{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Выгрузка данных из csv файла в датафрейм"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['category', 'sub_category', 'href', 'items', 'price'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "df = pd.read_csv(\".//static//csv//jio_mart_items.csv\").head(20000)\n",
    "print(df.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **1. Гистограмма распределения цен товаров**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "df['price'].plot.hist(bins=100, edgecolor='black', color='skyblue')\n",
    "plt.title('Распределение цен товаров')\n",
    "plt.xlabel('Цена')\n",
    "plt.ylabel('Частота')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Большая часть товаров дешевле 2000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **2. Столбчатая диаграмма количества товаров в каждой категории**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_counts = df['sub_category'].value_counts()\n",
    "plt.figure(figsize=(10, 6))\n",
    "wedges, texts, autotexts = plt.pie(category_counts, autopct='%1.1f%%', startangle=140, colors=plt.cm.Paired.colors)\n",
    "plt.title('Количество товаров в каждой категории')\n",
    "plt.legend(wedges, category_counts.index, title=\"Категории\", loc=\"center left\", bbox_to_anchor=(1, 0, 0.5, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Больше всего товаров в категориях Snacks & Branded Foods и Staples, меньше всего - в категориях Fruits & Vegetables и Premium Fruits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **3. Столбчатая диаграмма на срезе данных (1-я по 30-я строка), показывающая цены товаров**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tWlWdOnXSd999p5SUlJs+xtKlS1W8eHENGjQozbKs9m+/fv1cjpT3799fBQoUcH4OsvJa79ixQ48++qi6d++ud999N83yXr16afv27Tp27JizbeHChSpfvny634lFihRRTExMlrYPQFqcHg/gtgIDAyX9/QM3M6pWrZqmrVq1aoqLi9Mff/whu92uS5cuadasWTc9xfzChQsut2NiYuTp6Sk/P7/bPv+hQ4dUokSJ264XFham2bNn66OPPlLHjh3l7e2tq1evZnm9O3X06FEdPHjwprXf+JrMmTNHc+bMSbNeSEiIy+2VK1dq/Pjx2rNnj8u1x+4KBidPnpTdbleVKlVc2kuVKqXChQvr5MmTLu2LFi3SokWLnLfvvvvuNNeMZ6bm273fJCkuLk7Vq1dPs15oaKgcDodOnTqlWrVqOdv/eSqzt7e3pk+fnm4ozoo//vgj0/Wk56OPPnJeA5/eda2Se/s+s+/PWzl58qSqVq3qEiykv7c/dfk/3ayPb3ad8g8//KAVK1Zo3bp1acZLkDL/mX766afVsGFDnT17VkeOHNHZs2f16KOPulyjfzvGDeP//vbbb5KU7hgc7pJ6Ovk/lSpVKs16Cxcu1IEDB7R48WLn9czuktqXN77fvby8VKlSpTR9fTM1atRQjRo1JP0dJMPDw/XQQw9p+/btstlszh1UN46vIP3fTl9fX1+lpKSkuUa7aNGiLgPw/fPzf7PP6dKlSxUTE3PTyzOOHTum6tWrq0AB9/3kvvFz4O/vr9KlSzuvwc/sa3369Gl16NBB165d059//pnu98Jjjz2mF154QQsXLtSoUaN0+fJlrVy5UkOGDEl3fcMwGIQOcCNCO4DbCgwMVJkyZTI86E5GORwOSdITTzyh3r17p7vOXXfd5XL7xIkTzpGSb6dChQr6+OOPXdq+/PLLNDsI3n77bZ0+fVr//ve/b/l4GV3vTjkcDtWpU0fvvfdeusvLly/vcrtz585pBqMbMWKEyzy5mzdvVqdOndSsWTPNnDlTpUuXlqenp+bOnev2H+cZ/aEWHh6uYcOGSfr72uAJEybowQcf1E8//SRfX98crflmPvvsMwUFBen69ev6/vvvNWDAAPn4+GRpLuzssm3bNr355pvauXOnhgwZorZt2zqvQ5fc3/eZfX+a6ZVXXlGbNm3UokWLdEdUz+xnum7duqpbt64WLFiggwcPqnv37s6dmrdTtGhR2Wy2m+5YyU5ffPFFmjMCbtx5kJiYqJEjR6pPnz63vEbbah5++GE999xzOnLkiKpXr+4cyyG96e/Onj2rokWLytvbWydOnHAZc0L6+yyRfw7K9tlnnykuLi7Pjzb/66+/qkGDBpo8ebKefPJJzZ8/P83/yUWKFFHHjh2doX3JkiVKSEjQE088ke5jXrp0yeV7CMCdIbQDyJCOHTtq1qxZ2rp1q3Mu39s5evRomrYjR47Iz8/PeZQuICBAKSkpGRrYKzk5WVFRUWrbtm2Gnr9gwYJpHje90WyLFSumTz/9VLVq1dJ9992n5557TmvWrElzimBG17tTlStXVlRUlFq2bJmhAFyuXLk02zllyhSX0L506VL5+Pho9erVLqeN/vNU3zsVEhIih8Oho0ePOo+USn8PNnjp0qU0R/5Lly7tUnf16tV17733atmyZfrXv/6V6Zoz8n7z8/PT4cOH06x36NAh2e32NIGzadOmzpHIO3bsqAMHDujtt992S2gvUaJEputJzzPPPKPXXntNZ86cUc2aNTVkyBCXQazc3feZfX/eSkhIiPbu3SuHw+FytD11+q4b3zM36+MbR4uX/h6pfevWrbe8BCArn+lnnnlGkydP1rlz57RixYrbbaJTgQIFVLlyZR0/ftylPfXSCHfvFP2nNm3aKDIy8pbrzJw5UxcuXEgzu4G7pPbl4cOHXS4HSUxM1PHjxzP0f0B6Uk91Tz2ToGzZsipRokS6M3rs2LHDOQhiqVKl0rwmdevWdbndtGlTFSxYUP369bvp57RgwYK3DKeVK1fW9u3blZSUlKGB9jLi6NGjevDBB523r169qrNnz6p9+/aSMv9aly5dWqtWrVJQUJC++eYbvfjii2rfvn2as2l69eqlzp07a+fOnVq4cKHq16+f7plAp0+fVmJiosv/AwDuDNe0A8iQl19+WQULFtSzzz6r8+fPp1l+7NgxTZ061aXtxh/Mp06d0jfffKPw8HB5eHjIw8ND3bt319KlS9P9wXrjqYtr1qzR5cuX1blzZzdt1f/p16+fvLy8NHv2bLVq1Uo1a9a8o/XuxKOPPqrTp0+nOUtA+vsH6rVr1zL9mB4eHrLZbC7XXp44cSLLI9GnJ/UH45QpU1zaU4/I3mqEeun/fnynntaa2Zoz8n4LDw/XN9984zKV0/nz5xUREaH77rvvtkdN4+Pj0z3tNivcUY8k5yj+ZcqU0YQJE/TZZ59pzZo1Ls/jzr535/uzffv2OnfunL744gtnW3Jyst5//335+/unuVZ22bJlOn36tPP2jh07tH37drVr185lvZSUFL322mvq0aOHM6TdTGY/0z169NDp06dVsmTJNFNl3U5YWFiaMFmiRAk1a9ZMn3zySZpT+G88Gp5VqTvI/vnvn65cuaI333xTQ4YMSfe0eXdo1aqVvLy8NG3aNJftmjNnji5fvnzb74f0LrtISkrSggUL5Ovr69Jv3bt318qVK3Xq1Cln27p163TkyBHn2AY+Pj5pXpMbxxuQ/u6fBg0aKCIiwuX/pGPHjmn58uVq166dPDw8blp39+7dFRMTo+nTp6dZltX+nTVrlsu4JR988IGSk5Odn4PMvtbVqlVznt7//vvvy+FwpJm5QZLatWun4sWLa8KECdq4ceNNj7Lv2rVLkjI12wyAW+NIO4AMqVy5siIiIvTYY48pNDRUvXr1Uu3atZWYmKgtW7Y4p2n6p9q1a6tNmzYuU3BJ0tixY53rvPPOO1q/fr0aN26svn37qmbNmrp48aJ2796ttWvX6uLFi5L+Pr3zpZdekre3t+Lj4/XZZ585H+Py5ctKSUnRsmXL1KVLl0xv25w5c/T1119r/fr1KlSo0B2vdzMpKSn67rvvXNpSj/zv2LFD5cqVU5UqVfTkk09q8eLF+ve//63169eradOmSklJ0aFDh7R48WKtXr063emMbqVDhw5677331LZtW/Xo0UMXLlzQjBkzVKVKFe3duzfT25KeunXrqnfv3po1a5YuXbqkBx54QDt27ND8+fPVpUsXlyND0t/X8qb24+nTpzV9+nQFBgY6B6PLbM0Zeb+NHz9ekZGRuu+++/Sf//xHBQoU0EcffaSEhARNnDgxzWMuW7ZMxYsXd54ev3nz5ptOQ5gVma3ndvr166eIiAj9+9//1v79++Xn5+f2vnfn+7Nfv3766KOP9NRTT2nXrl2qUKGClixZoh9//FFTpkxJM/hllSpVdN9996l///5KSEjQlClTVKxYMb388ssu6/3+++/y8vK67fReWflMFylSRGfPnnXuDMmMzp0769NPP9WRI0dcTkGfNm2a7rvvPjVo0ED9+vVTxYoVdeLECX377be3net6xYoVioqKkvR3iN27d6/zGvtOnTqlucQoPbt371bx4sXTvI7uVKJECQ0fPlxjx45V27Zt1alTJx0+fFgzZ87U3XfffdMAmOq5555TbGysmjVrprJly+rcuXNauHChDh06pEmTJjmnAJWk1157TV9++aUefPBBDR48WFevXtW7776rOnXqZHjgwH+aOHGi2rZtqyZNmui5555TcnKypk+fLh8fn9tOyderVy8tWLBAQ4cO1Y4dO3T//ffr2rVrWrt2rf7zn/9kaSd0YmKiWrZsqUcffdT5Gt53333q1KmTpDt7rUuVKqV3331Xzz77rJ544gnnzljp70EiH3/8cU2fPl0eHh4uA0j+U2RkpIKDg5nuDXAnk0atB5BLHTlyxOjbt69RoUIFw8vLywgICDCaNm1qvP/++y7T6Oj/T/X02WefGVWrVjW8vb2N+vXrpzs1zPnz540BAwYY5cuXNzw9PY1SpUoZLVu2NGbNmuVcJyQkxDnNz83+/XOap4xOQ3T06FGjYMGCxvDhw13Wu3Hap4yudzO9e/e+bf3/nAosMTHRmDBhglGrVi3D29vbKFKkiNGwYUNj7NixxuXLl9O8zjdKb8q3OXPmOPuiRo0axty5c285vVB6bjXlm2H8Pa3V2LFjjYoVKxqenp5G+fLljeHDh6eZYunG/ixevLgRHh5ubN26NUs1Z+b9tnv3bqNNmzaGv7+/4efnZzz44IPGli1bXNZJ7dfUf15eXkaVKlWMUaNGZXi6qIxM+ZbRetJzs744fPiw4ePj4zINWmb7/lZTvhnGnb8//+n8+fPG008/bRQvXtzw8vIy6tSpk2abUrf13XffNSZNmmSUL1/e8Pb2Nu6//34jKirKZd3Uz9rgwYNvuU2Z+Uzfbkq3jEz5ZhiGkZCQYBQvXtx444030izbv3+/0bVrV6Nw4cKGj4+PUb16dWPkyJG3fcxbfbfc7HP6Tw888IAhyZg8ebJLe0a/GzIzvaZh/D3tWI0aNQxPT08jKCjI6N+/v/HXX3/d9nk+//xzo1WrVkZQUJBRoEABo0iRIkarVq2c05zdaP/+/UZ4eLjh5+dnFC5c2OjZs6fLlG23kt77f+3atca9995r+Pj4GAEBAUb79u2NvXv3Zujx4uLijNdff935vViqVCnj4YcfdpnqMVVGPpcbN240+vXrZxQpUsTw9/c3evbsafz5559p1s/Ia33jlH+pWrRoYQQHBxtXrlxxad+xY4chyQgPD0+3xpSUFKN06dLGiBEjbvJqAMgKm2G46dwrAPgHm82mAQMGpHtKYFZUqFBBY8aMuem1xBs2bNBTTz3lcppxbtK8eXM1b948264nzevc/X6DtaQOGvbuu+/qpZdeMrucO/LGG29o7ty5Onr06C1PqwZulDrF4M6dOzN9tpW7REVFqV69elqwYIGefPLJNMuXLVumHj166NixY85BAQHcOa5pBwAAyCFDhgzR1atXXaY7BHKLjz/+WP7+/urWrVu6yydMmKCBAwcS2AE345p2ALlC165dVbly5ZsuDwoKUteuXXOwIve655570sxvDiDv8ff3z9Rc9oAVrFixQr/88otmzZqlgQMHqmDBgumut3Xr1hyuDMgfCO0AcoXJkyffcnloaOht17GyrAw6BgBAThg0aJDOnz+v9u3buwzuCSBncE07AAAAAAAWxTXtAAAAAABYFKfHS3I4HDpz5owCAgIyPecqAAAAAACZZRiGrly5ojJlyshuv/nxdEK7pDNnzqh8+fJmlwEAAAAAyGdOnTqlcuXK3XQ5oV1SQECApL9frMDAQJOryfuSkpK0Zs0ahYeHy9PT0+xykM3o7/yF/s5/6PP8hf7OX+jv/Ic+z1mxsbEqX768M4/eDKFdcp4SHxgYSGjPAUlJSfLz81NgYCBfBvkA/Z2/0N/5D32ev9Df+Qv9nf/Q5+a43SXaDEQHAAAAAIBFEdoBAAAAALAoQjsAAAAAABZlamgfM2aMbDaby78aNWo4l1+/fl0DBgxQsWLF5O/vr+7du+v8+fMujxEdHa0OHTrIz89PJUuW1LBhw5ScnJzTmwIAAAAAgNuZPhBdrVq1tHbtWuftAgX+r6QhQ4bo22+/1ZdffqlChQpp4MCB6tatm3788UdJUkpKijp06KBSpUppy5YtOnv2rHr16iVPT0+99dZbOb4tAAAAAAC4k+mhvUCBAipVqlSa9suXL2vOnDmKiIhQixYtJElz585VaGiotm3bpiZNmmjNmjX65ZdftHbtWgUFBalevXp644039Morr2jMmDHy8vJK9zkTEhKUkJDgvB0bGyvp79ESk5KSsmEr8U+przGvdf5Af+cv9Hf+Q5/nL/R3/kJ/5z/0ec7K6Otsemg/evSoypQpIx8fH4WFhentt99WcHCwdu3apaSkJLVq1cq5bo0aNRQcHKytW7eqSZMm2rp1q+rUqaOgoCDnOm3atFH//v114MAB1a9fP93nfPvttzV27Ng07WvWrJGfn5/7NxLpioyMNLsE5CD6O3+hv/Mf+jx/ob/zF/o7/6HPc0ZcXFyG1jM1tDdu3Fjz5s1T9erVdfbsWY0dO1b333+/9u/fr3PnzsnLy0uFCxd2uU9QUJDOnTsnSTp37pxLYE9dnrrsZoYPH66hQ4c6b6dOah8eHs487TkgKSlJkZGRat26NfM/5gP0d/5Cf+c/9Hn+Qn/nL/R3/kOf56zUM75vx9TQ3q5dO+ffd911lxo3bqyQkBAtXrxYvr6+2fa83t7e8vb2TtPu6enJmzMH8XrnL/R3/kJ/5z/0ef5Cf+cv9Hf+Q5/njIy+xpaa8q1w4cKqVq2afv31V5UqVUqJiYm6dOmSyzrnz593XgNfqlSpNKPJp95O7zp5AAAAAAByE0uF9qtXr+rYsWMqXbq0GjZsKE9PT61bt865/PDhw4qOjlZYWJgkKSwsTPv27dOFCxec60RGRiowMFA1a9bM8foBAAAAAHAnU0+Pf+mll/TQQw8pJCREZ86c0ejRo+Xh4aF//etfKlSokPr06aOhQ4eqaNGiCgwM1KBBgxQWFqYmTZpIksLDw1WzZk09+eSTmjhxos6dO6cRI0ZowIAB6Z7+DgAAAABAbmJqaP/999/1r3/9S3/++adKlCih++67T9u2bVOJEiUkSZMnT5bdblf37t2VkJCgNm3aaObMmc77e3h4aOXKlerfv7/CwsJUsGBB9e7dW+PGjTNrkwAAAAAAcBtTQ/uiRYtuudzHx0czZszQjBkzbrpOSEiIVq1a5e7SAAAAAAAwnaWuaQcAAAAAAP+H0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFlXA7AIA3Fx0dLRiYmLMLuOOOBwOSVJUVJTs9ty9n7B48eIKDg42uwwAAADkI4R2wKKio6NVIzRU8XFxZpdyR3x9ffX555+rWbNmio+PN7ucO+Lr56dDBw8S3AEAAJBjCO2ARcXExCg+Lk6Pjv9AJStWNbucLPOQIema+s1erhTZzC4nyy4cP6rFI/orJiaG0A4AAIAcQ2gHLK5kxaoqG1rX7DKyzO5Iln7frjLVa8th5ysHAAAAyIzcfYEpAAAAAAB5GKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYVAGzCwAAAACA3C46OloxMTFml3FHHA6HJCkqKkp2e+49vlu8eHEFBwebXYbbENoBAAAA4A5ER0erRmio4uPizC7ljvj6+urzzz9Xs2bNFB8fb3Y5Webr56dDBw/mmeBOaAcAAACAOxATE6P4uDg9Ov4DlaxY1exyssxDhqRr6jd7uVJkM7ucLLlw/KgWj+ivmJgYQjsAAAAA4P+UrFhVZUPrml1GltkdydLv21Wmem057ERFq8i9FyoAAAAAAJDHEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUQXMLgCZEx0drZiYGLPLuCMOh0OSFBUVJbs99+43Kl68uIKDg80uAwAAAEAeRmjPRaKjo1UjNFTxcXFml3JHfH199fnnn6tZs2aKj483u5ws8/Xz06GDBwnuAAAAALINoT0XiYmJUXxcnB4d/4FKVqxqdjlZ5iFD0jX1m71cKbKZXU6WXDh+VItH9FdMTAyhHQAAAEC2IbTnQiUrVlXZ0Lpml5Fldkey9Pt2laleWw47b0EAAAAAuJnce0ExAAAAAAB5HKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsCjLhPZ33nlHNptNL7zwgrPt+vXrGjBggIoVKyZ/f391795d58+fd7lfdHS0OnToID8/P5UsWVLDhg1TcnJyDlcPAAAAAID7WSK079y5Ux999JHuuusul/YhQ4ZoxYoV+vLLL7Vx40adOXNG3bp1cy5PSUlRhw4dlJiYqC1btmj+/PmaN2+eRo0aldObAAAAAACA25ke2q9evaqePXvq448/VpEiRZztly9f1pw5c/Tee++pRYsWatiwoebOnastW7Zo27ZtkqQ1a9bol19+0WeffaZ69eqpXbt2euONNzRjxgwlJiaatUkAAAAAALhFAbMLGDBggDp06KBWrVpp/PjxzvZdu3YpKSlJrVq1crbVqFFDwcHB2rp1q5o0aaKtW7eqTp06CgoKcq7Tpk0b9e/fXwcOHFD9+vXTfc6EhAQlJCQ4b8fGxkqSkpKSlJSU5O5NdBuHwyFfX195yJDdkXsvAUitPTdvg4cM+fr6yuFwZNt7hv62lpzo87wg9bXhNco/6PP8hf7OX+jvjON3m3Xkpt9sGa3PZhiGkc213NSiRYv05ptvaufOnfLx8VHz5s1Vr149TZkyRREREXr66addwrUk3XPPPXrwwQc1YcIE9evXTydPntTq1audy+Pi4lSwYEGtWrVK7dq1S/d5x4wZo7Fjx6Zpj4iIkJ+fn3s3EgAAAACAG8TFxalHjx66fPmyAgMDb7qeaUfaT506pcGDBysyMlI+Pj45+tzDhw/X0KFDnbdjY2NVvnx5hYeH3/LFMltUVJSaNWumfrOXq0z12maXk2V2R7Kqntmlo2UaymE3/WSPLDlzeL9mPdtJmzZtUt26dbPlOehva8mJPs8LkpKSFBkZqdatW8vT09PscpAD6PP8hf7OX+jvjON3m3Xkpt9sqWd8345pPbFr1y5duHBBDRo0cLalpKRo06ZNmj59ulavXq3ExERdunRJhQsXdq5z/vx5lSpVSpJUqlQp7dixw+VxU0eXT10nPd7e3vL29k7T7unpaekvJLvdrvj4eKXIlms/RP/ksBfItduRIpvi4+Nlt9uz7T1Df1tLTvR5XmL171O4H32ev9Df+Qv9fXv8brOO3PSbLaP1mdYTLVu21L59+1zann76adWoUUOvvPKKypcvL09PT61bt07du3eXJB0+fFjR0dEKCwuTJIWFhenNN9/UhQsXVLJkSUlSZGSkAgMDVbNmzZzdIAAAgFuIjo5WTEyM2WXcEYfDIenvo4p2u+njGd+R4sWLKzg42OwyAOC2TAvtAQEBql3b9dSRggULqlixYs72Pn36aOjQoSpatKgCAwM1aNAghYWFqUmTJpKk8PBw1axZU08++aQmTpyoc+fOacSIERowYEC6R9IBAADMEB0drRqhoYqPizO7lDvi6+urzz//XM2aNVN8fLzZ5dwRXz8/HTp4kOAOwPIsfc7D5MmTZbfb1b17dyUkJKhNmzaaOXOmc7mHh4dWrlyp/v37KywsTAULFlTv3r01btw4E6sGAABwFRMTo/i4OD06/gOVrFjV7HKyzEOGpGvqN3u5UmQzu5wsu3D8qBaP6K+YmBhCOwDLs1Ro37Bhg8ttHx8fzZgxQzNmzLjpfUJCQrRq1apsrgwAAODOlaxYVWVDrT0w0q3YHcnS79tVpnrtXHu9KwDkNrn7YiQAAAAAAPIwQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiypgdgEAAABAXhQdHa2YmBizy8gyh8MhSYqKipLdnruP9RUvXlzBwcFmlwFkCaEdAAAAcLPo6GjVCA1VfFyc2aVkma+vrz7//HM1a9ZM8fHxZpdzR3z9/HTo4EGCO3IlQjsAAADgZjExMYqPi9Oj4z9QyYpVzS4nSzxkSLqmfrOXK0U2s8vJsgvHj2rxiP6KiYkhtCNXIrQDAAAA2aRkxaoqG1rX7DKyxO5Iln7frjLVa8thJzYAZsndF6cAAAAAAJCHEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAizI1tH/wwQe66667FBgYqMDAQIWFhel///ufc/n169c1YMAAFStWTP7+/urevbvOnz/v8hjR0dHq0KGD/Pz8VLJkSQ0bNkzJyck5vSkAAAAAALidqaG9XLlyeuedd7Rr1y799NNPatGihTp37qwDBw5IkoYMGaIVK1boyy+/1MaNG3XmzBl169bNef+UlBR16NBBiYmJ2rJli+bPn6958+Zp1KhRZm0SAAAAAABuU8DMJ3/ooYdcbr/55pv64IMPtG3bNpUrV05z5sxRRESEWrRoIUmaO3euQkNDtW3bNjVp0kRr1qzRL7/8orVr1yooKEj16tXTG2+8oVdeeUVjxoyRl5dXus+bkJCghIQE5+3Y2FhJUlJSkpKSkrJpa++cw+GQr6+vPGTI7si9ZxOk1p6bt8FDhnx9feVwOLLtPUN/W0tO9HlekPra8BrlH/R5xvCdbi38P54x9HfG5YX+lvJGn+em32wZrc9mGIaRzbVkSEpKir788kv17t1bP//8s86dO6eWLVvqr7/+UuHChZ3rhYSE6IUXXtCQIUM0atQoLV++XHv27HEuP378uCpVqqTdu3erfv366T7XmDFjNHbs2DTtERER8vPzc/emAQAAAADgIi4uTj169NDly5cVGBh40/VMPdIuSfv27VNYWJiuX78uf39/ff3116pZs6b27NkjLy8vl8AuSUFBQTp37pwk6dy5cwoKCkqzPHXZzQwfPlxDhw513o6NjVX58uUVHh5+yxfLbFFRUWrWrJn6zV6uMtVrm11Oltkdyap6ZpeOlmkoh930t2CWnDm8X7Oe7aRNmzapbt262fIc9Le15ESf5wVJSUmKjIxU69at5enpaXY5yAH0ecbwnW4t/D+eMfR3xuWF/pbyRp/npt9sqWd8347pPVG9enXt2bNHly9f1pIlS9S7d29t3LgxW5/T29tb3t7eado9PT0t/YPDbrcrPj5eKbLl2g/RPznsBXLtdqTIpvj4eNnt9mx7z9Df1pITfZ6XWP37FO5Hn98a3+nWwv/jmUN/315e6m8pd/d5bvrNltH6TO8JLy8vValSRZLUsGFD7dy5U1OnTtVjjz2mxMREXbp0yeVo+/nz51WqVClJUqlSpbRjxw6Xx0sdXT51HQAAAAAAcivLzdPucDiUkJCghg0bytPTU+vWrXMuO3z4sKKjoxUWFiZJCgsL0759+3ThwgXnOpGRkQoMDFTNmjVzvHYAAAAAANzJ1CPtw4cPV7t27RQcHKwrV64oIiJCGzZs0OrVq1WoUCH16dNHQ4cOVdGiRRUYGKhBgwYpLCxMTZo0kSSFh4erZs2aevLJJzVx4kSdO3dOI0aM0IABA9I9/R0AAAAAgNzE1NB+4cIF9erVS2fPnlWhQoV01113afXq1WrdurUkafLkybLb7erevbsSEhLUpk0bzZw503l/Dw8PrVy5Uv3791dYWJgKFiyo3r17a9y4cWZtEgAAAAAAbmNqaJ8zZ84tl/v4+GjGjBmaMWPGTdcJCQnRqlWr3F0aAAAAAACmy3Jo/+WXXxQdHa3ExESX9k6dOt1xUQAAAAAAIAuh/bffflPXrl21b98+2Ww2GYYhSbLZbJKklJQU91YIAAAAAEA+lenR4wcPHqyKFSvqwoUL8vPz04EDB7Rp0yY1atRIGzZsyIYSAQAAAADInzJ9pH3r1q36/vvvVbx4cdntdtntdt133316++239fzzz+vnn3/OjjoBAAAAAMh3Mn2kPSUlRQEBAZKk4sWL68yZM5L+HhDu8OHD7q0OAAAAAIB8LNNH2mvXrq2oqChVrFhRjRs31sSJE+Xl5aVZs2apUqVK2VEjAAAAAAD5UqZD+4gRI3Tt2jVJ0rhx49SxY0fdf//9KlasmL744gu3FwgAAAAAQH6V6dDepk0b599VqlTRoUOHdPHiRRUpUsQ5gjwAAAAAALhzWZ6n/Z+KFi3qjocBAAAAAAD/kOnQ3q1bt1su/+qrr7JcDAAAAAAA+D+ZHj2+UKFCzn/ffvut7Ha7SxsAAAAAAHCPTB9pnzt3rvPvJUuWaOLEiYwaDwAAAABANsj0kXYAAAAAAJAzCO0AAAAAAFhUpk+PnzZtmvPv5ORkzZs3T8WLF3e2Pf/88+6pDAAAAACAfC7ToX3y5MnOv0uVKqVPP/3UedtmsxHaAQAAAABwk0yH9uPHj2dHHQAAAAAA4AZZvqY9MTFRhw8fVnJysjvrAQAAAAAA/1+mQ3tcXJz69OkjPz8/1apVS9HR0ZKkQYMG6Z133nF7gQAAAAAA5FeZDu3Dhw9XVFSUNmzYIB8fH2d7q1at9MUXX7i1OAAAAAAA8rNMX9O+bNkyffHFF2rSpIlsNpuzvVatWjp27JhbiwMAAAAAID/L9JH2P/74QyVLlkzTfu3aNZcQDwAAAAAA7kymQ3ujRo307bffOm+nBvXZs2crLCzMfZUBAAAAAJDPZfr0+Lfeekvt2rXTL7/8ouTkZE2dOlW//PKLtmzZoo0bN2ZHjQAAAAAA5EuZPtJ+3333ac+ePUpOTladOnW0Zs0alSxZUlu3blXDhg2zo0YAAAAAAPKlTB9pl6TKlSvr448/dnctAAAAAADgH7IU2tOTnJys8PBwSZKXl5e+++47dz00AAAAAAD5UqZDe/369dMdJd4wDO3du1e7d++W3Z7ps+4BAAAAAMANMh3au3Tpkm57UlKS9u7dq7p1695pTQAAAAAAQFkI7aNHj063/fr163r77bfvuCAAAAAAAPA3t53Hnt4p8wAAAAAAIOu4+BwAAAAAAIvK9OnxQ4cOTbc9JSXljosBAAAAAAD/J9Oh/eeff77psmbNmt1RMQAAAAAA4P9kOrSvX78+O+oAAAAAAAA34Jp2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKIyPXr8tGnTbrn8+eefz3IxAAAAAADg/2Q6tL/wwgsqV66cPDw8JEmnTp1S6dKlVaBAAdlsNkI7AAAAAABukunQLkk//fSTSpYsKUkKCAjQxo0bValSJbcWBgAAAABAfpfpa9o9PDyUkpLivJ2SkqKtW7e6tSgAAAAAAJCF0F6uXDmtW7dOkrRlyxY5HA4NHTpUr732mgzDcHuBAAAAAADkV5kO7c8995yeeuop1ahRQy1atFDfvn31008/ae3atWrdunV21AgAAAAAQL6U6WvaX331VTVo0EBRUVGqWLGiunfvLpvNps2bN2vw4MHZUSMAAAAAAPlSlgaiCw8PV3h4uEubt7e3PvzwQ7cUBQAAAAAAshDaY2Njb7k8MDAwy8UAAAAAAID/k+nQXrhwYdlstjTthmHIZrO5jCwPAAAAAACyLkunxy9ZskRFixaVYRhq3769Zs+erbJly7q7NgAAAAAA8rUshfamTZuqZMmSkv6et71BgwaqUaOGWwsDAAAAACC/y/SUb0WLFtXvv/8uSfrrr78UFxenjh07Kioqyu3FAQAAAACQn2U6tDdr1kxPPfWU3nnnHXXu3FkNGzbU0KFD9cADD2jevHnZUCIAAAAAAPlTpkP7zJkzVbt2bX366acKDAzUwoUL9Z///EffffedRo0alR01AgAAAACQL2X6mvZSpUopIiIiTXuTJk20e/dutxQFAAAAAACycKT9VooXL+7OhwMAAAAAIF/L9JH2oUOH3nL5e++9l+ViAAAAAADA/8l0aP/555+df//www9q2LChfH19JUk2m819lQEAAAAAkM9lOrSvX7/e+XdAQIAiIiJUqVIltxYFAAAAAADcfE07AAAAAABwH0I7AAAAAAAWlenT45cvX+782+FwaN26ddq/f7+zrVOnTu6pDAAAAACAfC7Tob1Lly4ut5977jnn3zabTSkpKXdcFAAAAAAAyEJodzgc2VEHAAAAAAC4Ade0AwAAAABgUZk+0h4bG5tu+4ULF1S9enUVKlRIQUFBOnjw4B0XBwAAAABAfpbp0F64cGHZbLY07YZhyGaz6eLFi24pDAAAAACA/C7ToV2SlixZoqJFi7q0/fnnn3rkkUfcUhQAAAAAAMhiaG/atKlKlizp0nb+/Hm3FAQAAAAAAP6WpdD+yy+/6M8//1RgYKDKlCmT7unyAAAAAADgzmQptLds2dL5t5eXl+69915169bNbUUBAAAAAIAshPbjx49LkhISEvTnn3/qt99+08aNG/XKK6+4vTgAAAAAAPKzTIf2kJAQl9thYWHq2bOnnnjiCTVv3lyVKlVSiRIltH37drcVCQAAAABAfpSl0+PTc9999zmPwnt4eLjrYQEAAAAAyLeyFNqTk5O1YcMGHTt2TD169FBAQIDOnTunYsWKyd/f3901AgAAAACQL2U6tJ88eVJt27ZVdHS0EhIS1Lp1awUEBGjChAlKSEjQhx9+mB11AgAAAACQ79gze4fBgwerUaNG+uuvv+Tr6+ts79q1q9atW+fW4gAAAAAAyM8yfaR98+bN2rJli7y8vFzaK1SooNOnT7utMAAAAAAA8rtMH2l3OBxKSUlJ0/77778rICDALUUBAAAAAIAshPbw8HBNmTLFedtms+nq1asaPXq02rdv787aAAAAAADI1zJ9evykSZPUpk0b1axZU9evX1ePHj109OhRFS9eXJ9//nl21AgAAAAAQL6U6dBerlw5RUVFadGiRdq7d6+uXr2qPn36qGfPni4D0wEAAAAAgDuTpXnaCxQooCeeeMLdtQAAAAAAgH/IUmg/fPiw3n//fR08eFCSFBoaqoEDB6pGjRpuLQ4AgLwsOjpaMTExZpdxRxwOhyQpKipKdnumh8qxjOLFiys4ONjsMgAASCPToX3p0qV6/PHH1ahRI4WFhUmStm3bpjp16mjRokXq3r2724sEACCviY6OVo3QUMXHxZldyh3x9fXV559/rmbNmik+Pt7scrLM189Phw4eJLgDACwn06H95Zdf1vDhwzVu3DiX9tGjR+vll18mtAMAkAExMTGKj4vTo+M/UMmKVc0uJ8s8ZEi6pn6zlytFNrPLyZILx49q8Yj+iomJIbQDACwn06H97Nmz6tWrV5r2J554Qu+++65bigIAIL8oWbGqyobWNbuMLLM7kqXft6tM9dpy2LN01R0AALiFTF981rx5c23evDlN+w8//KD777/fLUUBAAAAAIAsHGnv1KmTXnnlFe3atUtNmjSR9Pc17V9++aXGjh2r5cuXu6wLAAAAAACyJtOh/T//+Y8kaebMmZo5c2a6yyTJZrMpJSXlDssDAAAAACD/ynRoT53aBQAAAAAAZK/cO6EqAAAAAAB5XIZD+/fff6+aNWsqNjY2zbLLly+rVq1a2rRpk1uLAwAAAAAgP8twaJ8yZYr69u2rwMDANMsKFSqk5557TpMnT3ZrcQAAAAAA5GcZDu1RUVFq27btTZeHh4dr165dbikKAAAAAABkIrSfP39enp6eN11eoEAB/fHHH24pCgAAAAAAZCK0ly1bVvv377/p8r1796p06dJuKQoAAAAAAGQitLdv314jR47U9evX0yyLj4/X6NGj1bFjR7cWBwAAAABAfpbhedpHjBihr776StWqVdPAgQNVvXp1SdKhQ4c0Y8YMpaSk6PXXX8+2QgEAAAAAyG8yHNqDgoK0ZcsW9e/fX8OHD5dhGJIkm82mNm3aaMaMGQoKCsq2QgEAAAAAyG8yHNolKSQkRKtWrdJff/2lX3/9VYZhqGrVqipSpEh21QcAAAAAQL6VqdCeqkiRIrr77rvdXQsAAAAAAPiHDA9EBwAAAAAAchahHQAAAAAAiyK0AwAAAABgUYR2AAAAAAAsitAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZlamh/++23dffddysgIEAlS5ZUly5ddPjwYZd1rl+/rgEDBqhYsWLy9/dX9+7ddf78eZd1oqOj1aFDB/n5+alkyZIaNmyYkpOTc3JTAAAAAABwO1ND+8aNGzVgwABt27ZNkZGRSkpKUnh4uK5du+ZcZ8iQIVqxYoW+/PJLbdy4UWfOnFG3bt2cy1NSUtShQwclJiZqy5Ytmj9/vubNm6dRo0aZsUkAAAAAALhNATOf/LvvvnO5PW/ePJUsWVK7du1Ss2bNdPnyZc2ZM0cRERFq0aKFJGnu3LkKDQ3Vtm3b1KRJE61Zs0a//PKL1q5dq6CgINWrV09vvPGGXnnlFY0ZM0ZeXl5mbBoAAAAAAHfM1NB+o8uXL0uSihYtKknatWuXkpKS1KpVK+c6NWrUUHBwsLZu3aomTZpo69atqlOnjoKCgpzrtGnTRv3799eBAwdUv379NM+TkJCghIQE5+3Y2FhJUlJSkpKSkrJl29zB4XDI19dXHjJkd+Te0/9Ta8/N2+AhQ76+vnI4HNn2nqG/rSUn+jwvSH1teI1uj8+4dfCdnnF5ob8l+jyj6O+Mywv9LeWNPs9Nv9kyWp/NMAwjm2vJEIfDoU6dOunSpUv64YcfJEkRERF6+umnXQK2JN1zzz168MEHNWHCBPXr108nT57U6tWrncvj4uJUsGBBrVq1Su3atUvzXGPGjNHYsWPTtEdERMjPz8/NWwYAAAAAgKu4uDj16NFDly9fVmBg4E3Xs8yR9gEDBmj//v3OwJ6dhg8frqFDhzpvx8bGqnz58goPD7/li2W2qKgoNWvWTP1mL1eZ6rXNLifL7I5kVT2zS0fLNJTDbpm3YKacObxfs57tpE2bNqlu3brZ8hz0t7XkRJ/nBUlJSYqMjFTr1q3l6elpdjmWxmfcOvhOz7i80N8SfZ5R9HfG5YX+lvJGn+em32ypZ3zfjiV6YuDAgVq5cqU2bdqkcuXKOdtLlSqlxMREXbp0SYULF3a2nz9/XqVKlXKus2PHDpfHSx1dPnWdG3l7e8vb2ztNu6enp6V/ZNrtdsXHxytFtlz7Ifonh71Art2OFNkUHx8vu92ebe8Z+ttacqLP8xKrf59aAZ9x6+A7PfNyc39L9Hlm0d+3l5f6W8rdfZ6bfrNltD5TR483DEMDBw7U119/re+//14VK1Z0Wd6wYUN5enpq3bp1zrbDhw8rOjpaYWFhkqSwsDDt27dPFy5ccK4TGRmpwMBA1axZM2c2BAAAAACAbGDq7pMBAwYoIiJC33zzjQICAnTu3DlJUqFCheTr66tChQqpT58+Gjp0qIoWLarAwEANGjRIYWFhatKkiSQpPDxcNWvW1JNPPqmJEyfq3LlzGjFihAYMGJDu0XQAAAAAAHILU0P7Bx98IElq3ry5S/vcuXP11FNPSZImT54su92u7t27KyEhQW3atNHMmTOd63p4eGjlypXq37+/wsLCVLBgQfXu3Vvjxo3Lqc0AAAAAACBbmBraMzJwvY+Pj2bMmKEZM2bcdJ2QkBCtWrXKnaUBAAAAAGA6U69pBwAAAAAAN0doBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACzK1NC+adMmPfTQQypTpoxsNpuWLVvmstwwDI0aNUqlS5eWr6+vWrVqpaNHj7qsc/HiRfXs2VOBgYEqXLiw+vTpo6tXr+bgVgAAAAAAkD1MDe3Xrl1T3bp1NWPGjHSXT5w4UdOmTdOHH36o7du3q2DBgmrTpo2uX7/uXKdnz546cOCAIiMjtXLlSm3atEn9+vXLqU0AAAAAACDbFDDzydu1a6d27dqlu8wwDE2ZMkUjRoxQ586dJUkLFixQUFCQli1bpscff1wHDx7Ud999p507d6pRo0aSpPfff1/t27fXf//7X5UpUybHtgUAAAAAAHczNbTfyvHjx3Xu3Dm1atXK2VaoUCE1btxYW7du1eOPP66tW7eqcOHCzsAuSa1atZLdbtf27dvVtWvXdB87ISFBCQkJztuxsbGSpKSkJCUlJWXTFt05h8MhX19feciQ3ZFsdjlZllp7bt4GDxny9fWVw+HItvcM/W0tOdHneUHqa8NrdHt8xq2D7/SMywv9LdHnGUV/Z1xe6G8pb/R5bvrNltH6bIZhGNlcS4bYbDZ9/fXX6tKliyRpy5Ytatq0qc6cOaPSpUs713v00Udls9n0xRdf6K233tL8+fN1+PBhl8cqWbKkxo4dq/79+6f7XGPGjNHYsWPTtEdERMjPz899GwUAAAAAQDri4uLUo0cPXb58WYGBgTddz7JH2rPT8OHDNXToUOft2NhYlS9fXuHh4bd8scwWFRWlZs2aqd/s5SpTvbbZ5WSZ3ZGsqmd26WiZhnLYc+db8Mzh/Zr1bCdt2rRJdevWzZbnoL+tJSf6PC9ISkpSZGSkWrduLU9PT7PLsTQ+49bBd3rG5YX+lujzjKK/My4v9LeUN/o8N/1mSz3j+3Ys2xOlSpWSJJ0/f97lSPv58+dVr1495zoXLlxwuV9ycrIuXrzovH96vL295e3tnabd09PT0j8y7Xa74uPjlSJbrv0Q/ZPDXiDXbkeKbIqPj5fdbs+29wz9bS050ed5idW/T62Az7h18J2eebm5vyX6PLPo79vLS/0t5e4+z02/2TJan2Xnaa9YsaJKlSqldevWOdtiY2O1fft2hYWFSZLCwsJ06dIl7dq1y7nO999/L4fDocaNG+d4zQAAAAAAuJOpu0+uXr2qX3/91Xn7+PHj2rNnj4oWLarg4GC98MILGj9+vKpWraqKFStq5MiRKlOmjPO699DQULVt21Z9+/bVhx9+qKSkJA0cOFCPP/44I8cDAAAAAHI9U0P7Tz/9pAcffNB5O/U68969e2vevHl6+eWXde3aNfXr10+XLl3Sfffdp++++04+Pj7O+yxcuFADBw5Uy5YtZbfb1b17d02bNi3HtwUAAAAAAHczNbQ3b95ctxq83mazady4cRo3btxN1ylatKgiIiKyozwAAAAAAExl2WvaAQAAAADI7wjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUR2gEAAAAAsChCOwAAAAAAFkVoBwAAAADAogjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAAAAAACyK0A4AAAAAgEUVMLsAAMD/iY6OVkxMjNllZJnD4ZAkRUVFyW7P3fuFixcvruDgYLPLAAAA+RyhHQAsIjo6WjVCQxUfF2d2KVnm6+urzz//XM2aNVN8fLzZ5dwRXz8/HTp4kOAOAABMRWgHAIuIiYlRfFycHh3/gUpWrGp2OVniIUPSNfWbvVwpspldTpZdOH5Ui0f0V0xMDKEdAACYitAOABZTsmJVlQ2ta3YZWWJ3JEu/b1eZ6rXlsPNfDAAAwJ3K3RccAgAAAACQhxHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQAAAACwKEI7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFhUngntM2bMUIUKFeTj46PGjRtrx44dZpcEAAAAAMAdyROh/YsvvtDQoUM1evRo7d69W3Xr1lWbNm104cIFs0sDAAAAACDLCphdgDu899576tu3r55++mlJ0ocffqhvv/1Wn3zyiV599dU06yckJCghIcF5+/Lly5KkixcvKikpKWeKzoLY2Fj5+Pjo/OF9So67anY5WeYhQ+ULxiv6521Kkc3scrLkz1PH5ePjo9jYWP3555/Z8hz0t7XQ5xlDf2dcXuhvKW/0Of2dcXmhvyX6PKPo74zLC/0t5Y0+z4n+dpcrV65IkgzDuOV6NuN2a1hcYmKi/Pz8tGTJEnXp0sXZ3rt3b126dEnffPNNmvuMGTNGY8eOzcEqAQAAAABI69SpUypXrtxNl+f6I+0xMTFKSUlRUFCQS3tQUJAOHTqU7n2GDx+uoUOHOm87HA5dvHhRxYoVk82WO/co5SaxsbEqX768Tp06pcDAQLPLQTajv/MX+jv/oc/zF/o7f6G/8x/6PGcZhqErV66oTJkyt1wv14f2rPD29pa3t7dLW+HChc0pJh8LDAzkyyAfob/zF/o7/6HP8xf6O3+hv/Mf+jznFCpU6Lbr5PqB6IoXLy4PDw+dP3/epf38+fMqVaqUSVUBAAAAAHDncn1o9/LyUsOGDbVu3Tpnm8Ph0Lp16xQWFmZiZQAAAAAA3Jk8cXr80KFD1bt3bzVq1Ej33HOPpkyZomvXrjlHk4e1eHt7a/To0WkuUUDeRH/nL/R3/kOf5y/0d/5Cf+c/9Lk15frR41NNnz5d7777rs6dO6d69epp2rRpaty4sdllAQAAAACQZXkmtAMAAAAAkNfk+mvaAQAAAADIqwjtAAAAAABYFKEdAAAAAACLIrQDAAAAAGBRhHYAbjV69GidPHnS7DKQQ06dOqXff//deXvHjh164YUXNGvWLBOrQk65fv262SUgm8XHxysuLs55++TJk5oyZYrWrFljYlXILrt379a+ffuct7/55ht16dJFr732mhITE02sDMjfCO0A3Oqbb75R5cqV1bJlS0VERCghIcHskpCNevToofXr10uSzp07p9atW2vHjh16/fXXNW7cOJOrQ3ZwOBx64403VLZsWfn7++u3336TJI0cOVJz5swxuTq4W+fOnbVgwQJJ0qVLl9S4cWNNmjRJnTt31gcffGBydXC35557TkeOHJEk/fbbb3r88cfl5+enL7/8Ui+//LLJ1SG7sAPe+gjtMM2lS5fMLgHZYM+ePdq5c6dq1aqlwYMHq1SpUurfv7927txpdmnIBvv379c999wjSVq8eLFq166tLVu2aOHChZo3b565xSFbjB8/XvPmzdPEiRPl5eXlbK9du7Zmz55tYmXIDrt379b9998vSVqyZImCgoJ08uRJLViwQNOmTTO5OrjbkSNHVK9ePUnSl19+qWbNmikiIkLz5s3T0qVLzS0O2YYd8NZHaEeOmDBhgr744gvn7UcffVTFihVT2bJlFRUVZWJlyA7169fXtGnTdObMGc2ZM0e///67mjZtqrvuuktTp07V5cuXzS4RbpKUlCRvb29J0tq1a9WpUydJUo0aNXT27FkzS0M2WbBggWbNmqWePXvKw8PD2V63bl0dOnTIxMqQHeLi4hQQECBJWrNmjbp16ya73a4mTZpwKVQeZBiGHA6HpL+/09u3by9JKl++vGJiYswsDdmIHfDWR2hHjvjwww9Vvnx5SVJkZKQiIyP1v//9T+3atdOwYcNMrg7ZxTAMJSUlKTExUYZhqEiRIpo+fbrKly/vshMHuVetWrX04YcfavPmzYqMjFTbtm0lSWfOnFGxYsVMrg7Z4fTp06pSpUqadofDoaSkJBMqQnaqUqWKli1bplOnTmn16tUKDw+XJF24cEGBgYEmVwd3a9SokcaPH69PP/1UGzduVIcOHSRJx48fV1BQkMnVIbuwA976CO3IEefOnXOG9pUrV+rRRx9VeHi4Xn75ZU6bzoN27dqlgQMHqnTp0hoyZIjq16+vgwcPauPGjTp69KjefPNNPf/882aXCTeYMGGCPvroIzVv3lz/+te/VLduXUnS8uXLnXvtkbfUrFlTmzdvTtO+ZMkS1a9f34SKkJ1GjRqll156SRUqVFDjxo0VFhYm6e+j7vR33jNlyhTt3r1bAwcO1Ouvv+7cQbdkyRLde++9JleH7MIOeOuzGYZhmF0E8r4yZco4v/CrV6+u8ePH65FHHtHhw4d19913KzY21uwS4SZ16tTRoUOHFB4err59++qhhx5yOYVWkmJiYlSyZEnnKXjI3VJSUhQbG6siRYo4206cOCE/Pz+VLFnSxMqQHb755hv17t1bw4cP17hx4zR27FgdPnxYCxYs0MqVK9W6dWuzS4SbnTt3TmfPnlXdunVlt/99vGfHjh0qVKiQqlevbnJ1yAnXr1+Xh4eHPD09zS4F2WDDhg3q2rWrYmNj1bt3b33yySeSpNdee02HDh3SV199ZXKFILQjRwwcOFArV65U1apV9fPPP+vEiRPy9/fXokWLNHHiRO3evdvsEuEmb7zxhp555hmVLVvW7FKQQ5KTk7VhwwYdO3ZMPXr0UEBAgM6cOaPAwED5+/ubXR6ywebNmzVu3DhFRUXp6tWratCggUaNGuU8dRp5xzPPPKOpU6c6r2tPde3aNQ0aNMj54x5A7sYOeGsjtCNHJCUlaerUqTp16pSeeuop5yl1kydPVkBAgJ599lmTK4Q7JCUlqUaNGlq5cqVCQ0PNLgc54OTJk2rbtq2io6OVkJCgI0eOqFKlSho8eLASEhL04Ycfml0i3Cg5OVlvvfWWnnnmGZUrV87scpADPDw8dPbs2TQ/2mNiYlSqVCklJyebVBncpUiRIrLZbBla9+LFi9lcDczCDnhrK2B2AcgfPD099dJLL6VpHzJkiAnVILt4enrq+vXrZpeBHDR48GA1atRIUVFRLte9de3aVX379jWxMmSHAgUKaOLEierVq5fZpSCbxcbGyjAMGYahK1euyMfHx7ksJSVFq1at4uhbHjFlyhTn33/++afGjx+vNm3aOMcv2Lp1q1avXq2RI0eaVCGy24074Fu3bq2AgABNmDCBHfAWwZF25JhPP/1UH330kX777Tdt3bpVISEhmjJliipWrKjOnTubXR7c5K233tKRI0c0e/ZsFSjAfsG8rlixYtqyZYuqV6+ugIAARUVFqVKlSjpx4oRq1qypuLg4s0uEm3Xu3FndunVT7969zS4F2chut9/y6KvNZtPYsWP1+uuv52BVyG7du3fXgw8+qIEDB7q0T58+XWvXrtWyZcvMKQzZqkuXLgoICNCcOXNUrFgx5//lGzZsUN++fXX06FGzS8z3+EWNHPHBBx9o1KhReuGFF/Tmm28qJSVFklS4cGFNmTKF0J6H7Ny5U+vWrdOaNWtUp04dFSxY0GU5g5nkLQ6Hw/l5/qfff/89zTWwyBvatWunV199Vfv27VPDhg3TfMZTpwpC7rZ+/XoZhqEWLVpo6dKlKlq0qHOZl5eXQkJCVKZMGRMrRHZYvXq1JkyYkKa9bdu2evXVV02oCDlh8+bN2rJli7y8vFzaK1SooNOnT5tUFf6J0I4c8f777+vjjz9Wly5d9M477zjbGzVqlO5p88i9ChcurO7du5tdBnJIeHi4pkyZolmzZkn6++jb1atXNXr0aLVv397k6pAd/vOf/0iS3nvvvTTLbDZbujtxkPs88MADkv6enzs4ODjD1zwjdytWrJi++eYbvfjiiy7t33zzDVN/5WHsgLc+To9HjvD19dWhQ4cUEhLicgrt0aNHdddddyk+Pt7sEgFkwe+//642bdrIMAwdPXpUjRo10tGjR1W8eHFt2rSJa16BXGjv3r2qXbu27Ha79u7de8t177rrrhyqCjlh3rx5evbZZ9WuXTs1btxYkrR9+3Z99913+vjjj/XUU0+ZWyCyxWOPPaZChQpp1qxZCggI0N69e1WiRAl17txZwcHBmjt3rtkl5nuEduSImjVr6u2331bnzp1dQvv777+vuXPnMuVbHsMIpPlLcnKyFi1apL179zqn/+rZs6d8fX3NLg1AFtjtdp07d04lS5Z0Xtue3s9FzqzIm7Zv365p06bp4MGDkqTQ0FA9//zzzhCPvIcd8NZHaEeOmD17tsaMGaNJkyapT58+mj17to4dO6a3335bs2fP1uOPP252iXATpgAD8r5r165p48aNio6OVmJiosuy559/3qSq4C4nT550nhJ/8uTJW64bEhKSQ1UByE7sgLc2QjtyzMKFCzVmzBgdO3ZMklSmTBmNHTtWffr0MbkyuBMjkOZ9y5cvz/C6DEqW9/z8889q37694uLidO3aNRUtWlQxMTHy8/NTyZIl9dtvv5ldIoA7kJKSomXLljmPtNeqVUudOnWSh4eHyZUB+RehHTkuLi5OV69e5VSbPIopwPI+u92eofU4dTZvat68uapVq6YPP/xQhQoVUlRUlDw9PfXEE09o8ODB6tatm9klwo0WLFhwy+W9evXKoUqQE3799Vd16NBBv//+u6pXry5JOnz4sMqXL69vv/1WlStXNrlCuAs74HMXQjsAtypSpIh+/PFH1axZ0yW0//DDD+revbvOnz9vdokA7kDhwoW1fft2Va9eXYULF9bWrVsVGhqq7du3q3fv3jp06JDZJcKNihQp4nI7KSlJcXFx8vLykp+fny5evGhSZcgO7du3l2EYWrhwoXOavz///FNPPPGE7Ha7vv32W5MrhLuwAz53Yco35Ij69eunO12MzWaTj4+PqlSpoqeeekoPPvigCdXBnZgCDMjbPD09nT/2SpYsqejoaIWGhqpQoUI6deqUydXB3f766680bUePHlX//v01bNgwEypCdtq4caO2bdvmDOzS32fQvfPOO2ratKmJlcHdHA6H2SUgEzK2iwW4Q23bttVvv/2mggUL6sEHH9SDDz4of39/HTt2THfffbfOnj2rVq1a6ZtvvjG7VNyhSZMmOY+0X79+XT169FCFChV0+vRpTZgwwezykA3WrVunjh07qnLlyqpcubI6duyotWvXml0Wskn9+vW1c+dOSX/P5T1q1CgtXLhQL7zwgmrXrm1ydcgJVatW1TvvvKPBgwebXQrczNvbW1euXEnTfvXqVXl5eZlQEQCJ0+ORQ/r27avg4GCNHDnSpX38+PE6efKkPv74Y40ePVrffvutfvrpJ5OqhLskJyfriy++UFRUFCOQ5nEzZ87U4MGD9fDDDyssLEyStG3bNi1ZskSTJ0/WgAEDTK4Q7vbTTz/pypUrevDBB3XhwgX16tVLW7ZsUdWqVfXJJ5+obt26ZpeIHLBnzx41a9ZMsbGxZpcCN+rVq5d2796tOXPm6J577pH09xRwffv2VcOGDTVv3jxzC0S2WbdunSZPnuwy1d8LL7ygVq1amVwZJEI7ckihQoW0a9cuValSxaX9119/VcOGDXX58mUdOnRId999d7p7eJF7fP755/rXv/6V7rJhw4bp3XffzeGKkJ3KlSunV199VQMHDnRpnzFjht566y2dPn3apMoAuMONg1UZhqGzZ89q+vTpKl++vP73v/+ZVBmyw6VLl9S7d2+tWLFCnp6ekv7eEd+pUyfNmzdPhQoVMrlCZAd2wFsfoR05IigoSO+++26aUWYXLFigYcOG6fz58/rll1/0wAMP6I8//jCpSrhD4cKF9fnnn6tdu3Yu7UOGDNGiRYt09uxZkypDdvD399eePXvS7JA7evSo6tevr6tXr5pUGdwtPj5ekZGRevDBBxUQEOCyLDY2Vhs2bFCbNm3k7e1tUoXIDjcOVmWz2VSiRAm1aNFCkyZNUunSpU2qDNnp6NGjOnjwoGw2m0JDQ9N8xyNvYQe89TEQHXLEoEGD9O9//1u7du3S3XffLUnauXOnZs+erddee02StHr1atWrV8/EKuEOCxcu1L/+9S+tXLlS9913n6S/+/+rr77S+vXrTa4O7tapUyd9/fXXaQak+uabb9SxY0eTqkJ2mDVrlpYvX57u1D+BgYGaNm2aTp06xRGZPIbBqvKnqlWrOoN6egMJI2+5dOmS2rZtm6Y9PDxcr7zyigkV4UYcaUeOWbhwoaZPn67Dhw9LkqpXr65BgwapR48ekv4+ipM6mjxyt4iICA0cOFCRkZGaM2eOvvnmG61fv17VqlUzuzS4wbRp05x/x8bG6r///a+aNm3qckrdjz/+qBdffFEjRowwq0y42T333KORI0fqoYceSnf5ypUrNW7cOO3YsSOHK0N2SUpKUo0aNbRy5UqFhoaaXQ5yyIIFC/Tuu+/q6NGjkqRq1app2LBhevLJJ02uDNmlR48eql+/fpod8P/973/1008/adGiRSZVhlSEdgDZYubMmRo6dKhKlCih9evXc2pdHlKxYsUMrWez2fTbb79lczXIKUWKFFFUVJSCg4PTXR4dHa26deumO0UYcq+yZctq7dq1hPZ84r333tPIkSM1cOBA5xRvP/zwg2bMmKHx48dryJAhJleI7DB+/Phb7oAPDAx0rvv888+bVWa+RmgHcMeGDh2abvuXX36pBg0aqHLlys629957L6fKAuBGAQEB2rBhgxo2bJju8l27dql58+YMJprHvPXWWzpy5Ihmz56tAgW4qjKvq1ixosaOHZtmDKL58+drzJgxOn78uEmVITuxM976+PZFjkhJSdHkyZO1ePFiRUdHKzEx0WX5xYsXTaoM7vDzzz+n216lShXFxsY6l3NdHJB71apVS2vXrr1paF+zZo1q1aqVw1Uhu+3cuVPr1q3TmjVrVKdOHRUsWNBl+VdffWVSZcgOZ8+e1b333pum/d5772Ug2TyMnTHWR2hHjhg7dqxmz57tvMb19ddf14kTJ7Rs2TKNGjXK7PJwhxhgLn/7/ffftXz58nR3yHFmRd7xzDPPaOjQoapVq1aaQQZXrFihN998k/7OgwoXLqzu3bubXQZySJUqVbR48WLnIMGpvvjiC1WtWtWkqgBwejxyROXKlTVt2jR16NBBAQEB2rNnj7Nt27ZtioiIMLtEAFmwbt06derUSZUqVdKhQ4dUu3ZtnThxQoZhqEGDBvr+++/NLhFu9MQTTygiIkI1atRQ9erVJUmHDh3SkSNH9Oijj+rzzz83uUK4y/fff69mzZpxSnw+s3TpUj322GNq1aqV85r2H3/8UevWrdPixYvVtWtXkytEdmEHvLUR2pEjChYsqIMHDyo4OFilS5fWt99+qwYNGui3335T/fr1dfnyZbNLhBv99NNPN70UglMp85Z77rlH7dq109ixYxUQEKCoqCiVLFlSPXv2VNu2bdW/f3+zS4SbLV68WBERETp69KgMw1C1atXUo0cPPfroo2aXBjfy8PDQ2bNnVbJkSUlSkyZNtHTpUpUtW9bkypDddu3apcmTJ+vgwYOSpNDQUL344ouqX7++yZUhu7AD3vrYfYocUa5cOZ09e1bBwcGqXLmy1qxZowYNGmjnzp3y9vY2uzy40aJFi9SrVy+1adNGa9asUXh4uI4cOaLz58+zhz4POnjwoPPoaoECBRQfHy9/f3+NGzdOnTt3JrTnQY8++igBPR+48ZjOgQMHlJCQYFI1yG4Oh0N2u12S1LBhQ3322WcmV4ScNHz4cL300kvOHfBLly512QEP89nNLgD5Q9euXbVu3TpJ0qBBgzRy5EhVrVpVvXr10jPPPGNydXCnt956S5MnT9aKFSvk5eWlqVOn6tChQ3r00UdvOlUUcq+CBQs6z6YoXbq0jh075lwWExNjVlkAgEzw9PTUhQsXnLeHDRvGIMH5yMGDB50zBty4A37ChAkmVweJI+3IIe+8847z78cee0whISHasmWLqlatqoceesjEyuBux44dU4cOHSRJXl5eunbtmmw2m4YMGaIWLVpo7NixJlcId2rSpIl++OEHhYaGqn379nrxxRe1b98+ffXVV2rSpInZ5QHIIpvN5jLjx423kbfceGbFRx99pP79+6to0aImVYSclN4O+NTZQNgBbw2EdmS7pKQkPffccxo5cqRzHsgmTZrwgz6PKlKkiHOe5rJly2r//v2qU6eOLl26pLi4OJOrg7u99957unr1qqS/Z4m4evWqc5RhBq4Bci/DMNSyZUvnQHRxcXF66KGH5OXl5bLe7t27zSgP2Ywhr/IXdsBbH6Ed2c7T01NLly7VyJEjzS4FOaBZs2aKjIxUnTp19Mgjj2jw4MH6/vvvFRkZqZYtW5pdHtysUqVKzr8LFiyoDz/80MRqALjL6NGjXW537tzZpEoAZDd2wFsfo8cjR/Tu3Vv16tXTkCFDzC4F2ezixYu6fv26ypQpI4fDoYkTJzovhRgxYoSKFClidolwo0qVKmnnzp0qVqyYS/ulS5ecM0QAAKzNbrerX79+8vPzkyTNmDFDTzzxhAoVKuSyHgEOMAehHTli/PjxmjRpklq2bKmGDRuqYMGCLsuff/55kyoDcCfsdrvOnTvnnBYq1fnz5xUcHMxo03lEt27dMrwu0zoCuU/z5s1vO2aBzWZj6q88ih3w1sfp8cgRc+bMUeHChbVr1y7t2rXLZZnNZiO051GGYWj9+vWKj4/Xvffey1H2PGT58uXOv1evXu1yNCYlJUXr1q1ThQoVTKgM2eHGo20A8pYNGzaYXQJMdOLECaWkpKRpT0hI0OnTp02oCDfiSDsAt7h06ZIGDx6s3bt3q0mTJpo0aZLat2+vLVu2SJJKliypNWvW6K677jK5UrhD6ny+NpstzYBFnp6eqlChgiZNmqSOHTuaUR4AALiN1B3wXbp00fz589PdAR8ZGanDhw+bVSL+P0I7clRiYqKOHz+uypUrO0ekRd7w7LPPatOmTerdu7dWrFghu90uwzA0ZcoU2e12vfzyy/L399eKFSvMLhVuVLFiRe3cuVPFixc3uxQAAJAJ7IDPPQjtyBFxcXEaNGiQ5s+fL0k6cuSIKlWqpEGDBqls2bJ69dVXTa4Qd6ps2bKKiIjQAw88oNOnT6t8+fL6/vvv1bx5c0nSjh071KlTJ507d87cQpFtrl+/Lh8fH7PLQA5YsmSJFi9erOjoaOfcvqmYAgwAchd2wFuf3ewCkD8MHz5cUVFR2rBhg8uP+latWumLL74wsTK4y/nz51WtWjVJfwd4Hx8flS9f3rk8ODhYf/zxh1nlIZs4HA698cYbKlu2rPz9/Z2D1YwcOVJz5swxuTpkh2nTpunpp59WUFCQfv75Z91zzz0qVqyYfvvtN7Vr187s8pANdu7cqYkTJ+qll17S0KFDXf4ByL22bt2qlStX6vjx487AvmDBAlWsWFElS5ZUv379GFDWIgjtyBHLli3T9OnTdd9997mMTlqrVi0dO3bMxMrgLg6HQx4eHs7bHh4eLn19u1FpkTuNHz9e8+bN08SJE+Xl5eVsr127tmbPnm1iZcguM2fO1KxZs/T+++/Ly8tLL7/8siIjI/X888/r8uXLZpcHN3vrrbfUuHFjzZ07Vz/99JN+/vln5789e/aYXR6AOzB27FgdOHDAeXvfvn3q06ePWrVqpVdffVUrVqzQ22+/bWKFSMVFxcgRf/zxR5opoSTp2rVrhLk8ZPbs2fL395ckJScna968ec49t1euXDGzNGSTBQsWaNasWWrZsqX+/e9/O9vr1q2rQ4cOmVgZskt0dLTuvfdeSZKvr6/zs/3kk0+qSZMmmj59upnlwc2mTp2qTz75RE899ZTZpSCb7N27N8PrMphs3hIVFaXx48c7by9atEiNGzfWxx9/LEkqX768Ro8erTFjxphUIVIR2pEjGjVqpG+//VaDBg2S9H9HXWfPnq2wsDAzS4ObBAcHO7/kJalUqVL69NNP06yDvOX06dOqUqVKmnaHw6GkpCQTKkJ2K1WqlC5evKiQkBAFBwdr27Ztqlu3ro4fP55mICPkfna7XU2bNjW7DGSjevXqOQciu92BlPSmBUPu9ddffykoKMh5e+PGjS6XOd199906deqUGaXhBoR25Ii33npL7dq10y+//KLk5GRNnTpVv/zyi7Zs2aKNGzeaXR7c4MSJE2aXABPUrFlTmzdvVkhIiEv7kiVLVL9+fZOqQnZq0aKFli9frvr16+vpp5/WkCFDtGTJEv3000/q1q2b2eXBzYYMGaIZM2ZoypQpZpeCbHL8+HHn3z///LNeeuklDRs2zHlQZevWrZo0aZImTpxoVonIJkFBQTp+/LjKly+vxMRE7d69W2PHjnUuv3Llijw9PU2sEKkI7cgR9913n/bs2aN33nlHderU0Zo1a9SgQQNt3bpVderUMbs8AFk0atQo9e7dW6dPn5bD4dBXX32lw4cPa8GCBVq5cqXZ5SEbzJo1Sw6HQ5I0YMAAFStWTFu2bFGnTp303HPPmVwd3O2ll15Shw4dVLlyZdWsWTPND/ivvvrKpMrgLv/c6frII49o2rRpat++vbPtrrvuUvny5TVy5Eh16dLFhAqRXdq3b69XX31VEyZM0LJly+Tn56f777/fuXzv3r2qXLmyiRUiFVO+AQDuyObNmzVu3DhFRUXp6tWratCggUaNGqXw8HCzSwNwhwYOHKjZs2frwQcfVFBQUJrTp+fOnWtSZcgOvr6+2r17t0JDQ13aDx48qAYNGig+Pt6kypAdYmJi1K1bN/3www/y9/fX/Pnz1bVrV+fyli1bqkmTJnrzzTdNrBISoR05pFWrVnriiSfUrVs3BQYGml0OAOAOXLp0STt27NCFCxecR91T9erVy6SqkB0CAgK0aNEidejQwexSkAMaNGjgnP0jdUaQxMREPfvss9q/f792795tcoXIDpcvX5a/v7/LLECSdPHiRfn7+7vMDgNzENqRIwYPHqzFixfr8uXL6tChg5544gm1b9+e62QAIJdZsWKFevbsqatXryowMDDN1I4XL140sTq4W0hIiFavXq0aNWqYXQpywI4dO/TQQw/JMAznSPF79+6VzWbTihUrdM8995hcIZA/EdqRYxwOh9auXauIiAh9/fXX8vDw0MMPP6yePXvqgQceMLs8AFlQpEiRdEcbttls8vHxUZUqVfTUU0/p6aefNqE6ZIdq1aqpffv2euutt+Tn52d2Ochmc+fO1Xfffae5c+fS3/nEtWvXtHDhQue0naGhoerRo4cKFixocmVA/kVohymuX7+uFStW6M0339S+ffuYQiQPeu+999SsWTM1atRIkmQYhoYMGcIIxHnM5MmT9eabb6pdu3bOIzA7duzQd999pyFDhuj48eP69NNP9f7776tv374mVwt3KFiwoPbt26dKlSqZXQpyQP369XXs2DEZhqEKFSqkOUOO06UBIPsxejxy3Llz57Ro0SJ99tln2rt3L6da5VHz5s3TiBEjVLlyZY0fP16ffPKJNm7cSGjPY3744QeNHz9e//73v13aP/roI61Zs0ZLly7VXXfdpWnTphHa84g2bdrop59+IrTnE4wWnv98+umn+uijj/Tbb79p69atCgkJ0eTJk1WpUiV17tzZ7PKAfIkj7cgRsbGxWrp0qSIiIrRhwwZVqlRJPXv2VM+ePZlKIg+7fv26pk6dquHDh8vf3187d+5U9erVzS4LbuTv7689e/aoSpUqLu2//vqr6tWrp6tXr+rYsWO66667dO3aNZOqhDvNmTNH48aN09NPP606deqkOfLaqVMnkyoDcKc++OADjRo1Si+88ILGjx+vAwcOqFKlSpo3b57mz5+v9evXm10ikC9xpB05IigoSEWKFNFjjz2mt99+23nKNPKO2bNnq0SJEi574Q3D0LJly1S/fn1dvHhRu3btIrTnMUWLFtWKFSs0ZMgQl/YVK1aoaNGikv6+PjIgIMCM8pANUs+YGDduXJplNpuNy52AXOz999/Xxx9/rC5duuidd95xtjdq1EgvvfSSiZUB+RuhHTli+fLlatmypex2u9mlIJtMmjRJc+bMcd5OSkpS165dVaBAAa1evVqrVq3SpEmT1KNHDxOrhLuNHDlS/fv31/r1652XuuzcuVOrVq3Shx9+KEmKjIxksMk85MYp3pC32e32dAebTMVOmrzl+PHjql+/fpp2b29vzpYCTERoR45o3bq1kpOT9f333+vYsWPq0aOHAgICdObMGQUGBsrf39/sEnGHTp48qXLlykn6+wh7r1695HA4tHr1avn5+enuu+/WgQMHTK4S7ta3b1/VrFlT06dP11dffSVJql69ujZu3Kh7771XkvTiiy+aWSKAO/D111+73E5KStLPP/+s+fPna+zYsSZVhexSsWJF7dmzRyEhIS7t3333nUJDQ02qCgChHTni5MmTatu2raKjo5WQkKDWrVsrICBAEyZMUEJCgvOIHHKvoKAgrVy5Us8884z+85//KCEhQStXrpSXl5ck6cSJEypRooTJVSI7NG3aVE2bNjW7DOSgjRs36r///a8OHjwoSapZs6aGDRum+++/3+TK4G7pDTz28MMPq1atWvriiy/Up08fE6pCdhk6dKgGDBig69evyzAM7dixQ59//rnefvttzZ492+zygHyLc5WRIwYPHqxGjRrpr7/+kq+vr7O9a9euWrdunYmVwV0GDhyogQMHKjAwUN9//70cDofi4+MlSWfOnNFLL72kNm3amFwlssOxY8c0YsQI9ejRQxcuXJAk/e9//+PMijzqs88+U6tWreTn56fnn39ezz//vHx9fdWyZUtFRESYXR5ySJMmTfj/Ow969tlnNWHCBI0YMUJxcXHq0aOHPvjgA02dOlWPP/642eUB+RajxyNHFCtWTFu2bFH16tUVEBCgqKgoVapUSSdOnFDNmjUVFxdndolwg82bN8tut6tevXrq3Lmztm7dquDgYB0/flzBwcH/r707D4u63P8//pphURAX1DA1QDniQohpHCXJMkUTtyQ7lLsYpd8ypbIyO0q5lEu5kEfTClCPimbSkUpzwSRRKsWEXI5WKpbkromKrL8/+jVXE9ZJm+EDzPNxXVwXn/v+zPAau6B5z71px44dql+/vtExYUPbtm1TeHi4QkNDlZaWpgMHDsjPz0/Tp0/Xrl27tGbNGqMjwsZatWqlxx9/vMzmg7Nnz9bbb79tGX1H1XX16lW9+OKLWr9+vf773/8aHQd2cuXKFeXl5cnLy8voKIDDY3o8ykVJScl1N6v5/vvv2VW6Cvn11NhNmzZp/fr1ys7OVuPGjdW/f3+rWRaoGsaPH6+pU6fqmWeesfpd7tKli+bPn29gMtjLd999pz59+pRp79u3ryZMmGBAItiTp6en1UZ0paWlunTpktzd3fXvf//bwGSwN3d3d7m7uxsdA4Ao2lFOunfvrrlz52rx4sWSfj4WKC8vT7GxserZs6fB6WAPJpNJPXv25L9vFZednX3dKdFeXl46c+aMAYlgb97e3tqyZYuaNWtm1b5582Z5e3sblAr2MmfOHKui3Ww265ZbblGHDh3k6elpYDLYStu2bf/whIBfy8zMtHMaANdD0Y5y8cYbb+j+++9XQECA8vPzNXDgQB0+fFj16tXTypUrjY4H4CbVqVNHubm5atq0qVX7nj171LhxY4NSwZ6effZZjRkzRl999ZXlhID09HQlJiZq3rx5BqeDrQ0fPtzoCLCzfv36Wb7Pz8/XggULFBAQoLvuukuSlJGRoX379umJJ54wKCEA1rSj3BQVFSkpKUlZWVnKy8tTu3btNGjQIKZMA5XYuHHj9Pnnn+u9995T8+bNlZmZqZMnT2ro0KEaOnSoYmNjjY4IO0hOTtYbb7xhWb/eqlUrPffcc9fdaRyVT1ZWlgIDA2U2m5WVlfWH9wYFBZVTKpSH6OhoNWzYUFOmTLFqj42N1fHjxxUfH29QMsCxUbSjXJw9e1b16tWTJB0/flxvv/22rl69qr59+3JEEFCJFRQU6Mknn1RiYqKKi4vl7Oys4uJiDRw4UImJiXJycjI6IoAbZDab9eOPP8rLy0tms1kmk0nXe7toMpmuu18NKq/atWtr165d8vf3t2o/fPiwgoODdfHiRYOSAY6N6fGwq+zsbPXp00fHjx+Xv7+/kpKS1KNHD12+fFlms1lz5szRmjVrrKZmAaj4HnroIUVHR+v+++/X22+/rUmTJik7O1t5eXlq27ZtmTd8qDqOHz8uk8mk2267TZL0xRdfaMWKFQoICNDjjz9ucDrYwpEjR3TLLbdYvofjcHNzU3p6epm/4enp6apevbpBqQAw0g67Cg8Pl7Ozs8aPH69ly5bpww8/tLzJl6SnnnpKu3fvVkZGhsFJYSvDhg3To48+qnvuucfoKLCjrl276tNPP1WjRo0UFRWlqKioMuvaUTV16tRJjz/+uIYMGaIff/xRzZs3V2BgoA4fPqynnnpKkyZNMjoigJs0ffp0vfLKK3rsscfUvn17SdLnn3+u+Ph4TZw4UePHjzc4IeCYKNphV/Xr11dqaqqCgoKUl5enWrVq6csvv9Sdd94pSTp48KBCQkJ04cIFY4PCZvr166ePP/5Yvr6+ioqK0rBhw9iQrIo6duyYEhIStHTpUh07dkz33nuvoqOj1b9/f1WrVs3oeLATT09PZWRkqEWLFoqLi9OqVauUnp6ujRs3atSoUfruu++MjggbO3HihLZv365Tp06ppKTEqm/MmDEGpYK9rF69WvPmzbPas2Ls2LGKjIw0OBnguCjaYVe/XhcnSTVr1tTevXvl5+cnSTp58qQaNWrEmrgq5vTp01q2bJmWLFmi/fv3KywsTI8++qgeeOABubi4GB0PdpCamqr4+HglJyerWrVqGjBggEaMGGH5gA5Vh4eHh77++ms1adJEffv2VWhoqF544QXl5OSoRYsWunr1qtERYUOJiYkaOXKkXF1dVa9ePaujwUwmEx/SAEA5oGiHXZnNZp08edKyNq5mzZrKysqyTKOlaK/6MjMzlZCQoHfeeUceHh4aPHiwnnjiCdY8V1GXLl3SihUrNGHCBF28eFFFRUVGR4KNdejQQffdd5969eql7t27KyMjQ23atFFGRoYeeughff/990ZHhA15e3tr1KhRevHFF2U2m42Og3JSUFBw3ZkVPj4+BiUCHBsb0cHuhg8fbpkqm5+fr1GjRqlGjRqSpGvXrhkZDXaWm5urTZs2adOmTXJyclLPnj2VnZ2tgIAAzZw5U08//bTREWFDR44cUWJiohITE3Xx4kWFhYUZHQl2MGPGDEVERGjWrFkaNmyY2rRpI0lat26dZQ0sqo4rV67okUceoWB3EIcPH9aIESO0Y8cOq/bS0lJOCwAMxEg77CoqKupP3ZeQkGDnJCgvhYWFWrdunRISErRx40YFBQUpOjpaAwcOVK1atST9fMbziBEjdP78eYPT4q/Kz8/XmjVrFB8fr7S0NHl7e1s2pvP29jY6HmystLRUx48fl6enp4qKiuTp6WnpO3r0qNzd3S3LoVA1PP/886pbty4bkDmI0NBQywbCDRs2tFoOIcnyIR2A8kXRDsCm6tevr5KSEg0YMECPPfaY7rjjjjL3XLhwQW3btuUooUrsiy++UHx8vFatWqX8/HxFRERoxIgR6tq1a5k3eag6SkpKVL16de3bt48lLg6iuLhYvXv31tWrV9W6desy+5LMnj3boGSwhxo1amj37t1q2bKl0VEA/ArT4wHY1Jw5c/SPf/zjD89zrVOnDgV7JRcSEqI2bdpoypQpGjRokNWIK6ous9ksf39/nT17lqLdQbz22mv65JNP1KJFC0kqsxEdqpaAgACdOXPG6BgAfoORdgA2U1hYKDc3N3311VcKDAw0Og7sKDMzU+3atTM6BgyQkpKimTNnauHChfyeOwBPT0/NmTNHw4cPNzoKykFqaqr++c9/6tVXX73uzIpflrkBKF8U7QBsys/PT8nJyax7A6ooT09PXblyRUVFRXJ1dZWbm5tV/7lz5wxKBnu49dZb9dlnnzGzwkH8suHgb2dRsBEdYCymxwOwqZdeekkTJkzQsmXLVLduXaPjALCxuXPnGh0B5Wjs2LF68803FRcXZ3QUlIOtW7caHQHAdTDSDsCm2rZtq2+++UaFhYXy9fW1HO/3i8zMTIOSAQBuVEREhFJTU1WvXj3dfvvtZaZLr1271qBkAOA4GGkHYFP9+vUzOgIAO/v222+VkJCgb7/9VvPmzZOXl5fWr18vHx8f3X777UbHgw3VqVNHDz74oNExUM6uXLminJwcFRQUWLUHBQUZlAhwbIy0AwD+sszMTLVp00ZOTk6WtuTkZEVERBiYCvawbds2hYeHKzQ0VGlpaTpw4ID8/Pw0ffp07dq1S2vWrDE6IoCbdPr0aUVFRWn9+vXX7WdNO2AMs9EBAACVX3BwsOrVq6fRo0fr5MmTmjVrliIjI42OBTsYP368pk6dqk2bNsnV1dXS3qVLF2VkZBiYDPZSVFSkzZs3a9GiRbp06ZIk6cSJE8rLyzM4GWwtJiZGFy5c0Oeffy43Nzdt2LBBS5Yskb+/v9atW2d0PMBhMT0ewF9Wt25dHTp0SPXr15enp+cfnt3LztJV05kzZ5SVlaXFixeradOmkqTExERjQ8EusrOztWLFijLtXl5enO9cBR07dkw9evRQTk6Orl27pm7duqlmzZqaMWOGrl27prfeesvoiLCh1NRU/ec//1FwcLDMZrN8fX3VrVs31apVS6+99pp69epldETAIVG0A/jL5syZo5o1a0piZ2lHkZGRIWdnZwUHB0v6+YObzp07KykpSdWrV1dxcTFHRFVRderUUW5uruXDmV/s2bNHjRs3NigV7GXs2LEKDg7W3r17Va9ePUt7RESEHnvsMQOTwR4uX74sLy8vST8f73j69Gk1b95crVu3ZiNZwEAU7QD+smHDhl33e1RdMTExmjhxolXbxIkT9Z///EeffvqpNm3apFdeeUUfffSRQQlhL4888oheeOEFvffeezKZTCopKVF6errGjRunoUOHGh0PNvbZZ59px44dVkshJKlJkyb64YcfDEoFe2nRooX++9//qkmTJmrTpo0WLVqkJk2a6K233lLDhg2Njgc4LIp2AHaTn59fZufZWrVqGZQGtrRv3z4FBgZaruPi4rR06VKlpaXJ399fzs7Omjx5soEJYS+vvvqqnnzySXl7e6u4uFgBAQEqLi7WwIED9c9//tPoeLCxkpKS624+9v3331tmWKHqGDt2rHJzcyVJsbGx6tGjh5YvXy5XV1eWPAEGYvd4ADZ1+fJlvfDCC1q9erXOnj1bpp+dZ6sGLy8vrVixQmFhYUpISNCMGTO0ceNG+fj4SPp5qnT37t11+vRpg5PCXo4fP67s7Gzl5eWpbdu2LIeooh5++GHVrl1bixcvVs2aNZWVlaVbbrlFDzzwgHx8fJSQkGB0RNjRlStXdPDgQfn4+Kh+/fpGxwEcFiPtAGzq+eef19atW7Vw4UINGTJE//rXv/TDDz9o0aJFmj59utHxYCN9+/ZVZGSkAgIClJGRofHjx1sK9tLSUk2fPl3t27c3OCVsqaSkRLNmzdK6detUUFCgrl27KjY2Vm5ubkZHgx29/vrr6tGjhwICApSfn6+BAwfq8OHDql+/vlauXGl0PNhQYWGhWrZsqQ8//FCtWrWSJLm7u6tdu3YGJwPASDsAm/Lx8dHSpUvVuXNn1apVS5mZmWrWrJmWLVumlStX6uOPPzY6ImwgPz9fM2fOlJOTk3r37q3w8HD5+vrqjjvu0I4dO/TNN99o586dCgoKMjoqbGTKlCl6+eWXFRYWJjc3N33yyScaMGCA4uPjjY4GOysqKtKqVau0d+9e5eXlqV27dho0aBAf2FRBjRs31ubNmy1FO4CKgaIdgE15eHho//798vHx0W233aa1a9eqffv2OnLkiFq3bs25vlXUqVOn9Prrrys7O1uNGzfWmDFjKNirGH9/f40bN04jR46UJG3evFm9evXS1atXZTabDU4He7jeyCuqtldffVWHDh3SO++8I2dnJuQCFQW/jQBsys/PT0eOHJGPj49atmyp1atXq3379kpJSVGdOnWMjgc78fLy0syZM42OATvKyclRz549LddhYWEymUw6ceKEbrvtNgOTwV5cXFyUn59vdAyUoy+//FJbtmzRxo0b1bp1a9WoUcOqf+3atQYlAxwbRTsAm4qKitLevXt17733avz48erTp4/mz5+vwsJCzZ492+h4AG5SUVGRqlevbtXm4uKiwsJCgxKhPDz55JOaMWMGI68Ook6dOurfv7/RMQD8BtPjAdjVsWPHtHv3bjVr1ozp0kAlZjabFR4ermrVqlnaUlJS1KVLF6vROEbiqpaIiAht2bJFHh4ejLwCgEH4yBSAXfn6+srX19foGAD+omHDhpVpGzx4sAFJUJ4YeXVsBQUFKigokIeHh9FRAIfGSDsAmykpKVFiYqLWrl2ro0ePymQyqWnTpnrooYc0ZMgQmUwmoyMCAIDrSEhIUGZmpkJCQjRo0CC9+OKLmj17toqKitSlSxclJSWpXr16RscEHBJFOwCbKC0tVZ8+ffTxxx+rTZs2atmypUpLS3XgwAFlZ2erb9+++uCDD4yOCTv76aeflJqaqhYtWrDbNFCJlZSUaNasWVq3bp0KCgrUtWtXxcbGcsxbFTVt2jRNmzZNoaGhyszMVGRkpD744APFxMTIbDYrLi5OvXv31sKFC42OCjgkpscDsInExESlpaVpy5Ytuu+++6z6UlNT1a9fPy1dulRDhw41KCHsITIyUvfcc49Gjx6tq1evKjg4WEePHlVpaamSkpKYVgtUUtOmTdPLL7+ssLAwubm5ad68eTp16pTi4+ONjgY7SExM1LvvvqsBAwZo165d6tChg1avXm35Gx4YGKhRo0YZnBJwXBysCsAmVq5cqQkTJpQp2CWpS5cuGj9+vJYvX25AMthTWlqaOnXqJElKTk5WaWmpLly4oLi4OE2dOtXgdABu1tKlS7VgwQJ98skn+uCDD5SSkqLly5erpKTE6Giwg5ycHN19992SpODgYDk7OyswMNDSHxQUpNzcXKPiAQ6Poh2ATWRlZalHjx6/2x8eHq69e/eWYyKUh4sXL6pu3bqSpA0bNqh///5yd3dXr169dPjwYYPTAbhZOTk56tmzp+U6LCxMJpNJJ06cMDAV7KWwsNDqZAhXV1e5uLhYrp2dnVVcXGxENABiejwAGzl37pwaNGjwu/0NGjTQ+fPnyzERyoO3t7d27typunXrasOGDUpKSpIknT9/vsyZ3gAqj6KiojK/wy4uLiosLDQoEext//79+vHHHyX9vE/NwYMHlZeXJ0k6c+aMkdEAh0fRDsAmiouL5ez8+39SnJycVFRUVI6JUB5iYmI0aNAgeXh4yNfXV507d5b087T51q1bGxsOwE0rLS3V8OHDrUZf8/PzNWrUKKuz2jmnvero2rWrfr0/de/evSVJJpNJpaWlnAADGIjd4wHYhNlsVnh4uNUbvF+7du2aNmzYwPS6Kmj37t3KyclRt27dLGf5fvTRR/L09FTHjh0NTgfgZkRFRf2p+xISEuycBOXh2LFjf+o+X19fOycBcD0U7QBsgjd4jmny5MkaN26c3N3drdqvXr2qWbNmadKkSQYlAwAAqBoo2gEAN83JyUm5ubny8vKyaj979qy8vLyYWQEAAPAXsXs8AOCm/d46x71791p2lQcAAMDNYyM6AMAN8/T0lMlkkslkUvPmza0K9+LiYuXl5WnUqFEGJgQAAKgamB4PALhhS5YsUWlpqUaMGKG5c+eqdu3alj5XV1c1adJEd911l4EJAQAAqgaKdgDATdu2bZs6duwoFxcXo6MAAGwkMzNTbdq0kZOTk6UtOTlZERERBqYCHBdFOwDghvz000+qVauW5fs/8st9AIDKw2w2q1atWho8eLAmTpyopUuXasKECSosLDQ6GuCQWNMOALghnp6elh3j69Spc92N6H7ZoI7d4wGg8jlz5oyysrK0ePFiNW3aVJKUmJhobCjAgVG0AwBuSGpqqmVn+K1btxqcBgDwV2VkZMjZ2VnBwcGSpLp166pz585KSkpS9erVVVxcLH9/f4NTAo6L6fEAAACAAwsJCdHEiRPVq1cvS9vEiRP1zjvv6JNPPtGmTZuUmpqqjz76yMCUgONipB0AcNPS0tL+sP+ee+4ppyQAgJu1b98+BQYGWq7j4uK0dOlSpaWlyd/fX87Ozpo8ebKBCQHHRtEOALhpnTt3LtP22zPbAQAVm5ubmw4fPixfX18lJCRowYIF+uyzz+Tj4yNJunbtmlxdXQ1OCTgus9EBAACV1/nz562+Tp06pQ0bNujvf/+7Nm7caHQ8AMCf0LdvX0VGRuruu+/WY489poceeshSsJeWlmr69Olq3769wSkBx8WadgCAzW3btk3PPPOMdu/ebXQUAMD/kJ+fr5kzZ8rJyUm9e/dWeHi4fH19dccdd2jHjh365ptvtHPnTgUFBRkdFXBIFO0AAJs7ePCggoODlZeXZ3QUAMANOnXqlF5//XVlZ2ercePGGjNmDAU7YCCKdgDATcvKyrK6Li0tVW5urqZPn66ioiJt377doGQAAABVA0U7AOCmmc1mmUwm/fZ/JSEhIYqPj1fLli0NSgYAAFA1ULQDAG7asWPHrK7NZrNuueUWVa9e3aBEAAAAVQu7xwMAbkphYaFGjBihgoIC+fr6ytfXV97e3hTsAAAANkTRDgC4KS4uLmXWtAMAAMC2KNoBADdt8ODBevfdd42OAQCwg59++kkffPCBDhw4YHQUwKE5Gx0AAFB5FRUVKT4+Xps3b9add96pGjVqWPXPnj3boGQAgBsVGRmpe+65R6NHj9bVq1cVHByso0ePqrS0VElJSerfv7/REQGHRNEOALhpX3/9tdq1aydJOnTokFWfyWQyIhIA4CalpaXppZdekiQlJyertLRUFy5c0JIlSzR16lSKdsAg7B4PALhh3333nZo2bUphDgBViJubmw4dOiRvb28NHTpUjRo10vTp05WTk6OAgADl5eUZHRFwSKxpBwDcMH9/f50+fdpy/fDDD+vkyZMGJgIA/FXe3t7auXOnLl++rA0bNqh79+6SpPPnz3MyCGAginYAwA377SStjz/+WJcvXzYoDQDAFmJiYjRo0CDddtttatSokTp37izp52nzrVu3NjYc4MBY0w4AAABATzzxhDp06KCcnBx169ZNZvPP43t+fn6aOnWqwekAx8VIOwDghplMpjLr2VnfDgCV29dff60777xTERER8vDwsLT36tXLakkUgPLFRnQAgBtmNpsVHh6uatWqSZJSUlLUpUuXMke+rV271oh4AICb0LhxY23fvl1Nmza1an///fc1dOhQlkEBBmF6PADghg0bNszqevDgwQYlAQDYSnR0tMLCwpSenq5bb71VkrRq1SqNGDFCiYmJxoYDHBgj7QAAAAAkSU899ZS2bt2qtLQ0bdiwQdHR0Vq2bBlntAMGomgHAAAAYDFo0CB9+eWX+uGHH7RixQo98MADRkcCHBpFOwAAAOCg1q1bV6atsLBQTz/9tLp3766+ffta2n/9PYDyQ9EOAAAAOKhfjnX7X0wmk4qLi+2cBsD1ULQDAAAAAFBBcU47AAAAAAAVFEU7AAAAAI0ZM0ZxcXFl2ufPn6+YmJjyDwRAEkU7AAAAAEnvv/++QkNDy7R37NhRa9asMSARAImiHQAAAICks2fPqnbt2mXaa9WqpTNnzhiQCIBE0Q4AAABAUrNmzbRhw4Yy7evXr5efn58BiQBIkrPRAQAAAAAY75lnntHo0aN1+vRpdenSRZK0ZcsWvfHGG5o7d66x4QAHxpFvAAAAACRJCxcu1LRp03TixAlJUpMmTfTyyy9r6NChBicDHBdFOwAAAAArp0+flpubmzw8PIyOAjg8inYAAAAAACoo1rQDAAAAkCStWbNGq1evVk5OjgoKCqz6MjMzDUoFODZ2jwcAAACguLg4RUVFqUGDBtqzZ4/at2+vevXq6bvvvlN4eLjR8QCHxfR4AAAAAGrZsqViY2M1YMAA1axZU3v37pWfn58mTZqkc+fOaf78+UZHBBwSI+0AAAAAlJOTo44dO0qS3NzcdOnSJUnSkCFDtHLlSiOjAQ6Noh0AAACAbr31Vp07d06S5OPjo4yMDEnSkSNHxORcwDgU7QAAAADUpUsXrVu3TpIUFRWlp59+Wt26ddPDDz+siIgIg9MBjos17QAAAABUUlKikpISOTv/fMBUUlKSduzYIX9/f40cOVKurq4GJwQcE0U7AAAAAAAVFOe0AwAAAJAkXbhwQV988YVOnTqlkpISq76hQ4calApwbIy0AwAAAFBKSooGDRqkvLw81apVSyaTydJnMpksm9QBKF8U7QAAAADUvHlz9ezZU6+++qrc3d2NjgPg/6NoBwAAAKAaNWooOztbfn5+RkcB8Csc+QYAAABA999/v3bt2mV0DAC/wUZ0AAAAANSrVy8999xz2r9/v1q3bi0XFxer/r59+xqUDHBsTI8HAAAAILP59yfhmkwmFRcXl2MaAL+gaAcAAAAAoIJiTTsAAAAAABUURTsAAADgwHbu3KkPP/zQqm3p0qVq2rSpvLy89Pjjj+vatWsGpQNA0Q4AAAA4sMmTJ2vfvn2W6+zsbD366KMKCwvT+PHjlZKSotdee83AhIBjY007AAAA4MAaNmyolJQUBQcHS5Jeeuklbdu2Tdu3b5ckvffee4qNjdX+/fuNjAk4LEbaAQAAAAd2/vx5NWjQwHK9bds2hYeHW67//ve/6/jx40ZEAyCKdgAAAMChNWjQQEeOHJEkFRQUKDMzUyEhIZb+S5culTmzHUD5oWgHAAAAHFjPnj01fvx4ffbZZ3rxxRfl7u6uTp06WfqzsrL0t7/9zcCEgGNzNjoAAAAAAONMmTJFDz74oO699155eHhoyZIlcnV1tfTHx8ere/fuBiYEHBsb0QEAAADQxYsX5eHhIScnJ6v2c+fOycPDw6qQB1B+KNoBAAAAAKigWNMOAAAAAEAFRdEOAAAAAEAFRdEOAAAAAEAFRdEOAAAAAEAFRdEOAAAAAEAFRdEOAEAlMXz4cPXr18+q7fTp0woMDFSHDh108eJFY4IBAAC7oWgHAKCSOn36tLp06SI3Nzdt3LhRtWvXNjoSAACwMYp2AAAqoTNnzqhr166qVq2aNm3aZCnYZ8+erdatW6tGjRry9vbWE088oby8PEnSp59+KpPJ9Ltfv9i+fbs6deokNzc3eXt7a8yYMbp8+bKlv0mTJmUeO27cOEv/woUL9be//U2urq5q0aKFli1bZpXdZDJp4cKFCg8Pl5ubm/z8/LRmzRpL/9GjR2UymfTVV19Z2iZOnCiTyaS5c+da2g4ePKhu3bqpdu3alhx16tSxxT8vAAAVBkU7AACVzNmzZxUWFiZnZ2dt2rTJqlA1m82Ki4vTvn37tGTJEqWmpur555+XJHXs2FG5ubnKzc3V+++/L0mW69zcXEnSt99+qx49eqh///7KysrSqlWrtH37do0ePdoqw+TJk60eGxsbK0lKTk7W2LFj9eyzz+rrr7/WyJEjFRUVpa1bt1o9fuLEierfv7/27t2rQYMG6ZFHHtGBAweu+3q///57zZ07V25ublbtI0aMUGFhodLT05Wbm2tV0AMAUFWYSktLS40OAQAA/rfhw4fryJEj+umnn7Rv3z7deeed2r59u5ycnH73MWvWrNGoUaN05swZq/ZPP/1U9913n377NiA6OlpOTk5atGiRpW379u269957dfnyZVWvXl1NmjRRTEyMYmJiyvy80NBQ3X777Vq8eLGlLTIyUpcvX9ZHH30k6eeR9lGjRmnhwoWWe0JCQtSuXTstWLBAR48eVdOmTbVnzx7dcccdGjZsmFxcXLR582arn+vu7q533nlHAwcOlCQlJiYqJiZGFy5c+FP/ngAAVAaMtAMAUImkpaWppKREX331lb755hvNnDnTqn/z5s3q2rWrGjdurJo1a2rIkCE6e/asrly58qeef+/evUpMTJSHh4fl6/7771dJSYmOHDnyPx9/4MABhYaGWrWFhoaWGUW/6667ylxfb6Q9MzNTycnJmjJlSpm+pk2bKjk5+U+/NgAAKiNnowMAAIA/z8/PT1u2bFH9+vW1YMECDR48WL169VJQUJCOHj2q3r176//+7/80bdo01a1bV9u3b9ejjz6qgoICubu7/8/nz8vL08iRIzVmzJgyfT4+PvZ4SX/o2Wef1bhx49SwYcMyfe+++66GDRummjVrys3NTUVFRapevXq5ZwQAwJ4YaQcAoBJp3bq16tevL0n6xz/+oQcffFBDhw5VQUGBdu/erZKSEr3xxhsKCQlR8+bNdeLEiRt6/nbt2mn//v1q1qxZmS9XV9f/+fhWrVopPT3dqi09PV0BAQFWbRkZGWWuW7VqZdW2bt06HTp0yGqTu18LCQlR3759FRwcrD179mjy5Ml/5iUCAFCpMNIOAEAl9q9//UuBgYF65ZVXFBkZqcLCQr355pvq06eP0tPT9dZbb93Q873wwgsKCQnR6NGjFR0drRo1amj//v3atGmT5s+f/z8f/9xzzykyMlJt27ZVWFiYUlJStHbtWm3evNnqvvfee0/BwcG6++67tXz5cn3xxRd69913re6ZOXOm3nzzzd+dIfD+++8rMTFRu3fvlo+Pj7y8vG7otQIAUBkw0g4AQCVWt25dvf3225oxY4by8/M1e/ZszZgxQ4GBgVq+fLlee+21G3q+oKAgbdu2TYcOHVKnTp3Utm1bTZo0SY0aNfpTj+/Xr5/mzZun119/XbfffrsWLVqkhIQEde7c2eq+V155RUlJSQoKCtLSpUu1cuXKMqPxzZo107Bhw677cw4dOqTo6GitWLHCkGn7AACUF3aPBwAA5cpkMik5OVn9+vUzOgoAABUeI+0AAAAAAFRQFO0AAAAAAFRQbEQHAADKFSvzAAD48xhpBwAAAACggqJoBwAAAACggqJoBwAAAACggqJoBwAAAACggqJoBwAAAACggqJoBwAAAACggqJoBwAAAACggqJoBwAAAACggvp/HYJYaLha2ZYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "average_prices = df.groupby('sub_category')['price'].mean().reset_index()\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.bar(average_prices['sub_category'], average_prices['price'], edgecolor='black', color='skyblue')\n",
    "plt.title('Средняя цена товаров по категориям (с 1-й по 30-ю строку)')\n",
    "plt.xlabel('Категория')\n",
    "plt.ylabel('Средняя цена')\n",
    "plt.xticks(rotation=90)\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Наиболее дорогие товары из категории Dairy & Bakery, а наиболее дешевые - из категории Fruits & Vegetables"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "aimenv",
   "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}