NzcMGjQIRUVF2LVrF3bt2oVly5bhpZdeMm4/btw44zhbtVqN4cOHd6nNzMxMFBQUIDg4GGFhYZ3K2FMeHh4AgDNnzkCr1cLRsWtLyrq4uGDQoEE4ffo0jh8/ftPja8u0egP+s/cS0vKrREeRhVO5FXh/fyZ+OzkKDioOdbAn7OklspDt27dj5cqVcHBwwKeffopLly4hKSkJ2dnZmDNnDsrLy/HrX//aeFi6s/7+979j3LhxyM7ORnJyMrKysvDuu+8CAN58880WMwbs3bsXDzzwAADggQcewN69e40/zz33XIdtbdu2DceOHUN8fDzOnz+PlJQUJCUlISsrC5cvX8Zbb70FJyenLuVvT35+Pj777DOsXr0aFy5cQFJSEi5duoSpU6eiuLgYDz/8MKQ2Vl96+eWX8eabbyIzMxNJSUm4fPky7r77btTX1+Ohhx666X7+wx/+gNTUVMTGxuLs2bM4duwYTp06hUOHDiEoKAh79uzBq6++2mpbhw8fxokTJ7Bv3z6cO3cOSUlJSEpKwowZM7B3714EBQUBuD7etfl9PnTo0A7vg7q6OixZsgQVFRVYsGABsrOzjffDxx9/DJVKhRUrVrTo8d27d69x7G1QUFCX2zxy5AgAtCiWza3paEBmZqaxB7uurq5Lt9H0hTE5Odnk+UTR6g14bx8LXlNLuVKB/x64BJ2ePb72hEUvkYU09fA+9thjuOeee4y/9/T0xGeffQZ/f3/k5OTgu+++69Lt+vn54eOPP27Ru/qb3/wGw4YNQ0NDAw4cOGCS/ABw6dIlAMD9999/Uw9gQEAAnnzySbi6upqsPZ1Oh0cffbTFuFI/Pz989tlncHZ2xvHjx9s8XD9jxgw89dRTxkPlrq6u+PDDDxEcHIzc3FysW7euxf+1ZcsWANfHsvbt29f4txEjRuDtt98GAHz44Yeorq6+qS29Xo93330XY8eONf6uu2Npb/Ttt9/iypUrCAoKwqpVq4w9ogCwZMkSPPLIIwCAt956yyTtATAOx+jsrAumMHXqVDz88MMAgH379uGuu+5CUFAQRo8ejd///vfYvn079Pr2l9ZtytvWUCFbo9NL+O/+TJy7yoLXHFKuVOKjg1lcttiOsOglsoCamhocPXoUAPC73/3upr+7urriwQcfBADs3r27S7e9aNEiuLm53fT7pl6v7OzsrsZtU1Oh++OPP3a5F667Hn/88Zt+FxgYiHnz5gEAfvrpp1b3e+yxx276nZOTE5YuXXrTfnv27IEkSRg/fnyrPaHz5s1Dr169UFtbe9M8sQDg5eWFO++8szP/Tpc1PR8efPDBVgvpJ554AsD13tna2lqTtFlSUgLg+qwIlvTee+/h66+/xsSJE6FSqaDT6XD27FmsWrUKCxYswOjRo5Gamtrm/k15i4ttf15WgyTho4NZOMPFFczqZG45Pku63OYRI5IXFr1EFpCZmQmDwQC1Wo0+ffq0us3AgQMB/NKb2lnNeyWbCwgIAACTFUIAMGfOHERGRmL37t3o27cv7rvvPnzwwQdIS0szWRvNOTo6IioqqtW/NZ2odfHixVb/3taCCE2/b34/N91G02NwI6VSadyvtfaioqKgUqla3benmnI2/b836tevH5ycnKDX65GVlWWSNptOBLtxvl1LuOuuu7Br1y7k5+fjhx9+wPLlyzFy5EgAQFpaGm6//fY2i9qmExgbGhosltdcvjycg5O55aJj2IXDmaX46ph1rjhIpsWil8gCampqAAD+/v5tzhHZNO6ztcPn7WmtlxeA8bC+KXsw3NzcsHv3btx///0wGAxYv349/vjHP2LEiBEYPnw4tm/fbrK2gOtDGdo6k79pSqum+7atv9+otfu56YtB0xeFrrbX1mNgCk3ttfX/KBQK+Pv7A+j6c6ctTT2mll5BrjlPT09MnToVL7zwAhITE7F27VoolUpcu3YNn376aav7lJWVAbj+vLFl60/kIfFiiegYdmVfRjG2peSLjkFmxqKXyALc3d0BXD9s3FYRWlRUBAAtxmxao7CwMHz44YfIz8/HgQMH8Oqrr2L48OFIT0/H4sWLcezYMeO2TQV+W/9zR73QpaWlMBhaX2K1qbev6b5t6+83unbtGoCW93NT0dreYfGm/dpqz1ya2mtq/0aSJBmHI5jqudNU/JeXW09P4/z583HXXXcBuL48cmua8jZ9CbBFu9IK8SNXWhNiy+l8HOCSxbLGopfIAqKioqBUKqHRaNocY5ueng7g+uFqczLVakQODg4YPXo0nnnmGSQlJWHRokXQ6/X44osvjNs0ndTWVJTdKDMzs902tFptm4fsMzIyALQ91dr58+fb/X3z+7npNpoegxsZDAbjfp2Z2u1GPbnPm3I2/b83unTpEhobG6FSqdoc6tJVQ4YMAdD2fShK09CgxsbGVv/edB91ZoYKa3QipxzfHc8THcOurT2ai1McViJbLHqJLMDd3d14Zv/7779/09/r6+vx+eefA7g+yb45NZ0M1dWp0ToyevRoAEBBQYHxd01FSnZ2NkpLb15Fqul/bs+HH3540++Ki4uxceNGAMC0adM6vV9jY6Oxzeb7TZs2DQqFAsnJyTh9+vRN+23evBlXr16Fm5sbxo0b12HmGzWNNe3Ofd70fPjss89aHav6v//7vwCuz81rqmEWo0aNgqOjI1JTUy220ENbPdnNNU2l1tY47xMnTgCATc7Re+laDVYlZgE8n0oog0HCx4nZuFxqunMhyHqw6CWykKeffhoA8NFHH+Gbb74x/r66uhoPP/wwiouLERkZaVxO1VyaCtEjR460uspYe/7973/jP//5j3EoRpPc3FxjMdm8l83X1xcjR46ERqPB888/b1ytTa/X46233mpz5oUmDg4O+Oijj4yrgwHXx20+9NBDaGhowPDhwzF58uRW9/3xxx/x3nvvGYdW1NfX43e/+x0KCgoQFhbW4n6OiorC3LlzAQCPPPJIi974U6dOGR+7xx9/vFtDCJru88TExC7vu3jxYoSHh6OoqAiPPvpoizHFX3/9tXFZ3meeeabLt90WV1dXjBs3Do2NjW0OJeiu1157rdVV+v7xj3/gtttuw7fffnvT2OSCggL8/ve/R1JSEhQKBZYsWXLT7WZmZqKoqAjR0dEtFl2xBdeqNHhv70VoOWesVWjUGfDvPZdQWtv6EQWyXSx6iSxk9uzZeOaZZ6DVavHggw+if//+uOWWW9CnTx9s2rQJPj4+WLNmjbFX0FymTZsGHx8fJCcno3///pg6dapxCeGO5Obm4rnnnkPv3r0RExODiRMnYujQoYiNjcW5c+cQFxeHP/zhDy32ef311+Hg4IC1a9ciIiICt9xyCyIjI/HKK6/g73//e7vthYaGYunSpViyZAmio6Nxyy23oF+/fti9ezf8/PzwySeftDl0YPny5Xj22WfRt29fTJgwAb1798batWvh7OyMzz777Kb5hP/9739j0KBBOHfuHAYPHowxY8Zg+PDhGD9+PAoLCzF16lS8+OKLHd5HrVm4cCGA6wtgjBw5EgkJCUhISEBKSkqH+7q6umLNmjXw8vLC+vXr0bt3b9xyyy3o378/HnroIeh0OrzwwguYMWNGt7K1pWlqt/Xr15v0dtvS1NO+dOlSBAcHY/DgwZg4cSIGDhyIAQMGYNWqVVCpVHjrrbdaXTSjKef9999vkbymUteox7/3XkCNpv05iMmyquq1+Pfui6jX8nGRExa9RGbQNIn+jUupvvrqq9iwYQNuu+021NbWIjU1FX5+fnj00Udx9OhR49RM5uTp6Ylt27ZhxowZaGxsxNGjR5GYmIgLFy50uO+jjz6KF198ERMmTIBWq8WZM2dQUVGBESNG4J133kFiYiK8vLxa7DNp0iRs27YN48ePR2NjIy5duoShQ4di586dmD17dodt/utf/8LKlSvh4eGBtLQ0uLm54e6770ZSUlKb03gB13vWP/vsM/Tq1Qvp6elQKBS44447cPDgQUyYMOGm7QMCArB//3689NJLiImJwcWLF5Gbm2v83zZv3tztBSfuvfderFy5EoMHD0ZWVhYSExORmJiIysrOzcE6evRoHD16FI888gj8/PyQmpqK2tpaTJs2DZs2bcLy5cu7las98+bNg4+PDzZu3NjlIwLtaTpKEB8f3+L3r7zyCjZt2oTHH38cw4YNQ21tLVJSUlBSUoL+/fvj0UcfxeHDh43zEt/ou+++g6OjY6u9wNZKb5Dwwf5MFFZaZggJdc3Vinp8fDCLc/jKiELio0k3qKqqgpeXF5KTk+Hr62v8vcFggFarRWRkpJD5O21JYGAgqqursWnTJsycOVN0HJuTk5ODmJgYREREdPlkqp6Mn6WW/vGPf2D58uX49NNPW6wi2BOjRo1Ceno6UlNT0bt3b5Pc5oEDBzBz5kw89thj+Ne//tXp/TQaDXJycuDo6Njm1HjmtPZoDvZlcLYAazdzUDAWjgjreENqU1lZGcaPH4/Kykp4enoKy8GeXiITy8nJMY5JbK8nksjaPfnkkwgJCcHf//73NqeO64qqqiqkpaVhzpw5Jit4AeCNN96Au7s7li1bZrLbNLfEi8UseG3Ej6mFOJp984m4ZHtY9BKZUGNjI/7yl78AAGJjY036wU5kaa6urvjkk0+wcOFC5Of3fOL+o0ePwmAw3DTuuyeqqqowadIkrFq1yrjwiLXLKq7B2qNcAcyWfJ50GTmllll6nczHQXQAIjnIzMzE0qVLceHCBVRVVUGlUmHFihWiYxH12JQpUzBlyhST3Nb06dNNPuzE09PT+EXTFlTWa/H+/kzoOFODTdHqJby//xJeuiMWbmqWTraKPb1EJlBTU4MTJ05AqVRi2rRp2L59+01TMhGRfdMbJHxwIBMVdVrRUagbSmsa8VEiT2yzZfy6QmQCQ4YMQV0dD32ZSmRkZLd7BHkCG1mrTaeu4mJRTccbktU6d7UKW07n465hvURHoW5gTy8REZGZncotx4+phaJjkAl8f7YAqflVomNQN7DoJSIiMqPiag0+TbosOgaZigSsSsxCeR1XbLM1LHq7qaSkBDt37sQbb7yBBQsWIDIyEgqFwvizf/9+s7VtMBjwzTffYO7cuYiMjISzszMCAwMxZswYvP766zctEUtERGLo9BI+PJiJ+kau7CUnNQ06fHggC3oDx/faEo7p7YYPPvgAv/3tb4W0nZeXZ1yNqrni4mIUFxfj2LFjeOedd7Bq1SrMmzdPSEYiIrpu/Yk8XC7heH85unStBptPX8WC4Vy4wlaw6O2GhoaGm37n4eGBhoYGaLXmOyu3vLwcCQkJSE9PB3B95an58+cjOjoaZWVl2Lp1K7KyslBWVobFixdj69atmDVrlslz8MxVIpIDc7+XpVypwO50HnmTsx9TCxEb4omBIeJWGaPO4/CGbnB3d8fkyZPxpz/9CWvXrkVGRgYqKysRGhpq1nafeeYZY8EbExODtLQ0rFmzBn/961/xz3/+ExcuXMDvfvc7AIBOp8MDDzyAqirTDraXJAk6nc6kt0lEJIJOpzNb4VtRp8VnSdlmuW2yHpIErErMRo2Gn4u2gEVvNzzyyCPYv38/3n77bdx7772Ijo6GQqEwa5sZGRn4/PPPAQCOjo5Yv379Tat9qVQq/Oc//8GECRMAXB/ysHLlSpNlaFqbvrq6mr29RGTTJEkyLhfe9N5mytv+9FA2ajQcx2sPKuu1+PQQv+DYAg5vsBFr1qyBwWAAACxcuBBxcXGtbqdUKvHiiy9i5syZAIAvvvgCr7zyislyODg4GHuPPTw84ODgYPaCn4jIVJqOVlVXV6OqqgoODqb/GNyVVoS0Ak5pZU/O5FViX8Y1TIkJFB2F2sGi10Zs2bLFeHnx4sXtbjt9+nR4e3ujoqICOTk5OHXqFIYNG2aSHE0fEFVVVaiqqmLBS0Q2p+lIlYODg8mL3pzSOmw6edWkt0m24bsTVxAT4okQL2fRUagNLHptgEajMY7lBWAcvtAWpVKJ8ePHY/v27QBg0qIX+OWDoqnnmYjI1ph6SAMAaPUGfHIoCzpOY2WXtDoJHydm4S+zB0KlZIeQNWLRawMyMjKg118fG+bt7Q1/f/8O9+nXr5/x8rlz58ySyxwfGkREtmrjyavIr7h5dh+yH7mlddhy+irmcxozq8SqxQYUFv6ydGVYWOdeSM23a74/ERGZXkZhFX7i9GQE4MdzRcgsrhEdg1rBotcGNJ1hDABubm6d2qf5ds33b41GozGO0W36ISKizqnX6vHZocsARzUQAIPh+uwdjToOAbQ2LHptQH19vfGyk5NTp/Zxdv5lIH1dXfurAa1YsQJeXl7Gn/Dw8O4FJSKyQ9/9fAWltY2iY5AVKarSYMPJPNEx6AYsem2Ai4uL8XJjY+feWJuvGufq6trutsuWLUNlZaXx58qVK90LSkRkZ85erUTixRLRMcgK7cm4hoxCHjm1Jix6bYCHh4fxcm1tbaf2ad6723z/1qjVanh6erb4ISKi9tVp9fji8GXRMchaScDq5BxodFykxFqw6LUBwcHBxstXr3Zu/se8vF8OqzTfn4iITOO7n3NRXqsVHYOsWHG1Bhs5b7PVYNFrA2JiYqBSqQAA5eXlKCnp+FDapUuXjJfbWr2NiIi6Jy2/CoculoqOQTZgT8Y1XLzG2RysAYteG6BWqxEbG2u8npSU1O72BoMBycnJxuumXJiCiMjeaXR6rOawBuosCfg8KRtaPWdzEI1Fr42YO3eu8fK6deva3XbPnj0oLy8HAPTu3ZtFLxGRCW08eRWlNZytgTqvqEqDLafzRceweyx6bcSvf/1r4wpo69ata7EscXMGgwGvvfaa8fr9999vkXxERPYgs7gGezOuiY5BNuintCLklrU/hSiZF4tewfbv3w+FQmH8aUtMTAyWLl0K4Pq0ZQsWLEBOTk6LbfR6PZ566ikcPHgQABAQEICnn37abNmJiOyJTi9hdfJlSFyEgrpBb7j+/DHwCSSMg+gAtmrhwoU3/a64uNh4efny5QgICGjx9yeffBK33nprt9tcuXIlDh8+jPT0dKSnpyM2Nhbz589HdHQ0ysvLsWXLFmRmZgIAHBwcsHr1ak4/RkRkIjtSC5Bf0dDxhkRtyCmtw09pRZgRx1mVRGDR200bNmxo9+9Nva3N3XHHHT1q08fHBzt37sTdd9+N5ORk1NXVYc2aNTdt5+vri48//hizZs3qUXtERHRdYVUDfjhbIDoGycCW0/kYEekDf3e16Ch2h8MbbEx4eDgSExPx1Vdf4c4770R4eDicnJzg5+eHkSNH4tVXX0VaWhrmz58vOioRkSxIkoQvki9Dp+dhaeq5Rp0BXx3NFR3DLrGnt5skE43JufXWW7t8W0qlEvfccw/uuecek2QgIqK2JWeW4kIR51kl0zmTV4njl8sxsreP6Ch2hT29REREbajV6LDuRF7HGxJ10dfHclGv5RLFlsSil4iIqA3rT+ShpkEnOgbJUGW9FptPcYliS2LRS0RE1IrM4hokXup42Xei7tp3vhg5pZy711JY9BIREd3AIEn48nAOwHPXyIwMBglrjuSY7Dwhah+LXiIiohvsSb+GvPJ60THIDmSX1OLgRR5RsAQWvURERM1U1mux9XS+6BhkRzaezEONhmPHzY1FLxERUTPrjl/hWfVkUbUaPTae5Cwh5sail4iI6P9dKKzGkawy0THIDiVeLMHl0lrRMWSNRS8RERGun7z21TGulEViSBKw9kguT2ozIxa9REREAA6cL+bJayRUdkktki6Vio4hWyx6iYjI7tVodNh0mgsFkHgbTuahjmPKzYJFLxER2b1Np66iTsNCg8SrbtDhe84eYhYseomIyK7lltXh4IVi0TGIjPZkXENBZYPoGLLDopeIiOza18dywXOHyJroDRK+/ZknVZoai14iIrJbJ3LKcbGoRnQMopukXq3CmbwK0TFkhUUvERHZJa3egO+OXxEdg6hN3x2/Ar2BhyFMhUUvERHZpV1pRSitaRQdg6hNhZUa7M24JjqGbLDoJSIiu1NZr8X2MwWiYxB1aNuZfNRodKJjyAKLXiIisjubTuVBozOIjkHUoTqNHls5h7RJsOglIiK7kltWx1WvyKYcuFCCgkquFthTLHqJiMiufHf8CqcoI5uiN0hYdzxPdAybx6KXiIjsRsqVCmQUVIuOQdRlZ/IqkVFQJTqGTWPRS0REdkFvkLDuBKcoI9v17fE8SDxM0W0seomIyC4cvFCMwkqN6BhE3XalrA7JmRyP3l0seomISPbqtXpsTckXHYOoxzaduopGzjzSLSx6iYhI9nakFqC6gXOdku2rqNPip7RC0TFsEoteIiKStfK6RvyUViQ6BpHJ7EgtQnWDVnQMm8Oil4iIZG3zqavQ6njyD8lHA4frdAuLXiIikq2r5fU88Ydk6eCFEhRV8cTMrmDRS0REsrX+BBeiIHnSGyRsPMkFK7qCRS8REclSRmE1zl7lZP4kXydyypFVXCM6hs1g0UtERLK0gQtRkB1Yf4K9vZ3FopeIiGTnRE45skvqRMcgMrsLRTU4m1cpOoZNYNFLRESyojdI2MSxjmRHNpzk8sSdwaKXiIhk5dClEhTyrHayI3nl9TicVSY6htVj0UtERLKh1RuwjfOXkh3acvoqdHr29raHRS8REcnGT2lFqKjjSlVkf0prGrH/wjXRMawai14iIpKFOo0eP6YWio5BJMz2swXQaPWiY1gtFr1ERCQLO84VoK6RH/hkv6rqddiVViQ6htVyEB2AiIiopyrrtdiTzkO7lqRQAO5qB3g4O8BN7QCVUgGVUgFJAjRaPRq0BlQ2aFHToBMd1a7sPFeEKTGBcFezxLsR7xEiIrJ536fko1FnEB1DtlzVKvT1d0Mff3dE+LogyNMZAR5qOKo6PmCs1RtQUtOI/Ip65JXVIbu0Fpeu1aKBh+HNokGrx/azBVg8Mlx0FKvDopeIiGxaSY0GBy+WiI4hO3383TAkzAuDwrwQ6esKhULRrdtxVCkR4uWMEC9njIj0AQAYJAm5ZXU4m1eJU7kVyC3jQiKmtC/jGqbHBsPH1VF0FKvCopeIiGzallP50Bs4VZMpBHupMT7KH6P7+MLfXW22dpQKBXr7uaG3nxvuHBKKkhoNDmeWIjmzFMXVnGO5p7R6Cd+fycd9YyNFR7EqLHqJiMhm5VfU40h2qegYNk2hAIZH+GBKdABiQjyFZPB3V+POIaG4Iz4EGYXV2J1WhJSrlQC/y3TboYslmBkXjAAP8315sTUseomIyGZtOZ0Prr7aPQ5KBcZF+WHmoBAEeVpHYaRQKDAwxBMDQzxRWNWA7WcLcCSrDAb25HeZ3iBhy+l8PDKxj+goVoNFLxER2aSc0jqcyC0XHcPmKBTA2D5+uGtYKPzMOIShp4I9nfHQLX1w++BQbEu5iiPZZez57aKj2aWYPTgYod4uoqNYBc7TS0RENmnTqTwWQV0UE+KB5XfG4uGJfay64G0uyFONRyb2xYu3D0S/QHfRcWyKJF0/GkLXsaeXiIhsTmZxDVKvVomOYTO8XR2xeGQ4RvfxFR2l23r7ueGFWTE4ml2Kb3++gqp6zv/bGSdyy5FTWodIP1fRUYRjTy8REdmcTSevio5gMyYNCMBrdw2y6YK3uTF9/PDq3EGY0N9PdBTbIAGbT+WJTmEV2NNLREQ2JaOgChmF1aJjWD0/Nyc8ML43YkPFzMhgTm5qBywd3wcjIn3xedJlVNZrRUeyamevViGzuAZRAfY9PIQ9vUREZFM2cYxih0b29sHyuXGyLHibG9zLCy/PjcPwCB/RUaze5lM8OsKil4iIbMbZq5XIvFYjOobVcnJQ4oFxkXh8chRcHVWi41iEu9oBv5sShXvHRMBB2b1V4+xBekE1ztv5ERIWvUREZDO2nGZvVVsCPNT48+wYTBwQIDqKEFNjAvHC7Bj4uTuJjmK1Ntv564dFLxER2YRTueW4XFInOoZVGtTLE3+9PRZhPvZ9hn5vPzf89Y5YxAR7iI5ilS4W1SAt335nPWHRS0REVk+SJGxNKRAdwyolxAbhqdv6w1VtH8MZOuKudsAfpw/AlBj77PHuiD339rLoJSIiq3cytwJXytjL25xKqcB94yKxeFQ4FAqOZW1OpVTg12Micc/ocPCuaSmruBZnr1aKjiEEi14iIrJqkiRhK2dsaEHtoMTvb+uPyXY6frezbhsYhN9OjoKjAyvf5rbaaW8vi14iIrJqx3PKcbWiXnQMq+Hu7IBnZkRjkMynIzOV4ZE+eCYhmsM/mskuqUNKXoXoGBbHopeIiKyWJEnYlsJe3ia+bo54YVYM+vi7iY5iU6IC3PHcjGh4ujiKjmI1ttjh0RMWvUREZLV+vlyO/IoG0TGsQoCHGs/PjEGwp7PoKDYpzMcVL8yMgZ8bpzQDgNzSOpzKLRcdw6JY9BIRkVWSJAnbzthfb1Rrgj3VeG5mDPzc1aKj2LRATzWemxkNfw8WvgCwNaUAkiSJjmExLHqJiMgqHbtchgL28iLYS41nZ8bAx5WH5k3Bz12NZ2fEsPAFcKWsDqevVIiOYTEseomIyOpwLO91gR5qPJMQAy+ORTUpPzcnPDuDq7cB9tXby6KXiIisztHsMhRWakTHEMrP3QnPzIiGN3t4zcLPzQnPJPD+vVJWh1O5FaJjWASL3h7IysrCn//8ZwwdOhS+vr5wdXVFVFQU7r33Xmzfvt2kbSkUii79vPfeeyZtn4jIUiRJwvd2PpbX08URzyREw5cnXZlVgIcaf5o+AO7ODqKjCLXtjH309rLo7ab3338fgwYNwooVK5CSkoLy8nLU19cjKysLX3/9NW6//XbMmzcPVVX2u8Y1EVF3HLts3728rk4q/Gl6fwR48KQ1Swj1dsEfpw2As6P9zuNrL7299v3Vpps++OADPPHEE8br8fHxmDlzJlxdXZGSkoJt27ZBp9Nh8+bNmDdvHnbs2AEnJ9N8W/fx8cGf//znDrebMGGCSdojIrIkex/L6+igwB9u648wH1fRUexKpJ8rnpgShXd3X4TOIP8ez9ZsO1OAYRHesl7SmkVvF2VmZuKpp54yXl+xYgVeeOGFFtucOnUKs2bNQlFREfbu3Yu3334by5YtM0n7np6eeOaZZ0xyW0RE1saee3mVSgUemxSFfoHuoqPYpYEhnnhoQh98lJgF2GHd2zSTw7AIH9FRzIbDG7ropZdeQmNjIwDg3nvvvangBYBhw4bhiy++MF5/8803UVFRYamIREQ2yd57ee8ZFY6h4d6iY9i10X18sXhkmOgYwmw7UyA6glmx6O2CmpoabNy4EcD1E8teeumlNrdNSEjA2LFjAQBVVVXYvHmzJSISEdmsny+X220v78xBwZgSEyg6BgFIiA3GlJgA0TGEyC2tQ4qM5+1l0dsFO3fuREPD9YnS4+PjER0d3e72ixYtMl7etGmTWbMREdkye56xYUSkDxYM7yU6BjVzz+gIDO7lKTqGEFtlfLSFRW8XnDp1yni5MyeKTZw4sdV9e6KsrAy33347QkJC4OTkBB8fHwwcOBAPP/ywyadJIyKylBM5Fci3w9XXIv1c8fCEPrI+ecgWKRUKPDY5CmE+LqKjWFxOaR3O5FWIjmEWLHq74Ny5c8bL/fv373D7fv36GS9fuXLFJNOXVVdXY/v27SgsLIRWq0VFRQUyMjLw6aef4vbbb8eoUaNw8eLFHrdDRGQp9trL6+3qiCen9oeTAz+KrZGzowpPTu1nl3P4bkuR59he+3ske6CwsNB4OSys44HuPj4+cHNzQ21tLQCgqKgInp7dP1yiVCoxatQoDBs2DKGhoVAqlcjPz8e+ffuQnp4OADh+/DhGjRqFQ4cOYdCgQd1ui4jIUk7lViCvvF50DItyVCnwxJR+8LHz1cCsnb+7Gr+dHIV3froAvR1NZZZdUouzVysxuJeX6CgmxaK3C6qrq42X3dzcOrWPq6ursehtvn9Xvfnmm3jwwQcRGNj6iQ5bt27FI488guLiYlRWVmLOnDlIS0uDs7Nzh7et0Wig0fxy8ggX1CAiS5EkCVtlfsZ4a5aMjUQf/859jpBY0cEeuGd0BNYcyREdxaK+T8mXXdHLYypdUF//S09EZxebaF501tXVdbvt559/vs2CFwDmzJmD3bt3G4vx7OxsfPjhh5267RUrVsDLy8v4Ex4e3u2cRERdkZJXibyy7r832qKpMQG4pZ+/6BjUBbdGB2Bif/t6zDKLa5GWL69OMBa9XeDi8suA9qa5ejvSNNsDcL3X15zi4+NbLJzx3XffdWq/ZcuWobKy0vhz5coVc0UkImrB3sby9g9yx69GRYiOQd1w75gI9Pa3r5Xytsns9cmitws8PDyMl5uGLHSkee9u8/3NZfHixcbLx44dg8Fg6HAftVoNT0/PFj9EROZ2Nq8Sl0vsp5fX08URj0+OgkrJmRpskaNKid/eal8ntl0sqkFGYfeHZlobFr1dEBwcbLx89erVDrevrKxsURwHBQWZJVdzzWeM0Ol0KC0tNXubRETdIbdepPZcX2K4L7xceOKaLfNzc8JvJvaFPc0w972M5u1l0dsFcXFxxssXLlzocPvmU4eFh4dbpAf1xrkeOfcjEVmjtPwqZBV37oiZHMwf1gvRweY/2kfmFxvqiTviQ0XHsJiMwmpcvFYjOoZJsOjtguHDhxsvJyUldbh9YmKi8fKwYcPMkulGzQttlUoFX19fi7RLRNQV9tTLOyTMCzPizH+kjyxnzpAQxITYz5eYbTLp7WXR2wUJCQnGk9lSUlI67O1dv3698fK8efPMmq3JunXrjJdHjRoFpZIPMRFZl4zCalwskkfPUUd83BzxIFdckx2FQoHfTLSf4SrXj8zY/muWFVEXuLu7G4tXSZLw6quvtrnt7t27kZycDADw9PTEXXfdZfZ8586dw7vvvmu8vmjRIrO3SUTUVfYyY4NSqcBvJkXBXW0/Jz7ZE08XRzwysY/djO/9XgbzabPo7aJXXnnFOEfvmjVr8NZbb920TUpKCu6//37j9RdeeAHe3t43bbd//34oFArjT1tGjhyJdevWtZj+7EY//PADpk6dipqa69/EIiIi8Nvf/raz/xYRkUVculaDjAL5nA3enjnxIegf6C46BpnRwBBPzIgL7nhDGTiTV4mcUtuebYVfP7soKioK7777rrGgfO6557B27VrMnDkTrq6uSElJwbZt26DVagEAU6ZMwdNPP92jNk+cOIHFixfD3d0dY8eOxaBBg+Dn59diGeK0tDTj9l5eXti6dWuLeYWJiKyBvfTyDghyx+3xIaJjkAXMG9YL5wurkV0i/xMzfzhTgN9NiRIdo9tY9HbD448/Dr1ej2effRb19fVISUlBSkrKTdvNnTsXq1ev7vTqbR2pqanB7t27sXv37ja3GT9+PFavXt1i6jIiImuQXVKL1KvyWuGpNa5qFR6Z2JfjeO2ESqnAbyb1xcvb0tCg1YuOY1Ynr5Tjank9evnYZqcai95ueuKJJzBr1ix89NFH2LFjB3Jzc9HQ0IDg4GCMHTsW9913H2bPnm2Stk6dOoUjR47gyJEjSEtLQ3FxMUpKSqDRaODt7Y3IyEiMHTsWixcvxsSJE03SJhGRqclhTGBn3D+2N3zdTNPZQbYhwEONe0aH47Oky6KjmJcE/HC2AL+Z1Fd0km5RSJIkiQ5B1qWqqgpeXl5ITk7mlGdEZBJ55XX427Y0QOafOOOj/PDQhD6iY5Ag/z2QiROXy0XHMCuFAnj1rkEI9nTu9D5lZWUYP348Kisrha76yhPZiIjI7L4/UyD7gtfPzQn3jIkQHYMEun9sJLxd5T2NmSQB2230qA2LXiIiMquCygacyJF/79dDE/rAxVElOgoJ5KZ2wIO3yL+n/2h2GUpqNKJjdBmLXiIiMqvtZwog94F002ODuMwwAQDiQj0xOTpAdAyz0hsk7EgtFB2jy1j0EhGR2RRXa3D0cpnoGGYV6u2MecN6iY5BVmTxyDAEeKhFxzCrpIslKK/Tio7RJSx6iYjIbLafLYDBIN9uXqVSgQdv6QNHFT9O6RdqBxUevEXeq7XpDBJ+TLWtsb18lRIRkVmU1TbicGap6BhmNTMuCH383UTHICs0IMgd0wYGiY5hVgcvFqOq3nZ6e1n0EhGRWexILYBOxr28od7OmDOEwxqobfOH90KgjIc5aHUSdqUViY7RaSx6iYjI5CrrtTh0sUR0DLNRKhV4aEIfOKhkfPyaesxRpcTS8b0BGT9N9mVcQ61GJzpGp7DoJSIik9t5rhBavXx7eRNig9Dbj8MaqGMDgj0wVcazOWh0Buy2kd5eFr1ERGRSNRodDpwvFh3DbII81Zg7NFR0DLIhC0aEwc9dvktT78m4hnqtXnSMDrHoJSIik9qdVgSNziA6hnkogAfG9eZsDdQlagcV7hvXW3QMs6lr1GNvxjXRMTrEVy0REZlMnVaPPTbw4dddkwcEYAAXoaBuGBTqibF9/UTHMJvdaUVotPIvuyx6iYjIZPalF6G+0foPc3aHt6sjFowIEx2DbNjdo8Ph4ewgOoZZVDfosP+CdX/hZdFLREQmodHp8VO6dX/o9cQ9oyPg6qgSHYNsmLvaAb8aFS46htnsOlcErd56e3tZ9BIRkUkcuFCMmgbbmLqoq4ZGeGNEpI/oGCQDY/v6ITbUU3QMs6io0yLpkvUuSMOil4iIekyrN2Bnqm1MW9RVagclfj0mQnQMkpH7xkbCUaZzPO9ILYDeShelYdFLREQ9duhSKSptaDnSrpg7LBQ+rvKdboosL8BDjdsHh4iOYRalNY04ml0mOkarWPQSEVGP6A0SfjxbIDqGWYT7umLawCDRMUiGZg4KQai3s+gYZrH9bD4kyfp6e1n0UpvKZdprQ0SmdSSrFKW1jaJjmJxCAdw3NgJKhTwPQ5NYDioFfj0mUnQMsyis1OB4TrnoGDdh0UttOnBevmdhE5FpSJKEHTLt5Z00IAB9A9xFxyAZiw72kO3cvT+cKbC63l4WvdSmY9llsh2jR0Sm8fPlchRWaUTHMDl3ZwcsGMY5ecn8Fo8Mg4uT/KbCyyuvR0pepegYLbDopTZp9RJ2pcnzbGwi6jlJkrBdpr28C4b3gqtafoUIWR9PF0fMG9ZLdAyz+OGMdb0/sOildu3PuIYajTzn3SSinjl9pQJ55fWiY5hc3wA3TOjnLzoG2ZEp0QGI8HUVHcPksktqkZZfJTqGEYteapdGZ8Ae9vYSUSvk2MurUAC/HhMJBU9eIwtSKBT49dgIQIZPu21n8kVHMGLRSx3ak3EN9Vq96BhEZEXO5Vchu6ROdAyTu3VAACL95NfjRtYvKsAd42R4UtvFohpcLrWO9woWvdShukY99mZwJgci+sX3VtR7YyruahXukunYSrINi0bI86S23VZyxJhFL3XK7rQiNOoMomMQkRW4UFiNi0U1omOY3F3DwuCmdhAdg+yYp4sj5gwJFR3D5M4XVYuOAIBFL3VSdYMOBy4Ui45BRFbgexmO5Y3wdcXkATx5jcSbGhOIEJmu1CYai17qtF3nCqHVs7eXyJ5Z29nYpnLvmAievEZWQaVU4O5REaJjyBKLXuq08jotkjNLRccgIoF+kGEv7+g+vugXyJXXyHrEhXpiSLi36Biyw6KXumRHagH0ButaVpCILCOvvA6nr1SIjmFSTg5KLBzBldfI+tw9KhwOSh59MCUWvdQlJdWNOJpdJjoGEQnww5kCQGbfeWfEBcPXzUl0DKKbBHioMS02SHQMWWHRS122/Ww+JElmn3xE1K7CqgYczykXHcOkfNwcMWtQsOgYRG26PT4Eni6OomPIBote6rLCSg1+viyvDz8iat/2MwWQ23fdhSPC4OTAj0GyXi6OKtw1VH5TmInCVzt1y/azBeztJbITJTUa2Q1r6hvghjF95Lf6FcnPxP7+CPPlKoGmwKKXuiWvvF52J7QQUet+TC2U3QmsvxoVLjoCUacoFArcPYonW5oCi17qtu0ynLqIiFqqqNPi0KUS0TFMalRvH0QFcIoysh0xwZzCzBRY9FK3ZZfUIVWGk9QT0S9+TC2ETi+fXl5HlYJTlJFNWjQyDCpOYdYjLHqpR344ky86AhGZSVWDFgcvymv58dsGBsHPXS06BlGXBXs649boANExbBqLXuqRi0U1OF9YLToGEZnBrnNFaNTJZ+lxd2cH3B4fIjoGUbfdOSQUrk4q0TFsFote6rHv2dtLJDt1Gj32n5dXL++cIaFwcWTBQLbLXc0vbj3Bopd6LL2gGpnFNaJjEJEJ/ZRehAatXnQMkwn2VGPyAB4aJts3NSYQfu5cRbA7WPSSSfxwhjM5EMlFvVaPPelFomOY1PzhPAmI5MFRpcS8Yb1Ex7BJLHrJJM7kVSKntE50DCIygb0Z11DXKJ9e3v5B7hge6SM6BpHJjOnjiwg/LljRVSx6yWTY20tk+zQ6PX5Kk1cvL6coI7lRKBRYzOd1l7HoJZM5eaUcV8vrRccgoh44cL4YNQ060TFMZngEF6IgeYoJ8cTgXp6iY9gUFr1kOhLwA1dpI7JZWr0BP56TTy+vSqnA/BEc+0jytWBEGBQcqt5pLHrJpH6+XIbCqgbRMYioGxIvlqCqXis6hslM6O+PYE9n0TGIzCbMxxVj+/qJjmEzWPSSSUkSx/YS2SKdXsKOVPm8dtUOSswZEio6BpHZ3TWsFxxU7O7tDBa9ZHLHsstQXK0RHYOIuiApswTltfLp5Z0eGwQvF0fRMYjMzs/NCVOjA0XHsAksesnk9AYJ2zm2l8hm6A3y6uV1d3bAjEHBomMQWczt8SFcnrgTWPSSWSRnlqK0tlF0DCLqhCNZpSipls/rdfbgYC43THbFTc0vep3BopfMQm+QsIO9vURWzyDJ68iMn5sTpvBQL9mh6QOD4MkhPe1i0Utmc+hSCcrr5DNGkEiOjmWXoahKPmPw5w7rBUcVP9rI/jg5KHFnfIjoGFaN7wxkNjq9hB9lNE6QSG4kScL3Z/JFxzCZUG9njOvrKzoGkTCTBgQgwEMtOobVYtFLZnXwQjEqZTTvJ5Gc/Hy5HIWV8unlvWtoLyg4Uz/ZMZVSgbuGcaq+trDoJbPS6iX8mFooOgYR3UBuvbx9/N0wPNJHdAwi4Ub39kWYj4voGFaJRS+Z3YELxahqYG8vkTU5mVuB/Ar5rJ64YDiXGyYCAIVCgXnD+HpoDYteMrtGnQG7zhWJjkFE/0+SJGxLkU8v78AQD8SEeIqOQWQ1hoR7IyrATXQMq8OilyxiX8Y11Gh0omMQEYBTuRXIK68XHcNk5g8PEx2ByOrM4+viJix6ySI0OgN2nePYXiLRJEnCtjPymVVlSLg3+vizR4voRjHBHogN5RGQ5lj0ksXszShmby+RYKevVOBKWZ3oGKahAObxTHWiNnFsb0ssesliGrR67Epjby+RSN/LqJf3+lnqrqJjEFmtPv5uGBLuLTqG1WDR2wNZWVn485//jKFDh8LX1xeurq6IiorCvffei+3bt5ulTYPBgG+++QZz585FZGQknJ2dERgYiDFjxuD1119HUZF1nzC2N70YteztJRIi5UoFckrl0curVCowZyh7eYk6Mm9YKMDpqwEADp3d8KGHHgIA3H333UhISDBbIFvx/vvv45lnnkF9fcuTQbKyspCVlYWvv/4ad911F1avXg1PT9OMqcnLy8Pdd9+NpKSkFr8vLi5GcXExjh07hnfeeQerVq3CvHnzTNKmqTVo9fgprQh38ZALkcVtldGMDeP6+iLY01l0DCKrF+bjilGRPvj5crnoKMJ1uuj9/PPPoVAoMGjQILsvej/44AM88cQTxuvx8fGYOXMmXF1dkZKSgm3btkGn02Hz5s2YN28eduzYAScnpx61WV5ejoSEBKSnpwMAXFxcMH/+fERHR6OsrAxbt25FVlYWysrKsHjxYmzduhWzZs3qUZvmsif9GhJig+GqVomOQmQ3UvLk08urUipw5xD28hJ11txhvXAitwIGgyQ6ilCdLnrpuszMTDz11FPG6ytWrMALL7zQYptTp05h1qxZKCoqwt69e/H2229j2bJlPWr3mWeeMRa8MTEx2LFjB3r37m38+8qVK/GHP/wB77//PnQ6HR544AFcunTJZL3MplT//2N72dtLZDlympd3Qn9/+LurRccgshnBns4Y28cXyZmloqMIxTG9XfTSSy+hsbERAHDvvffeVPACwLBhw/DFF18Yr7/55puoqKjodpsZGRn4/PPPAQCOjo5Yv359i4IXAFQqFf7zn/9gwoQJAK4PeVi5cmW32zS3PenXOLaXyEJS8ipwuUQevbyOKgXuiGcvL1FX3TkkFCqlfQ/uZdHbBTU1Ndi4cSOA68v8vfTSS21um5CQgLFjxwIAqqqqsHnz5m63u2bNGhgMBgDAwoULERcX1+p2SqUSL774ovF688Lb2lzv7bXuk+6I5OJ7GfXyTh4QAB9XR9ExiGxOgIcat/TzEx1DKBa9XbBz5040NFxfqz4+Ph7R0dHtbr9o0SLj5U2bNnW73S1bthgvL168uN1tp0+fDm9vbwBATk4OTp061e12zY29vUTml5JXgWyZ9PI6OSgxe3CI6BhENuv2+FA42HFvL4veLmheQDYNI2jPxIkTW923KzQajXEsb2faVSqVGD9+fI/btYQGrR47OW8vkVltPS2fXt4pMYHwdGEvL1F3+bk5YeIAf9ExhGHR2wXnzp0zXu7fv3+H2/fr1894+cqVK6iqqupymxkZGdDr9QAAb29v+Pt3/GRt3m7zzNZobzpXaSMyl9MympdX7aDErEHBomMQ2bzbB4fCUWWfvb1dnr0hMzMTBw8eNGmISZMmmfT2zKWw8JdeybCwsA639/HxgZubG2prawEARUVFXZ5Noatt3rhd8/2tUYNWj53nCrFgeOf+NyLqHEmSZNXLO3VgINzVnHCIqKe8XR0xeUAAdqdfEx3F4rr8DvLBBx/ggw8+MFkAhUIBnc42evqqq6uNl93c3Dq1j6urq7Hobb6/Odtsvl1n2tRoNNBoNMbr3emR7om96dcwIy6YH2hEJnT6SgVyy+TRy+vsqMLMOPbyEpnKrMEhOHCxGFqdfc3b2+XhDZIkmfzHVjRffa2zi004O/+yYlBdXdc/gCzR5ooVK+Dl5WX8CQ8P73LOntDoDPgx1bp7pIlsiSRJ2JJSIDqGyUwbGAg3fikmMhkvF0dMGRAoOobFdfldxMfHxyoXPLAEFxcX4+WmuXo70jTbA3C919ca21y2bBn+9Kc/Ga9XVVVZvPDdm3ENCXFB8HTmSSpEPXUytwJ5MunldXFSISGWvbxEpjZzcDD2XyhGo84gOorFdLno/ctf/tKiQLInHh4exstNQxY60ryntfn+1tSmWq2GWi12daNGnQE/ni3E4lGWLbaJ5EaSJGw5fVV0DJOZNjCIS5YTmYGnsyOmxgTa1ZFWzt7QBcHBv/Q2XL3a8YdKZWVli0I1KCjI7G0CQF5eXqv7W7t9F66hsk4rOgaRTfv5cjnyKxo63tAGuDipMD226++bRNQ5M+KCoHawn1LQfv5TE2i+EtqFCxc63P7ixYvGy+Hh4d0aFhITEwOV6novR3l5OUpKSjrc59KlS8bLba3eZo20OgnbU+UzDpHI0iRJwtYU+fTyTo8NgqsTe3mJzMXD2RFTYuxnbC+L3i4YPny48XJSUlKH2ycmJhovDxs2rFttqtVqxMbGdrpdg8GA5OTkHrcryoELxSir7dzYZSJq6UhWGQorNR1vaANcnVSYxl5eIrOzp95e+/gvTSQhIcF4YllKSkqHvb3r1683Xp43b1632507d67x8rp169rdds+ePSgvLwcA9O7d2+aKXp1ewg9n2dtL1FV6g4StKfKZl3dabBBcHdnLS2Ru9tTby6K3C9zd3Y3FqyRJePXVV9vcdvfu3cYeV09PT9x1113dbvfXv/41lMrrD9W6detaLEvcnMFgwGuvvWa8fv/993e7TZEOXSxBSY08equILCX5UgmKq+XxumEvL5FlzRwUbBe9vfL/D03slVdeMc6Xu2bNGrz11ls3bZOSktKi4HzhhRfg7e1903b79++HQqEw/rQlJiYGS5cuBXB92rIFCxYgJyenxTZ6vR5PPfWUcbW8gIAAPP30013996yC3iCvlaSIzE2nl/D9GfkcIWEvL5Fluasd7KK3t0tTltnSQhLmEhUVhXfffRe//e1vAQDPPfcc1q5di5kzZ8LV1RUpKSnYtm0btNrrsxBMmTLFJMXnypUrcfjwYaSnpyM9PR2xsbGYP38+oqOjUV5eji1btiAzMxMA4ODggNWrV9v0fMpHssswa3AIQrycO96YyM4dvFiMUpmMhXdxUmHaQPbyElnazEHB2JdxDRoZz9vb6aI3OzsbAODr62u2MLbi8ccfh16vx7PPPov6+nqkpKQgJSXlpu3mzp2L1atXd3oltfb4+Phg586duPvuu5GcnIy6ujqsWbPmpu18fX3x8ccfY9asWT1uUySD4fpco49PjhIdhciqafUG/CCnXt6BnLGBSISm3l45z9vb6eENkZGRiIyM7NYCC3L0xBNPIDU1Fc8//zzi4+Ph7e0NZ2dn9O7dG3fffTd++OEHbN68GV5eXiZrMzw8HImJifjqq69w5513Ijw8HE5OTvDz88PIkSPx6quvIi0tDfPnzzdZmyIdzynHFZmsKkVkLnvSr6GyXh7zW3NeXiKxEuKC4CTjsb0KiWMW6AZVVVXw8vLCLX/6AAq1u9AsQ8K98Pup/YVmILJW9Vo9lm04gxqNXnQUk7gzPgRzh/USHYPIrn13/Ap2nSsy6W1KmhokvfM4KisrhQ69lG85T7KQcqUSWcU1omMQWaVd54pkU/A6O6owPdZ2VpAkkquZccFwdGj75HpbxqKXrN7GU/JZYYrIVGo0OvyUZtreGJGmDgyAq5pjeYlE83RxxOT+8pzJgUUvWb2MgmqkF1SJjkFkVXakFqJBK49eXrWDEgns5SWyGrMGBcNRJb/eXha9ZBM2nmRvL1GT8jot9qbLp5d3Skwg3NVdmkGTiMzIy9URkwYEiI5hcix6ySZkl9TiVG656BhEVmFbSj60enmcg6x2UGJGHGdsILI2MweFwEFmvb0seslmbDp1lQukkN27VqVB0qUS0TFMZnJ0ADycHUXHIKIb+Lg6YmI/f9ExTIpFL9mM/IoGHM4qEx2DSKjNp69Cb5DHlz9HBwVmxnEsL5G1mjU4BA5K+fT2suglm7Ll1FXoZHJYl6irrpTV4dhl+Xzxm9w/AJ4u7OUlsla+bk4Y389PdAyTYdFLNqW0thH7z18THYNIiA0n8wCZfOdzUCkwc1CI6BhE1IHZg0OgkklvL4tesjk/nC2QzVRNRJ2VUViN1KvymbpvYj9/eLuyl5fI2vm7qzGmr6/oGCbBopdsTnWDDjtNvEQikbXbcCJPdASTcVAqMGswe3mJbMUdg0OhlEFvL4teskm7zhWiqkErOgaRRZzMKUd2Sa3oGCYzvp8ffN2cRMcgok4K9FRjdG8f0TF6jEUv2SSNzoBtKfmiYxCZnUGSsPGUfHp5VUoFZrOXl8jm3B4fAoWNd/ay6CWbdfBCCYqrNaJjEJlV4sUSFFbK53k+po8v/N3VomMQUReFeLlgRKRt9/ay6CWbpTdI2HhSPj1gRDfS6PTYelo+RzQUCmB2PHt5iWzVHfEhgA339rLoJZv2c045LpfKZ6wjUXO7zhWhsl4+Y9dH9fZFsKez6BhE1E1hPq4YEuYtOka3segl2yYB645fEZ2CyOSqG7TymqVEAdzOsbxENu/OIbb7OmbRSzbvfGENUvIqRMcgMqmtKfmymo96WLg3evm4iI5BRD3U288Ncb08RcfoFha9JAsbTuTBIMlkqSqye4VVDTh4oUR0DJO6Iz5UdAQiMpE7bfT1zKKXZCG/ogGHLsqrSCD7teFEHvQG+XyJG9zLE5F+rqJjEJGJ9At0R3Swu+gYXcail2Rj8+l8aGR0OJjs08VrNTiVWyE6hkndMcQ2e4WIqG222NvLopdko6peix9TC0XHIOo2SZLw3c/yOjFzYIgHogJsr0eIiNoXE+KJqEDbem2z6CVZ2ZlWhPI6+UzxRPbl58vyWm4YAG63wd4gIuqcO2xs3m0WvSQrjToDNnHBCrJBWr0BG07I67nbP8gdMcEeomMQkZkM7uWFCBsar8+il2QnOasUOaV1omMQdcmutCKU1jaKjmFSszkvL5Hs3WFDr3MWvSQ/EvDtz7miUxB1WlW9FjvOyms8em9/Vwzu5SU6BhGZ2bAIb4R628ZKiyx6SZYuFNXgZE656BhEnbL5tLwWogC4+hqRvVAoFLjdRsb2sugl2Vp3Ig86vXzmOiV5ulJWh8SLxaJjmFSYjwuGhnuLjkFEFjKqty+CPNWiY3SIRS/JVnG1BrvTi0THIGrXNz/nQm6LCc4eHAKFQiE6BhFZiFKhwCwbOLrDopdk7YczBahq4BRmZJ1O5pTjfGGN6BgmFeypxqjePqJjEJGFjevrBz83J9Ex2sWil2StXqvHppNXRccguolWb8B3J+S1EAUAzGIvL5FdUikVmDkoWHSMdrHoJdk7dKmEU5iR1fkprQgl1fKaoszPzQlj+/qJjkFEgkzo7w8vF0fRMdrEopdkT5KAr45xCjOyHuV1WvxwpkB0DJObOTgEKiV7eYnslaNKiRlxQaJjtIlFL9mFzGs1OJJVKjoGEQBg/Ykr0OgMomOYlLerIyb0Yy8vkb2bHB0Ad2cH0TFaxaKX7MaGE3nQyGwuVLI9l67V4GhWmegYJpcQFwRHFT9SiOyd2kGFaTGBomO0iu9QZDfK67TYJsNDymQ7JEnCV0flN9TG3dkBtw6wzg85IrK8qbFBcHFSiY5xExa91KY+AW6iI5jcT2lFKKxqEB2D7NSBCyXILZPfSZXTBwbCyYEfJ0R0naujClNiAkTHuAnfpahNt8VY72D07tIb5NnTRtavRqPDxlN5omOYnKuTClMHyu+9goh6JiE2GGor+zJsXWnIqkQHuaO3v6voGCaXll+FEznlomOQnVl/4grqNPIbUz41JhAujtZ3GJOIxHJXO2DSAOvq7WXRS+263QaWFeyOb3/OhUYnvwKErFNmcQ0OXZLf7CFqByWmxbKXl4haNzMuGA4q65nGkEUvtWtouDd6ebuIjmFyZbVabEvhSW1kfgZJwtqjuYAkOonpTY4OgLvaOqcmIiLxvFwdMaGfv+gYRix6qV0KhQKz4617WcHu+imtCPkV9aJjkMzty7iGXBmuCOioUmBGrDzfG4jIdGYNCraaRWtY9FKHRvX2RZCnWnQMk9MbJKw5kiM6BslYZZ0Wm0/li45hFhP6+cPL1XqXGyUi6+DnrsawCG/RMQCw6KVOUCoUmDVInmN7LxTVIDlTfmMtyTp8/XMu6mW4IIpKqcBMmY73JyLTm2oli1Ww6KVOGRflBz83J9ExzOK741dQo9GJjkEycy6/Cscvy3OWkLF9fWX7fkBEphfgbh1Hi1n0UqeolArMHCTP8Xs1DTqsO35FdAySEa3eINuhM0qlArMHh4qOQUTUZSx6qdMm9PeHp4s8x/AlXSrF+cJq0TFIJraczkdxtUZ0DLMYGekjyzH+RCR/LHqp0xxVSsyIk++cnF8euQyt3iA6Btm4vPI6/JRWJDqGeSjkO3c3Eckfi17qklujA+CulufqS4WVGvxwhnP3UvdJkoTVyTnQG2Q4KS+AYeHe6OUjv3m7icg+sOilLlE7qDBtoHx7e3ekFiKvXH5zqpJl7M24huySWtExzOaOeI7lJSLbxaKXumxqbBBcnOTZ26s3XO+pkyR59tSR+ZTUaLDx5FXRMcwmrpcnIv1cRccgIuo2Fr3UZa6OKquZc88csktq8VO6TMdkktl8cTgHGp18x4TfyV5eIrJxLHqpW6bHBkHtIN+nz+ZT8j37nkzv0KUSpOVXiY5hNgOC3NEv0F10DCKiHpFv1UJm5a52wOToANExzKZRZ8BnSdkc5kAdqqzT4juZz/PMsbxEJAcseqnbZsQFw1GlEB3DbC4U1WD/+WLRMcjKfXH4Muo08ltquEnfADfEhnqKjkFE1GMseqnbvFwcMbG/v+gYZrX+RB5KajjMgVqXnFmKlLxK0THM6vZ4zstLRPLAopd6ZOagEKiU8u3t1egM+PQQhznQzSrqtPjmWK7oGGYV7uuKIWHeomMQEZkEi17qEV83J4yP8hMdw6wuFNVgd/o10THIyqxOzkZdo3yHNQDAHezlJSIZYdFLPTZ7cAiUMu7tBYCNp/JQWNUgOgZZiQMXinH2qnxnawCAUG9nDI/wFh2DiMhkWPRSjwV4qDG6t6/oGGal1Un4JDFbtsvLUucVV2vw3c/ynq0BuP5lVqGQ95dZIrIvLHrJJG6PD4bcPx+zS2rx/ZkC0TFIIIMkYdWhbFkvQgEAgR5qjO4j7y+yRGR/WPSSSYR4uWBEpI/oGGb3w9kCZBbXiI5BguxILUTmNfk//rPjQ6CU+7dYIrI7LHrJZG4fHALI/HPSYJCwKjEbGq28T2Cim2WX1GLr6XzRMczOz80J4/rK++RUIrJPLHp74NChQ3jkkUcwYMAAuLu7w8vLC3Fxcfif//kfnDlzxqRt7d+/HwqFoks/qampJs3QEXuZ3qi4WoOvZD5VFbWk0erx0cEsuxjTPWuwvKchJCL7xaK3GxobG/Hoo49i4sSJ+OSTT3Dx4kXU1taiqqoKaWlpePfddzFixAgsX75cdFSLu3OIfUxxlHSpFMeyy0THIAtZezQXxdXyX6TEx9URt/RjLy8RyZOD6AC2RpIkLF26FF9//TUAQKFQICEhAaNHj4ZWq8XBgweRnJwMnU6HV155BXq9Hq+99ppJM4wcORK/+tWvOtwuJMTyBWhvPzcM6uWJVJlP5wQAXx7JQd8AN/i7q0VHITM6ml2K5MxS0TEsYsagYDiq2BdCRPLEoreL1qxZYyx43d3dsWnTJkybNu2mbZYuXQq9Xo/XX38dt99+O8aNG2eyDHFxcXjmmWdMdnumdueQULsoeusbrx/yfn5mDA8Hy9S1Kg2+PGwfQ1k8XRwxeUCA6BhERGbDr/RdoNfr8eKLLxqvv/POOzcVvACwZMkSPPfcc8brzz//vEXyWYuoAHcMDPEQHcMisoprsfHUVdExyAx0egkfHMxEg52ctDgjLoi9vEQka3yH64J9+/YhN/d6r09YWBgeeuihNrd99tln4eLiAgBITExEdna2RTJaizviQ0VHsJid5wqRcqVCdAwysXUnriC3tE50DItwd3bArdHs5SUieWPR2wVbtmwxXl6wYAFUKlWb2/r4+LToBd68ebM5o1md6GAP9A9yFx3DMiTgk6RslNbI/0Qne/Hz5TLsSb8mOobFTI8Ngtqh7fczIiI5YNHbBadOnTJenjBhQofbT5w4sdV9eyo5ORkTJkyAr68vnJycEBgYiFGjRuHpp5/G2bNnTdZOT91pR729dRo9PjiQCZ1e/lNayV1BZQNWJ+eIjmExrmoVbosJFB2DiMjsWPR2wblz54yX+/fv3+H2/fr1a3Xfnrp48SKSkpJQXl4OrVaL4uJiHD9+HO+88w7i4+OxZMkSVFdXm6y97ooN9URUgJvoGBaTXVKHr3+2j5Oe5Eqj0+O/+y/ZzTheAJg+MAjOjuzlJSL54+wNnaTRaFBRUWG8HhYW1uE+zbcpLCw0SQ5XV1fccsstGDRoEPz9/dHY2IisrCzs2rULRUVFAIC1a9ciNTUViYmJ8PAQe0LZHUNC8e7ui0IzWNKB88Xo4++GCf38RUehblidnIP8igbRMSzGxUmF22KDRMcgIrIIFr2ddGPPqZtbxz2Yzbfpac9rSEgIvvzySyxcuBDOzs43/b2xsRH//Oc/8eKLL0Kn0yElJQWPPfYYvvrqqw5vW6PRQKP5ZTxqVZXpphsb3MsLffxdkV1iHycEAcDaIzkI93FFpJ+r6CjUBT+mFtrdgiO3xQTClb28RGQnZFP0Llu2DJs2bTLZ7a1YsQLz5s0zXq+vr2/xdycnpw5vo3lxWlfXs6IvOjoa0dHRbf7dyckJzz//PAICAvDwww8DAL755hs899xzGDp0aLu3vWLFCrz88ss9yteeO+JD8Z+9l8x2+9ZGq5fwv/su4sU7YuHp7Cg6DnVCWn6V3U095+yownT28hKRHZFN0VtQUIDz58+b7PYqKytbXG+afqxJY2Njqz2uzTU0/HKY1NXVMr1+Dz30ED799FMkJSVBkiSsW7euw6J32bJl+NOf/mS8XlVVhfDwcJNlGhLujQg/V7uZ/gkAymq1eH9fJp5JiIaDigtXWLPiag0+PJgJg8G+TkKcGhMAN7VsPgKIiDrEE9k66caxsbW1tR3u07x315JjaxctWmS8fPjw4Q63V6vV8PT0bPFjanfGW35JZNEuXavBmqOXRcegdtRp9fj33ouo1djPiWsAoHZQIiEuWHQMIiKLkk3R+/nnn0OSJJP9LF26tMXtq9VqeHt7G69fvdrxodC8vDzj5eBgy33ANJ81ounkNtGGhnsjzNf+xrgeuliKXWmmOYmRTMsgSfjwQCYK7OjEtSZTYgLhzl5eIrIzsil6LSEuLs54+cKFCx1uf+nSL+NYm+9rSQqFdRxaVygUdtnbCwDrjufhVG656Bh0g2+O5eLcVdOdtGkr1A5KzIjjWF4isj8sertg+PDhxstJSUkdbp+YmGi8PGzYMLNkak3zYjsw0HomnR8e4Y0wH5eON5QZSQI+TsxGjh2NabZ2u9IKsTejWHQMISZHB8CDJ1gSkR1i0dsFc+fONV7euHEj9Pq2xwFWVFRg9+7dxut33XWXOaO1sG7dOuPlMWPGWKzdjigUCtxhR6u0NdeoM+DdPRdRwqWKhTuRU47vjud1vKEMOTooMJNjeYnITrHo7YJbb70VERERAIDc3Fx8/vnnbW67cuVK44lskyZNQp8+fSwREZ9//nmLXuiFCxdapN3OGhHpjV7e9tfbCwBV9Vr866cLqNHoREexW5eu1WBVYhZgXxM1GN06IBCeLuzlJSL7xKK3C1QqFV577TXj9T/+8Y/Yu3fvTdt99dVXePPNN43XV6xY0eZt/u1vf4NCoYBCocCtt97a6jYHDx7EggULcOjQIUhS65/WjY2NePvtt/Gb3/zG+LtFixZhxIgRHf1bFqVQKHDHEPsc2wsAhVUavLv7Ihp1BtFR7E5eeR3+vfcitHr7rHgdHRSYNYi9vERkv3j6bhctWbIE27dvxzfffIPq6mpMmzYNM2bMwOjRo6HT6XDw4EEcOnTIuP1f/vIXjB8/vkdtGgwGbNy4ERs3bkRISAjGjBmDAQMGwNvbu8UyxM2XOo6Pj8eqVat61K65jIz0wTZvZ7ta7rW57JJavL//Ep6c0p9z+FpIcbUG//zpIursbGqy5tjLS0T2jkVvFykUCqxevRpubm745JNPIEkSfvzxR/z4448ttlOpVFi2bBleffVVk7ZfUFCAzZs3t5tv6dKlePfddy06N3BXKBQK3DkkFB8eyBIdRZjUq1X4ODELj03uC6WVzLAhV5X1Wrzz0wVU1mtFRxGGvbxERCx6u8XJyQmrVq3C0qVL8emnnyIxMRH5+flQqVQICwvDtGnT8MgjjyA+Pt4k7Y0fPx4HDhzAkSNHcPToUWRmZqKkpASlpaUAAB8fH8TExGDChAl44IEHEBUVZZJ2zcnee3uB6ydUfZZ0GQ/d0ttqppaTm+oGLd7edR7F1fZ9AiF7eYmIAIXU1iBRsltVVVXw8vJCcnIyfH19zdbOz5fL7Lq3t8mkAQG4b2wEC18Tq9HosHLneeSV14uOIpSjgwJ/nx/PopeIhCkrK8P48eNRWVlpllVfO4snspEwIyN97HYmh+YOXijGl0dy2jxJkbquVqPDOz9dsPuCFwCmsJeXiAgAi14SSKFQYM5Q+5y390YHL5Tgi8MsfE2hqkGLt3aeRy4XA4GTgxIzB3MsLxERwKKXBLPXVdpak3ixBJ8cyobewMK3uyrrrhe87OG9bkpMIDy5+hoREQAWvSSYQqHAnCHs7W1yJKsM/z2QCa2e8/h2VXG1Bm/+mIECOz45sjm1gxIz44JExyAishosekm4YRHeCPN1FR3DapzOrcC7uy+iTmu/c8p2VU5pHVbsyLD7WRqamxITCA/28hIRGbHoJeEUCgXm2vEqba3JKKzG37dnoLyuUXQUq5deUIWVO8+jyo7n4b2Rs6MKMzkvLxFRCyx6ySoMi/BBhB97e5u7WlGPN35Ix5UynpDVloMXivGv3RdRz17xFqYODIC7mtOwExE1x6KXrMZczuRwk/I6Ld7ckYETOeWio1gVSZKw7kQevjicwxP/buDiqMLMWB45ISK6EYteshpDwrzRx99NdAyro9EZ8N8DmdhyOp9TmuH6HLz/3H0RO1MLRUexStNig+CqVomOQURkdVj0klW5a1gv0RGskwRsS8nHv/dcRK1GJzqNMLlldXj1hzSk5VeJjmKVXJ1UmM4ZG4iIWsWil6xKXKgn+ge5i45htc5ercIr29KQWVwjOorF7c24hje2p6Okmif3tWVGXBBcHdnLS0TUGha9ZHXmDmVvb3tKaxvxjx/PY2tKvl2MZ63R6PCfvZfw1dFc6PTy/3+7y93ZAdMGspeXiKgtPL2XrE5MsAdiQjyQUVAtOorV0hskbD2dj7N5lXh4Yh8EezqLjmQWJ3PKseZoLqcj64RZg4KhZi8vEVGb2NNLVmkex/Z2SnZJLV7eeg4/nJFXr29VgxYfHczC+/szWfB2gpeLI6bGBIqOQURk1djTS1YpKsAd8WFeOJNXKTqK1dPqJWw6lY9j2eX49ZgIDAj2EB2p2yRJwv7zxdh06irqGjn3bmfNHhwMRxX7MIiI2sOil6zW3KG9cOZqJSCfDkyzulpRj3/sPI8RkT5YNDIM/u5q0ZG6JC2/CutP5CGXi3F0iZ+bEyYPYC8vEVFHWPSS1Yr0c8WICB8uzNBFJ3LKkXKlAhP7+2N2fCh8XB1FR2rX5dJabDxxFWkFnIasO+4YEgIHlUJ0DCIiq8eil6zaXcNCcTK3HFyToWt0Bgn7zhcj8VIJJvb3x/SBwQj0tK6e34zCamw/W8A5d3sg2FONW/r5i45BRGQTWPSSVQvxcsHYvn44nFkqOopN0ukl7Msoxv7zxYgP88bUmEDEhnhAoRDTM6jR6XEkqwz7zxfjCocx9Nicob2gFPRYEhHZGha9ZPXmDg3Fz9ll0MlodgJLkyQg5UoFUq5UwMfNEeOi/DAiwheRfq5mb1tvkJBWUIVjWWU4daUCDVqeoGYKYT4uGNXbR3QMIiKbwaKXrJ6/uxoT+/tj3/li0VFkobxWi+1nCrH9TCH83JwwJNwL0cGeiA72gLvaNG8JxdUaZBRUIbWgCun5VZyJwQzmDeslrMeeiMgWseglm3DHkFAkZZaiUWcQHUVWSmsbsTejGHszigEFEOShRpiPK8J8XBDgoYavmxq+bo5wdlTB2UEFB5UCBkmC3iChXqtHTYMOVQ1aXKvSoKhag/zyOmSX1qGmQSf6X5O1qEB3DAn3Fh2DiMimsOglm9A0+f6PqYWio8iXBBRVaVBUpWl7xgwFOIWcFZjPxVuIiLqMs5mTzZg9KASuTlxmVSgWvMLF9bo+FIWIiLqGRS/ZDFe1CjMGBYuOQSSOApg/LEx0CiIim8Sil2zK9IFB8HKx7sUWiMxlZKSPRWbcICKSIxa9ZFOcHJS4Y0io6BhEFqdSKjCPvbxERN3GopdszqT+/gj0sK7VxYjMbUJ/fwRZ2ap6RES2hEUv2RyVUoG7ePY62REnByXmxPMIBxFRT7DoJZs0qrcPevtzbCPZh2mxgfBy5Vh2IqKeYNFLNkmhUGDhcI5vJPlzV6swc1CI6BhERDaPRS/ZrJgQT8SGeoqOQWRWt8eHwtWR81MTEfUUi16yaQtHhF1fJYxIhvw9nDAlOlB0DCIiWWDRSzYtwtcVY/v4iY5BZBbzhvWCg4rf6oiITIFFL9m8ecN7wZGFAclMpJ8rRvf2FR2DiEg2WPSSzfNzc8JtA4NExyAyqUUjw6BQ8MscEZGpsOglWZg9OARuap7sQ/IQH+aFmGCepElEZEosekkWXJ1UuIOT95MMKJWK6ydoEhGRSbHoJdmYEh2IAC5PTDZuQj9/hHq7iI5BRCQ7LHpJNhxU7CEj26Z2UGLuUB6xICIyBxa9JCsjIn3QP8hddAyibpk1KBheLlxumIjIHFj0kuwsHhnOBSvI5vi6OWLGoGDRMYiIZItFL8lOH383jOnD+U3JtswfHgZHFd+SiYjMhe+wJEsLhofB0YHdvWQb+vi78osaEZGZseglWfJ1c8KMWB4qJtuweFQEF6IgIjIzFr0kW7MGB8PblScFkXUb1dsH/QN58iURkbmx6CXZUjuoMH84pzAj6+XooMDCkeGiYxAR2QUWvSRr4/r6oo+/q+gYRK2aGRsMPzcn0TGIiOwCi16SNYVCgbtHR3AKM7I6Pm6OmDU4RHQMIiK7waKXZC8qwB3j+viJjkHUwoLhYXBy4FswEZGl8B2X7MLCEWFQs8AgK9Ev0B1j+/KLGBGRJbEKILvg5eqI2+N5KJnEUyiAe0ZHiI5BRGR3WPSS3UiIDUaQp1p0DLJzkwYEINKPJ1cSEVkai16yGw6q/z+pjUgQV7UK84b1Eh2DiMgusegluzK4lxeGhHuLjkF2at7QXnBXO4iOQURkl1j0kt25Z3Q4HFWcw4wsK8LPFbdGB4iOQURkt1j0kt3xd1dzflSyLAWwZEwEFAp+2SIiEoVFL9mlWYOCEejBk9rIMib280ffAHfRMYiI7BqLXrJLjiol7hnDk9rI/NzUKiwYESY6BhGR3WPRS3ZrcC8vDI/wER2DZG7h8DCevEZEZAVY9JJdu2dMOFdqI7PpF+iOCf39RccgIiKw6CU75+PqhLnDQkXHIBlSKRW4b2wkT14jIrISLHrJ7k0bGIQIX66QRaY1PTYIvXxcRMcgIqL/x6K3Gy5fvowNGzZg2bJlSEhIgJ+fHxQKhfHH3KqqqvCvf/0LkyZNQkhICNRqNcLCwpCQkIBVq1ahsbHR7BnkRKlQ4P7xkWCHHJmKn7sT5gzhEQQiImvCsyu66O6778a3334rrP2DBw9iyZIluHLlSovfX716FVevXsVPP/2Ed999F99++y1iY2MFpbQ9vf3cMDUmEHvSr4mOQjKwZGwknDhWnIjIqrDo7aKGhoabfufr64uysjKzt338+HHMnj0btbW1AIDg4GAsWLAAwcHBxt7niooKpKamYvr06Th8+DAiIjgtV2fNG9YLp3LLUVarFR2FbNjoPr4Y3MtLdAwiIroBi94uCg4Oxh133IERI0YYfxobG9GnTx+ztqvT6bBkyRJjwTtv3jysXbsWLi6/jBn8+9//jjlz5iA5ORn5+fl49NFHsXPnTrPmkhNnRxWWjI3Ev/dcEh2FbJSrWoW7R4eLjkFERK1g0dtFH3zwwU2/u3z5stnb/eyzz3D+/HkAQL9+/bBmzZoWBS8A+Pn5YcOGDYiNjUV5eTl27dqFvXv3YurUqWbPJxfxYd4Y1dsHP18uFx2FbNDikeHwdHYUHYOIiFrBQWc2YvXq1cbLzz77LFxdW59tIDg4GI899pjx+hdffGH2bHJzz5gIuKlVomOQjYkN9cSEfpyTl4jIWrHotQHFxcU4fPgwAEChUGDhwoXtbr9o0SLj5S1btsBgMJg1n9x4Ojvi7lEcC02dp3ZQ4oFxkaJjEBFRO1j02oCUlBRj4RobGwtfX992tx86dCg8PDwAABUVFRYZfiE346L8EB/Gk5Goc+YP7wU/d7XoGERE1A4WvTbg3Llzxsv9+/fvcHulUtnixLrm+1Pn3TeuN1ycOMyB2tc/yB1TYwJFxyAiog6w6LUBhYWFxsthYWGd2qf5ds33p87zcXXE4pGdu7/JPjk5KPHg+D5capiIyAZw9gYbUF1dbbzs5ubWqX2ab9d8/9ZoNBpoNBrj9aqqqi4mlK+J/QNwPKcc567yPqGbzR/eC4GeHNZARGQLZFP0Llu2DJs2bTLZ7a1YsQLz5s0z2e31RH19vfGyk5NTp/ZxdnY2Xq6rq2t32xUrVuDll1/uXjg7sHR8Hyzfkoq6Rr3oKGRF+ge54zYOayAishmyKXoLCgqM89iaQmVlpcluq6eaz8fb2NjYqX2arxzX1vRmTZYtW4Y//elPxutVVVUID+cE+018XB1xz+gIfHIoW3QUshJqByUeuoXDGoiIbIlsil45a5qJAYBxRbaONO/dbb5/a9RqNdRqHqJtz7goP5zMLcep3ArRUcgK/GpUOAI8+JohIrIlsjmR7fPPP4ckSSb7Wbp0qeh/ySg4ONh4+erVq53aJy8vr9X9qfvuHxcJTxeutmXvhoR5YdKAANExiIioi2RT9MpZXFyc8fKFCxc63N5gMCArK6vV/an7PJwd8eD43qJjkEDuzg54gM8BIiKbxKLXBgwdOhRK5fWHKi0tDeXl5e1un5KSYpyxwdvbG7179zZ3RLsxOMwLt0azl89ePcDefiIim8Wi1wb4+/tj/PjxAABJkrBhw4Z2t1+/fr3x8ty5c40FM5nGr0aFI9iL4zntzeToAAyL8BEdg4iIuonVkI24//77jZf/8Y9/tJjGrLmioiJ8+OGHxusPPPCA2bPZG0eVEo9OjIKDkmfu24tgLzV+NZIzmhAR2TIWvYL97W9/g0KhgEKhwK233trmdg8++CCio6MBABcvXsR99913U+FbVlaGhQsXorS0FACQkJCAKVOmmC27PYv0c8WCEVytzR44KBX4zaQoODnw7ZKIyJZxyrIuOnfuHJYvX97idzcu/rBw4cKb9vvvf/+LgIDujwV1cHDAmjVrcOutt6K2thYbNmxAcnIyFixYgODgYFy+fBkbNmwwjvcNCQnBxx9/3O32qGPTY4OQXlCFM3nWM6czmd7CkWGI8G1/rmsiIrJ+LHq7qLi4uMMxta39feXKlT0qegFg5MiR+OGHH7BkyRLk5eWhoKAA77333k3bxcXF4dtvv0VERESP2qOOPXhLb/xtaxoq67Wio5AZDI3wxrSBQaJjEBGRCfB4nY2ZPHkyzp07h7fffhu33HILgoKC4OTkhNDQUEybNg0fffQRTp48yWnKLMTD2RG/mdQXSo7vlR0/Nyc8NL6P6BhERGQiCkmSJNEhyLpUVVXBy8sLycnJ8PX1FR3HJvxwtgCbTnZu4RCyfiqlAs/NjEZUgLvoKERENq+srAzjx49HZWUlPD09heVgTy+RCcweFIxBvcS9kMm0Fo0IY8FLRCQzLHqJTEChUOCRiX3h5+YkOgr10MjePpgWy3G8RERyw6KXyETc1Q747ZQoOKg4vtdWBXupsZTLDBMRyRKLXiIT6u3nhl+P4awZtsjZUYUnpvSDs6NKdBQiIjIDFr1EJjaxfwAmDejZ9HRkYQrg4Qm9EeLlIjoJERGZCYteIjP49ZgI9A/iiVC24s74UAyL8BEdg4iIzIhFL5EZqJQK/O7WKJ7YZgOGRXhjzpAQ0TGIiMjMWPQSmYmHsyOenNoPage+zKxVhK8rHpnYBwoFTz4kIpI7fhoTmVG4sagSnYRu5OniiN/f1g9qB564RkRkD1j0EpnZsAgfLBoZJjoGNePkoMTvp/aDjyuHnxAR2QsWvUQWkBAbjCnRnNHBGigUwG8m9UUffzfRUYiIyIJY9BJZyD1jIjAk3Ft0DLt37+gIDOXjQERkd1j0ElmIUqHA45P7IiqQU5mJMnNQMKbEBIqOQUREArDoJbIgR5USf5jaD6HezqKj2J2J/f2xcATHVhMR2SsWvUQW5qZ2wB+nD4CfO0+ispThET64b1yk6BhERCQQi14iAXxcnfBMQjS8XBxFR5G92BBPPDqpD5ScN46IyK6x6CUSJMBDjacTBsDd2UF0FNkaEOSO39/WD44qvtUREdk7fhIQCRTq7YJnWPiaRb9Adzx1W38WvEREBIBFL5FwYT6ueCZhADxY+JpMv0B3PDWtP9SOXG2NiIiuY9FLZAWuF77R8OQY3x6LCfbAH6f3hwsLXiIiaoZFL5GV6OXjgudnxsDPjbM6dNegXp7Xe3gdWPASEVFLLHqJrEiQpxrPz4pBsKdadBSbM7qPL34/lWN4iYiodfx0ILIyvm5OeH5WDPr4u4mOYjNuGxiIRyf2gUrJacmIiKh1LHqJrJCHsyOemxmNYRHeoqNYNwWwcEQY7hkdAQXn4SUionaw6CWyUo4qJX53axSmDQwSHcUqOTko8bvJUZg5KFh0FCIisgGcI4nIiikUCtw9Ohxhvi5YczgHOoMkOpJV8HFzxBNT+qG3H4eAEBFR57DoJbIBE/r5I8TLGf/dn4mKOq3oOEJFB7vjsclR8HTm9G5ERNR5HN5AZCOiAtzx0p2xiA3xFB1FDAUwY1Awnk6IZsFLRERdxqKXyIZ4Ojvij9P7Y87QUCjtaKYCTxcHPHVbfywaEQYlT1gjIqJu4PAGIhujUCgwZ0go4kI9sSoxG8XVGtGRzCqulyceuqUPvLhaHRER9QB7eolsVFSAO/42Jxa3RgcAMuz8dHFU4YHxkfjjtAEseImIqMfY00tkw9QOKiwZG4mxff3wxeHLyK9oEB3JJIZFeOOe0RHw5ZLMRERkIix6iWSgX6A7XrojDrvTi/DDmQLUa/WiI3VLoIca94yJwOBeXqKjEBGRzLDoJZIJB5UCMwcFY3w/P2w+lY+kSyXQ28i8vu7ODrhjcAhujQ6Eg0qGYzWIiEg4Fr1EMuPp7Ij7x0Vi1qBgbE3Jx9HsMhistPh1U6swNSYICXFBcHFUiY5DREQyxqKXSKYCPNR4eEIfzBkSit3pRTh0sQQanUF0LACAr5sjbhsYhFsHBEDNYpeIiCyARS+RzAV4qHHP6AjMHdoLhzNLkHSpFLlldRbPoVQqEBvigSnRgRgc5sX5domIyKJY9BLZCVcnFW4bGITbBgYhr7wOxy+X41RuBa5W1JutTZVSgagAN4zq7YsRvX24khoREQnDopfIDoX5uCLMxxV3DeuFkhoNMgqrcaGwGlnFNSiq1kDq5hBgB5UC4T6u6BvghuggDwwM9eRYXSIisgoseukm0v9XPJWVlYKTkCUoAcT6KhHr6wXAC416AworG1BWq0FFrQ6VDY2obzRAo9NDp5egUiqgVCjg7KSEm9oBHs4O8HVzQqCHGv5u6mbLI0uor66E+fqRiYjIFjTVE1J3e1RMhEUv3aS6uhoAMGvWLMFJiIiISC6qq6vh5SVuHnaFJLrsJqtjMBiQn58PDw8PVFdXIzw8HFeuXIGnp6foaCRYVVUVnw9kxOcDNcfnA92o6TmRm5sLhUKB0NBQKJVKYXnY00s3USqVCAsLAwAo/v8Me09PT76JkRGfD9Qcnw/UHJ8PdCMvLy+reE6IK7eJiIiIiCyERS8RERERyR6LXmqXWq3G8uXLoVarRUchK8DnAzXH5wM1x+cD3cjanhM8kY2IiIiIZI89vUREREQkeyx6iYiIiEj2WPQSERERkeyx6LVzly9fxoYNG7Bs2TIkJCTAz88PCoXC+GNuVVVV+Ne//oVJkyYhJCQEarUaYWFhSEhIwKpVq9DY2Gj2DHSzQ4cO4ZFHHsGAAQPg7u4OLy8vxMXF4X/+539w5swZk7a1f//+Fs+5zvykpqaaNIO9ycrKwp///GcMHToUvr6+cHV1RVRUFO69915s377dLG0aDAZ88803mDt3LiIjI+Hs7IzAwECMGTMGr7/+OoqKiszSLnXMks+Hrr7W33vvPZO2T+0rKSnBzp078cYbb2DBggWIjIxs8Xjs37/fbG1b5D1CIrv1q1/9SgLQ7o85HThwQAoPD2+3/UGDBknnzp0zaw76hUajkR555JF2HxMHBwfppZdeMlmb+/bt6/B5eOPP2bNnTda+vfnf//1fycXFpd3796677pIqKytN1uaVK1ekW265pd02fX19pY0bN5qsTeocSz8fuvpa/89//mOSdqlj//3vfzt8PPbt22eWti31HsEV2exYQ0PDTb/z9fVFWVmZ2ds+fvw4Zs+ejdraWgBAcHAwFixYgODgYGPvc0VFBVJTUzF9+nQcPnwYERERZs9lzyRJwtKlS/H1118DuN4jk5CQgNGjR0Or1eLgwYNITk6GTqfDK6+8Ar1ej9dee82kGUaOHIlf/epXHW4XEhJi0nbtxQcffIAnnnjCeD0+Ph4zZ86Eq6srUlJSsG3bNuh0OmzevBnz5s3Djh074OTk1KM2y8vLkZCQgPT0dACAi4sL5s+fj+joaJSVlWHr1q3IyspCWVkZFi9ejK1bt2LWrFk9apM6R8TzoYmPjw/+/Oc/d7jdhAkTTNIeday1msDDwwMNDQ3QarVma9ei7xGmqdHJFj322GPSHXfcIS1fvlzaunWrdPXqVSk7O9vsPb1arVaKjo42tjFv3jyprq6uxTYlJSXS+PHjjdskJCSYJQv94osvvjDe3+7u7tJPP/100zZffvmlpFKpjNslJyf3uN3mPb0PPPBAj2+PWnfp0iXJycnJeF+vWLHipm1OnjwpBQUFGbd54403etzuQw89ZLy9mJgYKTs7u8XfdTqd9Lvf/c64TUBAgEl7mal1op4PTbcVGRnZ49si0/r444+lyZMnS3/605+ktWvXShkZGZLBYJAiIyPN2tNryfcIFr3UgiWK3o8++sh4+/369ZNqa2tb3a6goEDy8fExbrtnzx6z5KHrbyoRERHG+/qjjz5qc9tly5YZt5s4cWKP22bRaxn33nuv8X6+995729xu586dxu08PT2l8vLybreZnp4uKZVKCYDk6OgopaamtrqdXq+XJkyYYGz3r3/9a7fbpM4R8XyQJBa9tsicRa+l3yN4IhtZ3OrVq42Xn332Wbi6ura6XXBwMB577DHj9S+++MLs2ezVvn37kJubCwAICwvDQw891Oa2zz77LFxcXAAAiYmJyM7OtkhG6r6amhps3LgRwPVhKy+99FKb2yYkJGDs2LEArp9ounnz5m63u2bNGhgMBgDAwoULERcX1+p2SqUSL774ovE6X+vmJer5QHQjS79HsOgliyouLsbhw4cBXH+zXbhwYbvbL1q0yHh5y5YtxhcHmdaWLVuMlxcsWACVStXmtj4+Ppg2bZrxOj8Erd/OnTuN4/Xi4+MRHR3d7vbNX3ebNm3qdrvNn1eLFy9ud9vp06fD29sbAJCTk4NTp051u11qn6jnA9GNLP0ewaKXLColJcVYuMbGxsLX17fd7YcOHQoPDw8AQEVFBS5fvmzuiHap+ZtHZ04cmThxYqv79lRycjImTJgAX19fODk5ITAwEKNGjcLTTz+Ns2fPmqwdeyPi8dVoNMYTUzrTrlKpxPjx43vcLnXMGl7vZWVluP322xESEgInJyf4+Phg4MCBePjhh802bR5ZFxHvESx6yaLOnTtnvNy/f/8Ot1cqlejTp0+r+5PpdPVx6devX6v79tTFixeRlJSE8vJyaLVaFBcX4/jx43jnnXcQHx+PJUuWoLq62mTt2YuePL5XrlxBVVVVl9vMyMiAXq8HAHh7e8Pf379L7fK1bj4ing83qq6uxvbt21FYWAitVouKigpkZGTg008/xe23345Ro0bh4sWLPW6HrJeI9whOWUYWVVhYaLwcFhbWqX3CwsKMCyI0359MQ6PRoKKiwni9M49L821M9Zi4urrilltuwaBBg+Dv74/GxkZkZWVh165dxknJ165di9TUVCQmJhqPAFDHuvq68/HxgZubm3FKwaKiInh6epq1zRu342vdfEQ8H5pTKpUYNWoUhg0bhtDQUCiVSuTn52Pfvn3Gnr/jx49j1KhROHToEAYNGtTttsh6iXiPYNFLFtW8l87Nza1T+zTfjr18pnfjfdqZx8WUj0lISAi+/PJLLFy4EM7Ozjf9vbGxEf/85z/x4osvQqfTISUlBY899hi++uqrHrVrT7rzunN1dTUWOd15jPlat14ing9N3nzzTTz44IMIDAxs9e9bt27FI488guLiYlRWVmLOnDlIS0tr9b2BbJuI9wgWvVZo2bJlJj1ZYMWKFZg3b57Jbq8n6uvrjZc7O8l58ze7uro6k2eyduZ+PjR/TIDOPS6mfEyio6PbPZHGyckJzz//PAICAvDwww8DAL755hs899xzGDp0aI/athciXnd8rVsvkY/N888/3+7f58yZg927d2P8+PGora1FdnY2PvzwQzz11FPdbpOsk4jnIYteK1RQUIDz58+b7PYqKytNdls91TTVFXC9B68zmq8S09b0ZnJm7udD88cEuP64dNSrIuIxeeihh/Dpp58iKSkJkiRh3bp1LHo7ScTrjq9162Xtj018fDyeeuopvPHGGwCA7777jkWvDIl4HvJENrKo5uMwmw6VdaT5tzmO4zS9G+/Tzjwuoh6T5lMnNU19Rx0T8brja9162cJj03z6qmPHjnG6ShkS8Txk0WuFPv/8c0jXV8szyc/SpUtF/0tGwcHBxstXr17t1D55eXmt7m8vzP18UKvVxrkPgc49LqIek+Zn7jad3EYd6+rrrrKyssWHUFBQkNnbBPhatxQRz4euav5a1+l0KC0tNXubZFki3iNY9JJFNV9t5cKFCx1ubzAYkJWV1er+ZDpdfVwuXbrU6r6WpFAohLRri7r6+DafKio8PLxbZ+rHxMQYFzkpLy9HSUlJh/tYw/PKHoh4PnTVja9vvt7lR8R7BItesqihQ4dCqbz+tEtLS0N5eXm726ekpBjP0PT29kbv3r3NHdEuDR8+3Hg5KSmpw+0TExONl4cNG2aWTK1p/obX1tnfdDMRj69arUZsbGyn2zUYDEhOTu5xu9QxW3i9Ny+0VSpVhwsZke0R8R7Bopcsyt/f37iiiiRJ2LBhQ7vbr1+/3nh57ty5xoKZTGvu3LnGyxs3bjROGN6aiooK7N6923j9rrvuMme0FtatW2e8PGbMGIu1a+sSEhKMJ42kpKR02LvX/HXXk5lfmj+vmj92rdmzZ4/xS3Dv3r1Z9JqRqOdDVzR/vowaNYrv/TJl8fcIiaiZ7OxsCYDxxxw++ugj4+33799fqqura3W7wsJCyc/Pz7jt3r17zZKHJEmn00kRERHG+3rVqlVtbvuXv/zFuN2kSZMslvGzzz5r8dw8fvy4xdqWg3vvvdd43y1ZsqTN7X766Sfjdp6enlJ5eXm320xPT5eUSqUEQHJycpLS0tJa3U6v10uTJk0ytvvSSy91u03qHBHPh85KTU2V3N3dje2+/fbbZm+T2hYZGWl8LPbt22fS27b0ewSLXmqhJ0Xv8uXLjftNnjy5ze20Wq0UHR1t3HbBggU3Fb6lpaXShAkTjNskJCR059+hLvjiiy+M97eHh4e0Z8+em7ZZu3atpFKpjNslJSW1eXudeT4cOHBAmj9/vpSYmCgZDIZWt9FoNNLKlSslR0dH4+0tWrSoW/+jPbt06ZLk5ORkvA//8Y9/3LTN6dOnpZCQEOM2b7zxRqu3tW/fvk6/Tzz00EPG7QYOHChdvny5xd91Op305JNPGrcJCAiQKisru/+PUqeIeD6MGDFC+u6776T6+vo2t/n++++lwMBA421FRES02TFCltGdotda3yM4T68dO3fuHJYvX97idzdO9rxw4cKb9vvvf/+LgICAbrfr4OCANWvW4NZbb0VtbS02bNiA5ORkLFiwAMHBwbh8+TI2bNhgPIwREhKCjz/+uNvtUecsWbIE27dvxzfffIPq6mpMmzYNM2bMwOjRo6HT6XDw4EEcOnTIuP1f/vIX41CV7jIYDNi4cSM2btyIkJAQjBkzBgMGDIC3t3eLZYibLzcZHx+PVatW9ahdexQVFYV3330Xv/3tbwEAzz33HNauXYuZM2fC1dUVKSkp2LZtG7RaLQBgypQpePrpp3vc7sqVK3H48GGkp6cjPT0dsbGxmD9/PqKjo1FeXo4tW7YgMzMTwPX3htWrV1vkRCl7J+L5cOLECSxevBju7u4YO3YsBg0aBD8/vxbLEKelpRm39/LywtatW2+aS5zMp7XP/OLiYuPl5cuX3/T5/+STT+LWW2/tdpsWfY/oVqlMsnDjN7HO/mRnZ7d6e53t6W2yf/9+KSwsrN224uLipNTUVNP+49QmjUYjPfzww+0+JiqVSnrxxRc7vK3OPB+68hxUKBTSgw8+KFVVVZn4v7Yv7733nuTi4tLufT137lypoqKizdvoSi+OJElSbm6uNH78+Hbb9PX1lTZs2GDKf5U6wZLPh658zowfP166ePGiOf5lakd3aoLPPvvsptux1vcI9vSSMJMnT8a5c+ewatUqbNy4EZcuXUJ5eTn8/f0RGxuLxYsX44EHHuj08oTUc05OTli1ahWWLl2KTz/9FImJicjPz4dKpUJYWBimTZuGRx55BPHx8SZpb/z48Thw4ACOHDmCo0ePIjMzEyUlJcY5OX18fBATE4MJEybggQceQFRUlEnatWdPPPEEZs2ahY8++gg7duxAbm4uGhoaEBwcjLFjx+K+++7D7NmzTdpmeHg4EhMT8e233+Lrr7/G6dOnUVRUBA8PD/Tp0wdz587Fo48+apH5X6klSz4fTp06hSNHjuDIkSNIS0tDcXExSkpKoNFo4O3tjcjISIwdOxaLFy/GxIkTTdIm2QZLvUco/r+yJyIiIiKSLc4BQkRERESyx6KXiIiIiGSPRS8RERERyR6LXiIiIiKSPRa9RERERCR7LHqJiIiISPZY9BIRERGR7LHoJSIiIiLZY9FLRERERLLHopeIiIiIZI9FLxERERHJHoteIiIiIpI9Fr1EREREJHsOogMQEZFtKC8vx9q1a/HTTz/hzJkzKCkpQX19Pdzc3BAUFISoqCgMGzYMY8eOxZQpU+Dh4SE6MhGRkUKSJEl0CCIism4ffPABnn/+eVRVVXVqe0dHR+Tm5iI4ONjMyYiIOoc9vURE1K6XX34Zf/vb34zXvby8cNtttyEmJgYeHh6ora3FlStXcPLkSaSmpkKSJGi1Wuh0OnGhiYhuwKKXiIjadOLECbzyyivG608//TRefvlluLm5tbp9QUEBNm7ciI8++shSEYmIOoXDG4iIqE2PPfaYsYBduHAh1q1b1+l9JUmCQqEwVzQioi7h7A1ERNSmEydOGC/fc889XdqXBS8RWRMWvURE1KbmJ66xiCUiW8ail4iI2hQSEmK8/OOPPwpMQkTUMyx6iYioTQkJCcbLH330EV5//XVUV1cLTERE1D08kY2IiNpUWVmJwYMH48qVK8bfubi4YNKkSRg9ejSGDRuGYcOGoXfv3uJCEhF1AoteIiJq14ULF7BgwQKkpqa2uU1oaCimT5+OJUuWYNq0aRZMR0TUOSx6iYioQzqdDl9++SU++eQTJCcno72PjvHjx2P16tXo16+fBRMSEbWPRS8REXVJaWkpkpOTcfz4cZw+fRpHjx5FUVFRi228vb2RnJyMgQMHCkpJRNQSi14iIuqxn3/+GStXrsR3331n/N3IkSPx888/C0xFRPQLFr1ERGQyr7/+Ol588UXj9Z9//hkjR44UmIiI6DpOWUZERCbz/PPPw9/f33j92LFjAtMQEf2CRS8REZmMg4MD+vfvb7xeWVkpMA0R0S9Y9BIRkUk1P6nNz89PYBIiol+w6CUiojbt3bsXWq22S9tnZWUZr48ZM8YcsYiIuoxFLxERtenPf/4zoqKi8PrrryMzM7Pdbbds2YJFixYZr48ZMwZDhgwxd0Qiok7h7A1ERNSmsWPH4ujRo8br/fr1w6hRoxAREQFvb280Njbi8uXLOHjwYIui2M/PDwcOHEBcXJyI2EREN3EQHYCIiKzXhAkTcO7cOdTU1AAALl26hEuXLnW4z8cff4yYmBhLRCQi6hT29BIRUbs0Gg0OHjyIxMREnDx5EhcuXEBhYSHq6uqgVqvh5eWFAQMGYMSIEViwYAHGjx8vOjIR0U1Y9BIRERGR7PFENiIiIiKSPRa9RERERCR7LHqJiIiISPZY9BIRERGR7LHoJSIiIiLZY9FLRERERLLHopeIiIiIZI9FLxERERHJHoteIiIiIpI9Fr1EREREJHsseomIiIhI9lj0EhEREZHsseglIiIiItlj0UtEREREsseil4iIiIhkj0UvEREREcne/wE5qwi/sO7h4AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 23})\n", "plt.figure(figsize=(7.5,6))\n", "s_qry = np.linspace(-1.01, 1.01, 200)\n", "plt.fill_between(s_qry, np.sin(np.pi*s_qry)-0.3, np.sin(np.pi*s_qry)+0.3, label='Joint support of (T,S)')\n", "plt.fill_between(s_qry, -1.3, 1.3, color='grey', alpha=0.3)\n", "plt.xlabel('S')\n", "plt.ylabel('T')\n", "plt.legend(fontsize=16, loc='upper left', bbox_to_anchor=(-0.01, 1.01))\n", "plt.margins(x=0, y=0)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "id": "0d0d2e73", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T22:56:48.840878Z", "start_time": "2024-05-23T22:56:48.834940Z" } }, "outputs": [], "source": [ "n = 200\n", "\n", "# Generate a random sample from the single confounder model\n", "np.random.seed(123)\n", "S1 = 2*np.random.rand(n) - 1\n", "E = np.random.rand(n)*0.6 - 0.3\n", "T1 = np.sin(np.pi*S1) + E\n", "Y1 = T1**2 + T1 + 1 + 10*S1 + np.random.normal(loc=0, scale=1, size=n)\n", "X1 = np.concatenate([T1.reshape(-1,1), S1.reshape(-1,1)], axis=1)\n", "X1_std = 2*(X1 - np.min(X1, axis=0))/(np.max(X1, axis=0) - np.min(X1, axis=0)) - 1" ] }, { "cell_type": "code", "execution_count": 4, "id": "6460923d", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T22:56:51.591877Z", "start_time": "2024-05-23T22:56:49.919265Z" }, "scrolled": true }, "outputs": [], "source": [ "t_qry1 = np.linspace(min(T1)+0.01, max(T1)-0.01, 100)\n", "\n", "# Traditional regression adjustment estimators\n", "Y_RA1 = RegAdjust(Y1, X1, t_eval=t_qry1, degree=2, deriv_ord=0, h=None, b=None, C_h=4, C_b=2,\n", " print_bw=False, kernT=\"epanechnikov\", kernS=\"epanechnikov\", parallel=True, processes=14)\n", "Y_RA_deriv1 = RegAdjust(Y1, X1, t_eval=t_qry1, degree=2, deriv_ord=1, h=None, b=None, C_h=4, C_b=2,\n", " print_bw=False, kernT=\"epanechnikov\", kernS=\"epanechnikov\", parallel=True, processes=14)" ] }, { "cell_type": "code", "execution_count": 5, "id": "9724fec9", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T22:56:54.128803Z", "start_time": "2024-05-23T22:56:51.594564Z" } }, "outputs": [], "source": [ "# Propose integral and localized derivative estimators\n", "theta_est1 = DerivEffect(Y1, X1, t_eval=t_qry1, h_bar=None, kernT_bar=\"gaussian\", h=None, b=None, C_h=4, C_b=2,\n", " print_bw=False, degree=2, deriv_ord=1, kernT=\"epanechnikov\", kernS=\"epanechnikov\",\n", " parallel=True, processes=14)\n", "\n", "m_est1 = IntegEst(Y1, X1, t_eval=t_qry1, h_bar=None, kernT_bar=\"gaussian\", h=None, b=None, C_h=4, C_b=2,\n", " print_bw=False, degree=2, deriv_ord=1, kernT=\"epanechnikov\", kernS=\"epanechnikov\", \n", " parallel=True, processes=14)" ] }, { "cell_type": "code", "execution_count": 7, "id": "01cca033", "metadata": { "ExecuteTime": { "end_time": "2024-05-24T00:41:23.258560Z", "start_time": "2024-05-23T23:45:51.292537Z" }, "scrolled": true }, "outputs": [], "source": [ "# Nonparametric bootstrap inference\n", "np.random.seed(123)\n", "theta_est1, theta_est_boot1, theta_alpha1, theta_alpha_var1 = DerivEffectBoot(Y1, X1, t_eval=t_qry1, \n", " h_bar=None, kernT_bar=\"gaussian\", \n", " h=None, b=None, C_h=4, C_b=2, \n", " print_bw=False, degree=2, deriv_ord=1, \n", " kernT=\"epanechnikov\", \n", " kernS=\"epanechnikov\", \n", " boot_num=500, parallel=True, \n", " processes=14)\n", "\n", "m_est1, m_est_boot1, m_alpha1, m_alpha_var1 = IntegEstBoot(Y1, X1, t_eval=t_qry1, h_bar=None, \n", " kernT_bar=\"gaussian\", h=None, b=None, C_h=4, C_b=2, \n", " print_bw=False, degree=2, deriv_ord=1, \n", " kernT=\"epanechnikov\", kernS=\"epanechnikov\", \n", " boot_num=500, parallel=True, processes=14)" ] }, { "cell_type": "code", "execution_count": 6, "id": "b38d2c9f", "metadata": { "ExecuteTime": { "end_time": "2024-05-23T23:45:12.738282Z", "start_time": "2024-05-23T23:45:12.727085Z" } }, "outputs": [], "source": [ "# # Compute the 95% uniform confidence bands\n", "# theta_boot_sup1 = np.max(np.abs(theta_est_boot1 - theta_est1), axis=1)\n", "# m_boot_sup1 = np.max(np.abs(m_est_boot1 - m_est1), axis=1)\n", "\n", "# theta_alpha1 = np.quantile(theta_boot_sup1, 0.95)\n", "# m_alpha1 = np.quantile(m_boot_sup1, 0.95)\n", "\n", "# # Compute the 95% pointwise confidence intervals\n", "# theta_boot_abs1 = np.abs(theta_est_boot1 - theta_est1)\n", "# m_boot_abs1 = np.abs(m_est_boot1 - m_est1)\n", "\n", "# theta_alpha_var1 = np.quantile(theta_boot_abs1, 0.95, axis=0)\n", "# m_alpha_var1 = np.quantile(m_boot_abs1, 0.95, axis=0)" ] }, { "cell_type": "code", "execution_count": 8, "id": "4ff13bec", "metadata": { "ExecuteTime": { "end_time": "2024-05-24T00:41:24.582818Z", "start_time": "2024-05-24T00:41:23.272839Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 23})\n", "plt.figure(figsize=(7.5, 6))\n", "plt.plot(t_qry1, Y_RA_deriv1, color='darkorange', marker='D', linewidth=2, alpha=0.75, \n", " label=r'Regression adjustment estimator')\n", "plt.plot(t_qry1, theta_est1, color='seagreen', marker='o', linewidth=2, \n", " label=r'Our proposed estimator $\\widehat{\\theta}_C(t)$')\n", "plt.fill_between(t_qry1, theta_est1 - theta_alpha_var1, theta_est1 + theta_alpha_var1, color='seagreen', \n", " alpha=.3, label='95% pointwise CIs')\n", "plt.plot(t_qry1, theta_est1 - theta_alpha1, linestyle='dashed', color='seagreen', linewidth=2)\n", "plt.plot(t_qry1, theta_est1 + theta_alpha1, linestyle='dashed', color='seagreen', linewidth=2,\n", " label='95% uniform confidence band')\n", "plt.plot(t_qry1, 2*t_qry1+1, color='red', linewidth=2, label=r'True derivative $\\theta(t)$')\n", "plt.ylim([-8,9])\n", "plt.legend(fontsize=10, loc='upper left', bbox_to_anchor=(-0.011, 1.015))\n", "plt.xlabel('Treatment level $t$')\n", "plt.ylabel(r'Derivative effect $\\theta(t)$', labelpad=-3)\n", "plt.margins(x=0.01, y=0.012)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "895a7c2f", "metadata": { "ExecuteTime": { "end_time": "2024-05-24T00:41:25.168320Z", "start_time": "2024-05-24T00:41:24.595582Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 23})\n", "plt.figure(figsize=(7.5,6))\n", "plt.scatter(T1, Y1, facecolors='none', edgecolors='black', alpha=0.7, \n", " label=r'Observed $(T_i,Y_i), i=1,...,n$')\n", "# sns.rugplot(T, height=0.025, color='grey')\n", "plt.plot(t_qry1, Y_RA1, color='yellowgreen', marker=\"D\", linewidth=2, alpha=0.8, label=r'Regression adjustment estimator')\n", "plt.plot(t_qry1, m_est1, color='blue', linewidth=3, label=r'Our proposed estimator $\\widehat{m}_{\\theta}(t)$')\n", "plt.fill_between(t_qry1, m_est1 - m_alpha_var1, m_est1 + m_alpha_var1, color='b', \n", " alpha=.3, label='95% pointwise CIs')\n", "plt.plot(t_qry1, m_est1 - m_alpha1, linestyle='dashed', color='blue', linewidth=2)\n", "plt.plot(t_qry1, m_est1 + m_alpha1, linestyle='dashed', color='blue', linewidth=2,\n", " label='95% uniform confidence band')\n", "plt.plot(t_qry1, t_qry1**2 + t_qry1+1, color='red', linewidth=2, label=r'True dose-response curve $m(t)$')\n", "plt.legend(fontsize=10, loc='upper left', bbox_to_anchor=(-0.011, 1.012))\n", "plt.ylim([-12,15])\n", "plt.xlabel('Treatment level $t$')\n", "plt.ylabel(r'Causal effect $m(t)$', labelpad=-5)\n", "plt.margins(x=0.01, y=0.02)\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }