{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "E8uCWFzVnxyu" }, "source": [ "Compares the sales between the three regions for each month" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "_6-zYwA5ntGO", "outputId": "d7dff941-632f-46ca-eb74-47a67b4b1453", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "months = ['Jan', 'Feb', 'Mar', 'Apr', 'May']\n", "north = [200, 220, 250, 230, 240]\n", "south = [300, 310, 330, 340, 360]\n", "east = [250, 270, 280, 260, 300]\n", "\n", "barWidth = 0.25\n", "r1 = np.arange(len(north))\n", "r2 = [x + barWidth for x in r1]\n", "r3 = [x + barWidth for x in r2]\n", "\n", "plt.bar(r1, north, color='blue', width=barWidth, edgecolor='grey', label='North')\n", "plt.bar(r2, south, color='red', width=barWidth, edgecolor='grey', label='South')\n", "plt.bar(r3, east, color='green', width=barWidth, edgecolor='grey', label='East')\n", "\n", "plt.xlabel('Months')\n", "plt.xticks([r + barWidth for r in range(len(north))], months)\n", "plt.ylabel('Sales')\n", "plt.legend()\n", "plt.title('Monthly Sales by Region')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "sM5Ak90QqQf1" }, "source": [ "Trend in sales over time" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "hPujQ-poqWpE", "outputId": "30758c90-7975-47bf-d349-cedd5cb6e6d1", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(months, north, marker='o', color='blue', label='North')\n", "plt.plot(months, south, marker='o', color='red', label='South')\n", "plt.plot(months, east, marker='o', color='green', label='East')\n", "\n", "plt.xlabel('Months')\n", "plt.ylabel('Sales')\n", "plt.legend()\n", "plt.title('Monthly Sales Trends by Region')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "6-6GCCmftzMh" }, "source": [ "Proportion of total sales contributed by each region" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 428 }, "id": "6uTXaHSKt7au", "outputId": "48c80e17-288e-46c4-bf84-c8b327e4eeac" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "total_sales = [sum(north), sum(south), sum(east)]\n", "regions = ['North', 'South', 'East']\n", "\n", "plt.pie(total_sales, labels=regions, autopct='%1.1f%%', startangle=140, colors=['blue', 'red', 'green'])\n", "plt.title('Total Sales Distribution by Region')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "zk8lDo6dyi05" }, "source": [ "Average Salary excersie" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 938 }, "id": "9y7_o7Z0uLnY", "outputId": "653a2a2f-6888-4d49-fb2d-5eecbebb407e", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Department mean median\n", "0 Admin Offices 71791.888889 63003.0\n", "1 Executive Office 250000.000000 250000.0\n", "2 IT/IS 97064.640000 92328.5\n", "3 Production 59953.545455 59472.0\n", "4 Sales 69061.258065 65310.0\n", "5 Software Engineering 94989.454545 95660.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_5137/2836705289.py:14: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x='Department', y='mean', data=summary, palette='viridis')\n" ] }, { "data": { "image/png": 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06dL2kbj/ytPTk5E3AP8aoQ0AnGD16tU6deqURo4cqRo1aty0PzAwUJMnT9b06dPVpEkTSdenSC5cuFA9evRQgQIFVKdOHYfr9O7dW4sWLVK1atXUp08flS5dWikpKTp27JhCQ0PVt2/ffzz/W+PGjTV27Fi1a9dOr7zyis6fP6/Ro0ff9AG7ZMmSeuGFFzRmzBi5urqqVq1a2rdvn8aMGSMfHx+HpfiHDh2qsLAwVa5cWb169VKJEiV07do1HT16VKtWrdJnn33mEEhu9Ntvv6l+/fp6/vnnVb16deXLl0/R0dFauXKlPv/8c9WoUUOVK1eWdD1cLF68WN26dVPr1q11/PhxffDBB8qXL5/9+MDb+S/X/bu6desqICBA69evV/v27eXn53fX182VK5dq1aqlQYMGKUuWLPrkk0908OBBh2X/U3Xr1k2jRo3Srl27bhn87+TYsWMKDw9XSkqKYmJitHv3bs2YMUN//fWXxowZY58iK6X99+fq6qq6desqJCREKSkpGjlypGJjYx3Os9ekSRPNmjVLjz/+uEqXLq1du3bp448/vu3r4FYCAwMlSZ9//rm8vb2VKVMmFSlS5Kapiv/GhAkTVLVqVT3zzDN6/fXXVbhwYV26dEmHDx/W8uXLtW7dujTfZqlSpbR48WJ9+umnCgoKkouLi8qVK/efewWQQTh3HRQAyJhatGhhPDw87EuU38rzzz9v3Nzc7KsJJicnm4IFCxpJ5t13373ldeLi4szAgQNNiRIljIeHh33Z8j59+jisSijJdO/e/Za3MWPGDFOiRAnj6elpHn30UTN8+HAzffp0I8lhyf1r166ZkJAQ4+fnZzJlymQqVqxotm3bZnx8fBxWADTGmLNnz5pevXqZIkWKGHd3d5MjRw4TFBRk3n33XRMXF3fb5yA6Otp8+OGHplatWiZ//vzGw8PDZMmSxTz55JPmww8/NFeuXHGoHzFihClcuLDx9PQ0TzzxhJk2bZoZPHiw+fufu1utHnm3173Tc5dqyJAhRpIJDw+/Y92tbveTTz4xjz32mHF3dzePP/64mTdv3m2vU6NGDZMjR46bnofbSV3hMfXH1dXV+Pr6mqCgINO7d+/bruR5N7+/1NseOXKkef/9902BAgWMh4eHKVu2rPn+++8dbi86Otp07drV+Pn5mcyZM5uqVauaH3/80VSvXt1Ur17dXpe6OuONpzy40fjx402RIkWMq6urkWRmzpxpjLm+emTJkiVvqi9UqJBp3LjxTdtv9Ts9cuSI6dKli8mfP79xd3c3uXPnNpUrVzYffvjhP/aX+lyk9mOMMRcuXDCtW7c22bNnNzab7abXFQDcic2Yvy0TBQDAv7R161ZVqVJF8+bNU7t27ZzdjtOUK1dONptNO3fuTLf7iIqKUqFChdSzZ0+NGjUq3e7nbh09elRFihTRxx9/rH79+jm7HQB4qDA9EgDwr4SFhWnbtm0KCgqSl5eXfvnlF40YMULFihVTq1atnN3efRcbG6u9e/dqxYoV2rVrl5YsWZIu93PixAn9+eef+vjjj+Xi4qI33ngjXe4HAGAdhDYAwL+SLVs2hYaGavz48bp06ZJy5cqlhg0bavjw4Q4rT2YUP//8s2rWrKmcOXNq8ODBatGiRbrczxdffKGhQ4eqcOHCmjdvnsPqnQCAhxPTIwEAAADAwji5NgAAAABYGKENAAAAACyMY9rus5SUFJ06dUre3t4OJ3EFAAAAkLEYY3Tp0iX5+/s7nOP07wht99mpU6dUsGBBZ7cBAAAAwCKOHz+uAgUK3HY/oe0+8/b2lnT9F5MtWzYndwMAAADAWWJjY1WwYEF7RrgdQtt9ljolMlu2bIQ2AAAAAP942BQLkQAAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAtzamgbPny4nn76aXl7e8vPz08tWrTQb7/95lDTuXNn2Ww2h5+KFSs61MTHx6tnz57KlSuXsmTJombNmunEiRMONdHR0erQoYN8fHzk4+OjDh066OLFiw41x44dU9OmTZUlSxblypVLvXr1UkJCgkPNnj17VL16dXl5eSl//vwaOnSojDH37kkBAAAAgBs4NbRt3LhR3bt3V3h4uMLCwpSUlKR69erp8uXLDnUNGjTQ6dOn7T+rVq1y2N+7d28tWbJECxYs0ObNmxUXF6cmTZooOTnZXtOuXTtFRERozZo1WrNmjSIiItShQwf7/uTkZDVu3FiXL1/W5s2btWDBAi1atEh9+/a118TGxqpu3bry9/fXzp07NWnSJI0ePVpjx45Np2cIAAAAQEZnMxYaJjp79qz8/Py0ceNGVatWTdL1kbaLFy/qu+++u+V1YmJilDt3bs2ZM0dt27aVJJ06dUoFCxbUqlWrVL9+fR04cEABAQEKDw9XhQoVJEnh4eGqVKmSDh48qBIlSmj16tVq0qSJjh8/Ln9/f0nSggUL1LlzZ0VFRSlbtmz69NNPNWDAAJ05c0aenp6SpBEjRmjSpEk6ceKEbDbbTf3Fx8crPj7efjk2NlYFCxZUTEyMsmXLds+eOwAAAAAPltjYWPn4+PxjNnC7jz39o5iYGElSjhw5HLZv2LBBfn5+yp49u6pXr66PPvpIfn5+kqRdu3YpMTFR9erVs9f7+/srMDBQW7duVf369bVt2zb5+PjYA5skVaxYUT4+Ptq6datKlCihbdu2KTAw0B7YJKl+/fqKj4/Xrl27VLNmTW3btk3Vq1e3B7bUmgEDBujo0aMqUqTITY9p+PDhev/99+/NE4QMrVbHD5zdAm5j3exBzm4BAAA8xCyzEIkxRiEhIapataoCAwPt2xs2bKh58+Zp3bp1GjNmjHbu3KlatWrZR68iIyPl4eEhX19fh9vLkyePIiMj7TWpIe9Gfn5+DjV58uRx2O/r6ysPD4871qReTq35uwEDBigmJsb+c/z48bt+TgAAAADAMiNtPXr00K+//qrNmzc7bE+d8ihJgYGBKleunAoVKqSVK1eqVatWt709Y4zDdMVbTV28FzWps0tvdV1J8vT0dBiZAwAAAIC0sMRIW8+ePbVs2TKtX79eBQoUuGNtvnz5VKhQIR06dEiSlDdvXiUkJCg6OtqhLioqyj4KljdvXp05c+am2zp79qxDzd9Hy6Kjo5WYmHjHmqioKEm6aQQOAAAAAO4Fp4Y2Y4x69OihxYsXa926dbc8Juzvzp8/r+PHjytfvnySpKCgILm7uyssLMxec/r0ae3du1eVK1eWJFWqVEkxMTHasWOHvWb79u2KiYlxqNm7d69Onz5trwkNDZWnp6eCgoLsNZs2bXI4DUBoaKj8/f1VuHDhf/9EAAAAAMBtODW0de/eXXPnztX8+fPl7e2tyMhIRUZG6urVq5KkuLg49evXT9u2bdPRo0e1YcMGNW3aVLly5VLLli0lST4+Puratav69u2rtWvXavfu3Wrfvr1KlSqlOnXqSJKeeOIJNWjQQMHBwQoPD1d4eLiCg4PVpEkTlShRQpJUr149BQQEqEOHDtq9e7fWrl2rfv36KTg42L6SS7t27eTp6anOnTtr7969WrJkiYYNG6aQkJDbTo8EAAAAgP/CqaHt008/VUxMjGrUqKF8+fLZfxYuXChJcnV11Z49e9S8eXMVL15cnTp1UvHixbVt2zZ5e3vbb2fcuHFq0aKFnnvuOVWpUkWZM2fW8uXL5erqaq+ZN2+eSpUqpXr16qlevXoqXbq05syZY9/v6uqqlStXKlOmTKpSpYqee+45tWjRQqNHj7bX+Pj4KCwsTCdOnFC5cuXUrVs3hYSEKCQk5D48WwAAAAAyIkudpy0juNtzMQB/x5L/1sWS/wAA4N+422xgiYVIAAAAAAC3RmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGFODW3Dhw/X008/LW9vb/n5+alFixb67bffHGqMMRoyZIj8/f3l5eWlGjVqaN++fQ418fHx6tmzp3LlyqUsWbKoWbNmOnHihENNdHS0OnToIB8fH/n4+KhDhw66ePGiQ82xY8fUtGlTZcmSRbly5VKvXr2UkJDgULNnzx5Vr15dXl5eyp8/v4YOHSpjzL17UgAAAADgBk4NbRs3blT37t0VHh6usLAwJSUlqV69erp8+bK9ZtSoURo7dqwmT56snTt3Km/evKpbt64uXbpkr+ndu7eWLFmiBQsWaPPmzYqLi1OTJk2UnJxsr2nXrp0iIiK0Zs0arVmzRhEREerQoYN9f3Jysho3bqzLly9r8+bNWrBggRYtWqS+ffvaa2JjY1W3bl35+/tr586dmjRpkkaPHq2xY8em8zMFAAAAIKOyGQsNE509e1Z+fn7auHGjqlWrJmOM/P391bt3b/Xv31/S9VG1PHnyaOTIkXr11VcVExOj3Llza86cOWrbtq0k6dSpUypYsKBWrVql+vXr68CBAwoICFB4eLgqVKggSQoPD1elSpV08OBBlShRQqtXr1aTJk10/Phx+fv7S5IWLFigzp07KyoqStmyZdOnn36qAQMG6MyZM/L09JQkjRgxQpMmTdKJEydks9luekzx8fGKj4+3X46NjVXBggUVExOjbNmypevziYdLrY4fOLsF3Ma62YOc3QIAAHgAxcbGysfH5x+zgaWOaYuJiZEk5ciRQ5J05MgRRUZGql69evYaT09PVa9eXVu3bpUk7dq1S4mJiQ41/v7+CgwMtNds27ZNPj4+9sAmSRUrVpSPj49DTWBgoD2wSVL9+vUVHx+vXbt22WuqV69uD2ypNadOndLRo0dv+ZiGDx9un5Lp4+OjggUL/uvnBwAAAEDGY5nQZoxRSEiIqlatqsDAQElSZGSkJClPnjwOtXny5LHvi4yMlIeHh3x9fe9Y4+fnd9N9+vn5OdT8/X58fX3l4eFxx5rUy6k1fzdgwADFxMTYf44fP/4PzwQAAAAA/I+bsxtI1aNHD/3666/avHnzTfv+Pu3QGHPLqYh3qrlV/b2oSZ1dert+PD09HUbmAAAAACAtLDHS1rNnTy1btkzr169XgQIF7Nvz5s0r6eZRrKioKPsIV968eZWQkKDo6Og71pw5c+am+z179qxDzd/vJzo6WomJiXesiYqKknTzaCAAAAAA3AtODW3GGPXo0UOLFy/WunXrVKRIEYf9RYoUUd68eRUWFmbflpCQoI0bN6py5cqSpKCgILm7uzvUnD59Wnv37rXXVKpUSTExMdqxY4e9Zvv27YqJiXGo2bt3r06fPm2vCQ0Nlaenp4KCguw1mzZtcjgNQGhoqPz9/VW4cOF79KwAAAAAwP84NbR1795dc+fO1fz58+Xt7a3IyEhFRkbq6tWrkq5POezdu7eGDRumJUuWaO/evercubMyZ86sdu3aSZJ8fHzUtWtX9e3bV2vXrtXu3bvVvn17lSpVSnXq1JEkPfHEE2rQoIGCg4MVHh6u8PBwBQcHq0mTJipRooQkqV69egoICFCHDh20e/durV27Vv369VNwcLB9JZd27drJ09NTnTt31t69e7VkyRINGzZMISEh/zhdEwAAAAD+Dace0/bpp59KkmrUqOGwfebMmercubMk6a233tLVq1fVrVs3RUdHq0KFCgoNDZW3t7e9fty4cXJzc9Nzzz2nq1evqnbt2po1a5ZcXV3tNfPmzVOvXr3sq0w2a9ZMkydPtu93dXXVypUr1a1bN1WpUkVeXl5q166dRo8eba/x8fFRWFiYunfvrnLlysnX11chISEKCQm5108NAAAAAEiy2HnaMoK7PRcD8Hecp826OE8bAAD4Nx7I87QBAAAAABwR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFpbm0FajRg3Nnj1bV69eTY9+AAAAAAA3SHNoCwoK0ltvvaW8efMqODhY4eHh6dEXAAAAAED/IrSNGTNGJ0+e1OzZs3X27FlVq1ZNAQEBGj16tM6cOZMePQIAAABAhvWvjmlzdXVV8+bN9d133+nkyZNq166dBg0apIIFC6pFixZat27dve4TAAAAADKk/7QQyY4dO/Tee+9p9OjR8vPz04ABA+Tn56emTZuqX79+96pHAAAAAMiw3NJ6haioKM2ZM0czZ87UoUOH1LRpUy1YsED169eXzWaTJD333HNq0aKFRo8efc8bBgAAAICMJM2hrUCBAnrsscfUpUsXde7cWblz576ppnz58nr66afvSYMAAAAAkJGlKbQZY/TDDz+oXLlyypw5823rsmXLpvXr1//n5gAAAAAgo0vTMW3GGNWpU0cnT55Mr34AAAAAADdIU2hzcXFRsWLFdP78+fTqBwAAAABwgzSvHjlq1Ci9+eab2rt3b3r0AwAAAAC4QZoXImnfvr2uXLmiMmXKyMPDQ15eXg77L1y4cM+aAwAAAICMLs2hbfz48enQBgAAAADgVtIc2jp16pQefQAAAAAAbiHNx7Td6OrVq4qNjXX4SYtNmzapadOm8vf3l81m03fffeewv3PnzrLZbA4/FStWdKiJj49Xz549lStXLmXJkkXNmjXTiRMnHGqio6PVoUMH+fj4yMfHRx06dNDFixcdao4dO6amTZsqS5YsypUrl3r16qWEhASHmj179qh69ery8vJS/vz5NXToUBlj0vSYAQAAACAt0hzaLl++rB49esjPz09Zs2aVr6+vw09ab6tMmTKaPHnybWsaNGig06dP239WrVrlsL93795asmSJFixYoM2bNysuLk5NmjRRcnKyvaZdu3aKiIjQmjVrtGbNGkVERKhDhw72/cnJyWrcuLEuX76szZs3a8GCBVq0aJH69u1rr4mNjVXdunXl7++vnTt3atKkSRo9erTGjh2bpscMAAAAAGmR5umRb731ltavX69PPvlEHTt21JQpU3Ty5ElNnTpVI0aMSNNtNWzYUA0bNrxjjaenp/LmzXvLfTExMZo+fbrmzJmjOnXqSJLmzp2rggUL6ocfflD9+vV14MABrVmzRuHh4apQoYIkadq0aapUqZJ+++03lShRQqGhodq/f7+OHz8uf39/SdKYMWPUuXNnffTRR8qWLZvmzZuna9euadasWfL09FRgYKB+//13jR07ViEhIbLZbLfsMT4+XvHx8fbLaR2NBAAAAJCxpXmkbfny5frkk0/UunVrubm56ZlnntHAgQM1bNgwzZs37543uGHDBvn5+al48eIKDg5WVFSUfd+uXbuUmJioevXq2bf5+/srMDBQW7dulSRt27ZNPj4+9sAmSRUrVpSPj49DTWBgoD2wSVL9+vUVHx+vXbt22WuqV68uT09Ph5pTp07p6NGjt+1/+PDh9mmZPj4+Kliw4H97QgAAAABkKGkObRcuXFCRIkUkSdmyZbMv8V+1alVt2rTpnjbXsGFDzZs3T+vWrdOYMWO0c+dO1apVyz5yFRkZKQ8Pj5umZebJk0eRkZH2Gj8/v5tu28/Pz6EmT548Dvt9fX3l4eFxx5rUy6k1tzJgwADFxMTYf44fP56WpwAAAABABpfm6ZGPPvqojh49qkKFCikgIEBff/21ypcvr+XLlyt79uz3tLm2bdva/z8wMFDlypVToUKFtHLlSrVq1eq21zPGOExXvNXUxXtRk7oIye2mRkrXp3feODoHAAAAAGmR5pG2l156Sb/88ouk66NIn3zyiTw9PdWnTx+9+eab97zBG+XLl0+FChXSoUOHJEl58+ZVQkKCoqOjHeqioqLso2B58+bVmTNnbrqts2fPOtT8fbQsOjpaiYmJd6xJnar59xE4AAAAALhX0hza+vTpo169ekmSatasqYMHD+qrr77Szz//rDfeeOOeN3ij8+fP6/jx48qXL58kKSgoSO7u7goLC7PXnD59Wnv37lXlypUlSZUqVVJMTIx27Nhhr9m+fbtiYmIcavbu3avTp0/ba0JDQ+Xp6amgoCB7zaZNmxxOAxAaGip/f38VLlw43R4zAAAAgIztP52nTZIeeeQRtWrVSmXKlEnzdePi4hQREaGIiAhJ0pEjRxQREaFjx44pLi5O/fr107Zt23T06FFt2LBBTZs2Va5cudSyZUtJko+Pj7p27aq+fftq7dq12r17t9q3b69SpUrZV5N84okn1KBBAwUHBys8PFzh4eEKDg5WkyZNVKJECUlSvXr1FBAQoA4dOmj37t1au3at+vXrp+DgYGXLlk3S9dMGeHp6qnPnztq7d6+WLFmiYcOG3XHlSAAAAAD4r+7qmLaJEyfe9Q2mjsLdjZ9++kk1a9a0Xw4JCZEkderUSZ9++qn27Nmj2bNn6+LFi8qXL59q1qyphQsXytvb236dcePGyc3NTc8995yuXr2q2rVra9asWXJ1dbXXzJs3T7169bKvMtmsWTOHc8O5urpq5cqV6tatm6pUqSIvLy+1a9dOo0ePttf4+PgoLCxM3bt3V7ly5eTr66uQkBB7zwAAAACQHmwmdTWNO0hdLfIfb8xm059//vmfm3qYxcbGysfHRzExMfZRPOBu1Or4gbNbwG2smz3I2S0AAIAH0N1mg7saaTty5Mg9awwAAAAAcPf+8zFtAAAAAID0k+bztEnSiRMntGzZMh07dsxhNUVJGjt27D1pDAAAAADwL0Lb2rVr1axZMxUpUkS//fabAgMDdfToURlj9NRTT6VHjwAAAACQYaV5euSAAQPUt29f7d27V5kyZdKiRYt0/PhxVa9eXW3atEmPHgEAAAAgw0pzaDtw4IA6deokSXJzc9PVq1eVNWtWDR06VCNHjrznDQIAAABARpbm0JYlSxbFx8dLkvz9/fXHH3/Y9507d+7edQYAAAAASPsxbRUrVtSWLVsUEBCgxo0bq2/fvtqzZ48WL16sihUrpkePAAAAAJBhpTm0jR07VnFxcZKkIUOGKC4uTgsXLlTRokU1bty4e94gAAAAAGRkaQ5tjz76qP3/M2fOrE8++eSeNgQAAAAA+J9/dZ62VNeuXdPChQt15coV1a1bV0WLFr1XfQEAAAAAlIbQ9uabbyohIUETJkyQJCUkJKhSpUrat2+fMmfOrDfffFNhYWGqVKlSujULAAAAABnNXa8euXr1atWuXdt+ed68efrrr7906NAhRUdHq02bNvrwww/TpUkAAAAAyKjuOrQdO3ZMAQEB9suhoaFq3bq1ChUqJJvNpjfeeEO7d+9OlyYBAAAAIKO669Dm4uIiY4z9cnh4uMMS/9mzZ1d0dPS97Q4AAAAAMri7Dm2PP/64li9fLknat2+fjh07ppo1a9r3//XXX8qTJ8+97xAAAAAAMrA0LUTywgsvaOXKldq3b58aNWqkIkWK2PevWrVK5cuXT5cmAQAAACCjuuuRtmeffVarVq1S6dKl1adPHy1cuNBhf+bMmdWtW7d73iAAAAAAZGRpOk9bnTp1VKdOnVvuGzx48D1pCAAAAADwP3c90gYAAAAAuP8IbQAAAABgYYQ2AAAAALAwQhsAAAAAWNi/Cm1JSUn64YcfNHXqVF26dEmSdOrUKcXFxd3T5gAAAAAgo0vT6pHS9ZNoN2jQQMeOHVN8fLzq1q0rb29vjRo1SteuXdNnn32WHn0CAAAAQIaU5pG2N954Q+XKlVN0dLS8vLzs21u2bKm1a9fe0+YAAAAAIKNL80jb5s2btWXLFnl4eDhsL1SokE6ePHnPGgMAAAAA/IuRtpSUFCUnJ9+0/cSJE/L29r4nTQEAAAAArktzaKtbt67Gjx9vv2yz2RQXF6fBgwerUaNG97I3AAAAAMjw0jw9cty4capZs6YCAgJ07do1tWvXTocOHVKuXLn01VdfpUePAAAAAJBhpTm0+fv7KyIiQl999ZV+/vlnpaSkqGvXrnrxxRcdFiYBAAAAAPx3aQ5tkuTl5aUuXbqoS5cu97ofAAAAAMAN0hzali1bdsvtNptNmTJlUtGiRVWkSJH/3BgAAAAA4F+EthYtWshms8kY47A9dZvNZlPVqlX13XffydfX9541CgAAAAAZUZpXjwwLC9PTTz+tsLAwxcTEKCYmRmFhYSpfvrxWrFihTZs26fz58+rXr1969AsAAAAAGUqaR9reeOMNff7556pcubJ9W+3atZUpUya98sor2rdvn8aPH8/xbgAAAABwD6R5pO2PP/5QtmzZbtqeLVs2/fnnn5KkYsWK6dy5c/+9OwAAAADI4NIc2oKCgvTmm2/q7Nmz9m1nz57VW2+9paefflqSdOjQIRUoUODedQkAAAAAGVSap0dOnz5dzZs3V4ECBVSwYEHZbDYdO3ZMjz76qJYuXSpJiouL06BBg+55swAAAACQ0aQ5tJUoUUIHDhzQ999/r99//13GGD3++OOqW7euXFyuD9y1aNHiXvcJAAAAABnSvzq5ts1mU4MGDdSgQYN73Q8AAAAA4Ab/KrRdvnxZGzdu1LFjx5SQkOCwr1evXvekMQAAAADAvwhtu3fvVqNGjXTlyhVdvnxZOXLk0Llz55Q5c2b5+fkR2gAAAADgHkrz6pF9+vRR06ZNdeHCBXl5eSk8PFx//fWXgoKCNHr06PToEQAAAAAyrDSHtoiICPXt21eurq5ydXVVfHy8ChYsqFGjRumdd95Jjx4BAAAAIMNKc2hzd3eXzWaTJOXJk0fHjh2TJPn4+Nj/HwAAAABwb6T5mLayZcvqp59+UvHixVWzZk299957OnfunObMmaNSpUqlR48AAAAAkGGleaRt2LBhypcvnyTpgw8+UM6cOfX6668rKipKn3/++T1vEAAAAAAysjSNtBljlDt3bpUsWVKSlDt3bq1atSpdGgMAAAAApHGkzRijYsWK6cSJE+nVDwAAAADgBmkKbS4uLipWrJjOnz+fXv0AAAAAAG6Q5mPaRo0apTfffFN79+5Nj34AAAAAADdI8+qR7du315UrV1SmTBl5eHjIy8vLYf+FCxfuWXMAAAAAkNGlObSNHz8+HdoAAAAAANxKmkNbp06d0qMPAAAAAMAtpPmYNkn6448/NHDgQL3wwguKioqSJK1Zs0b79u27p80BAAAAQEaX5tC2ceNGlSpVStu3b9fixYsVFxcnSfr11181ePDge94gAAAAAGRkaQ5tb7/9tj788EOFhYXJw8PDvr1mzZratm3bPW0OAAAAADK6NIe2PXv2qGXLljdtz507N+dvAwAAAIB7LM2hLXv27Dp9+vRN23fv3q38+fPfk6YAAAAAANelObS1a9dO/fv3V2RkpGw2m1JSUrRlyxb169dPHTt2TI8eAQAAACDDSnNo++ijj/TII48of/78iouLU0BAgKpVq6bKlStr4MCB6dEjAAAAAGRYaT5Pm7u7u+bNm6ehQ4dq9+7dSklJUdmyZVWsWLH06A8AAAAAMrQ0h7aNGzeqevXqeuyxx/TYY4+lR08AAAAAgP+X5umRdevW1SOPPKK3335be/fuTY+eAAAAAAD/L82h7dSpU3rrrbf0448/qnTp0ipdurRGjRqlEydOpEd/AAAAAJChpTm05cqVSz169NCWLVv0xx9/qG3btpo9e7YKFy6sWrVqpUePAAAAAJBhpTm03ahIkSJ6++23NWLECJUqVUobN268V30BAAAAAPQfQtuWLVvUrVs35cuXT+3atVPJkiW1YsWKe9kbAAAAAGR4aV498p133tFXX32lU6dOqU6dOho/frxatGihzJkzp0d/AAAAAJChpTm0bdiwQf369VPbtm2VK1cuh30RERF68skn71VvAAAAAJDhpTm0bd261eFyTEyM5s2bpy+++EK//PKLkpOT71lzAAAAAJDR/etj2tatW6f27dsrX758mjRpkho1aqSffvrpXvYGAAAAABlemkbaTpw4oVmzZmnGjBm6fPmynnvuOSUmJmrRokUKCAhIrx4BAAAAIMO665G2Ro0aKSAgQPv379ekSZN06tQpTZo0KT17AwAAAIAM765H2kJDQ9WrVy+9/vrrKlasWHr2BAAAAAD4f3c90vbjjz/q0qVLKleunCpUqKDJkyfr7Nmz6dkbAAAAAGR4dx3aKlWqpGnTpun06dN69dVXtWDBAuXPn18pKSkKCwvTpUuX0nznmzZtUtOmTeXv7y+bzabvvvvOYb8xRkOGDJG/v7+8vLxUo0YN7du3z6EmPj5ePXv2VK5cuZQlSxY1a9ZMJ06ccKiJjo5Whw4d5OPjIx8fH3Xo0EEXL150qDl27JiaNm2qLFmyKFeuXOrVq5cSEhIcavbs2aPq1avLy8tL+fPn19ChQ2WMSfPjBgAAAIC7lebVIzNnzqwuXbpo8+bN2rNnj/r27asRI0bIz89PzZo1S9NtXb58WWXKlNHkyZNvuX/UqFEaO3asJk+erJ07dypv3ryqW7euQ0Ds3bu3lixZogULFmjz5s2Ki4tTkyZNHE490K5dO0VERGjNmjVas2aNIiIi1KFDB/v+5ORkNW7cWJcvX9bmzZu1YMECLVq0SH379rXXxMbGqm7duvL399fOnTs1adIkjR49WmPHjk3TYwYAAACAtLCZezBUlJycrOXLl2vGjBlatmzZv2vEZtOSJUvUokULSddH2fz9/dW7d2/1799f0vVRtTx58mjkyJF69dVXFRMTo9y5c2vOnDlq27atJOnUqVMqWLCgVq1apfr16+vAgQMKCAhQeHi4KlSoIEkKDw9XpUqVdPDgQZUoUUKrV69WkyZNdPz4cfn7+0uSFixYoM6dOysqKkrZsmXTp59+qgEDBujMmTPy9PSUJI0YMUKTJk3SiRMnZLPZbvm44uPjFR8fb78cGxurggULKiYmRtmyZftXzxUyplodP3B2C7iNdbMHObsFAADwAIqNjZWPj88/ZoN/fZ62G7m6uqpFixb/OrDdypEjRxQZGal69erZt3l6eqp69er2E3zv2rVLiYmJDjX+/v4KDAy012zbtk0+Pj72wCZJFStWlI+Pj0NNYGCgPbBJUv369RUfH69du3bZa6pXr24PbKk1p06d0tGjR2/7OIYPH26flunj46OCBQv+h2cFAAAAQEZzT0JbeoiMjJQk5cmTx2F7njx57PsiIyPl4eEhX1/fO9b4+fnddPt+fn4ONX+/H19fX3l4eNyxJvVyas2tDBgwQDExMfaf48eP3/mBAwAAAMAN0nRybWf4+7RDY8xtpyLeruZW9feiJnVm6Z368fT0dBidAwAAAIC0sOxIW968eSXdPIoVFRVlH+HKmzevEhISFB0dfceaM2fO3HT7Z8+edaj5+/1ER0crMTHxjjVRUVGSbh4NBAAAAIB7xbKhrUiRIsqbN6/CwsLs2xISErRx40ZVrlxZkhQUFCR3d3eHmtOnT2vv3r32mkqVKikmJkY7duyw12zfvl0xMTEONXv37tXp06ftNaGhofL09FRQUJC9ZtOmTQ6nAQgNDZW/v78KFy58758AAAAAAJCTQ1tcXJwiIiIUEREh6friIxERETp27JhsNpt69+6tYcOGacmSJdq7d686d+6szJkzq127dpIkHx8fde3aVX379tXatWu1e/dutW/fXqVKlVKdOnUkSU888YQaNGig4OBghYeHKzw8XMHBwWrSpIlKlCghSapXr54CAgLUoUMH7d69W2vXrlW/fv0UHBxsX8WlXbt28vT0VOfOnbV3714tWbJEw4YNU0hIyD9O1wQAAACAf8upx7T99NNPqlmzpv1ySEiIJKlTp06aNWuW3nrrLV29elXdunVTdHS0KlSooNDQUHl7e9uvM27cOLm5uem5557T1atXVbt2bc2aNUuurq72mnnz5qlXr172VSabNWvmcG44V1dXrVy5Ut26dVOVKlXk5eWldu3aafTo0fYaHx8fhYWFqXv37ipXrpx8fX0VEhJi7xkA0tvT/Yc6uwXcxs6R7zm7BQDAQ+yenKcNd+9uz8UA/B3nabOu+3WeNkKbdRHaAAD/xn09TxsAAAAAIH1Yfsl/AAAAANdN29bM2S3gDoIrLUuX22WkDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWJibsxvAP2tS9S1nt4A7WLF5lLNbAAAAwEOMkTYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFsZCJAAAAA+Idsv7ObsF3Mb8pqOd3QIeYoy0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABbm5uwGAADA3Xly4mBnt4DbiOj1vrNbAPAQY6QNAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwiwd2oYMGSKbzebwkzdvXvt+Y4yGDBkif39/eXl5qUaNGtq3b5/DbcTHx6tnz57KlSuXsmTJombNmunEiRMONdHR0erQoYN8fHzk4+OjDh066OLFiw41x44dU9OmTZUlSxblypVLvXr1UkJCQro9dgAAAACQLB7aJKlkyZI6ffq0/WfPnj32faNGjdLYsWM1efJk7dy5U3nz5lXdunV16dIle03v3r21ZMkSLViwQJs3b1ZcXJyaNGmi5ORke027du0UERGhNWvWaM2aNYqIiFCHDh3s+5OTk9W4cWNdvnxZmzdv1oIFC7Ro0SL17dv3/jwJAAAAADIsN2c38E/c3NwcRtdSGWM0fvx4vfvuu2rVqpUk6csvv1SePHk0f/58vfrqq4qJidH06dM1Z84c1alTR5I0d+5cFSxYUD/88IPq16+vAwcOaM2aNQoPD1eFChUkSdOmTVOlSpX022+/qUSJEgoNDdX+/ft1/Phx+fv7S5LGjBmjzp0766OPPlK2bNlu2398fLzi4+Ptl2NjY+/ZcwMAAADg4Wf5kbZDhw7J399fRYoU0fPPP68///xTknTkyBFFRkaqXr169lpPT09Vr15dW7dulSTt2rVLiYmJDjX+/v4KDAy012zbtk0+Pj72wCZJFStWlI+Pj0NNYGCgPbBJUv369RUfH69du3bdsf/hw4fbp136+PioYMGC//EZAQAAAJCRWDq0VahQQbNnz9b333+vadOmKTIyUpUrV9b58+cVGRkpScqTJ4/DdfLkyWPfFxkZKQ8PD/n6+t6xxs/P76b79vPzc6j5+/34+vrKw8PDXnM7AwYMUExMjP3n+PHjaXgGAAAAAGR0lp4e2bBhQ/v/lypVSpUqVdJjjz2mL7/8UhUrVpQk2Ww2h+sYY27a9nd/r7lV/b+puRVPT095enresQYAAAAAbsfSI21/lyVLFpUqVUqHDh2yH+f295GuqKgo+6hY3rx5lZCQoOjo6DvWnDlz5qb7Onv2rEPN3+8nOjpaiYmJN43AAQAAAMC99ECFtvj4eB04cED58uVTkSJFlDdvXoWFhdn3JyQkaOPGjapcubIkKSgoSO7u7g41p0+f1t69e+01lSpVUkxMjHbs2GGv2b59u2JiYhxq9u7dq9OnT9trQkND5enpqaCgoHR9zAAAAAAyNktPj+zXr5+aNm2qRx55RFFRUfrwww8VGxurTp06yWazqXfv3ho2bJiKFSumYsWKadiwYcqcObPatWsnSfLx8VHXrl3Vt29f5cyZUzly5FC/fv1UqlQp+2qSTzzxhBo0aKDg4GBNnTpVkvTKK6+oSZMmKlGihCSpXr16CggIUIcOHfTxxx/rwoUL6tevn4KDg++4ciQAAAAA/FeWDm0nTpzQCy+8oHPnzil37tyqWLGiwsPDVahQIUnSW2+9patXr6pbt26Kjo5WhQoVFBoaKm9vb/ttjBs3Tm5ubnruued09epV1a5dW7NmzZKrq6u9Zt68eerVq5d9lclmzZpp8uTJ9v2urq5auXKlunXrpipVqsjLy0vt2rXT6NGj79MzAQAAACCjsnRoW7BgwR3322w2DRkyREOGDLltTaZMmTRp0iRNmjTptjU5cuTQ3Llz73hfjzzyiFasWHHHGgAAAAC41x6oY9oAAAAAIKMhtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMELbv/DJJ5+oSJEiypQpk4KCgvTjjz86uyUAAAAADylCWxotXLhQvXv31rvvvqvdu3frmWeeUcOGDXXs2DFntwYAAADgIeTm7AYeNGPHjlXXrl318ssvS5LGjx+v77//Xp9++qmGDx9+U318fLzi4+Ptl2NiYiRJsbGxd32fiUnx/1wEp0nL7/K/SEq4dl/uB2l3v14DyfG8Bqzqvr0GrvH3wKru12sg8QqvAau6X6+Bq5cT78v94N9J6+sgtd4Yc8c6m/mnCtglJCQoc+bM+uabb9SyZUv79jfeeEMRERHauHHjTdcZMmSI3n///fvZJgAAAIAHyPHjx1WgQIHb7mekLQ3OnTun5ORk5cmTx2F7njx5FBkZecvrDBgwQCEhIfbLKSkpunDhgnLmzCmbzZau/VpRbGysChYsqOPHjytbtmzObgdOwGsAvAYg8ToArwHwGpCuj7BdunRJ/v7+d6wjtP0Lfw9bxpjbBjBPT095eno6bMuePXt6tfbAyJYtW4b9x4nreA2A1wAkXgfgNQBeAz4+Pv9Yw0IkaZArVy65urreNKoWFRV10+gbAAAAANwLhLY08PDwUFBQkMLCwhy2h4WFqXLlyk7qCgAAAMDDjOmRaRQSEqIOHTqoXLlyqlSpkj7//HMdO3ZMr732mrNbeyB4enpq8ODBN00ZRcbBawC8BiDxOgCvAfAaSAtWj/wXPvnkE40aNUqnT59WYGCgxo0bp2rVqjm7LQAAAAAPIUIbAAAAAFgYx7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAACkwf1ey5HQhode6j+qpKQkJ3cC4G6wqDEAwOpsNtt9vT9CGx5qxhjZbDZt3rxZM2fO1OnTp53dEiwsJSXF2S1kaOfOnZN0//8QArCe1C9vUt+X+TIHVnHjZ4X58+erdevW9+V+CW14aKUGtkWLFqlx48Y6c+aMoqOj7fuQcaX+/vft26fQ0FB99913unr1qlxceEt0lk8//VSDBw/WihUrnN0KACdL/fu9ceNGDR8+XJcuXeLLHFhCSkqK/bPChg0btG7dOi1btkxvvPFGut83n1Dw0EodYQsODtbYsWM1cOBABQQESJKuXLkiifCWEd0Y5ps1a6Y333xTH330kR599FHt2rXL2e1lSG+//bZGjBihYsWKqUiRIs5uB4AT3fge3aJFC8XFxenw4cP2ffzdhjOlBra+ffvqrbfekiQFBgbq66+/VteuXdP1vt3S9dYBJ9uwYYMqVKigrl276sqVK9qyZYu+/PJLXbhwQa+88opatGjh7BZxn9lsNm3btk1du3bV6NGj9fLLL+uXX35R2bJltWnTJgUFBUn63wcHpK8RI0Zo5syZWr58ucqWLSt3d3dntwTAiW58j/74448VHBxs35eYmCgPDw8ndgdIq1ev1pdffqnly5erUqVKunbtmsaPH6958+bplVde0eeff54u90tow0MtS5YsioyM1Keffqrvv/9eSUlJio+PV6FChdS1a1eVLl1ajz76qLPbxH3222+/qWXLlnr55Zd15MgRNWvWTK+99pr69Okj6fqiNW5ubgS3dHbmzBmFhoZq4sSJKl++vH37oUOHtHXrVl25ckUvvviismXL5sQuAdxvmzdvVpUqVRQcHKyLFy/qxx9/1Ny5c/Xnn39q4MCBat68Oe/PcJrIyEhlzZpVJUuWlCRlypRJr732mqKjozVlyhRlypRJEydOvOf3y/RIPDRuXCUydaXIxo0bq3jx4ho9erRy5MihkJAQhYWFqXPnzipWrJgyZcrkzJbhJHv27NG5c+d0+vRpVa9eXQ0aNNCUKVMkSd98842GDBmi5ORkPhCkM1dXVx09elSxsbH2bW+//bZeeeUVdevWTQMHDlTVqlV19uxZJ3YJ4H64cdqjn5+ftm7dqilTpuiFF17Q1KlTZYzRk08+qdatW+vUqVO8P+O+uPF1mboASaFChZQpUybt3r3bvi979uwKDg5W1qxZtXr1avXo0eOe98JIGx4Kqd+4rVmzRosWLVJERISaNm2qpk2bauHChYqMjFTevHnt9WvWrFFSUpI8PT2d2DXuh9TXxl9//SUXFxcVLFhQdevW1U8//aTSpUurWbNmmjp1qlJSUmSz2bRlyxZdvHhR165dU5YsWZzd/kPp6tWr8vLyUkJCgooUKaKVK1cqKipKX3/9tTJlyqSWLVtq+vTp8vLy0tNPP61hw4Zp3Lhxzm4bQDpIfY++evWqMmfOrMTERDVp0kQ///yzRowYofr166tTp06qWrWqjh49qp9//lmXL192dtvIAG5cdET6X4ArVqyYPDw8NHnyZOXNm1clSpSw1z/zzDMKDAzU8uXLtWPHDodZJP8VI214KNhsNi1dulStWrWSv7+/Wrdura1bt6p58+b6/fff7YHtxx9/VO/evTVlyhR98cUXypkzp5M7R3pK/TCwZMkSNW/eXCtXrlRMTIzKlSunzJkzy8PDQ7Vr15YknT9/Xu+++67mz5+v/v37E9jSydy5c1WkSBGdOXNG/v7+GjhwoBISErRixQoFBgZq7ty56t27tx599FF5e3urRIkSTI8EHlI3fuHapUsX1axZU126dFFUVJQmTJign3/+WV988YWeeeYZ2Ww2TZ06VYmJicqRI4ezW0cGkBrYxo4dq44dO6pDhw765ZdfVLBgQc2aNUubNm3SW2+9pSlTpujHH39Ujx495OXlpddee0379+/XTz/9dG8bMsBDICoqyjzzzDNm4sSJxhhjLl68aHLmzGn69Oljrzl37px57bXXTL169cyvv/7qrFZxn61evdp4eXmZCRMmmFOnTtm3nzx50tSuXduULFnS+Pn5mWrVqplHHnnE/Pzzz07s9uF2/vx5s23bNvP000+bwMBAc/r0aWOMMTExMebKlSs31R8/ftyULVvWzJw58z53CuB++e6770ymTJnM0KFDzWeffWYaNWpkbDab+euvv+w1mzZtMq+++qrJkSOH2b17t/OaRYaQnJxs///Bgweb3Llzm44dO5rKlSsbd3d389133xljjImIiDDNmzc3jz76qHn00UdN1apV7X/LKlSoYBYtWnRP+7IZw9qpePCdO3dOzzzzjJYvXy53d3dVrVpVDRs2tK/gs3r1alWuXFkJCQlydXXlW7qHVFxcnLJmzSrp+je4165dU5s2bVSqVCkNHz7cXpeQkCAPDw9duHBBBw8e1LZt21SyZEkFBATokUcecVb7D7WvvvpKw4YN0549e/TLL7+oW7duunDhgjZs2KA8efIoMTFRbm5ustlsunbtmv744w89//zzKl68uBYtWuTs9gHcQ+b/R9hiY2PVqlUrNWrUSCEhITp58qQqV66s+vXr2/9+R0VF6dNPP9WOHTs0cuRIBQYGOrl7ZBSRkZGaPHmyGjdurEqVKikuLk4DBgzQtGnT9NVXX6lly5aKi4vT1atXFRsbq8cee0yS9M4772jOnDnasmXLPf1MwfRIPJD+/l1DXFycvLy8tGfPHtWsWVMNGjTQZ599Jkn6448/9O233+qnn35S7ty5CWwPqcGDB2v69OlKTk6WdH3KrLu7u44fP26fHpt6EHHqktFJSUmqXLmy+vbtqwYNGhDY0tGzzz4rT09PTZ48WWXKlNGYMWOUK1cu1axZU1FRUXJ3d5fNZtOBAwf03nvvqUuXLgoICLAHttTfHYAH0+jRo+0r6qUuInLt2jUdPnxYjRo10pkzZ1ShQgU1aNDAHtgWLFggT09P9erVS/PnzyewId2MHz9eiYmJ9svffvut/P399e2339oXrcuaNatGjx6t4OBgtWvXTsuWLVPWrFmVO3duPfbYY/r555/VvHlzzZw5U8uWLbvnnykIbXjgpH5Dt27dOo0ZM0ZXrlxR4cKFVbp0aT377LOqWLGipk2bZp+L/MUXX+inn37S448/7uTOkV5iYmLk6+ur2rVry9XV1f7Ga7PZlJSUpP3790u6Pj899cP/kSNHtHDhQp0+fdppfWcEqSeyd3V11QsvvKDt27frypUrKl++vIYPH65cuXKpRo0a9hUiL1++rISEBHXq1EkLFy6UdPPB4AAeLJcvX9bJkyfVv39/TZs2zb49U6ZMKlWqlMLCwlS+fHk1adLEvpLv6dOntWLFCq1fv16+vr7y8fFxVvt4yG3evFlz5851+DtTsWJFderUSX/88YfOnTsn6frfIk9PT40ePVqvvvqqWrRooS1bttivU6ZMGdWoUUPr169X2bJl732j93SyJXCffPvtt8bX19d069bN7N271xhjzJkzZ0zz5s1N7ty5zRdffGGmTJliunfvbry9vU1ERISTO0Z66dq1qwkMDDSJiYnGGGPWrl1rRo4caU6ePGmMMWbGjBkmd+7cZsyYMQ7X69evn6lUqZI5f/78fe85oxg0aJB59913TVJSkjHGmMOHD5v8+fObKVOmGGOMSUlJMVu2bDHPPPOMKVmypP0Yt0uXLtlv48ZjCwA8uE6ePGkGDRpkvL29zWeffWbf3rFjR2Oz2UzLli3t7xXGGNO/f38TGBhojh8/7ox2kcGkpKQYY4xZtWqVSUhIMMYYc+rUKdOmTRvj4+NjP949te7atWtm3Lhx9s8e9wOhDQ+ciIgIkzt3bjNt2rSb9l24cMEEBwebMmXKmNKlS5tnn32WRUceYsuXLzf+/v5mz549xpjrH/BHjRplfHx8zOjRo82FCxfMhQsXzDvvvGNy585tXnzxRfPuu++ajh07Gh8fHw5oT0e9e/c2Xl5eZt++fcaY/4WvOXPmmNKlS9u/SElJSTFbt241zzzzjMmRI4eJiYmx30bqH0cAD4dTp06Zd99913h7e5tPPvnEvr1q1aqmaNGiZuDAgWbixInm5ZdfNj4+PnzhinR34xeDf/31l7HZbOa1116zB7fTp0+bVq1amezZs9s/M/z9y8T7Fdw4Txssbf369apZs6bDtj///FPFixdXmzZtlJycLFdXVyUlJcnNzU2+vr76/PPPFRUVJW9vb0mSl5eXM1rHfWCz2ezLP3///ff66quvNGvWLF26dEkTJkxQcnKyunfvrnfffVdBQUEaN26cTp8+LT8/P23ZskUlS5Z09kN4KL3zzjuaO3euwsPDFRAQIGOMfdrJM888oxUrVmjHjh0qU6aMbDabKlWqpKFDh2rLli0Oy/tz8lzg4ZA6xTlfvnx6/fXXJUn9+/dXcnKyevTooR9//FGvvfaatmzZovPnz6tkyZLavHkzx7Ah3aX+bZo4caKCgoK0YsUKPffcc3J1ddW4ceOUN29eTZkyRT169FCdOnW0atWqm8695uZ2n+LUfYmGwL8QHh5usmfPbqKiohy+cR8/frzJnj27uXbtmjHG8RuPnTt33nLpcDxcPvjgA3P48GFz8OBB07p1a1O2bFljs9nMt99+a6959913TYECBczIkSPNuXPnHK6f+g0a7r13333X2Gw28+abb9q3/f1bydGjR5tChQqZ2NjYW94GUyKBh0Pq3+6/j0T89ddf9hG3SZMm2bdfuXLFXL58mfdopLsb/858+umnxt/f32zfvt0YY8yyZcuMp6en6d69u/21GBkZaWrUqGHq16/vlH6NMYYju2FJ48aN06lTp/THH38od+7cOnr0qH1fuXLllCdPHk2fPl1xcXFycXFRcnKyjDEaN26cZs6c6bzGke6GDRum9957T4mJiSpRooSeeOIJRURE6PHHH9eTTz5pr/vwww/VqVMnTZ48WbNmzdLJkyft++7bt2IZTJ8+fTRhwgS9/PLLmj59un2luNQFYMz/r/rat29flS5dWm+//bZ9tc8bsegI8OAzNywaFhwcrBdffFEDBgyQJD3yyCN67bXX1KtXL73zzjuaOnWqpOszYzJnzix3d3dnto4MIPXvTEREhPbt26dRo0apfPnyMsaoadOm+uabb/TFF18oJCREiYmJypMnjxYtWqRVq1Y5r2en3TNwG4MHD9awYcP05JNPKkeOHDp27Jgee+wxDRs2TJJUoUIFlSpVSrNmzdIXX3yhmJgYnTlzRoMGDdK6detUu3ZtJz8CpJfo6GgtXrxYkydP1uOPP66NGzcqPDxc/fv3V9GiRRUcHKyIiAh7/YcffqiXXnpJgwcP1qJFi+wrRzLt7t7r3r27Zs2ape3bt2v8+PHq0aOHBg4cqEmTJkm6/gfSXD+OWpLUvn17RUZG6q+//nJm2wDSQWpgW7JkiVq2bCkPDw8VLFhQCxYsUPPmzZWUlKQCBQrotddeU58+ffT6669r1qxZzm4bGcyGDRtUpUoVzZkzx/63yWaz2YPbt99+qxkzZqhLly5KTk5Wjhw5HFahvu+cNsYH3MKlS5dMnTp1zNChQ40xxuzdu9ccPHjQjBw50nh6eppRo0YZY4yJj483nTt3NqVKlTIeHh4mKCjIFChQwL66Dx5eL774oqlWrZoZP368eeSRR8wPP/xgjDHmu+++Mw0aNDC1atW66eD1Dz/80Pz+++/OaDdDWLx4sXnsscfMn3/+ad8WGRlpBg8ebLy9vc3EiRPt21NXh4uLizOlS5c23bt3v+/9Ari3Uqea3TjlLCIiwhQvXty+4MiRI0dMvnz5jM1mM1WrVrVPmTx69Kj58MMPzcGDB+9/48hQbrW41YcffmgyZcpkOnfubE6cOHFT7ddff21q1KhhiWn7hDZYRuqH6nr16pkXXnjBjBkzxmTJksXs2bPHXLt2zYwdO9bYbDYzcuRIY8z1D3+//fabmTt3rgkLC2NZ4Axi27ZtpkyZMsZms5mPPvrIYd/SpUvtwe2XX35xUocZy7lz50zt2rVNvXr1bvrS5HbBLT4+3hhjzK+//mr69u3LcajAAyz1w+yRI0fM559/bnbt2mWMub50ep8+fYwxxhw7dsw8+uijJjg42Kxdu9ZkzZrVtGjRwn680P1cNh0Z042hKyEhwb4ugjHGDB482Pj7+5sRI0aYM2fO2Lf/PeQ5O7gR2mAJffv2NXXr1jXGGPPnn38aHx8f4+npaYYMGWKvuXLlij24pY644eGX+qaZ+ma5ZcsW4+7ubgICAkzTpk3Nb7/95lC/dOlS06RJE/PUU0/ZTwWA9HXw4EHTqFEjU79+ffPjjz867EsNbtmzZ3dYcCAlJcUkJyebuLi4+90ugHsk9X35119/NcWLFzctW7Y0q1atsu/fvXu3SUlJMa1atTIvvviiSUlJMXFxcaZcuXLGZrOZevXqOat1ZCA3hq2JEyeaVq1amYYNGzrM9Bg0aJApWLCgGTlypENwsxJCG5zuu+++M15eXvYP2Pv37zc2m81kzZrVvPTSS2b//v322tTg5unpaT788ENntYz7IPVNNvWb2NTzd0VFRZmNGzea7777ztSqVcs0aNDgpqmP33zzjWndurU5evTo/W06A/v9999NgwYNTP369c3mzZsd9kVGRpohQ4YYm81mQkNDndQhHgacu896Dhw4YHx9fc3bb79tTp48edP+2NhYU7ZsWbNkyRJjzPWTEr/88stm5cqVDlOqgfTWv39/kzdvXjNs2DAze/bsm07qPmjQIFO4cGEzcOBAc+HCBSd3ezNCG5xuwYIFpkKFCubSpUtm6dKlZurUqebnn382u3fvNjlz5jTt27c3Bw4csNdfuXLFfPTRRyZHjhzm/PnzTuwc6SU1sB08eNB07NjRBAUFGV9fX1OrVi0zY8YMe91XX31lateufcvgdunSpfvaM+4c3E6ePGkWL17spM7wIEoNaJcuXXL4ptzZU5TwP1euXDGtW7e+6djUhIQEc+LECfP777+by5cvm3LlypkWLVqYI0eOmH79+pnixYub06dPO6lrZES//PKLeeKJJ8z69euNMcasXr3aZMmSxXz22WcOdT169DAtW7a05BdEhDY4XXh4uMmTJ49p0qSJsdls5uuvv7bv27hx4y2D29WrVwlsD6kbp9v4+vqal19+2YwaNcqMGTPGVK5c2dhsNtOjRw97/bx580zt2rVNkyZNHF4jcI47BbdUfOjG3Vq+fLmpWrWqadiwoQkJCbFv5zVkDQkJCaZq1aoOU5/XrFljevfubbJly2YKFSpk6tWrZxYvXmweffRRU6BAAVOwYEEWDcN9t3btWlOyZEljzPUZXlmzZrUHtpiYGLNgwQJ7bWpgs1pwI7TBqVL/QbzxxhvGxcXF1KpV66YTIW/atMnkzJnTdO7c2ezdu9cZbeI+O3XqlAkICDADBgxw2P7HH3+Yd955x9hsNod9X3/9tSlXrpxp3bo1J2W1gN9//900atTINGjQwKxdu9bZ7eABFR4ebjw8PEzfvn1N165dTdGiRU2tWrXs+wluzhcTE2Mef/xxExwcbA4cOGCGDRtmSpQoYZ599lkzYcIEM336dPPEE0+Y3r17m8jISLN582ZG2JDubhW29uzZY6pUqWKGDx9uvL29HUbYwsPDTePGjR0WMLNaYDOG0Ib77FZ/ZBMTE82zzz5rgoODTfbs2c2rr75q/vjjD4eaH3/80dhsNvPqq6/yoTwDWLdunSlbtqw5cuSISU5OdnjzPHnypOnWrZvx8fExmzZtsm9fvHix+euvv5zRLm7h999/N08//TSLBuFf2bNnj1m9erUZPXq0Meb6cVDr1q0zBQsWNDVq1LDXEdycb+3atcbNzc0UKlTI/mH40KFDxpjrK8XWrVvXdOzY0cldIqP4+3tC6sqkUVFRplq1asbFxcW888479v1Xr141jRs3Nq1bt7b8+4nNmP8/mxyQzlJSUuTi4qLIyEjt2bNHv//+u7y9vVW/fn1lyZJFWbNm1ZIlS/TSSy/p+eef11tvvaVHH33Ufv1t27YpZ86cKl68uBMfBe6Hjz/+WKNHj9aZM2ck/e9EranCw8NVrVo1zZkzR23btnVWm/gHkZGRyps3r7PbwAMmMjJS5cuX15kzZ/T+++/r7bffliQlJSXpxx9/VKdOnVSiRAmFhYU5uVOkOn78uKKiolSoUCHlypXLvj0lJUVt27bV448/rqFDh0qSw3s5cC+lfs6UpLFjx2rPnj2KiIjQK6+8ombNmikqKkqtWrVSYGCgqlatqty5c2vevHk6e/asdu3aJXd3d4fbsBpCG+6L1H8Ee/bsUdu2beXt7a2jR4/q4sWLypcvn1588UX1799f2bJl09KlS9WpUye1bdtWb7/9tooUKeLs9nGfLVmyRC+++KJCQ0NVtWpV+/Ybw1vhwoX18ssva+DAgc5qE3fp76EbuJO4uDh9++23GjZsmB577DGtXr3avi85OVmbN29W48aNVbNmTS1fvtyJneJOEhIS9MEHH2jGjBnasGGDihUr5uyWkEG8/fbbmjFjhgYOHKiLFy/qyy+/VMmSJbVs2TKtXbtW8+fPV2hoqB5//HHlz59fX3zxhdzc3JSUlCQ3Nzdnt39b1u0MDxUXFxcdPHhQ1atXV3BwsHr06KHMmTMrJiZG3bt31/Tp03Xx4kWNHDlSzZs319y5c/XSSy8pLi5OH330kQoXLuzsh4D7qFChQkpJSdGCBQv0+OOP27+5Tf3wf+LECeXIkUNPPfWUkzvF3SCw4U7+HuqzZs2qNm3ayNPTU7169VL79u01d+5cSZKrq6uqVq2qNWvWKE+ePM5qGf9g7ty52rlzpxYuXKjVq1cT2HDfbN++XUuXLtXy5ctVoUIF/fjjj/rwww81ePBgSVLt2rVVu3ZtxcbGysvLS+7u7pJk+cAmSdYc/8NDJzExUSNHjlTLli01cuRIFSxYUDlz5tSjjz6qRYsWqVatWlq4cKGWL18uY4yaNGmizz//XFu2bFGmTJmc3T7us6eeekoffPCBPvvsM02YMEHHjh2TJPuUhalTp+ry5csqU6aMM9sE8B+lBrYff/xRI0eOVPfu3bV27VolJSXphRde0MSJE7V+/Xq1b9/efp3U4EYQsKbffvtN06dP1/Hjx7V+/XqVLVvW2S0hA0lMTJSXl5cqVKigr7/+Wo0bN9bEiRPVsWNHxcXFKTQ0VDExMcqWLZs9sBljLB/YJEbacJ8kJiZq9+7d6tChg6T//aFOTk5W5syZNWvWLAUEBOirr77SCy+8IElq2bKl6tWrpyxZsjizdTjJ66+/rgsXLuijjz7Shg0bVK9ePWXNmlX79+/XN998o/Xr1yt//vzObhPAf2Cz2bRo0SJ17NhRlStXVmxsrGbPnq1OnTqpV69e9r8HAwYMUPPmzbV06VInd4x/UqJECS1cuFCenp7y8fFxdjt4iN04Sp/6/9HR0bp8+bK+/fZbvfLKKxo+fLhee+01SdLWrVs1f/58FS1a1OG1+aDMBmGkDfdFXFycLl26ZP+HkZSUJOn6N6YJCQny8PDQq6++qt9++01RUVFKTk6WJGXOnNlpPcO5smbNquHDh2v+/PmSpMmTJ2vu3LmKj4/X1q1b+fYWeAj8+eef6t+/vyZMmKDQ0FBt375dn3zyiTZv3qwpU6boypUratq0qQYPHqzDhw/r1KlTzm4Zd8HPz4/AhnSVkpLi8Jky9f+bNm2qnDlz6rnnntOIESPUvXt3SdK1a9c0ceJEXb58+YE95IaFSHBfpKSkqEKFCvL09NTmzZslXT+g3NXV1V4zZMgQLV26VDt37nwghqlx/1y7dk1JSUny8vJSSkqKfUoDgAfHp59+qnz58qlFixb2bQcPHlT9+vX11VdfqXLlyvbtX375pbp3764ffvhBFStW1JUrV5SUlKRs2bI5oXMAVjVp0iRt2LBBRYoUUa1atdSoUSNt3bpVr732mpKSkjRkyBBduHBBS5Ys0cmTJxURESE3NzdLrxJ5Ow9Wt3ggGWPk4uKikJAQ7dy5Uz169JAke2BLHVU7efKkgoKClJKS4rRecX+kfld04MABrV69WuvXr9eff/7psO9Gnp6eypo1q1xdXQn0wAPGGKOoqCiFhoaqVKlSDvvi4uIUFxdnn31x9epVSVKnTp1UuHBh+8qRmTNnJrABcPiMMHz4cL333nvKkSOHfvjhB33wwQf6/PPPVblyZX3zzTcqWrSoBg0apHnz5snf31+7d++2rxL5oAU2iWPacB+kDlnXrFlTL730kr744gtduXJFH330kXx8fHTp0iVNmTJF33zzjbZu3SoPDw8nd4z0ZrPZtHjxYvXu3Vu5cuWSp6enYmJiNH78eNWrV++W9bf6fwDWZ7PZ5Ofnp4ULF8rDw0M7duzQ0aNH9dxzz6lcuXKqUaOGXnzxRf3yyy/KkSOHJCk+Pl5Zs2aVv7+/k7sHYBU3ztDauXOnoqKitGTJEtWoUUOHDx/WuHHj9Mknnyg5OVmvv/66li1bplOnTilXrlz2z5YPwiqRt/Ngdo0HUt68efXOO+/I19dXU6ZM0eLFi5UpUyYVL15cp06d0vr16xUQEODsNnEf7NixQ127dtWwYcP0+uuva9WqVWrSpIm2bt16y9AG4MGVOnvCw8NDCQkJGjRokGJjY2Wz2dSmTRuNHTtW7dq1U6lSpTRt2jS5uLho8+bNOnTokGrXru3k7gE425AhQzRo0CB7YPvuu+80ePBgJScn64033pAkFS1aVH369JHNZtO0adOUlJSknj17Onzx86CsEnk7HNOG++7q1auKiorS0qVLFRcXp9KlS+vJJ59UgQIFnN0a0lnqHPLPP/9ca9eu1cKFC3Xs2DE988wzatKkiaZMmSJJioyMVN68eZ3cLYB/K3Ult9jYWPu0xg0bNsjPz0/u7u7q3bu34uPj1b17d7Vs2VLHjx/XW2+9pQ0bNihr1qzKkiWLZs6cyYJDQAa3dOlSLViwQHPmzLEHrk2bNmncuHH64YcfNGnSJHXu3Nlef/jwYU2cOFGLFy/WhAkT9Oyzzzqp83uP0IZ7JvWPdOqKPkxjQ6obXxsuLi4aPny4Dh48qCFDhqhatWpq1KiRPv30U7m4uCgsLEw7duxQr1695O3t7ezWAfxLZ8+eVcmSJTV9+nS5uLioZcuWWrp0qRo2bKjffvtNb7zxhhITE9W9e3e1atVK0vXjXLNly6ZMmTIpZ86cTn4EAJwtPj5e7u7ucnFx0ZIlS9SkSRO5u7vr559/1kcffaTTp0+rT58+atOmjf06Bw8e1KpVq/TGG284LHj3oCO04Z5I/VC+Zs0azZ49WzabTS1atHD4R4SMbdu2bTp48KBeeuklzZgxQ0OHDlV8fLyaN2+uzz77TNL111G3bt2UmJioiRMncsoH4AEWFxenMWPGaPjw4TLGaO7cuWrTpo39mJLU4JaUlKRXX32VvxcAHNy4wuPPP/+s1q1bKygoSPPnz5e7u7u2b9+usWPH6vTp0+rZs+ct30P+vlL5g+zBWzoFlpKa+W02m0JDQ9WqVSulpKQoOjpabdu21bBhw5zcIZwt9TUyYsQIff7555KkLl26qHz58jpz5ozatGmjixcvKjo6Wu+8844WL16svn37EtiAB1zWrFlVo0YNJSQkKCkpyX6qDhcXFyUnJ6tEiRKaMGGCPD09NWrUKE6cDcAudeXxVMWKFdObb76pY8eOqUOHDkpMTFSFChUUEhIif39/ffLJJ/ryyy9vup2HJbBJhDb8R6lTIM+cOaOzZ89q1KhRWrBggRYvXqypU6dq8ODB+uCDD5zcJaxg1KhROnLkiD24zZo1S/Xr11eHDh1UunRpNW/eXPPmzdOaNWv0xBNPOLlbAP9W6hc10dHRCggI0IYNGzR48GA9++yzmj9/vv2D2I3BrXDhwnryySed2DUAq0idvSVJY8eO1erVq+Xt7a2OHTuqS5cuOnz4sENw69Onj9zc3LRjxw4nd56+HtwlVOA0U6ZMUZs2beTn5yfp+kGfxYsXV4ECBTR06FBJUqZMmRQcHCybzabXXntNrq6ueuedd5zZNu6TG0dfU/+bnJysAgUKqHHjxtq8ebM6d+6szJkza/Xq1Vq+fLkiIyOVL18+FqQBHnCpH7ZWrFihL7/8Us8995xat26tsmXL6tq1a+rQoYNcXV3Vtm1bSdKcOXMUFBSkBQsWPFTfiAP4d26cErl3716tXLlS77//vlauXKmqVauqffv2kqRp06apY8eOmj17tipUqKAJEybo8ccfd2br6Y7QhjQ5d+6cPvnkE9WvX98e2vLly6fBgwdrxIgROn78uKT//eF++eWX5eLiopdfflnu7u568803ndk+0tF3332noKAgFSxYUJIUHh6ugwcPqnPnznJ1dVWWLFnUvHlztWnTRi+//LKqVasmSWratKkz2wZwD9lsNi1dulRt27bVBx98oNKlS8tms8nb21vvvPOObDab2rVrpwMHDujChQuaOXOmfv75ZwIbAEmyB7aBAwdq27ZtstlsSkpKUvPmzfX111+rdu3aat++vWw2m6ZPn64mTZpo5cqV9lNG3Rj6HjoGSKP4+HhjjDHh4eHmzJkzxhhjYmNjzZAhQ4zNZjMzZ8686TqzZ882+/fvv59t4j5at26dqVKlijl58qQxxpjLly+bl19+2bi6uprmzZubzz//3CQkJBhjjOnatatp2rSpuXDhgjNbBpAOTp48aYKCgsy4ceMctqekpBhjjLl69aoZM2aMKVGihKlWrZrZtWuXE7oEYGVffPGFyZIli9m8ebO5cOGCWb9+vWndurXx9fU1a9euNcYYExcXZ8aOHWu6dOlikpOTndzx/cHqkfhXrly5oscff1x58uTRypUr5efnpytXrmjkyJH64IMPNGPGDIfzZuDhFxUVJT8/Px04cEB+fn7KmTOnfvvtN7377rs6evSoYmNjNXr0aO3evVubN2/W+PHjVbJkSWe3DeAeOn78uKpWraqpU6eqQYMGkhyPT0lMTJS7u7uioqKUKVMm+zncACBVnz59dPz4cX377bf2bXv27FG/fv30008/admyZapSpYquXr0qT09Pubi4PNwjbP/v4X50SDeZM2dWWFiYLl68qLZt2yoqKkqZM2dW//79NWjQIL366qv2ZdzxcEtKSpIk+fn56fjx43r22Wc1cOBAHTlyRCVKlNCcOXO0YMECVa1aVcOGDdP333+vtWvX6tNPP3Vy5wD+q79/7xsVFaXLly/Ly8tL0vVzLKUGtoiICH377bdKTEyUn58fgQ3ALfn6+mrPnj26ePGifVupUqXUunVrRUdHq1WrVtqwYYO8vLzk4uJy00qTD6uH/xHinkj9w3z16lUlJydLkkqUKKFVq1bpzz//vCm49ezZU++++65iYmKc2TbSSUpKiv2/bm7XD409cOCAChYsqM6dO2vXrl2aNGmS/vzzT3l5ealo0aKaMWOGRo0apRdffFGFCxdWcHCwMx8CgHvAZrNp586dmj17tiQpKChI5cuXV5cuXXT58mV5enraa2fPnq3Q0FAlJCQ4q10AFpL6WeLvypcvr0yZMmnGjBk6f/68fftjjz2m9u3bq1mzZnrvvfcUGRkp6X8Lnz3smB6Ju7ZixQrNmjVLMTExCgkJUYUKFZQjRw4dOnRIderU0aOPPqqFCxfKz89PV69eVVxcnHLnzu3stpFOjhw5om7dumn16tVasmSJevTooR9++EFPPPGERo8erfnz56tGjRp64403VKhQIYfrxsfHO3yYA/BgunLlitq3b68TJ06oZ8+e6tChg/bt26cOHTro/Pnzmjx5sq5cuaIdO3boiy++0ObNm1WqVClntw3AyW6cNj1//nxFRUUpa9asevnllyVJISEhCgsL07PPPqtnn31Wvr6+ev3111WsWDFVqVJFr776qr7//nsFBQU582HcV4Q23JWtW7eqYcOGateunf7880/t2LFDffv2VefOnVWgQAEdOnRIDRs2lLe3t8LCwpQrVy5nt4x0FhERoUaNGilXrlzau3ev5syZoxdffNG+/8bg1rt3bz3yyCP2N+kb36wBPNj279+v999/X2fOnNGrr76qF154QcePH1dISIh++uknubu7K0+ePJo8ebLKlCnj7HYBONmNnwEGDBigyZMnq3Tp0tq+fbuaNm2qWbNmycfHR++88442bNig7du3q2jRonJzc9O+fft07Ngx1a5dWwsWLCC0AZLjP6olS5bo119/1eDBgyVdP1HypEmT9PLLL6tr164qUKCADh48qOeee07Lly+/aWQFD6cxY8bozTffVPHixXXw4EFJUkJCgjw8PCRdD25ff/21nnzySQ0aNMh+OgAAD56kpCS5urrKZrPp/Pnzypkzp33fwYMHNXDgQJ07d84e3KTr5/H09fWVm5ubfHx8nNU6AIu48bPliRMn1KlTJ40ZM0bFixfX4cOHVadOHZUtW1YLFiyQr6+vTp8+rV9++UWZM2dW1apV5eLioj59+mjt2rVau3ZthprRxTFtuKXUf1S7du3SN998oy1btih79uz2/W+99ZZ69uypadOmaebMmTp27Jgef/xx7dq1i8D2kLvxe56AgAB98MEHkqTKlSsrPj5eHh4eio+PlyT169dPzz77rPbv328PcgAeLN9++61iY2Pl5uYmm82mHTt2qFOnTlq5cqW95vHHH9fQoUPl4eGhESNGaOHChZKkokWLKmfOnAQ2ALpy5Yo9sI0aNUrt27eXj4+PihQposyZM6t06dLatGmTdu/erXbt2un06dPKly+fGjRooGrVqmnjxo0KDg7W7NmzNXv27AwV2CRxnjbc3uLFi42Hh4d54oknjM1mM9WqVTO///67Q83HH39svLy8zIgRI0xSUpKTOsX9tmbNGjNx4kT77/ynn34yRYsWNZUqVTKJiYn2uq1btxpjjImOjnZGmwD+oz179pgSJUqYxo0bm9jYWGOMMRs3bjRPPfWUadmypVmzZo1D/fbt242Pj48pVaqUmT9/vjNaBmBBX375pendu7e5du2aMcaYVatWGV9fX1OgQAFz/PhxY4yxn2/t4MGDJl++fKZChQr28wEbc/395fnnnzd79+69/w/AAhhpg13qqpDS9SHrZcuWafLkydqxY4fGjx+vCxcuaNKkSTp8+LC9rl+/fhoxYoRatWolV1dXZ7QNJ/jpp5/0xhtvaOrUqUpKSlJQUJAWLlyos2fPqlq1atq/f7/eeecdtWvXTpGRkQ6jtAAeHMWLF9fbb7+tCxcu6MUXX1RMTIyqVaumCRMm6Ny5c5oyZYq+//57e727u7vKly+vcuXKqWrVqk7sHIBVfP755+rcubPq1atnX4SsYcOGWrx4sS5evKj33ntPV69etS/fX6JECYWGhipXrlwOaySUL19es2bNyrDneOWYNmjHjh0qX768/fLPP/+s999/X5cuXdLMmTPt0x2nTJmi6dOnq1KlSurTp4+KFi3qrJZhAaNGjdKAAQM0YcIEvfbaa3Jzc9PevXv1wgsv6NKlS5KuT6sqV66ckzsF8G8kJyfbv4z78ssvNWvWLOXKlUszZsyQt7e3fvzxRw0cOFA+Pj564YUX1LJlSw0bNkznzp3T8OHDmRIJQFOnTlWPHj30zTffqEWLFvbtV69elZeXl8LCwtSiRQu1a9dOEydOlJeX100nys4IJ86+K04e6YOTrVu3zuTOnduMGjXKvm369OnmySefNNmzZze7d+92qJ8yZYp5+umnTceOHc0ff/xxn7uFM0VFRd20bdiwYcbFxcVMmjTJJCQkGGOMSUpKMps2bTKnT5++3y0CuIdSUlKMMdenQ7722mumTJkyxmazmdatW5uYmBhjjDGbN282rVq1Mn5+fqZYsWImV65cN/3dAJAxffnll8Zms5nvv//eYXuvXr3M8uXL7e8xoaGhJmvWrOaVV14xly9fdkarDwRG2jK4P/74Q5999plWrlypl156SW+++aYk6ZtvvtGIESPk5+enjz/+WIGBgfbrjBkzRsuXL9eCBQuUN29eZ7WO+2j//v0qW7as5s+fr2effdZh3/vvv6+PPvpIn332mdq0aSNvb28ndQngXvv+++/VsGFDffzxxypcuLDWr1+vDRs26LHHHtOcOXOULVs2HT16VEeOHNHx48dVrVo1FS5c2NltA3Cy/fv3q2LFiqpTp47mz5+vTJkySZJat26tXbt2acuWLfL397fX//DDD6pXr56GDx+u/v37O6ttSyO0ZWDm/1eIPHv2rCZNmqQlS5YoODhYvXr1kiTNmTNHM2fOVPbs2fXhhx8qICDAft3o6Gj5+vo6q3XcB+Zv51Lr1KmTli5dqtmzZ6tZs2b2/VFRUSpVqpTOnj2radOmqWvXrk7sGsC9YIxRUlKSXnvtNRljNGPGDEnXpynNmDFDY8aMUWBgoGbOnKmsWbM6uVsAVtSvXz9t2bJFjRs3Vv/+/dWxY0ft27fPfmqov3/O2L59u4KCguTm5ubErq2LCaIZWGpeP3HihJKTk3X58mW99957mjhxoiSpQ4cO6ty5sy5evKghQ4bo119/tV+XwPZwS30j3bZtm2bOnCnp+jEtL774op5//nktXbrU/kbr4uKi5557Th988IEqVarkzLYB3CM2m03u7u66du2ajh49at/u4uKil19+WVWrVtWiRYvUqlUr+zGsACD9b2G70aNHq1q1alq6dKnKlCmjiIgIrV+//qbA9sEHH+jYsWOqUKGC3NzclJSU5Mz2LYvQloG5uLjou+++U9WqVWWz2fTCCy8oICBAEyZM0McffyxJ6tixo7p06aLDhw9r9OjRSkhIcHLXSG+pb6SLFi1S8+bNtXv3bu3Zs0fS9cVoXnrpJbVt21bTpk1TeHi4pkyZoh07dqhv374Oo7EAHlzGGBljVL58ecXFxSk8PNxhheEqVaqobNmyypIliy5evOi8RgFYjqurq1JSUiRJI0eOVIMGDRQTE6P69evbz9maGtgaNGigb775Rvnz57dfn5G2W2N6ZAYWGxurFi1aqHLlyvrwww8lSYcOHdKnn36qJUuWKCQkRD179pQkLViwQJUqVeLE2RnE9u3bVb9+fX388cfq2rXrTas2DRw4UBMnTlTOnDmVkJCgFStWqGzZsk7qFsB/lfplzenTp+Xi4qKkpCTlz59f58+fV40aNZQnTx4NGTJEVapUkc1m01tvvaXk5GS99957rBIJ4JZuXPVxwIABCgsLU6NGjdSvXz9ly5ZNjRo10h9//KG9e/fK3d2dVSL/AaEtA4uPj9dTTz2lpk2basSIEfbthw8f1vPPP6+//vpLISEhGjBggBO7xP2U+sFt4sSJCg0N1dKlS+Xi4iKbzeaw/Ld0/Vxtrq6uypMnj8PBxAAeLKn/7pcsWaJBgwb9X3t3HhdVvf9x/DUDKC5oiLIIKu6ZaxIFCSmJoYihpqSmpqJpubXjzzS0FDOvFXJTU9N8qF3L3B5eQUQQQ7FUSMzKStzIIEBIwQVlmN8fPZgrabd7u9awvJ//4Dln5jufMz44nPf5fs/3cO3aNS5evMjEiROZNWsWRUVFBAYGYmdnB4Cbmxt79uwhPT2dDh06WLl6EanMbg5iM2bMIDExkZCQEPbt28f58+ctga20tFQ9bL9DcbaaK++e/vWyyWTC1taWBx98kKysLLKzsy2vadOmDX5+fjRo0ICdO3eSn5+Psn3NUD5cIScnx3Kvo8FgwGw2WwLbZ599BsB9993Hvffeq8AmUsUZDAaSkpIYMWIEEydOZMmSJURFRRETE8PEiRNxdHRk7969PPPMM/j4+NC+fXvS0tIU2ETkN88Py9cbjUbLuecbb7xBYGAgb7zxBoWFhQps/yV9Q9Wc0WjkxIkTrF27lgkTJtC8eXOMRqPlBDwoKIgJEybQoUMHxo0bZzkBN5lMhIeHM2nSJBo1amTNXRAraNasGbm5uWRkZHDfffdZgltpaSkrVqzg7NmzPP7449YuU0T+R+U96Fu3biU4ONgyJB6gVatWhIaG0qZNG2bPns24ceMYN26chjCJCFCxF+2HH36gqKgId3d3GjRoUGGETnlwMxqNLFiwgLZt2zJ69GjLpCMKbP8ZDY+s5q5fv46fnx9HjhyhdevWhISE4OvrS1hYmOU1f//734mMjKRXr164urpy5coVtm/fzpEjR2jVqpUVq5c/W/mwqBMnTlBcXMyFCxcICgoCwN/fnwsXLvD+++/TqVMnbGxsmD9/PuvWrWPfvn20bNnSytWLyB9V/rt/9uxZWrRowbBhwygrK+Pjjz+mtLQUs9mMnZ0d0dHRLF68mLS0NBo1aoSNjc0t03SLSM1z83Fg9uzZJCQk8NVXX9G7d2/at2/PwoULb3nPr2+z+PWy/Hu6VFbN1apVi6FDh7J48WKWLVtGw4YNeeqppxgxYgTR0dGYTCamTJnCxo0bcXd3Jz09nYKCAvbu3avAVs2VH3C3bNlCv379mDRpEiNGjKB3794cPHiQ2NhYnJycGD58OF26dKFfv36sWrWK7du3K7CJVHEGg4FNmzbRsmVLLly4wEMPPURsbCxHjx7F1tbWcvW8cePG3HXXXdSpU8dycqXAJiLlx4GoqCiWL1/OvHnzOHHiBHZ2dqxcuZK0tLRb3vPrgKbA9t9Rf2QN4O3tzcCBA9mzZw9z5sxh4sSJrFixghkzZrBu3TrCw8MJCQmhT58+mM1mSkpKLE+ul+rLYDBw4MABxo8fz1tvvcWYMWNIS0vD29ubr776Cl9fX1JSUtiyZQvnzp2jYcOG9OrVS4FNpAorv1iTn59Pamoq77zzDk5OToSGhpKYmMjYsWNZs2YN3bp1AyAjI4P69evfcn+0iNRM5ccQs9nMxYsX2bt3L8uWLSMwMJCEhATi4uKIjo7Gy8uLkpISateube2Sqw0Nj6whXnrpJbKzs1m1ahX29vYMGzaMjIwMfH19OXXqFCkpKcyfP58ZM2ZYu1T5C0VHR3Pw4EE2btzId999R//+/enVqxcrV67UECiRauB2v8eHDh1i6tSpmM1mVq5cSdeuXQFISUkhOjqanTt34u/vj8lkIi0tjeTkZEuIE5Ga6+Z72C5duoTRaOShhx5i/fr1nDx5kieeeIJFixYxadIkSkpK2LBhAx07duSBBx6wcuXVg3raaogHHniAt956Czs7O8aPH09ycjKJiYl07NiRzMxM4uPj6dWrl7XLlD/Zr0/gjh07RqNGjTCbzfTu3Zvg4GCWL18OwLp167hx4wbh4eHWKldE/gflJ1gXLlzgxx9/5Nq1a3h7e1NcXIzBYOD48eMVJhTx9/enffv2xMbGkp6ejpOTE0uXLqV9+/ZW3AsRqSzKjxdTp06ltLSUl19+mbKyMiIjI0lKSuLNN99k0qRJAGRlZfHJJ5/g6OhozZKrFfW01SA9e/Zk//79uLq6Ehsba7m6KjVLXFwcAP369WP79u0899xzFBYWMnLkSGJiYiyvK79StnTpUurUqWOtckXkDygPbMePH2f8+PH88MMPXL58mcDAQDZt2sT+/fuZPHkyRqORLVu20LJlS/Wui8ht3XxsOHnyJCEhIaxcuRJ/f3+2b9/OsGHD6NevH1u2bMFsNlNUVMTw4cO5evUqCQkJunftDtFEJDVAeS6PiIigTZs2vPvuu3Tt2lXPXquBrl+/TnR0tOVZa3fffTdeXl44OjryyCOPAFBQUMArr7zCtm3biIiIUGATqWLKA1tGRgY+Pj74+vqycuVKpk+fTnJyMuHh4fj5+TF//nwaNWrE2LFjOXPmDAaDgdLSUmuXLyKVTHlgW7BgAW+99Ra9e/emR48eAPTt25cFCxawbds2+vfvT3BwMI8++ihZWVnEx8djY2ODyWSyZvnVhoZH1gDlv2xeXl6UlZWRlpbGwIEDdUW1BqpVqxYNGzbkiy++AKB9+/ZMnjyZpUuXMnr0aJo3b07dunU5f/48cXFx3H333VauWET+W0ajkZMnT+Lj48OLL77I66+/DkBgYCCZmZkcOHCAkpISQkJCMJlMxMTEEB4ezsqVKzVrsIjc1o0bN8jPz2f58uX4+flZhkrWrl2bZ599Fi8vLz755BMAWrduzTPPPKPnsN1h+hZrEBcXFyIjI5k0aRIDBgzg/vvvt3ZJ8ie4eRhD+cGysLAQe3t76tSpQ48ePUhMTAR+uSLfq1cvmjdvTnh4OAcPHqRDhw74+PjQokULa+6GiPxBZWVlrF69GgcHB5o0aWJZb2dnh7e3NxkZGVy8eBFnZ2dCQ0MxGo3MnTuXadOmsW3bNmxsbHRRT6SG+/VwaTs7O2bOnImTkxOzZ8/m/fffJzw8HLPZjNlsxt/fHz8/vwrvMZlMCmx3kL7JGiYgIABvb2+aNm1q7VLkT1A+LConJwdXV1dsbW1JT0/Hz8+Pdu3acffdd5Odnc13331HcnIy7du3x83NjVatWtGqVSvLg7VFpOoyGo1MmTKFK1eu8OGHH1JcXMzMmTPJy8tj9uzZRERE4OzsbDkpGzBgADY2NnTq1EknWCJSYZbIa9euUVZWRt26dXFycmLy5MkUFxfz1FNPUadOHUaMGAFgCW83hzbdy3ZnaSKSGujatWt6Dls1VH6QPXr0KAMHDmTVqlUEBgaSm5tLSkoKpaWl7Nmzh9LSUtauXUuDBg1wd3fHxsYGZ2dnRo4cyZgxY6y9GyJyh+Tk5DB//nzS09Pp0aMH//jHPxg0aBBLliwB/nW/s3rVRKTczYHt7bffZteuXVy+fJnu3btbjh2XL19m3rx5LFq0iHXr1jF8+HBrllxjKLSJVAO/nnjgueeeIyoq6ravLSwsZPDgwYwcOZKOHTuSnJxMXl4eY8aMoXPnzn9x5SLyZ8rOziYqKorNmzfj7u7O4cOHAXSfiYj8WzNnzuSDDz5g8uTJNG/enAkTJhAWFsbixYtp0qQJly9fJioqigULFhAfH0+fPn2sXXK1pyO2SBV3c2Dz9fW9JbB98803dOjQwbJcp04dzp49y8WLF/Hx8cHHx8caZYvIX8DNzY1Zs2ZhMBg4dOgQCxcuJCIiAltb2wpX1EVEyu3YsYMtW7awadMmevToQXx8PEajkc2bN/PTTz+xfv16mjRpwowZM2jWrBkBAQHWLrlG0NFapIq7eaa4F154gaioKMuwp/nz5/PCCy+Qm5sL/BLw7O3t8fPzIysry5pli8hfxMXFhZkzZ+Lt7c2OHTuIjIwEUGATEeCXc4ObmUwmnn76aXr06MGuXbsYPnw40dHRJCcn8+mnn/L888+Tk5ODg4MDkyZNsswSKX8uHbFFqribZ4pzcnICfrlHZcGCBSxatIjp06fj7OwM/Osk7a677iI1NZWysjI9r0+kBnB1deWVV16hbdu2pKamcuHCBWuXJCKVRPm5QUpKCgBBQUGEhoZy6dIlXn/9dV544QUmTJiAu7s7Hh4ebNiwgQULFlRoQ8Ot/3z6hkWquJtnitu4cSP29vZcunSJxYsX89FHH912RsihQ4cydepUXWkXqUFcXV154403ACwXeEREAE6cOEHPnj3ZvHkzgwYNwtPTk9OnT5Ofn0/Pnj2BX57JFhAQwJYtW7jnnnusXHHNo4lIRKqJ8pniEhISyMzMJD4+nocffrjChAOvvvoqhYWFxMTEWLlaERERsRaTyXTLlPzPP/88X3zxBStWrKBt27YUFhbStm1bQkJCePzxx3n77be5evUqn376KQaD4bZtyJ9Hl9lFqglXV1dmzZpFUFAQ99xzD1988QXwryELkZGRLFq0SNP6i4iI1HDlYSs+Pt6ybvjw4ZSWlpKQkEBZWRmOjo6sX7+euLg4XnzxRa5du0ZSUhIGgwGz2azA9hdTT5tINVPe43b48GEGDRpEREQE8+fPZ968eezfvx8vLy9rlygiIiJWtm3bNgYPHsyQIUMIDQ0lLCyMmJgYFi5cyPHjx2nSpAkAFy9epKCggBYtWmA0GvXIECtRaBOphsqDW0ZGBiUlJRw7dkyBTUREpAYzm80YDAbLclpaGoGBgbRs2ZLAwEC+/vprli1bxrhx46hfvz5bt269pQ09KsR69K2LVEPlM8W1adOGgoICDh48qMAmIiJSg5UHtszMTEpKSvDy8uJvf/sbly9fxsfHh44dO3L//fdTt25dDh8+zEcffXRLGwps1qNvXqSacnV1ZeHChezfv59u3bpZuxwRERGxsk2bNjFkyBAiIiIoKipi9OjRBAUF8f3337Nw4ULefvttbG1t+fHHH0lNTbV2uXITDY8UEREREamGvvvuO9q1awfA+vXr8ff3Z+PGjSQkJHDy5ElWr17NoUOH2L9/P8uXL8fDw4PTp09z7Ngx+vfvr3vXKhGFNhERERGRaiQxMRGj0cjLL7/M9OnTOXLkCEuWLCE7OxtnZ2dyc3N59dVX2bdvH/3792fFihUMGDCADz/8sEI7mnSk8lBoExERERGpJu6//346duzIwoULmTZtGvv27ePKlSvs27ePbt26VZhMZMOGDRw8eJCtW7eSnZ3N9u3bGTBggJX3QG5H97SJiIiIiFQDmzZtorCwkDfffBNnZ2d69+6NyWTC09OTY8eOUVpaitFo5MaNGwA88cQT/N///R9Lliyhb9++BAcHW3kP5LcotImIiIiIVANXrlwhLy+POnXqMGXKFNatW8eePXvo3Lkz7733Hu+//z4mkwk7OzvLe9zd3XnssceIjY3FxsaG0tJSK+6B/BYNjxQRERERqSYCAgI4ceIEly9f5sCBA3Tu3Jn8/HymTp3KuXPnGDt2LOPHjwdg7ty5TJs2DUdHRytXLb9HoU1EREREpIorf3j2M888w/Lly/H09CQtLc0SyAoKCpgyZQqnT5+ma9euZGVl8dlnn5Gbm4uNjY2Vq5ffo+GRIiIiIiLVQEFBAS1atGD37t00bdoUX19fsrKyAGjUqBHvvvsu/v7+5OTkYG9vT05ODjY2NpSVlVm5cvk96mkTEREREamCbp4J8teysrIYMmQIly5dYvfu3TRr1gz4ZRr/srIy7OzsMBgMmta/ilBoExERERGpYm4ObCtXruTYsWMUFBQwdOhQAgMDqV+/PufPn2fw4MEUFRURHx9vCW7lyodUSuWn4ZEiIiIiIlVMeWB76aWXeOWVV8jNzeXSpUs89thjzJ49m7Nnz+Lu7s7mzZtxdHSka9eu5ObmVmhDga3qUF+oiIiIiEgV9Omnn7JhwwZ27tyJt7c3AB9//DFPP/009erVY968eXh4eLBhwwaioqJwcnKycsXyRym0iYiIiIhUASUlJdSuXduyfPXqVerWrYuHhwcmkwmj0UhYWBjXrl1j/PjxhIWF0aVLFzw9PVmxYgUAJpNJs0VWQRoeKSIiIiJSye3evZuYmBjS0tIs62xtbTl79iwXLlzAxsaG69evA/Doo4/StGlTvv/++1vaUWCrmhTaREREREQqsTVr1jBu3DhOnTrFzXMIBgQE0L9/f0aOHMmpU6csvXDXr1+nVq1a2NvbW6tkucM0e6SIiIiISCW1ceNGwsPDWbNmDX379qVBgwYVtqemphIZGUlmZiZRUVEArFu3jpycHA4dOqSetWpCoU1EREREpBLKzc1l6NChhIWFMXnyZMv64uJijh8/jp2dHV5eXpw+fZq5c+cSGxuLh4cHTZs2ZevWrdjZ2eketmpCE5GIiIiIiFRSeXl5uLu7W5aXLVtGUlISmzdvxsXFhXvuuYfExEQ++OADzp8/j4ODAw4ODnpwdjWje9pERERERCqpS5cusXPnTpKSkhgyZAhLly6lcePGxMfHExMTw+nTp3n99dcBcHV1pUGDBhgMBsrKyhTYqhH9T4qIiIiIVELOzs6sXbuWxx57jKSkJBwcHIiOjqZLly40btyYwsJCGjZsiMlkAirODFn+8G2pHhTaREREREQqqd69e/P9999TXFxMy5Ytb9nu4OBA06ZNrVCZ/JU0EYmIiIiISBWTl5fH2LFjyc/P58CBA5pspJpTT5uIiIiISBWRn5/PqlWr2L9/P7m5uZbAplkiqzcNdhURERERqSJ++OEHDhw4QJs2bUhNTcXOzo7S0lIFtmpOwyNFRERERKqQn3/+mYYNG2IwGNTDVkMotImIiIiIVEFmsxmDwWDtMuQvoOGRIiIiIiJVkAJbzaHQJiIiIiIiUokptImIiIiIiFRiCm0iIiIiIiKVmEKbiIiIiIhIJabQJiIiIiIiUokptImIiIiIiFRiCm0iIiIiIiKVmEKbiIhUO2PGjMFgMGAwGLCzs8PFxYU+ffqwevVqysrKrF0eAMnJyRgMBn7++Wdrl2JhMBjYtm2btcsQEZFfUWgTEZFqqW/fvmRnZ3PmzBni4uIICAhg+vTphISEUFpaatXabty4YdXPFxGRqkWhTUREqqXatWvj6uqKu7s73bt3Z+bMmWzfvp24uDg++OADAC5evMhTTz2Fs7MzDRo04OGHHyYjI8PSxpw5c+jWrRvvvfcezZo1o27dugwdOrRC79jhw4fp06cPjRs3pmHDhvTs2ZP09PQKtRgMBpYvX05oaCj16tVj/PjxBAQEAODo6IjBYGDMmDEA9OrVi6lTp/Lss8/i6OiIi4sLK1as4PLly4wdOxYHBwdat25NXFxchc/4+uuvCQ4Opn79+ri4uDBq1Cjy8/Mt23v16sW0adN4+eWXadSoEa6ursyZM8ey3dPTE4BBgwZhMBgsyyIiYn0KbSIiUmM8/PDDdO3alS1btmA2m+nfvz85OTnExsaSlpZG9+7d6d27NwUFBZb3nDx5ko8//pgdO3awa9cujh49yuTJky3bi4qKePLJJ0lJSeGzzz6jbdu2BAcHU1RUVOGzIyMjCQ0N5csvv+S1115j8+bNAHz77bdkZ2cTHR1tee3atWtp3Lgxhw4dYurUqTz99NMMHTqUBx98kPT0dIKCghg1ahRXrlwBIDs7m549e9KtWzeOHDnCrl27+OmnnwgLC6tQw9q1a6lXrx6ff/45b775Jq+99hoJCQnAL+ETYM2aNWRnZ1uWRUSkEjCLiIhUM08++aQ5NDT0ttsef/xxc4cOHcyJiYnmBg0amK9du1Zhe+vWrc3vvfee2Ww2myMjI802NjbmrKwsy/a4uDiz0Wg0Z2dn37b90tJSs4ODg3nHjh2WdYD52WefrfC6vXv3mgFzYWFhhfU9e/Y0+/n5VWivXr165lGjRlnWZWdnmwHzwYMHzWaz2Tx79mzzI488UqGdrKwsM2D+9ttvb9uu2Ww2e3t7myMiIirUuXXr1tvul4iIWI+tVROjiIjIX8xsNmMwGEhLS6O4uBgnJ6cK269evUpmZqZluXnz5nh4eFiWfX19KSsr49tvv8XV1ZXc3FxeffVVkpKS+OmnnzCZTFy5coVz585VaPe+++77j2vs0qWL5d82NjY4OTnRuXNnyzoXFxcAcnNzAUhLS2Pv3r3Ur1//lrYyMzNp167dLe0CuLm5WdoQEZHKS6FNRERqlG+++YaWLVtSVlaGm5sbycnJt7zmrrvu+s33GwyGCj/HjBlDXl4e77zzDi1atKB27dr4+vpy/fr1Cu+rV6/ef1yjnZ3dLZ9587ryzy6fCbOsrIwBAwawcOHCW9pyc3P7t+1Wltk0RUTktym0iYhIjZGUlMSXX37Jc889h4eHBzk5Odja2v7bSTfOnTvHjz/+SNOmTQE4ePAgRqPR0nuVkpLC0qVLCQ4OBiArK6vCBCC/pVatWgCYTKb/ca+ge/fubN68GU9PT2xt//ifdjs7uztSj4iI3FmaiERERKqlkpIScnJyOH/+POnp6URFRREaGkpISAijR48mMDAQX19fBg4cSHx8PGfOnCE1NZVZs2Zx5MgRSzv29vY8+eSTZGRkkJKSwrRp0wgLC8PV1RWANm3asG7dOr755hs+//xznnjiCerUqfO79bVo0QKDwcA///lP8vLyKC4u/sP7OnnyZAoKChg+fDiHDh3i1KlT7N69m3Hjxv1XIczT05PExERycnIoLCz8w/WIiMidpdAmIiLV0q5du3Bzc8PT05O+ffuyd+9elixZwvbt27GxscFgMBAbG8tDDz3EuHHjaNeuHcOGDePMmTOWe8bgl1A2ePBggoODeeSRR+jUqRNLly61bF+9ejWFhYXce++9jBo1imnTpuHs7Py79bm7uzN37lxmzJiBi4sLU6ZM+cP72rRpUw4cOIDJZCIoKIhOnToxffp0GjZsiNH4n/+pX7x4MQkJCTRr1ox77733D9cjIiJ3lsFsNputXYSIiEhlNGfOHLZt28bRo0etXYqIiNRg6mkTERERERGpxBTaREREREREKjENjxQREREREanE1NMmIiIiIiJSiSm0iYiIiIiIVGIKbSIiIiIiIpWYQpuIiIiIiEglptAmIiIiIiJSiSm0iYiIiIiIVGIKbSIiIiIiIpWYQpuIiIiIiEgl9v/0gzjDlh7bOAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the dataset\n", "data_s = pd.read_csv('HR_dataset.csv')\n", "\n", "# Group by Department and calculate mean and median salary\n", "summary = data_s.groupby('Department')['Salary'].agg(['mean', 'median']).reset_index()\n", "print(summary)\n", "\n", "# Create a bar plot for the average salary by department\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(x='Department', y='mean', data=summary, palette='viridis')\n", "\n", "# Adding labels and title\n", "plt.xlabel('Department')\n", "plt.ylabel('Average Salary')\n", "plt.title('Average Salary by Department')\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "Jz63eHhW0FO1" }, "source": [ "Purchase amount from online store" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "KdMV552X0Bqq", "outputId": "73b3debd-f66c-4d3b-8c62-01bde62c9c38", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the dataset\n", "data_no_outliers = pd.read_csv('Ecommerce_no_outliers.csv')\n", "\n", "# Create a histogram of Purchase Amounts\n", "plt.figure(figsize=(8, 6))\n", "plt.hist(data_no_outliers['Yearly Amount Spent'], bins=20, color='skyblue', edgecolor='black')\n", "\n", "# Adding labels and title\n", "plt.xlabel('Yearly Amount Spent')\n", "plt.ylabel('Frequency')\n", "plt.title('Distribution of Purchase Amounts')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "IVtVc6Vy0g-2", "outputId": "8b073d36-ac2a-4b45-dc1c-16b278d8a180", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the dataset\n", "data = pd.read_csv('Ecommerce.csv')\n", "\n", "# Create a histogram of Purchase Amounts\n", "plt.figure(figsize=(8, 6))\n", "plt.hist(data['Yearly Amount Spent'], bins=20, color='skyblue', edgecolor='black')\n", "\n", "# Adding labels and title\n", "plt.xlabel('Yearly Amount Spent')\n", "plt.ylabel('Frequency')\n", "plt.title('Distribution of Purchase Amounts')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "JHEuIpfGt3XL" }, "source": [ "Car Price vs Engine Size" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "PhY-cg1E3htk", "outputId": "c3856c51-4278-4474-a671-646fab984444", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the dataset\n", "data_car = pd.read_csv('CarPrice.csv')\n", "\n", "# Create a scatter plot\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(data_car['Engine Size'], data_car['price'], color='green', label='Car Price')\n", "\n", "# Adding labels, title, and legend\n", "plt.xlabel('Engine Size')\n", "plt.ylabel('Car Price')\n", "plt.title('Car Price vs. Engine Size')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 529 }, "id": "nu4APrUSSQ1I", "outputId": "0de1ddcf-ef14-473f-b3ab-5236dcb2071e", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a scatter plot with a regression line\n", "\n", "sns.lmplot(x='Engine Size', y='price', data=data_car)\n", "\n", "# Adding labels, title, and legend\n", "plt.xlabel('Engine Size')\n", "plt.ylabel('Car Price')\n", "plt.title('Scatter Plot with Regression Line: Age vs Experience')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "VNsECq1G6Hn-" }, "source": [ "Appropriate technique and plot to identify the outliers and demonstrate." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hz0_nsidCQto", "outputId": "461eabcc-cf60-4dcd-dd32-af1a8b8cb9af", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gender\n", "Female 133728.029586\n", "Male 140678.989542\n", "Name: Yearly Amount Spent, dtype: float64\n" ] } ], "source": [ "#group gender with yearly amount spent\n", "\n", "# Group data by gender and calculate the total yearly amount spent\n", "gender_spending = data.groupby('Gender')['Yearly Amount Spent'].sum()\n", "\n", "# Print the result\n", "print(gender_spending)\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "o1o0J6dFCiPp", "outputId": "a9972d43-aac1-4511-ef1e-5f3a68b8f325", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mean median min max std\n", "Gender \n", "Female 557.200123 547.995154 501.100245 765.518462 45.242971\n", "Male 541.073037 447.958868 266.086341 25006.670580 1524.502548\n" ] } ], "source": [ "# group gender with yearly amount spent using aggregrate function for mean, median, min, max, std\n", "\n", "# Group data by gender and calculate aggregate statistics for yearly amount spent\n", "gender_spending = data.groupby('Gender')['Yearly Amount Spent'].agg(['mean', 'median', 'min', 'max', 'std'])\n", "\n", "# Print the result\n", "print(gender_spending)\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "q77nFIeSDRS_", "outputId": "1d609fa2-6744-447e-9bea-1b8fdd17add4", "tags": [] }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "Gender=%{x}
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.box(data_no_outliers, x=\"Gender\", y=\"Yearly Amount Spent\")\n", "fig.show() #plotting boxplot with \"\"Gender\",\"Yearly Amount Spent\"\"" ] }, { "cell_type": "markdown", "metadata": { "id": "JaijQjrlFWth" }, "source": [ "Identify the relationship between amount spend and gender." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "_x2n5RXoFnF3", "outputId": "79efabd9-8558-4002-eaad-c854132b76ce", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# relationship between yearly amount spent and gender from the ecommerce dataset using scatterplot\n", "\n", "\n", "\n", "# Create a scatter plot\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(data['Gender'], data['Yearly Amount Spent'], color='blue', label='Yearly Amount Spent')\n", "\n", "# Adding labels, title, and legend\n", "plt.xlabel('Gender')\n", "plt.ylabel('Yearly Amount Spent')\n", "plt.title('Yearly Amount Spent vs. Gender')\n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "MpA2EJtoHGAs", "outputId": "524aff6a-378d-4aea-9eb9-b8f31a5eb187", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# relationship between yearly amount spent and gender from the ecommerce_no_outliers dataset using scatterplot\n", "\n", "import matplotlib.pyplot as plt\n", "# Create a scatter plot\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(data_no_outliers['Gender'], data_no_outliers['Yearly Amount Spent'], color='blue', label='Yearly Amount Spent')\n", "\n", "# Adding labels, title, and legend\n", "plt.xlabel('Gender')\n", "plt.ylabel('Yearly Amount Spent')\n", "plt.title('Yearly Amount Spent vs. Gender')\n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "443-TKx_ISJy" }, "source": [ "Identify the relationship between amount spent and with entire dataset." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 989 }, "id": "hGc-m6ZPIS2U", "outputId": "74b0cc2b-8716-4cb1-a4ba-62d76649ae71", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.drop(columns = ['Email','Address','Avatar'],axis=1)\n", "sns.pairplot(data)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "M3rj0ycHI0oN" }, "source": [ "Identify the attribute that is most effective on the yearly amount spent" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "zFVkzroKJPbz", "tags": [] }, "outputs": [], "source": [ "#convert gender column ot numeric\n", "\n", "\n", "data_clean = data.drop(columns = ['Email','Address','Avatar','Gender'],axis=1)\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 595 }, "id": "Zc4ajcyoJIF0", "outputId": "3cac53fd-fa0b-4e78-b2c5-ca02b0cb3491", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(data_clean.corr(),annot=True,cmap='Greens') #correlation plot" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AAeeHzd1M3Uy", "outputId": "a6d08b05-4889-4858-f14a-72f204ef19a6", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The attribute most effective on yearly amount spent is: Avg. Session Length\n" ] } ], "source": [ "# Identify the attribute that is most effective on the yearly amount spent for the ecommerce dataset\n", "\n", "# Calculate the correlation matrix\n", "correlation_matrix = data_clean.corr()\n", "\n", "# Find the attribute with the highest correlation with 'Yearly Amount Spent'\n", "most_effective_attribute = correlation_matrix['Yearly Amount Spent'].sort_values(ascending=False).index[1]\n", "\n", "\n", "# Print the result\n", "print(f\"The attribute most effective on yearly amount spent is: {most_effective_attribute}\")\n", "#correlation_matrix" ] }, { "cell_type": "markdown", "metadata": { "id": "CakUoL5yWWPH" }, "source": [ "Realtionship between any three variables of ecommerce dataset, It can help identify patterns or clusters that are not easily visible in 2D visualizations." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "YwHyn6uBVFOG", "outputId": "46e6d013-9e05-44c7-d1a7-f70c3614b9a8", "tags": [] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Length of Membership=%{x}
Time on App=%{y}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Realtionship between any three variables of ecommerce dataset\n", "\n", "fig = px.scatter_3d(data_no_outliers, x='Length of Membership', y='Time on App', z='Yearly Amount Spent', color='Yearly Amount Spent')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "-ajKXa4GXjNi" }, "source": [ "Line plot with customized axis labels, a title, a grid, and different line styles." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 584 }, "id": "PO5eFFMSXrNU", "outputId": "abe66b5d-225b-401f-a5e3-1c08ec100eb8", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a line plot\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(data_no_outliers['Yearly Amount Spent'], data_no_outliers['Avg. Session Length'], color='red', linestyle='--', marker='o', label='Yearly Amount Spent')\n", "\n", "# Adding labels and title\n", "plt.xlabel('Yealry Amount Spent', fontsize=12)\n", "plt.ylabel('Avg. Session Length', fontsize=12)\n", "plt.title('Amount Spent vs Session Length', fontsize=14)\n", "\n", "# Add grid and legend\n", "plt.grid(True)\n", "plt.legend()\n", "\n", "# Rotate x-axis labels\n", "plt.xticks(rotation=45)\n", "\n", "# Show plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "provenance": [] }, "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 4 }