diff --git a/17-10-2024/Question.md b/17-10-2024/Question.md index f3c18eb..357575e 100644 --- a/17-10-2024/Question.md +++ b/17-10-2024/Question.md @@ -1,4 +1,4 @@ -### **Question.md: VBA Code to Create PowerPoint from Normal Data** +### **Question: VBA Code to Create PowerPoint from Normal Data** **Difficulty Level:** 🟢 Beginner **Domain:** Tools and Technology diff --git a/18-10-2024/Question.md b/18-10-2024/Question.md index 0db4747..1d196e1 100644 --- a/18-10-2024/Question.md +++ b/18-10-2024/Question.md @@ -1,4 +1,4 @@ -### **Question.md: Output of C Code** +### **Question: Output of C Code** **Difficulty Level:** 🟢 Beginner **Domain:** Programming Languages (C) diff --git a/19-10-2024/Explanation.docx b/19-10-2024/Explanation.docx new file mode 100644 index 0000000..f0ddd86 Binary files /dev/null and b/19-10-2024/Explanation.docx differ diff --git a/19-10-2024/Explanation.pdf b/19-10-2024/Explanation.pdf new file mode 100644 index 0000000..2aabab8 Binary files /dev/null and b/19-10-2024/Explanation.pdf differ diff --git a/19-10-2024/Question.md b/19-10-2024/Question.md index 3c18fcc..a6957cb 100644 --- a/19-10-2024/Question.md +++ b/19-10-2024/Question.md @@ -1,4 +1,4 @@ -### Question.md: Data Visualization Using Python for NBA Dataset +### Question: Data Visualization Using Python for NBA Dataset **Difficulty Level:** 🟡 Intermediate **Domain:** Data Visualization diff --git a/19-10-2024/Solution.ipynb b/19-10-2024/Solution.ipynb new file mode 100644 index 0000000..49c009f --- /dev/null +++ b/19-10-2024/Solution.ipynb @@ -0,0 +1,762 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Visualization on NBA Dataset\n", + "\n", + "### This project showcases visualizations of the NBA dataset using various types of graphs such as line, scatter, box plots, and more, providing insights into the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Importing Required Libraries and Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eb-fHikKPSDy", + "outputId": "461398a9-5b85-4911-a913-a2d77d01fc8b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset is:\n", + "\n", + " Name Team Number Position Age Height Weight \\\n", + "0 Avery Bradley Boston Celtics 0 PG 25 6-2 180 \n", + "1 Jae Crowder Boston Celtics 99 SF 25 6-6 235 \n", + "2 John Holland Boston Celtics 30 SG 27 6-5 205 \n", + "3 R.J. Hunter Boston Celtics 28 SG 22 6-5 185 \n", + "4 Jonas Jerebko Boston Celtics 8 PF 29 6-10 231 \n", + ".. ... ... ... ... ... ... ... \n", + "452 Trey Lyles Utah Jazz 41 PF 20 6-10 234 \n", + "453 Shelvin Mack Utah Jazz 8 PG 26 6-3 203 \n", + "454 Raul Neto Utah Jazz 25 PG 24 6-1 179 \n", + "455 Tibor Pleiss Utah Jazz 21 C 26 7-3 256 \n", + "456 Jeff Withey Utah Jazz 24 C 26 7-0 231 \n", + "\n", + " College Salary \n", + "0 Texas 7730337.0 \n", + "1 Marquette 6796117.0 \n", + "2 Boston University NaN \n", + "3 Georgia State 1148640.0 \n", + "4 NaN 5000000.0 \n", + ".. ... ... \n", + "452 Kentucky 2239800.0 \n", + "453 Butler 2433333.0 \n", + "454 NaN 900000.0 \n", + "455 NaN 2900000.0 \n", + "456 Kansas 947276.0 \n", + "\n", + "[457 rows x 9 columns]\n" + ] + } + ], + "source": [ + "# Importing Pandas(Python library which will be used to import csv file) as pd\n", + "import pandas as pd\n", + "\n", + "# Importing python library matplotlib(Library to do data visualiztion)\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Importing python library seaborn(Library to do data visualiztion)\n", + "import seaborn as sns\n", + "\n", + "# Importing CSV file or dataset as dataframe\n", + "df=pd.read_csv('Nba.csv')\n", + "\n", + "print(\"Dataset is:\\n\")\n", + "\n", + "# Printing Csv file\n", + "print(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Information of the Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Infomation of the Dataset is:\n", + "\n", + "\n", + "RangeIndex: 457 entries, 0 to 456\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Name 457 non-null object \n", + " 1 Team 457 non-null object \n", + " 2 Number 457 non-null int64 \n", + " 3 Position 457 non-null object \n", + " 4 Age 457 non-null int64 \n", + " 5 Height 457 non-null object \n", + " 6 Weight 457 non-null int64 \n", + " 7 College 373 non-null object \n", + " 8 Salary 446 non-null float64\n", + "dtypes: float64(1), int64(3), object(5)\n", + "memory usage: 32.3+ KB\n", + "None\n" + ] + } + ], + "source": [ + "print(\"Infomation of the Dataset is:\\n\")\n", + "\n", + "print(df.info())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Description of the Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Description of the Dataset is:\n", + "\n", + " Number Age Weight Salary\n", + "count 457.000000 457.000000 457.000000 4.460000e+02\n", + "mean 17.678337 26.938731 221.522976 4.842684e+06\n", + "std 15.966090 4.404016 26.368343 5.229238e+06\n", + "min 0.000000 19.000000 161.000000 3.088800e+04\n", + "25% 5.000000 24.000000 200.000000 1.044792e+06\n", + "50% 13.000000 26.000000 220.000000 2.839073e+06\n", + "75% 25.000000 30.000000 240.000000 6.500000e+06\n", + "max 99.000000 40.000000 307.000000 2.500000e+07\n" + ] + } + ], + "source": [ + "print(\"Description of the Dataset is:\\n\")\n", + "\n", + "print(df.describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Line Plot\n", + "\n", + "### Line Plot of Age and Weight\n", + "\n", + "#### Description of the Output/Graph\n", + "\n", + "- Seaborn Line Plot helps to visualize the statistical relationships.\n", + "- Lineplot can be extensively used in situations wherein we feel the need to check the dependency of a parameter on the other in a continuous manner relative to time.\n", + "- To understand how variables in a dataset are related to one another and how that relationship is dependent on other variables, we perform statistical analysis. \n", + "- This Statistical analysis helps to visualize the trends and identify various patterns in the dataset.\n", + "- In the above dataset ,we are plotting the line plot between two parameters weight and age.\n", + "- It also shows the semantic grouping with respect to the Position parameter of the dataset.\n", + "\n", + "#### Important conclusions that can be made from the above Graph:\n", + "\n", + "- PG position players have the highest weight age correspondence.\n", + "- The graph also shows each value of Age and Weight along with sematic grouping with respect to Position parameter which makes it easier to understand the two parameters with respect to each other.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "1hCIZR_aNFjB", + "outputId": "88667105-c223-401f-edb1-bd675c31fcbb" + }, + "outputs": [ + { + "data": { + "image/png": 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8+3L9735OSfY9pGVHckBy1llnIYSgqqqKY445psPPYYcdNijbnTx5MiNHjuSxxx5rl0USi8V46qmnsplU0NEaNVDr7QsPPvgggUCAN954g4ULF7b7+fWvf00qleLRRx8FyFo9/v3vf7dbxxNPPNHud6/Xy+zZs1m+fDnTpk3r9PjvbpnrjBEjRnDGGWfw+OOP86c//QlVVbnsssu6/c5BBx3Ej3/8Yw477DA+/vjjHrfRZiW69957CYVC7bKmDj30UAoKCrjzzjtJJpPtLEpnnXUWTU1NWJbV6f7t+uDdnVmzZhGJRDqk1u9+HPtCX84lgFNOOYU1a9Z0OEaPPPIIiqL0Ob1+T2kr3KlpWnZZIpHgn//8Z6fjr7zySpxOJ5dccgnr16/PBlW3MVTXv2TokJYdybDmzTff7DSVtc3d0V9OPPFEvvGNb/D1r3+dpUuXMnPmTHw+HzU1Nbz77rscdthhXHPNNXu0jc5QVZW7776bSy65hLPOOourr76aVCrFr3/9a1pbW7nrrruyY9tuuPfddx+XXXYZDoeDyZMnd2oV6Mt6e8uqVav48MMPueaaazqNVzjxxBP57W9/y4MPPsh1113HGWecwYknnsjNN99MOBzm6KOPZvHixdnquLvGEt13332cdNJJfO5zn+Oaa65h7NixRCIRNm3axP/+979ex4RcccUVvPjii/ztb39jzpw5jB49ut3nK1eu5LrrruOCCy5g0qRJOJ1O3nzzTVauXNltFeY2Dj30UIqLi3nmmWcoKirikEMOyX6mKAozZ87kmWeeAdrX1/nyl7/Mo48+yty5c/n2t7/N9OnTcTgcVFZWsnDhQs4555x2lqBdueyyy7j33nu59NJLueOOO5g4cSIvv/wyr7zySofj2FsCgQDl5eU899xznHLKKeTn51NYWMjYsWM7HX/TTTfxyCOPMG/ePH72s59RXl7Oiy++yP33388111zTqyKUA8m8efO45557uPjii/nGN75BU1MTv/nNb7q0wObm5vK1r32NBx54gPLy8g4xTUN1/UuGkKGLjZZIuqYt26mrn61bt3abjdXQ0NDp+nbPbPr73/8ujjvuOOHz+YTH4xETJkwQX/va18TSpUt7Nb/ussWE6JiN1cazzz4rjjvuOOF2u4XP5xOnnHKKeO+99zp8/wc/+IEYMWKEUFW10/XsTm/W29tsrBtvvFEAYsWKFV2OacvaWbZsmRBCiObmZvH1r39d5ObmCq/XK0477TTxwQcfCEDcd9997b67detWcfnll4uRI0cKh8MhioqKxIwZM8Qdd9zR7bx2JZ1Oi5KSkk4zkoQQoq6uTsyfP18cfPDBwufzCb/fL6ZNmybuvfdeYZpmr7Zx4YUXCkB86Utf6vDZ7373OwGIkSNHdvjMMAzxm9/8Rhx++OHC7XYLv98vDj74YHH11VeLjRs3Zsd1lnm0fft2cd555wm/3y8CgYA4//zzxUsvvSQA8dxzz2XHXXbZZcLn83XYdtt1sCuvv/66OPLII4XL5RKAuOyyy7rd723btomLL75YFBQUCIfDISZPnix+/etft8v2E6Lv2Vi9GdvZMfn73/8uJk+eLFwulxg/fry48847xYMPPthlxuKiRYsEIO66664ut9Ob63/WrFni0EMP7dX+SYYvihC72LwlEolkgHnssce45JJLeO+995gxY8ZQT2ef5Ze//CU//vGP2b59O6NGjRrq6Qx7br75Zh544AF27NjRK7eoZP9GurEkEsmA8fjjj1NVVcVhhx2Gqqp88MEH/PrXv2bmzJlS6PSBP/7xjwAcfPDBGIbBm2++ye9//3suvfRSKXR64IMPPmDDhg3cf//9XH311VLoSAApdiQSyQASCAR44oknuOOOO4jFYpSVlTF//vwea6hI2uP1ern33nupqKgglUoxZswYvve97/HjH/94qKc27GkLxj/rrLPkeSfJIt1YEolEIpFI9mtk6rlEIpFIJJL9Gil2JBKJRCKR7NdIsSORSCQSiWS/RgYoA7ZtU11dTSAQkGXBJRKJRCLZRxBCEIlEGDFiRLcFN6XYIdPvZffKqxKJRCKRSPYNduzY0W1ZBil2+Kwp344dO8jJyRni2UgkEolEIukN4XCY0aNHd9tcF6TYAT7raJuTkyPFjkQikUgk+xg9haDIAGWJRCKRSCT7NVLsSCQSiUQi2a+RYkcikUgkEsl+jYzZkUgkEolkmGFZFoZhDPU0hhyHw4GmaXu8Hil2JBKJRCIZJgghqK2tpbW1dainMmzIzc2ltLR0j+rgSbEjkUgkEskwoU3oFBcX4/V6D+hCt0II4vE49fX1AJSVlfV7XVLsSCQSiUQyDLAsKyt0CgoKhno6wwKPxwNAfX09xcXF/XZpyQBliUQikUiGAW0xOl6vd4hnMrxoOx57EsMkxY5EIpFIJMOIA9l11RkDcTyk2JFIJBKJRLJfI8WORCKRSCQSACoqKlAUhRUrVnQ77uSTT+bGG2/cK3MaCKTYkUgkEolkH2P+/PkoioKiKDgcDsaPH88tt9xCLBbbo/WOHj2ampoapk6dCsCiRYtQFKVDKvzTTz/Nz3/+8z3a1t5EZmNJJBKJRLIPcsYZZ/DQQw9hGAbvvPMOV155JbFYjAceeKDf69Q0jdLS0h7H5efn93sbQ4G07EgkEslObFtgmfZQT0Mi6RUul4vS0lJGjx7NxRdfzCWXXMKzzz5LKpXihhtuoLi4GLfbzUknncRHH32U/V5LSwuXXHIJRUVFeDweJk2axEMPPQS0d2NVVFQwe/ZsAPLy8lAUhfnz5wMd3VgtLS187WtfIy8vD6/Xy5lnnsnGjRuznz/88MPk5ubyyiuvcMghh+D3+znjjDOoqakZ/AOFFDsSiUSSJdqSpKkqihBiqKcikfQZj8eDYRh897vf5amnnuIf//gHH3/8MRMnTmTOnDk0NzcD8H//93+sWbOGl19+mbVr1/LAAw9QWFjYYX2jR4/mqaeeAmD9+vXU1NRw3333dbrt+fPns3TpUp5//nkWL16MEIK5c+e2SxePx+P85je/4Z///Cdvv/0227dv55ZbbhmEI9ER6caSSCQSMtVaY61p0gmDdNLC5ZG3R8m+w4cffshjjz3G7NmzeeCBB3j44Yc588wzAfjrX//Ka6+9xoMPPsitt97K9u3bOfLIIznmmGMAGDt2bKfr1DQt664qLi4mNze303EbN27k+eef57333mPGjBkAPProo4wePZpnn32WCy64AMjUyfnzn//MhAkTALjuuuv42c9+NlCHoFukZUcikUiAdNLKCJ2UTSKSHurpSCQ98sILL+D3+3G73ZxwwgnMnDmT66+/HsMwOPHEE7PjHA4H06dPZ+3atQBcc801PPHEExxxxBF897vf5f3339+jeaxduxZd1znuuOOyywoKCpg8eXJ2m5ApDtgmdCDT/qGtFcRgI8WORCKRAKmYgWXYuDwasdYUtiVjdyTDm9mzZ7NixQrWr19PMpnk6aefJhgMAh0L8QkhssvOPPNMtm3bxo033kh1dTWnnHLKHrmTunL77rpNyIiuXVEUZa+5jKXYkUgkBzxCCGKhNJpDxenRSSVMkjFzqKclkXSLz+dj4sSJlJeXZ4XExIkTcTqdvPvuu9lxhmGwdOlSDjnkkOyyoqIi5s+fz7/+9S9+97vf8Ze//KXTbTidTiDTt6srpkyZgmmaLFmyJLusqamJDRs2tNvmUCLFjkQiOeBpc2E53TqqqqAAiUhqqKclkfQZn8/HNddcw6233sqCBQtYs2YNV111FfF4nCuuuAKA2267jeeee45NmzaxevVqXnjhhS5FSXl5OYqi8MILL9DQ0EA0Gu0wZtKkSZxzzjlcddVVvPvuu3zyySdceumljBw5knPOOWdQ97e3SLEjkUgOeNpcWJojc0t0uDViIQMj3fXbrEQyXLnrrrs4//zz+epXv8pRRx3Fpk2beOWVV8jLywMy1pof/OAHTJs2jZkzZ6JpGk888USn6xo5ciS333473//+9ykpKeG6667rdNxDDz3E0UcfzVlnncUJJ5yAEIKXXnqpg+tqqFCEzLEkHA4TDAYJhULk5OQM9XQkEsleRAhB7ZYw6YSBJ+DMLou2pCkuDxDIdw/xDCUHCslkkq1btzJu3DjcbnnetdHdcent81tadiQSyQHNri6sNhRFQdMVYqGUrLkjkewHSLEjkUgOaHZ3YbXh8uokowapuAxUlkj2daTYkUgkByy7ZmHtjqarWKZNMipr7kgk+zpS7EgkkgOWzlxYu+J0a0RbUliy5o5Esk8jxY5EIjlg6cqF1YbTrZNOWiSjRqefSySSfQMpdiQSyQFJdy6sNhRVQVEgHpauLIlkX0aKHYlEckDSkwurDadHJx5Ok07KQGWJZF9Fih2JRHJA0pMLqw2HS8NMWSRj0pUlkeyrSLEjkUgOOHrjwtoV3akSa0khbFlzRyLZF5FiRyKRHHD01oXVhtOjk4zJmjsSyb6KFDsSieSAo7curDY0XUXYkIjIQGWJpDPmz5+PoigoioLD4WD8+PHccsstxGKx7JinnnqKz3/+8+Tl5eH1epk8eTKXX345y5cvH/T5SbEjkUgOKPrqwmoj0xw0hWXImjsSSWecccYZ1NTUsGXLFu644w7uv/9+brnlFgC+973vcdFFF3HEEUfw/PPPs3r1av7yl78wYcIEfvjDHw763Hpnw5VIJJL9hL66sNpwejRiLSmSMQNfrmuQZieR7Lu4XC5KS0sBuPjii1m4cCHPPvssl112GXfffTf33XcfN9xwQ3b8uHHjmDVr1l7pPyfFjkQiOaDIurACfbPsKIqComWag0qxI9lbCCFIGNaQbNvj0FAUpf/f93gwDIPHH38cv9/Pt771rU7H7ck2eosUOxKJ5IChvy6sNlwenUTEIJ00+2wZkkj6Q8KwmHLbK0Oy7TU/m4PX2b/z/MMPP+Sxxx7jlFNOYcOGDYwfPx5d/2xd99xzD7fddlv296qqKoLB4B7PuStkzI5EIjlgSCctUvG+u7Da0J0aliHbR0gknfHCCy/g9/txu92ccMIJzJw5kz/84Q9AR+vN5ZdfzooVK/h//+//EYvFBt2VJV9NJBLJAUMqZmCbvc/C6gzdmWkO6s93o6qDb36XHNh4HBprfjZnyLbdF2bPns0DDzyAw+FgxIgROBwOACZNmsS7776LYRjZZbm5ueTm5lJZWTng8+4MKXYkEskBwZ66sNpwejQSEYNU3MDjdw7Q7CSSzlEUpd+upL2Nz+dj4sSJHZZ/5Stf4Q9/+AP3338/3/72t4dgZlLsSCSSA4Q2F5bLs2e3PVVTESLTHFSKHYmkZ0444QRuvvlmbr75ZrZt28Z5553H6NGjqamp4cEHH0RRFFR1cKNqZMyORCI5IBgIF1YbTrdGPJTGHKIsGYlkX+M3v/kNjz32GMuXL+ess85i0qRJXHDBBdi2zeLFi8nJyRnU7Q+p2Lnzzjs59thjCQQCFBcXc+6557J+/fp2Y6LRKNdddx2jRo3C4/FwyCGH8MADD7Qbk0qluP766yksLMTn83H22WfvNT+gRCIZ/gyUC6sNh1sjnTRloLJEspOHH36YZ599ttsxF154IQsXLqS1tZV0Os2OHTt49NFHOe644wZ9fkMqdt566y2uvfZaPvjgA1577TVM0+T0009vV176pptuYsGCBfzrX/9i7dq13HTTTVx//fU899xz2TE33ngjzzzzDE888QTvvvsu0WiUs846C8uSb10SiWTPs7B2R1EUNF0l1praKwXRJBLJnjGkMTsLFixo9/tDDz1EcXExy5YtY+bMmQAsXryYyy67jJNPPhmAb3zjG/y///f/WLp0Keeccw6hUIgHH3yQf/7zn5x66qkA/Otf/2L06NG8/vrrzJkzNFHsEolk+DCQLqw2nB6NZMwgnbT2OA5IIpEMLsMqZicUCgGQn5+fXXbSSSfx/PPPU1VVhRCChQsXsmHDhqyIWbZsGYZhcPrpp2e/M2LECKZOncr777/f6XZSqRThcLjdjwRMw8K2ZN8fyf6FEIJYa2pAhQ6A7tAwDVs2B5VI9gGGjdgRQvCd73yHk046ialTp2aX//73v2fKlCmMGjUKp9PJGWecwf33389JJ50EQG1tLU6nk7y8vHbrKykpoba2ttNt3XnnnQSDwezP6NGjB2/H9gGELYi2JKndHKKlLj7U05FIBpR00iKVGJyKxw6XRqw1JV8SJJJhzrARO9dddx0rV67k8ccfb7f897//PR988AHPP/88y5Yt47e//S3f+ta3eP3117tdnxCiy34bP/jBDwiFQtmfHTt2DNh+7GukkyaNlRHqt0Uw0xaRpqR8U5XsVwyGC6sNp0cnlTBJxswBX7dEIhk4hoWj+frrr+f555/n7bffZtSoUdnliUSCH/7whzzzzDPMmzcPgGnTprFixQp+85vfcOqpp1JaWko6naalpaWddae+vp4ZM2Z0uj2Xy4XLdWA38rN3WnNa6xKYKQtPjiMTcBlK0VqfwOnV0bRho4Ulkn4xWC6sNlRVQQFi4RTeHFlzRyIZrgzp00wIwXXXXcfTTz/Nm2++ybhx49p9bhgGhmF0KDakaRq2nTEbH3300TgcDl577bXs5zU1NaxatapLsXOgk4obNGwP07g9gqII/PkuND1zjD0BJ/FQimhzcohnKZHsOYPpwmrD6dZIhA2MtMz+lEiGK0Nq2bn22mt57LHHeO655wgEAtkYm2AwiMfjIScnh1mzZnHrrbfi8XgoLy/nrbfe4pFHHuGee+7Jjr3iiiu4+eabKSgoID8/n1tuuYXDDjssm50lyWBZNpGmJKGGBJZh4w06UXez3qiqgsurE2pI4vE7ccosE8k+zGC6sNrQXRrJljTJqIEjv2+9hCQSyd5hSJ9kbcUB29LK23jooYeYP38+AE888QQ/+MEPuOSSS2hubqa8vJxf/OIXfPOb38yOv/fee9F1nQsvvJBEIsEpp5zCww8/jKbJG08byahBS32ceGsKl1fH4+/ajef06ESbU4Qa4hSOCqDIZoeSfZDBdmG1oSgKukMh1prCn+fqMlZQIpEMHYqQFbEIh8MEg0FCodCgl6ze21imTbgxQbgxgW2DJ+DoVadmy7RJRAyKy3Pw5x3Y8U2SfZNUwqRmUysujz7ogscybVJxk9LxQdw+x6BuS7L/kkwm2bp1K+PGjcPtdg/1dIYN3R2X3j6/ZQTqfooQgng4TV1FmObqGLpDxRd09kroAGi6iuZQaK2PY8pYBMk+yN5wYbWh6SqWaZOUmYySA5j6+nquvvpqxowZg8vlorS0lDlz5rB48WIAxo4di6Io7X52TUoaTGRAxn6IaViEGjLWHAUypvV+uKLcPgfRlhShpiQFZb6Bn6hEMkjsLRfWrjjdGtHWFIEij8xklByQnH/++RiGwT/+8Q/Gjx9PXV0db7zxBs3NzdkxP/vZz7jqqquyv++tcBMpdvYj2qw5rXVxkjEDj9+B7uz/iaQoCh6/g0hjAm/AgccvU2sl+wZtWVh7s42D060TC2UClX1B6fqVHFi0trby7rvvsmjRImbNmgVAeXk506dPbzcuEAhQWlq61+cnxc5+gpGyCDXECTcl0TRlwAIldadGKm7SWpfA6ZG1dyT7BnvThdWGoiooCsRDKSl2JAOHEGAMUWV7hxd6+Rzx+/34/X6effZZjj/++GFXy06KnX0cYYtMIcC6OOmkidvvQHcMrFnQk+Mk1pIi2uwgWOQd0HVLJAPNULiw2nB6dOIRg3RycGv7SA4gjDj8csTQbPuH1eDsXQiDrus8/PDDXHXVVfz5z3/mqKOOYtasWXz5y19m2rRp2XHf+973+PGPf5z9/Ze//CU33HDDgE99d+Rr+j7Mrq0ebEvgy3UNuNCBTO0dpydTeyedkGXxJcObvVFIsCscLg0zZZGMGXt92xLJUHP++edTXV3N888/z5w5c1i0aBFHHXUUDz/8cHbMrbfeyooVK7I/X/va1/bK3OSrxz6IEIJIc6bVg5Ey8eY4sxWQBwuXV9bekewbpGIG1l52Ye2K7lSJtqQI5LkH9Tppq9js2IO4PMk+gMObsbAM1bb7iNvt5rTTTuO0007jtttu48orr+QnP/lJtnZeYWEhEydOHOCJ9owUO/sgRsqipSaOokIgf+/VYvDkOIg0p/AEXLL2jmRY0ubC0odI6EDGlZWMGqTiGbfyQGOkLGItScLNKdw+neLy/as2mGQ3FKXXrqThyJQpU3j22WeHehpS7OyTiMxN3bWXzfS71t5x+/Q9yvSSSAaDocjC2h1NVxE2JCLpARU7u4ocI2Wi6SrJmImRtqR1RzLkNDU1ccEFF3D55Zczbdo0AoEAS5cu5e677+acc84Z6ulJsSPpG7L2jmQ4M9QurDYcbo1oKEVOoWeP52KkLKItSSI7RY7Lo2ctq7GWFOmEKcWOZMjx+/0cd9xx3HvvvWzevBnDMBg9ejRXXXUVP/zhD4d6elLsSPqGoii4fbL2jmT4MRxcWG04PRqxlhTJmIEvt38u365Ezq4lJRRVIRlNy1R3yZDjcrm48847ufPOO7scU1FRsfcmtBtS7Ej6jMOlkU6YtNbL2juS4cNwcGG1oSgKiqYQC6X6LHZ6I3LacLg04hGDXNMe9CQFiWRfRl4dkn7hyXESD6WINieHeioSCTB8XFhtuDw6iYjR63INRsqipTZGzeYQzTUx1J0JCE6P3mWBUIdLw0hZpOKyJIRE0h1D/wok2SdRVQWnO1N7x+N34hwGb9OSA5fh5MJqQ3dqJKMGyZjR7fXRmSWnt1mWiqqAgFTcwJsjXcoSSVcMnzuDZJ/D5dUxd7apELYY6ulIDmCGspBgd+hOjWhLCruT66M7S05fcLhU4uF0p9uQSCQZpNiR7BGeHAeRlhTxcHqopyI5gBluLqw2nB6NZMwgtUtF5fYiJ95vkdNGWwydrG4ukXTN8HoNkuxzaLqKpmVq77h8+qC0q5BIumM4urDaUHcG78cj6Z1WnjZ3lYXLoxHI3/MsKlVTEUKQjBm4fQNfxFAi2R8YfncHyT6H2+8gGTMINcpgZcneZ7i6sNpwujVirendLDmuAY1z0xwqiXAaIaQrSyLpDCl2JHvMrrV3ElHpzpLsXYarC6sNh1vDtuxBETltOF066aSJkbQGfN0Syf7A8Lw7SPY5HC4NBLTWJ7Ate6inIzlAGM4urDYURcGbM7gZi5pDxUzbpGTcjkTSKcP3DiHZ53AHHMRDKSIt0p21r5KIpkkn950H5nB3Ye1NNIdKPJwa6mlIJMMSKXYkA0am9o5GqD456A9MYdsyPmGAibakqK+IULM5RGNlhEQ0PexLCgx3F9bexOHSso1BJZKhoL6+nquvvpoxY8bgcrkoLS1lzpw5LF68ODtm+fLlXHTRRZSVleFyuSgvL+ess87if//736De0+XrkGRAcXkdRJqThOrjFI4KZIqeDQKpDRvQcnNxlJYOyvoPNOLhNE1VURQ1k2EXbkwSaUriyXHiz3XjCTiGXTuCfcGFtTfRnSqpmEE6LhuDSoaG888/H8Mw+Mc//sH48eOpq6vjjTfeoLm5GYDnnnuOCy+8kFNPPZV//OMfTJgwgaamJlauXMmPf/xjPve5z5Gbmzsoc5NiRzLgeHOcRFpSeHNc/W6C2B12KoXZ1IQVjaEXFqLo8jTeE5JRg8bKKCBw+zJVeB0uDcu0SUYN4q0pnF4H/jxXJvZkmLiMhlMvrOGAoigoqkI8mh6U604i6Y7W1lbeffddFi1axKxZswAoLy9n+vTpAMRiMa644grmzZvH008/nf3ehAkTmD59OldeeaW07Ej2LQa79o4diSASCUQigdncjKO4eEDXfyCRihs0VkawTQvvbp2zNV3Fm+NE2IJUwqSpKkqoQcOf68QXdOPydd2zaW8gXVgdcbg0khEDy5DHZX9BCEHCTAzJtj26p9fXuN/vx+/38+yzz3L88cfjcrW/n7z66qs0NTXx3e9+t8t1DOb9RIodyaDg9juItqSINCbJK/MN6LqtcBgBKJqOUVOTse6o8sbeV9JJk8bKKEbKwhvsuq+SomZKC7h9DoykSaghSbgpiTfgxJ/nxh1wsDc63wtbYKQtzLSd7SclXVjtcbg0YqE0qYSJ1yF7Ze0PJMwExz123JBse8nFS/A6vL0aq+s6Dz/8MFdddRV//vOfOeqoo5g1axZf/vKXmTZtGhs2bABg8uTJ2e989NFHzJ49O/v7E088wVlnnTWwO9E2v0FZq+SAp632TrgpgSfgxO0fmMquwrIwGxtRPV5UrxerqQmrtRU9P39A1n+gYKQtGiujpOImvlxnr9+oHG4dh1vHMm0SkTSxUBqXN9O40hNwZkoQDBCmYWGmbIy0RTphkIyZmGkby7QRCDRNxTNA59X+QluMXComG4NK9j7nn38+8+bN45133mHx4sUsWLCAu+++m7/97W+djp82bRorVqwAYNKkSZjm4CW2SLEjGTQcLo100qK1IU6xNwd1AIKV7VgMOx5HC+aiOBwIAWZNDVpe3pC6VPYlTMOiqSpKIpLGn+fq13HTdBVv0JV1cTXsiOBw6fhynfiCLlzevrm4bMvGSNuYKYt0yiQVM0knLSzDQtgCRVXQnSoOt4pbH1r32XDH4VKJhVIEiz3ZdhWSfReP7mHJxUuGbNt9xe12c9ppp3Haaadx2223ceWVV/KTn/yEe++9F4D169dz/PHHA+ByuZg4ceKAzrkrpNiRDCoev048lCYRSeML7nnQpB2JIAwTxZF5o9eCQYyGRhzhMFowuMfr39+xTJvm6hix1kwQ656KhjYXl8urY6QsQnWJTBZXwIE/z43H7+jwwBVCZF1RZtoiFTNIJUxMw95ZkFJBcyjoDg2XxzloGX37Kw6XRiJikE5YuP1S7OzrKIrSa1fScGTKlCk8++yznH766eTn5/OrX/2KZ555Zq/PQ4odyaCiaiqqCpHmTIzHnj64jKYmFOdn5nnV7cZubcGor5dipwdsy6a5JkakKYkv1zkglrY2FEXB6dZxunUswyYeThNr/czF5XTrGXdU0iQVNTAMG8uwAYGqqegOFZdXH3bp7fsiqqZi24Jk3Bgw97FE0hNNTU1ccMEFXH755UybNo1AIMDSpUu5++67Oeecc/D7/fztb3/joosuYt68edxwww1MmjSJaDTKggULANC0wSuZIMWOZNBx+x3Ew2kS0T2LI7ATCexwGNXb/i1HDeRg1tVhjxiB6hvYYOj9BdsWtNTGCDcm8Qadg+re0BwqvqAL2xak4yYN2yOomoItBKqioDlUHE4V9xBnc+3POJwa8XCaYKFHWsYkewW/389xxx3Hvffey+bNmzEMg9GjR3PVVVfxwx/+EIAvfvGLvP/++/zqV7/ia1/7Gs3NzQSDQY455phBDU4GKXYkewFVU1EUiDQn8Pgd/b752tEodiKJHsxtv36fD6MmjNHQgEuKnQ4IWxCqixOqT+ANOPea9URVFdx+By6fDgL50N2LONwaqbhJOmXJOkSSvYLL5eLOO+/kzjvv7HbcMcccw5NPPrmXZvUZ0mYs2Su4fQ7ioTTJmNHvdZihEKhKp9YA1e/HqKnBTsq+XLsihCDUmKClLo7b7xiS2ittxe4kew9NV7FMm1S8/9ebRLI/IcWOBIBYKEXFykZMY3D66mi6CopCpDnZryqZwjSxGptQPZ0H6ql+P3YkgtnYtKdT3a+INCVpronh8mjosoXAAYWmqyTC6aGehkQyLJBi5wBHCMG2T5t49W+r+ejFCt777yYs0x6Ubbm9OrFQql/WHTsaxY7HUT2dp0IqioLq9WFUVyGM4fM2K4TI7HPU2OtNNaMtSZqqozhdGo5h0uJBsvdwujWScRMjNfSNQVMJk1RicJsDSyTdIcXOAUw6abLkua18+MJWzHRG4NRXRPjguS3Yg/Bg1hwqCIj2w7pjRWMIy8qmnHeGGghghcKYTcPDuiOEINyYoL4iTM3mVuq3hYm1prCswRGTuxILpWiqiqHpKk4Zs3FAojnUTGp/fGhFRltwfDycGtJ5SA5spNg5QGnYHuG1B9ewY20zigJTZ45g5pcPQtUUqje0svTFikFpyuby6Zly9n28AZuNje1SzjtD0TQUpxOjuhphDe3brBCCUEOCpuoYDpeG2+8gETWoqwhTuzlEuDGBkR6cOSaiaZqqYmQae8rU4wMVRVFQVYVEdGhdWZlK21LoSIYW+cp3gGFbNmverWHt4hoQ4Mt1cdzZ4ygY6QfghC9O4P2nN7NtVRO6U+XI08cMaHqw7tBIRk0izcleP4jteBwr0jHlvDO0YBCrqRGrpQW9sHBPp9svhC0INcRpronj8nzmQtq1qWbD9ggOt44vz4Uvx9nnisNdkYwZNFVGsS1btguQ4HBrJKMGpmENeEPe3mBbNuGGBGZy6F1pkgMbadk5gIg0J3nzn+tY+35G6IydVsBpl0/JCh2AEZNymX7WWAA2f9zAqreqBnwebp9OPJTqdaaIFYkikkkUt7vHsYquIxSVdE3NoFimekLYgtb6nULHq3eIlWmrOOzPd6FqEKqNU7slRMP2CLFQamcF4f6R3tmZ3EhLoSPJ4HBpGCmLdGJoxEY8bJCIGjI4XjLkSMvOAYAQgoqVTSx/bTuWYeNwaxx9RjmjD+m8eeaYQwsw0zbLFmxj3eJaHC6Ng08oG7D56M6MdSfaksTl7dm6Y4VaQdV6bfnQcnOxGhszDULz8vZwtr1H2ILWujgtdTuFTjdNMXevOBxrTRFtSWWFkDfH2ac3cSNl0Vj1WWNPiQR2pv0rkBiCxqC2ZRNuSqDpCpaMTZYMMVLs7OekEybLFmyjcl0LAEVjAkz/wrgeb3zjjyzCSFusfLOSTxdVoTs1Jh5dPGDzcvl0oi1p/Plmt0XPhGFgNTf3yoXVhup0YlkWZl3dXhM7ti1oqYsTqo3h9jv69CarOVR8uZmKw6m4QcP2NE63jj/PhTfo6rEonJnOCJ1ENI1/APpdSfYvdKdKIpTC3suNQePhNMlIGm+ui3hIpsBLhhYpdvZj6reF+fB/W0lEDBRVYerMEUw+rrTXBd4mH1eKkbRY+34Ny1/djsOlUT61YEDm5nBpJONGxrrj8Xc5ztqZcq4V9C3+RgvmYtTX4xg5Ei0Q2NPpdktbtkloZ+G+/prsVVXB43cihMBIWp+1d8hx4Mt14/Y7OvSzskybpuoo8VBKCh1JpzjcmWa8qYSJx9/9S44QAqulBdXlQvF6+30+WZZNqCGB5lQHtAebRNJfZMzOfoht2axcWMlbj20gETHw57s45WsHc/AJZX2uZHvozBFZi85HL2ylakPLgM3T7dGJtqRIJ7u2cdvRKMK2UfrYIE71eBCpFGZDw55Os1tsy6alJkprXRx3oP9CZ1cURcHp0fHnuXG4VKItKWq3hqjbEiLaktzZQDPzQGmujhJtSeELyu7gks5RVQWBINWL+lZWayuJ1auJLfuYxCcrMaqqsCKRPse/tVVLd/fCTS3ZP5g/f/5Ot6mCw+Fg/Pjx3HLLLcRiMSoqKrKf7fpz6aWX7rX5ScvOfkakKckHz2+htTYOwLgjCjnilNH9fggrisIRp43GTFtUfNrEB89u4aQLJlEyLmeP5+pw66RaksRaUjjLOp6KQgjMhgYUp6tf61dzghjVNThKS/vkBustbV3EQ/UJvDnOQWnFoDszlY9tyyYVN6mrCOPy6Pjz3Zhpi3BTEm/O4Db2lOz7ZBqDGgSLRJeiWNg26cpKhGGgBXKwQiHMhnoUhxMt4EcvLkYLBFADgW5fPizTJtyYwOHUpAA/wDjjjDN46KGHMAyDd955hyuvvJJYLMb3vvc9AF5//XUOPfTQ7HhPF0ViB4MhvUPeeeedHHvssQQCAYqLizn33HNZv359h3Fr167l7LPPJhgMEggEOP7449m+fXv281QqxfXXX09hYSE+n4+zzz6bysrKvbkrQ44Qgi3LG3jt72torY3jdGvMOG8Cx5w5do+tDYqicPTcsYycnIdtCd57ahONldEBmbfToxPpwroj4nGsaKzfQkX1erHjcYzGxj2dZgcsy6apOkaoIYE3ODhCZ1dUTcUTcOLPcyGEoKkqRutebuwp2XdxuDTSSbNbK6rV1IRVX4+el4/q8aAXFOAoG5Ep1hlPkFy3jvjy5cQ//phURQVmS0un1crbKoa7fPJd+kDD5XJRWlrK6NGjufjii7nkkkt49tlns58XFBRQWlqa/QkGg3ttbkN6Nr711ltce+21HHvssZimyY9+9CNOP/101qxZg29n9+rNmzdz0kknccUVV3D77bcTDAZZu3Yt7l3SkG+88Ub+97//8cQTT1BQUMDNN9/MWWedxbJly9D66P7YF0nFDZa+tI3qja0AFI8NMP2scXgCA5d9oaoKx509jvf+a1G3Ncy7/9nIyZdMJrdkzywmTrdOpDlFvDWFs7T96WhFo4hUEjW/86yxnlAUBdXnw6yuzlh3eihK2FssM+M+CjcmM0JnL4oNRVFweR24vBmBK2N0JL1B01VsM2Md7CwDUpgm6cpK0PQOVcpVlwvV5QLyEIaBHY+T3rQJdl5fWmEhem4uak4OtqIRbkzicPc+e1LSPUIIRCIxJNtWPJ49+jt6PB6MYdK+Z0jFzoIFC9r9/tBDD1FcXMyyZcuYOXMmAD/60Y+YO3cud999d3bc+PHjs/8PhUI8+OCD/POf/+TUU08F4F//+hejR4/m9ddfZ86cOXthT4aOuq0hPnyhgmQ0E4R82MkjOWh6yaDcaDRdZcb5E3jniY00VkZ5+4kNzL70YAIFPde/6Q6XRyPcnMKX78axixXKamkBbc9OUTUQwKytxWpsRB0xYo/WBWAZmYDgSNPeFzq7Ix8m/UcIQTJmEG5IEGpIEGpIEm5IEG1J4st1UTDKT+HOn4F8aRhKNIdKPJImUODucO6YjY2YjU3oRUXdrkNxONCCQQgGEZaVET7btmFUVKB4vcTVALGEm+CIICDjdQYCkUiw/qijh2Tbkz9ehtJPy/qHH37IY489ximnnJJdNmPGDFT1s3vmO++8w5FHHrnH8+wNw8rOGAqFAMjf+SZv2zYvvvgi3/3ud5kzZw7Lly9n3Lhx/OAHP+Dcc88FYNmyZRiGwemnn55dz4gRI5g6dSrvv/9+p2InlUqRSn1WvjwcDg/iXg0OlmWz8s1KNi6tByBQ4Ob4c8bvsaWlJ3SHxkkXTGTR4xtorY3z1uPrmf3Vg/EF+xdXA5kqr9GWFLHWFLnFmfmLdBqzpaXLxp+9RVFVFI+HdHUNenExit7/Uz4rdJqT+HJlnMy+QjphEm5sEzWJnf9Pku6iMWW6Nk5LbZxNO68tb9CZFT4Fo/wECz37ZCyKw6WRimUagzp3KXYp0mnSlVUoLlefrg9F09ACAbRAIBPvE47RUtGAsC1SYRdqIActmIPq8yPY946XpO+88MIL+P1+TNPEMAzOOecc/vCHPxCPZ2JI//3vf3PIIYdkx48ePXqvzW3YiB0hBN/5znc46aSTmDp1KgD19fVEo1Huuusu7rjjDn71q1+xYMECzjvvPBYuXMisWbOora3F6XSSt1s9lZKSEmprazvd1p133sntt98+6Ps0WLTUxnjvyU1EmpIATDiyiGmnjNpr5eAdbp2ZF01i4b/WE2lK8vbjGQuP29+/N7m2AnuR5iT+XBe6U8OKxRDxOFph92+avUHLycGsr8dsasZR0r9aQaZh0VT1WeaTFDrDD9OwiDQmM6KmMZG12iQiXZjRFQjkuckp8hAschMs8uDPcxNuStJUGaWxMkprfZx4KM32UDPbVzcDoLs0Ckf6staf/DLfPlEhWHdqJKIm6YTZTuyYDQ1YLc3oxSX9XreiqiRxI3wOPD4F0mmslpZMgLPLTVp4MPViRJEHRZXXTl9QPB4mf7xsyLbdF2bPns0DDzyAw+FgxIgROHa6RCsqKoCMuJk4ceJAT7NXDBuxc91117Fy5Urefffd7DLbzqTYnnPOOdx0000AHHHEEbz//vv8+c9/ZtasWV2ur7t4hh/84Ad85zvfyf4eDof3qsLcEyrXNfPCn1ZiGTZOj86x88YyYlLuXp+Hy+tg1lcO4s1/riPakuKtJzYw+5LJ/e6w7fRoRJtTxEIpgkVerHA48zccgJgrRdNQHA6Mmhr0osI+32zN9E6h0yqFznAhEU3TuCOasdTsFDXRlq6bTXpznDtFjYdgoYecIg85he5O3ZC5JV7GTMlYl42URXN1Rvg0VkZpro5hpixqt4Sp3ZKxCCtK5juFo/wUjs5Yf3qqZzNUqBokwmn8eRnXs51Kkd6xA9Xr26NrzTQE0YiNw6lk3BRud+YHsNNpRFOM1IaNpJQojvJyNH/XtbUk7VEUpd+upL2Nz+cbMjHTE8NC7Fx//fU8//zzvP3224waNSq7vLCwEF3XmTJlSrvxhxxySFYUlZaWkk6naWlpaWfdqa+vZ8aMGZ1uz+Vy4XL13+0ylBSPzcEXzDSOnH7WOLx74D7aUzwBJ7O+chAL/7WecEOCd/69kZlfOajbNgldkakto2VjYcyGRhTXnsUC7YoWDGI1N2UahBb0vjCisVPoxEMpfLmu/bpAWqghQUtNjJLxOcPyYW0aFtUbWqn4tIm6ijB0UvrF6dEJFmcETbAoI2qChe4OPcp6i8OlUTIuSMm4TNaIbQtC9Ymdlp8IjZVREhGDlp2urza3si/XScHIz+J+cor2LNBzoHC6NBIxEzNtoTs1jNparHAYvWzP4tliURMjbePzd7z2VacTNaChBQRGTQ1mayuusWPRS0sH5GVGIukNQyp2hBBcf/31PPPMMyxatIhx48a1+9zpdHLsscd2SEffsGED5eXlABx99NE4HA5ee+01LrzwQgBqampYtWpVu6Dm/QWnW+cL1x1OS328326jgcSf52bmlw9i0aPraa6J8d5Tm/jchZP6Fbjr3FlkMFobRo9FUf0DV/lYcTgQgFFTi5af36sHj5GyaKyMEg/vrE68nwodIQRbP2lk+avbsa2Mgigc7WfU5DxGHZw3pAG6QggatkfYtqqJynUtmOnPGqXmlnrJK/F+JmqKPAPWPb4rVFUhr9RLXqmXicdkXKLxUCpr+WmszFibYq1pYq2fub40h0qgwE1OgXuXfz3481x7Nchdd2mkWjPVlFUzhVFZiRrI2aNjZuy06jidavfr0XX0ojKscJjEmjXozc24ysvRcva8ZpdE0hNDKnauvfZaHnvsMZ577jkCgUA2xiYYDGaLDd16661cdNFFzJw5k9mzZ7NgwQL+97//sWjRouzYK664gptvvpmCggLy8/O55ZZbOOyww7LZWfsb3qCL1oahSUXsjGCRh89dNIm3HltPw7YIi5/ZzIzzJvTZ3aMoCg6XRriqhZxkGnfBwFqttGAuZmMjdjicySjphnTSpKkySryt39R+KnRMw+LjV7az7dMmIBOMGw9lXESNO6KseH0HBSN9jDo4j1GT8/aaJTHSlKRiVSPbVzUTD3/WV8mX66R8agHlhxbgzx84y9+e4A26GBN0MebQjMXQSGWsgU2VURqrojRVxbAMm9baeLbYZxYF/LkuAu1EkJucAk+/XcLd0dYYNBlNo6casONx9NI9a/Ibi5oYhsAf6J2VRsvJQfV6MevrsVpbcZaX4ywr65DyLtm3ePjhh7v8bOzYsX2uwj3QKGIIZ9DVW8BDDz3E/Pnzs7///e9/584776SyspLJkydz++23c84552Q/TyaT3HrrrTz22GMkEglOOeUU7r///l7H4YTDYYLBIKFQiJx94C0jnTCp3tSK26cPq/iRhu0R3v73BmxTMHpKPsd9YVyfRYIQgpZPNxNUQuSOHbjGo22YtTU4Ro/BPfmgLsekkyaNlVGSEQNfnnNYuB8Gg2hzkvef2UyoPgEKHDZrJJOPLyURTlO5vpXK9S007VY8Mn/EZ8LHlzuwwicVN9mxtpltnzbRXBPLLne4NEYdksfYqQUUjPLvc38P2xbEWlKEmxJEmpKEm5LZf82U1eX3XF59NxHkIafAjTdnz1qDpOImdiJBbmQzutuNurOmWX8w0jZ1NQaaBg5n1/eiWNQimKeRm9de0FjRKHY4jF5UiHPs2L3WuHe4kkwm2bp1K+PGjWtXS+5Ap7vj0tvn95CKneGCFDsDR82mVt57ajPCFow7opCjzyjv08NJGCaty1ejOTXKxuagagP7YLPjcexUEu+RR6H5O97k04mdQidm4Mvdf4VO1YYWPnyhAjNl4fLqHH/ueIrLO577iUiaqvWtVK5vpmF7e+GTV+rNCp/+Wlks06Z2c4iKVU3UbAoh7MztSFGgdEKQ8qkFjJiUu19WiW6r9RPZRfy0/ZsId90lXNUVAvmZ7LEpJ40g0Mdjb9uC0Jqt5NFIoHzPrDotTQahVqtbq04yYbNhbYJJh7gZXd5xrsKyMJubUFQV5+gxOEaNHLACoPsaUux0zkCInWERoCzZfyibmMtxZ4/jg+e2sHVFIw6XxrTZo3otGuxEHKdIkbBzSCQ6D3jcE1SvFyvUillfj+ZvHyOWjBk0VUVJxc39VujYtmDVW1Ws/yDjMi4Y5eeEc8d3GZfjCTiZeEwxE48pJhk1qNrQQuW6Fuq3R7JBuZ8uqiK3xLMzxie/xyKTQgiaq2NsW9XEjjXNpJOfWTdyS72MnVrA6Cn5uH37t1tDUTJd7j1+ZwehaaYtIs07xU9jkkhzRgRFm5PYZiZIOlSfoKU2zulXTOnbS08shtHSglm2Zy926bRNLGrjcne9bSEEyz6I0tRgUr0jzZnnahQUtf+7KpqGo6gYOx4ntWkjZnMzrnFjex1bJ5H0Bil2JAPO6EPyMdM2S1+qYMOSOlwenYNP6N0bpB2LoSjgcOpEwiYerzrgGVCqP4BRW4NjRBmq242wBdHWFM01MYQl9luhk4wafPDc5qyF5qDpJRx28shePyjdfgcTjipmwlHFpOJGxuKzroX6bWFa6xK01iVY9XY1wSJPxuJzcB45hZ/V6Yi1pti2uoltnza1SxN3+x2ZOJypBQSL9l5jwOGM7tTIK/WRV9re+ihsQSyUItyYZOlLFUSakqxfUschM3p3fQkBRkM9umqTNHVsW/T7+oqGLUxT4PZ0ff7s2JamqSFTvDGdErz8bAtzzs6jqKSjkFW9XhSXC6ulhcTKlThGjcI5ejSqtHBIBgApdiSDwrjDCzFSFp+8sYNVb1cz+pD8HmM8hBCYrSEUpwunSyERs0nEB8G64/dj1lRjNjailYygtT5GqD6Jw63iGoYp1wNBw44IHzy7hWTUQHeqHDtvLKMO7l/PMcjUWRp/ZBHjjywiFTep3thK5bpm6ioi2UrFq9+pJlDgpmxikJaaWDs3mOZQGTU5j/Kp+RSX5+y3AeADjaIq+PPc+PPcHHHqaJY8v5U172WuL39ezzFUdjiE1dSMMzeAkQYjLXC5+37sU6mMVcfdjVUnnbJZ80kmIHvsRBeRkEVTg8mCZ1s4/excSso6XmuKpqEXFmInEqQrKrBaWjKxPEVF++ULiGTvIcWOZNA4aHoJtZtD1FWEWfNeNcfOG9fteJFIIOJxFJ8PVVVQNYVo2Bpw606mQaif6JZKUlE38YSd6R4+yJ3LhwIhBBs/qmPlm5UIATmFbmacN3GP+5ntisurM+7wQsYdXpiJJ9uYCW6u2xrOxqO0UTw2QPnUAkZNztsnqg4PZ0ZPyWfrykbqKyIsf3UbJ104qVtBIGwbo74eATjcTlIRi3Ra0J9yVrGIhW0L9G6umTUrE6RTgkBQY9xEF4EcjQ/fi1JbZfDK862cdlYuZSM7f7lQPZ6Mlae1leSqVThGjMA5ZgzqPlJcTzL8kGJHMqgcOnMEdRVhtn3axMEnlHUbTGnH4ggjjebIBcDlVkjEbZIJG69v4B6MQgjieGne3oBuNxMoL9kvLQtGyuKjFyuoWt8CwJhD8zn6jPJBFRlOj87YaYWMnVaIkTSp3hSiviJMoMDNmEML8Obsn5azoUBRFI46vZxXH1xN7ZYwletaGH1I19Y6KxTCbmlBC+YCoOsK8ZiFP9BDfZzdSCVtolEbl6trodPUYLB9a8ZVOe1oL6qqoDsUTj8rj9dfaqV6R5pX/9fCqXNzGTmmc4uUoqro+fnZKs9mSwuuceMyPe5kywlJH5FnjGRQKRjpp3RCECFgzbvV3Y61wmEU/TNfvqoqqGomNsC2ByZp0LIELU0mzY0WisOBI9lKp6V493FC9XFef2gNVetbUFSFo+aMYfoXxu1Va4rDrVM+tYBjzxrHwSeUSaEzCAQK3Bx8QikAK17fgdFFKruwLMzaOtAd2WafukMhnRKYRu/PfyEE0YiFsAW6o3OBZNuClcsy7qsx41wUFH52TesOhVPn5TK63IllwusvtrKjous2HwCqy5WpBWTZJFetIrV2LVY02u13JJLdkWJHMuhM/VymFP321c2EGzsvhigMAzsaQdktGNHlUkkkMtadPSWVsmmsNwi3mrg8Kp78ACISxg7te13vu2Pbqibe+EemZ5knx8nsSycz4ahiGfOwn3LwCWX481wkowar3q7qdIzV0oIVDqEGPqtKrusKliVIpXovdlJJQSzWfQbW5g1JImELp0thyjQPVvUOxH/+QurNVzCbmtB1hc/PzaV8vAvLgjdeamXblmSX64OMFUvLzUUrKMSoqSHxyScYVVUIq+s6RRLJrkixIxl08sp8jDgoF+jaumPHYohUCmW3nmWqlqn4Go1Y/a7AKYQgFrVorDNI7kxn13Ul05dH1TAaG9kfqk1Zps3HC7bx4f+2Ypk2JeNyOO3rh1AwUjZd3J/RdJWj5mTa52xaVk/LLgUZIVO7yqirQ3G6Orh/VJVev0i0s+ronQvneMxiw+rMC82hh3vRareSuOd2WPo2iccfpvLqq6n54Q+Jvvg/TjoyxbhJLmwb3nw5xJaN3QseyLR90UvLQFFJrFlDYs0aRLrrmkQSSRtS7Ej2CofutO7sWNtCqD7e4XM7FkNAp754l1vdGbvTd0ViWYKWZpPGegMAn19rF5+j+P3Yra3Y0Uif1z2ciIVSLPzXOjYvbwBgykllfO7CSbi8+3etGkmGknE5mU7tApYt2JYtzghgNjdhRyKonXQadzhVUkkb0+z52komBfFY1xlYQgg+/TiOZUFBkU6ZWUHivl9APAYjytEmZKqWpzZsoOWRR6i5/loOev2XjPHUIQS89WqITet61wZHy8lBLyrGrKnFbGjo1Xcke4fa2lquv/56xo8fj8vlYvTo0XzhC1/gjTfeGNJ5yQBlyV4htzhTbbdyXQur36lmxvkTs58J28YMhVC7SAvRdrHuuD0KWFame3lRUbfbTKdsWlvMzA3ao3b6Nqo6HJgIrMYmtMDANR7dm9RuDrHk+S2kkxZOt8ZxZ4+ndEL3vb8k+x+HnzKams0hWmrjbP64gYnHFCPSacz6elSPt9MXCV2HeFKQTtnoetfxXFmrjhBdVrOurTKoqzFQVDg0r5rkH++CdApt0hSsr95EoMyPX0SIL1lCfMkSkmvWYGzdwoStP8c46CvUjDiRt18PkaprYMrM0T26XRVdR/V6SVdWohUVHbBVl4cTFRUVnHjiieTm5nL33Xczbdo0DMPglVde4dprr2XdunVDNjcpdiR7jUM/N4LKdS1UbWilpTaWLZgmEglEItFtl/M2604qKYj87QFib71F/te/Ts68eR3GCpF5A21tMTHSAq+v+9R11efHbGlGLy7aoz5BexshBGvercm6BvNKvZxw3gR8e6lZp2R44fY7OOzkkXz8ynY+fauSkZNz0SON2LE4WmFhp99RFAUUesx4TCYEiZ0vDZ1hGoJPl2cstuPzWtH//kswDbQp03B/4zvE0zuDovPzyTnzTHLOPBMrFCL+0UfElyzh4E+fRBUmVSNnseRTF6HXHubgyTq+447DOXFil9lXak4OZm0NRl0drl72QhwKrGiU9LZtuCdPzgaI9xYhBGZ6z2MW+4PeUyf73fjWt76Foih8+OGH+Ha5lx566KFcfvnlgzHFXiPFjmSvkVPoYcyh+Wxf3czqd6o56YJJQKZflTCtbm8CmqYghE1o3VYSb70FQPPDD6MVFOA7/vjsONsShFpNwiELTVd61YlZdbkwoxHM5hac+4jYScUNljy/lbqtmeDq8UcWccSpo/fLHlKS3jP+yCIqPm2iuTrGile3ccSEOKrP1+0Dy+FQSCZsLEugddKLrs2qAwKti2rb61YnMoJJTzPquZ9nhM7hx+C+/IZMN/N0x0BiLRgkcOqpBE49FSsWo3DpMpZ9vJotjkNZVzoXc9l/GfPcD9EKCvBOn47v+ONxHXxwJtZuJ4qqovr8GJWVOIqLUV3DT+gLITCqqrDCYYRt09c0ATNt85dvvzUoc+uJb9w3C4erdxmczc3NLFiwgF/84hfthE4bubm5Azy7viHFjmSvMuXEEWxf00zNphBNVVEKRvozVZMdPceWuN0qiX/+F8hUQbajURruuw8tNxf3wQeTTtu0NpvZuIKuUmM7Q/X6sJqaEIWFKJ7hVZ5eCEEinKa1PkGoPk5rfYKG7RFScRNNVzn6jHLKDysY6mlKhgGKonD0GeW89tAaKjeEKPNYlE3u3t3rcCjE4zbptMDj6XjNJOI28ZiFpwurTqjFZOvO4OJJH/8VzUyiHzMD12XXoGi9e8RoPh+BWTOZNVPgf7eVlZ+k2TTxSwinh/ItLxF5+WUiL7+MGgxmhM9xx+GeOjXjysrJwaypzlh3xozp1fb2JlZrK0ZNTbuyGvsjmzZtQgjBwQcfPNRT6RQpdiR7lUCBm7FTC6j4tInV71TzufPGImLRDllYnVK7HT79CBSFkp/+lNYnniCxdCn1d91F7g9/RtRTgmH07LbqDNXjwWxswGxtxeEp7efe7TmWYRNq3Clq6hKEGjLixkh2fDP257mYcd4EgsWyqqzkM3JLvEw8PJ9NK5pZvVGneIJA6yJ7CsgG7KeSHQWNbWesOoqSyYzcHWELPlkWQwgorl9GQfMa9BmzcV18Zb8K/ymKwtEn5aK5Yiz/MMbmMfNwn3AS46peJbl0KXYoRPS114i+9hqqz0dg7lxyL7ww0++uqgpHURGqZ/j0VxO2TbqyEjseR8vpXxyd7lT5xn2zBnhmvd92b2nLlh2uJS6k2JHsdQ45cQTbVjdTtzVM/aYm/Kk0WjfxOm2kX3o685/Dj4PSMRTddBO1P/kp6U0baf71nWg3/BRfSf/7PaleH2Z9HVowZ9DL0gshSESMrKWm7d9Ic7LTGoeKqpBT4CZY7CG32Euw2EPRmIB0W0k6IAQcNAEq1wricdi4NsHBh3V/Put6plp5TrB9Y9BkwiYRs/H4Oj/Ptm1J0dpsoZkJJm16CsfJc3B+6Wt7VOFYURSOnO5H0xSWLo6yuiqIdtRlHHX11aRWrya2ZAnxDz/EDoUIPfkk7oMPxj1tGmbNztidsWP7ve2BxmxsxKqvR8vNA7t/cTeKovTalTSUTJqUaVeydu1azj333KGeTgek2JHsdfx5LsZOK2DrikbWfNDA9MOUHt8GrB0VWCs+BEWBU75ILGoRyHGgX3kL6V/fBk11iL//BnHTbR0KE/YW1evFbGokXVWFa9y4PgcSdjl30ybckKC1IUGo7jNxk+7EWgOZlgu5JTtFTZGH3BIvgQK3FDaSXmFHIyiRFg493MOyD5NsXJ9kZHmmN1VXOBwKyaRo1xjUtgWRsIWqKZ1aSpNJmzUfhwGd8Vv/h//kWTjP+fKAvdlPO9qHpsGSd6Os3JnSPv2kw/EccQTiyitpfvBBIq++SssTT1A2bRpqYKd1p7h4WPTQEoaBsWNHpmq1w4FIdV8pel8nPz+fOXPm8Kc//YkbbrihQ9xOa2vrkMbtSLEjGRKmzChj26dNNNalaR7rpLgHg0z6pacA0I8+Hn3MaGLRTFVlQ/Xhvu57JH/7E+wdW0n+7Xe4r7ml17ECu6Pl5WM1NWJ6vegjRtLf+7ZtC2o2tbL54wbqK8KdFi1UlIxbL1jsJbfNYlPiwe1zDFtTsGR4I4TArK9H2IIR5R4qd1jU1RisXBZjxsmBLs8rVVOwbZtU6rPqyIm4TTLeuVVHCMGnL6zFpIxAZBvjjyzGeeYXB/y8PfQIH6qmsPitCKs/iWNZghNmBVA0jeAFFxB96y3SGzeSWLYMz9FHY9bWYtTW4RrffdPhvYHZ0IDZ3IxeXHLAFD68//77mTFjBtOnT+dnP/sZ06ZNwzRNXnvtNR544AHWrl07ZHPr0xNBCMH27dspLi7GM4z8opJ9D2/QxdgpQbZ82sqGTTZFY0SXN0prx1asT5aCouA883xUh0I6bWPbCl6fiuIvw3PNd0n87udYaz4h9fjfcV1yVb9uvIqqouYEMaprULxe9Ly8Pn0/EUmz9ZNGtqxoIBExssudbo1gyS6ipthDTqHngLDWCEG/RaOkb9ihEFZzC1pODoqicNhRXhoXhGhqMKnclmb02K5j43RdIRGzCeQIhIBo2OzUqiOEoObJl6jhBBA2U0eFcM05b9D26ZDDvGiawrtvhlm3KoFtC2acnIOel0fgzDMJP/ssrU88geeoo1BzcjCqq9GLi9H8Q5dZaadSpLfvyNQ30rT9sPte54wbN46PP/6YX/ziF9x8883U1NRQVFTE0UcfzQMPPDCkc+uz2Jk0aRKrV69m0qRJgzUnyQHCpEN9VKxuobnJoqHOpLi082yF9Is7rTrHzEAtGwnQoSaINm4i7iuuJ/n/7sF8fyFqfgHOuef3a16qy4WVSmFUVqK6Pag9ZGcJIajfFmHzxw1Ub2jJWnGcHp1xhxcy7vBC/HmuA85aIywLOxLBbGpG2BauUaMHNNPNMu0DQiz2FmHbGPX1oChZF6zXp3HQFA9rP02w+pM4JWUOnF10K3c4FNJpgWFk3FnJhOhg1RG2Tfzxv7PaOBG8UO5rpGjOyYO9axw0xYOqwTuvh9mwJollwedOySF4zjlEXnmFdEUF8SVL8J1wAkZNNUZtDdrEiT2veJAwamuxQiH0ESOGbA5DRVlZGX/84x/54x//ONRTaUef7hSqqjJp0iSampoGaz6SAwinEaV8dOYUXLcq3mnvK2v7FqyVyzJWnbndvz3q047BddHXAUi/8F+MxYv6PTc1EEAkEqSrKrtsNphOmGz4sJYFf1nF249voGp9RugUjvJz3NnjOOu6aUybPYpAvvuAEjoincZsaCC5YSOpDRswm5uxW1pIbtmMHdnzbtW2ZRMLpUlE0iSjRs9fOECwWluxWlpRc3LaLZ8w2U0gRyOdEqz9tOt2DNrOxqDJhE0kZKLp7a06wrJI/eN+tlS6SHhLcGkGU04/aND2Z3cmTvZw8pwgigqb1ydZ9GoIxesn56yzAGj9978RloWWE8SoqRmyzuhWNIaxoxJ1p3VNMjzoc2DD3Xffza233soDDzzA1KlTB2NOkgMAkUxix2JMPNjD9so4rc0W9TUGJSPal3xPv7DTqnPsiaglPb8lOWaeht3ShPHKc6Qe/StKMA99yuF9np+iKKi5eViNTZg+H46yssy8haC5OsaW5Q1sX9uMvbOnkO5UKZ9awIQjiw7IVHAhQMSimC2tWM1N2IkEisuNmpePoqoIIbBaWkht2YxjzJg+uwfbSMUNjKSFL9eF06PTXB3D5dMP+IeKME2MunoUh6Nd0T0AVVWYdrSX9xZG2LYlxeixTvILO7eiatrOWJ2kwLeLVUeYJsm//4HI+q1UHPtjAA6bnoejD6nJA8G4iW5UFRYuCFGxKcUiEWLWvHlEXn4Zo7KS2Hvv4Z85EyscwqipQRsCD4RRXYWdiOMoG1yrTipuEA+n96kmxr6gc8j69fVZ7Fx66aXE43EOP/xwnE5nh9id5ubmAZucZO9hWzbxiAECHC4Np0cb1AeIlUgg0incBQHGTrTZvD7JutUJiss+C861KjZjrfp4Z6xO72MCnGdfhGhpwvzwXZJ//R2em25DG9P3gEVF01D9fozqamzdRVWVxeaPG2it+6yRabDYw4SjihkzJX+fSA8daIRlYYXDmE1N2KEwwjJRPV60wqJ254+iKOj5+VjhMOktWxGjDfSi4l7H8liGTTyaxuHUKRwTwJ/rQgiIhdKk4iZu3/5dsK0nrJZW7HAILb/z4pIFRQ7GjHOxfWuKT5bFmXVaTqcZVg6HSiJmozuUbP0dkU6T/Ou9mKtXsP6IGxCqTnGpg7JRvT/mZjiCZZoYPTc275ERHjj5BFi0WKFic4oJkxwEzz6b1sceo/U//8E3YwZabh5GTQ2OkhK03Sxdg0lbAUEtt39ivrckYwbhxt41TR1O2NbQKbM+i53f/e53gzANyVBipCySMYNAvhuHUyMWShFrSaFqCk6vju4Y+Ie4HYmAmhFUEw92U7E5SajForbKoGxUxrqTzcCafhJqSVmv160oCq5Lr0aEWrHWryJ5/914bv0ZakH3lWQ7I5Z2smVdkqo3t2CamWWqpjD6kHwmHFlE/sjuS/Hvr4hUCjMUxmxsQESjmb+lz4fWQzNGLScHOx7HqKgAw0AvLe1giWi3HSFIRg0sS5BT4CFY5MHp/uy2lVPopmF7BJf3wLXuCMPAqKtFdbm7rW8zZZqH2qo0kZDFlg1JJh7cMclEdyg4hYJjZ/VxkUyS/POvsTasoa7seFpyJ6NqcNhR3l4f72TcxIFJcOpEPPkdO6/3h0lAk1LDJ+82sPyDKF847wzCL7yAWVtL9K23CJxyCnZop/DYS2InU0CwCmGag1rYMBFNE2nKqEa3z4HLu+8kVevOoXsh7PNRuuyyywZjHpIhIhFNY1uCgjIfOUUeVE0lp9BDMmYQbU2SjBokIgYOl4bLo2ff9vYEYVlYoTDqzno4LpfK+EluNq7NWHdKRzqwt23GWrUcVBXnmV/s8zYUXcf9jZtI3HM7dtV2En+8C+8tt6P4er7Z2pagpipNxeYUTQ1mdrnPrzL+mDLGHV60T91g+oKwBSidV0EVAkQ0itnagtXUjJ1MZAK4d7qqeovq9WJrGunKSkTawDFqFIqj4/FsE+Fun4PCEi/eHGeHeflyXIQ9CdIJc8jM40ON2dSEHY2iFXTe7LMNp0tlyuFeVnwUY/3qBCNGOztt/unc6ZoS8RiJP/0Ke+tGDF8+mw69BEw46BAPPn/vHlqmKTDCcQpHB/GPHzVgtasAjj43hzUfNtHcarNtu0XBF79Iyz/+QeuTT+KfORM1mItRW4ujtBQt2L/qxX3Bam7OFCXN639h0zY6i1+ETLZnpDkjdDx+B/4DJB6wq+PRF/rlcN28eTM//vGP+cpXvkJ9fT0ACxYsYPXq1Xs8IcnewbYF0ZYUqqZSXJ5DbqkPdWeTP82h4st1UVyeQ+mEXApG+tF0lVgoTSyUxkh1HrDb623H44hksl2LiAkHudEdCpGQRXVl+rMMrOknoRb33qqzK4rHi/va76Hk5iPqqkn8+TcIo+t6F/GYxdqVcV59oZVlH8RoajBRFCgd6eC4E73MPNZkwnh1vxQ6ti2IhzN/32hLikQkjWVmKr4K08RsbiG1aRPJ9eswa2pA19EKi1ADgX5Vy1Vdroyroa6W1NatiMRn/o22AGQzbZFf6qNkXA6+YOfZbJpDJVDgJp2wBuSGuK8hUinM+npUn79Xf4fRY50UFOlYFqxaHu9ynIiGSdz3C+ytG8HrY9u8H5E2VfwBlQmTe5dRZ9uCRNzC70ySO6FsQIUOgMfv5PBTM53Ol38Yw3fqaWj5+ViNjURefz1jXTEMjOrqQT83hGmS3rEDFBW1B+tmdzh29giMxzv+beLhXYROwHnACB347Hg4etFDsSv6fPa99dZbnHnmmZx44om8/fbb/OIXv6C4uJiVK1fyt7/9jf/+97/9noxk72AaFomwgS/PRX6pD6en89NAURRcHh2XRydQ4CYVM4mFUsTDaZIxA92p4vLoWZHUW+xEAmFb7dwXTpfKhIPcrF+dYP3yEMeu/gRFVfsUq9MZam4+7uu+T+K3P8XevJ7kw/fjvuKGDg+GHRUpPlkay1Z0d3sUxoxzUT7ejcebGWvHbYzqalSvFy3Qc3uLfQEhBKmYiZm28OS4yCl0Y1uCaHOSeFMUMxxGjbaipeKouobiD6DuwQ1nVxRdRysoxGpuImkauMaMwVBdGEkLb66L3CIvbn/P2/Lluog0JQ9I647Z2IidSPRo1WlDURSmHe1j0ashaqsNaqrSlI1s/3C2Q60kf/8L7JpKFH8Oia//mO2fZgROpqpxzw9YIQSJuI1HS5Nb6EMv7N38+soRp45h5ZuVhMIWWzenKTn/fJr/+ldCTz2F//OfR83Lx6irQy8t7XdQfG8wGxsxG5vQi4s7/dwKhXpVQVnTNHJzc7NGBK834y6MR9IkwpkXNbffge4RpPbzisyQOY/i8Tj19fXk5uaidePy7ok+i53vf//73HHHHXznO98hsMsNf/bs2dx33339nohk75CKGxgpm9wSL7kl3l7XKdE0FW+OE2+Ok3TSJBk1iLamSEQMhACnR8Ph6jmoWQiwWlpQnB2Lm42f5GLLxiTRpE5dyTGMGu9FLSrp1362m/uI0bivvpnkH+/EWr6E9NP/wvWlr+2cj2D96gQb1mTemAqKdMZNclM6wtEhgFP1erFaWkhXVuGeMB5lD97ghgOpuJkRCD4HRWU+fEEnipK5MetmPY5IPfHWJEncJJ056A4NpzKw2TeKqqIVFJJubCH26Wa85SMpnFSGP8/VaxGtOzT8+W6aqqI4PQdG7I6wrEzsU31DxqrTh30O5GhMnJxxG3/6cZyiYgf6zhgdu7mJxO/vQNTXogTzcN3wIz761A9YjB7rpLC4d2IymRA4nAo5Io5rxPisy3qgcXkdHHn6GJY8v5UVS+Oc95XZhJ59FquhgcgrrxA8+2ysVguzuhotN3dQzg07nSa9fTuK291p/Fl6xw5qfvADRCqF5+ijCZ51FoE5p3cpvkpLM42I2wRPKmGSjmfc6U6PjiutwwGWB5Sbm5s9Lv2lz2Ln008/5bHHHuuwvKioSNbfGcYIkXFTqJpK4Wg/gTx3v+NvnG4dp1vHn+/OpD+GUsRCBtHmFJoj4+bpUkQlk9jxRKf9qxxOlfFFUdZX+dg6di5j5wzcm5h+0BRcX/0mqYf+iPHmyyh5hWgnn8knS2NUbsu8MU082M0hh3m6vSGqwSBWczNGdTWO8vJ98sFqpCxScQPdqVMwyo8/6ERJxTFrmjAb6rFaWkHYePwBfCX5mKYglbSJx2wSCRs7YeNwKDidyh7HcAmRKV5ne4L4RJRAdDuelAtF7Vvarj/XRaQ5STphDT83o5kG2wBn/yr6CiEgmcJOJbFTKexoLOMKTqfBtjrU1ekNkw7xULU9TTxms351gkOP8GJVbCb5l3sQrc0oBUV4vv0jtjYFCbfGcTgVpkzrXUkFI20jgByfjdNyDJpVp41pnx/NJ2/sIBI12bQuwYgvfYmmBx4g9OyzBE47LeMura9HHzGiZ+uOZUCsEXyFoPVO2Bm1tVitreilHd3tdipFw733IpKZl6nE0qUkli6l9uc/xzdjBjlz5xI49ZR2lmJFUSgrK6OoqIilr2xh9dt1ABz++dEcfMzIXh6V/QeHw7FHFp02+nxXyM3NpaamhnHj2qfyLl++nJEjD7w/xL6AZdokImncPif5Zb5euQZ6g6oqePxOPH4nwSKLRNQgFkrtzJ6xcbr0DinsViKOSKdQu3ADjfj4cbbkXUTCU0x1zMeYAZlpBsexJyJam0k/8xix5/7L6tg0mpNeFAWmHeWlfELPb5+ZdhI5O+MkfOhFfc/wGioswyYRNdB0lZwCN36XiZJsJLW9ATsaQRgGisuNlpeHsourStcVdL+G16eSTguScYt4zCYet1GUTEBrm2WgLxiGIJWwcHlUgrkOPN4C7GiU5Lp1OFMpnOXl3WZq7Yru1Ajku2muig562YQ+E6uHeDMUH9LjA1QIIJXETqexkylELIYViyIMA5E2MsHjmo7idKL6/f2Og9H1TCuJJe9E2bIxSWnrJ7ievh9ME6VkBJ7rf0jKncu6t0NAJpOrrWdWd1iWIJUS5BVouNIh9OLiLq/1gcLp1jnqjLG8/9QmVixLMOHSWejPPINZW0v4pZfIPf98LFtgVFWjBYPdxzZZBkRrwR3sldix4/FMpfVATqfrbX74YYzt21Fzcii64QbseJzIggUk16wh9s47xN55h9qfOPHPmknO3Ln4Tz4Z1eNBCMGS5ypY8VolADPOn8iRpw3k3fDAo89XysUXX8z3vvc9nnzySRQl0zzuvffe45ZbbuFrX/vaYMxRsgcYSZNk3CSnwE1uqQ9HN6l/ZnNz5mEeDPb5YZF52Gj481yk4iaJSJpY684Udl3FE8jUz7HD4WzK+e5Ym9ejrF1O+ZhCNo0/lw1rEowa40TtRYxAb3Gcehax5jjLEocRT3rRVZtjTgp22aqiM1SnE9vtwaiqQvV4UP0Dk047WNhWRuQI08LjNPHpKbTaZoxoFGGaKG4Pak6wx8BKRVFwuRRcLpVAjiC509qTjNskExa6Q8Xp6rxDdrv52Jl4DlVVyC3Q8Qd0dD3zHS0QwNZ1Ups2I1IpnBMm9Drg05frItyYxEhaXcah7XWEyAideBOEayFvdLuPMNLYqRQimcKOxzPCJpUGI40AFFVDcTozf6PAwFbkLSlzUjZSp6bK5NONDo42LfRpx+C+7BoUj5dP34tgmZBfqDNmXNc9tT7bn8zf1R/Q8PsURNLCUVqyV4Tn1FkjWfHaNmJhgw2fRhlz0UU03ncf4eefJ3DGGWh5eZj1dVhlpegFndci6g/p6mrsWKxTq07s/feJvvYaKAoF3/wmzrFj8U4/lsJvXEVq61bCL71E+MWXSG/ZQuS114m89jqK14t/9udZV3Ym6zdl1vO5iw5i2uxRAzbnA5U+3xF+8YtfMH/+fEaOHIkQgilTpmBZFhdffDE//vGPB2OOkn7QVp/EtgUFI3zkFHm7fAgJITBrakhu3JgpKlhWimPkSLR+PMQVRcHtc+D2Ocgp9JCIGDTXxDCSFg4HWJFIl/779IuZ4Pby0YIdboV4zGZ7RYqxvbC49JaWZosP3aeTVgSuZDOHb3iYwhO/CfTtZqL6fJjNzaQrK3FNmNhp6vRQI4QgEUpiRGK4SeIxwzitOAgb4fGi5ba34PQFVVPw+jS8Pg0jnam4G4uaJOKZCG+nU8kUptvtQZdK2RhpgdenkhPUcXs6vg2rHg9oGukdldjpNO5Jk1C9PbtQHE6NnHwXTTXx4SN2jFjmx+lHtG5HWDq24sSOJzLtDFIphJHOpPyrmUwexe1G8fcuu2pPsFuamPDBX6kv+yrh4Hjq5tzAhC9MR1FVaqvT1FYZWatnbwRLIm7j9ijk5umIaCtqbh5abu6g7kMbDqfGMXPH8fYTG/hkeZJJXz0Bx+inMXbsIPy//5H35S9joZCurs5YLgfg2FrhMEZ1NVqwYyyQUVdH45//DEDw3HPxHHZYuwBl17hxFF17LYXf+hapDRsIv/Ai4ZdeIl1VzUcbA1THAGFzRGADE9wehFXWayunpHP6fEdwOBw8+uij/OxnP2P58uXYts2RRx4pG4MOI2xbEA+lcbo1Cst8+IJdv5VlCmFVkt64EcWhofgCpHfswKivxzlyJI6ysn4XyNJ0FX+eCyNp0lIXQzMNRDKJ2kl1UWvTOqx1q0DV8JxxNpOaPKxaEWfj2iSjx7p6lQHSE9U70nz8YRTbgmBQZVrlUziaN5P406/w3HI7am7f6mNoublYTU0YtTU4Ro0eNp297bRBsilMsimMno4Q0FN43ALN60XNLRjwFGCHU8XhzNQhSqUEiZhFIm4Ti9pomoLTlTkwiXgm1qegyIHPr3ZrAVKdTpSSEsyGehKGiXvSxF7VSvHluQk3p0gnzXbFB/cEYdtg2zuj662MRca2MsuFAMtGiMwYYQsQdmacaSIiDYiGSpJKHnqiAVWvB18pQndkstqcTlSfb9CFze5YG9aQfPA+nJEw4+0SNpafw0Z7MqPSoOuCTz/OpPpOOMhNTm7PxzGV2mmpy3Og6WAm4jjHjxvwc607ppw4go8XVBBtTbNuRYTxF11Ew29+Q/iFF8iZOxc9Lw+roQGruXmP44iEEBg7dkA6jbpb1Wphmpk4nXgc10EHkXvRRQij8x5uiqLgnjwZ9+TJFNx4I6//fjHV61MgbA5Z9y/y65aw/QXQCgvJmTOHnHnz8Bxx+F4/X/YH+nwmLlq0iJNPPpkJEyYwYcKEwZiTZA8w0xaJSM9p5ZDJ6Ehv20Z6yxYUzUBLt0LAh1pahhWLkdq8GaOuDseoUThKSvpdP8KX5yLcnCTV1IwQotMLtc2qo884GbWgiPJcwab1CRJxm+1bUoyb1H/rjhCCzeuTrFmZKa9eMsLB0cf50U68hvhvfoKor81UWf7OT1DcvRd2bS4/s7YW1esdUPN4XxHpdOZv1thKvDGMbqUI+BX8RV4cgaK98laoqgoej4LHo2KamYaSsahFKikQQuDP0QgGtV73U1I0Db24BLOhgcSaNbgnTerxIeVwaQTyXLTUxXotdoRhInbGyYhUCjuZzAgV0wLbgjYBY2f2IyN8dgodW2TcTcpOt5QCCGDnOa5Eq0lGbVRPmoSai1uJ4fTr4N3zwnP9QQiB8ebLpJ95FGwbdVQ5ky6bS/0nGqEWizWfxHF71EzauFfloEN7vh5MU2AagoJCB26PmrHe+v1oe/l60Bwqx35hPAv/uY6Vn6SYfNmxOMeNI711K6HnniP/q18FRSVdWZWx7uzBNWG1tGDU1aN2UkCw5fHHSW/ahOrzUXTTTSi63qXYya7PsnnjoTVsWp9CURVOvexQRoprCL9UTuSVV7AaG2l59FFaHn0UfUQZOWeeSXDePFyHHDK84tOGMYroY7Ult9vNyJEj+frXv878+fMZNWrf9yWGw2GCwSChUIicvdhHpb+kEybVm1px+9rXuGlLKw8We8gt7j6tXBgGqS1bSG/fjpYTQA1vgVgDFEyEvLGZMUJgRyLY0Qhabi7O0aPRi4r69bbWWBWhfvFqvHq6Q/l2a+NaEvf+DDQN7+2/Q83PPNC2bsqkxrrcCqfOzUXT+35R23bmLXXblowJedxEF1OP8GaziOzGOhK/vg0RCaMdMg33t25F0fq2f5nWFwquiRN75W4ZKEQqhRWLYYdCpFtCJHZm2wUK3QSK/DiHQa8uIQTplMAW4HZ3dGv1FrOpCRC4J05EHzGi2/WkkyY1m0PouoJjF8EjBGAamfiYdAqRTGJFIoh0OvOzs8iSojtA2TlXVc0omV3+r6jqZ2Km22DXNGb9ZtKmTkGRhmkqhJoybVjcZWNB6zkOZiARqSSpR/+KufR9INNc13XJVShOFy3NJu+8HgY+E27TT/JTOqL7FxxhC2JRi5xcnbyCTNq/UVONa8IEXOPHD/o+7Y5l2Tz+k8WEGlMceZSDya6t1N95J4rTycg//QnN78dqasQ9bRqOzmripOPQuB4KJ4Oz82tZWBaJVaswm5o7rCO+fDn1v/gFAEW33ILv+OOBnbXFUim804/t8NJomTavPriaLcsbUDWF0688lAlHfrZeYRjEFi8m/OKLRF5/AzsWy37mHDuWnLlzyTlr3pAc7+FAb5/ffbaFVVdX8+1vf5unn36asWPHMmfOHP7zn/+QTnddmVYyuAghiLWmsG0oGhMgv8zXrdCx02lSGzaQ3rYNLb8A1QxBsjXzthmrg3QUyJhYtZwc9NIy7FSaxKrVJFauxGxoyD4YeovXaaOaSSy94w0+/UKbVWd2VugAjBnnwuNVSSUFFZv7XkDLMARL3o1mhc7UI7wcdpSvXbq0WliC+5rvgtOFtXYlqcce7HO1VTUQwE4ms31xBhNh21ihEOmtFSTXriWxfiPhyiZSpk7OqHzKDimiYFRwWAgd2BnU7FbxeNQ9egPVCwpQHE6S69eT3lqBsLqu4u106/jzXCRa41iRCGZDI+kdlSTXrSO5eg3JdetIb95MuqoaO5EEVUPNCaIXFKIXFKIFg2g5OaiBAKrPh+r1ZgLRXa6Me03XUVS1R1eCMBIk4xb+HA2vR5ATsCkodqJYSWL1jRnX117CbsiIenPp+6BqOC+4DNf8a7P1rvLydcZNzPxfiEzV8J6EDkAsZuP1aQTzMkLHTiZRnM5BTzfvCk1TOfYLGY/D6k/TKFMOx3XQQYh0mtAzz2Ri1HQHRlVVt+dQd5iNjVgNDej57a06ZksLjX/4AwCBOXOyQqfbdRkWC/7fpxmhoyucefVh7YQOgOJw4J85kxG/+hWT3nuXkffdR2DOHBSXi3RFBY3338+WufPYcu4XafzLX0lXVvVrv/Z3+ix28vPzueGGG/j4449ZunQpkydP5tprr6WsrIwbbriBTz75ZDDmKekCy7SJtqRweR2UlOcQ6KGEuJ1IkFy7lnR1NXpRMapiQKQaXIHMm4yZhkhdu+8oqoqel4deXIwVjpBYuZLE6tWYLS29FgYOK4FHMzDs9lYTc8MarI1rQNdxzjm33WeapnDQlIz7auO6BKbZexGSiFu892aYhloDTYNjT/Qz/qDOXWHa2Am4r7gBFAVz8SKMN1/q9Xay68jLx2puwqyrYzAq04t0GrOhkeT6DaQ2bCTd0EjC1El78vCV5lEyNkBBsROXa//15WcESA6pzZtIbdqUqTNDRgDa8ThmczNGVRXJ9etRt67BrNhMdNU6Ulu3YNTWQiqViZHJzUUrKEQvKMis0+MZFDdfMhzH7TTJyRFZ45DPJygsceKyGok1R/ZKF2hz1XLid/0Iu3oHSk4Qz40/xjn7jA73iYOnevB4VRxOhcOO7NlCmUzYOJwKufl6NqbOCofRCwoHPd28OyYdW0JeiYe0obBmaYjcL38ZgMirr2I2NmZj7czGvteFE+k06R2V4HS1s3ALy6Lxvvuww2Ec5eXk7dZDUhgGaCq7HnEjbfHSA59S8WkTmkNl3remMXZa9yJRdbvJmXM6o+77HZPee48Rd/8K/6xZoOuk1q2j4Z572HzqqVRc9GWaH/knxs7ChJJ+uLF2p7q6mr/85S/cdddd6LpOMpnkhBNO4M9//jOHHnroQM1zUNlX3ViarmAkLQIFbvJKfT12lLWiUVLr12M2N6MXl6BoKjRuhmgN+HfWizGTkE5CyRRwdX4shGFgtmTS1B0lJThGjeqxfUJyzRqi2+toMoOZTJ2dLqn4vT/D3rgWx8zTcH358g7fs23Bmy+HiMdsDpnmYVInnZp3J9RisuTdCMmEwOVWOO6kALn5Pbum0m++TPq/j4Ci4P7Wd9EPPaLH77SbaypTF8U5ccKAlKb/rPFmK1ZzE3YigeJyg8dLIqngdisEgjoeb/fBvvsbdjqdebMuK0V1OLDCYexUGtKpTPzMzjo0rVGVSELHn7P3M7PMtEW6bgtFuUk8wY7CwQy30JoMEnWU4/Y6+lWnqCeEbWMseCbTZ04I1HGTcF91Y7eB+IYhELbA2YNoNg1BOi0oLNLx7mwKKkwTq7EBzxFHDJllp41Ny+p55a+rcOiC879aSPjun5NcvRr/aadRePXVmE1NqD4f3iMOb++W78GNla6sIrlmDXpJSTuB3PrUU7Q+/jiKy0XZ3Xfj3KXmnJ1OYzU14Zp8EK4xmVo56aTJSw+spGp9K7pTZd61hzNqcv/vGWZLC5HXXiP80svElywh+8alKHinTydn3lwCp502qC0zhopBc2MBGIbBf//7X+bOnUt5eTmvvPIKf/zjH6mrq2Pr1q2MHj2aCy64oN+Tl/QOyxTkj/RTMCrQs9BpbSW5Zk2m0mdJaeZCjTfvLKCV+9lA3Z2p9hqpJxNp2RHF4cBRXIIayMGoqiK+fAXJTZuwO2leB5mL3WxtxZXrxetVSSUz5ntz/WrsjWtB13HMOafT76qqkg2S3LwuiWl0r81rq9O8uzBMMiEI5Gh87pScXgkdAMfsM9BnzAYhSD74e+yavpmDVZcLdB2jsjLjHuknwjAxm5tJbdy4s/FmNagaWmEReAMkkgr+gEZhiROfXzughA5kMrX0khLMxiaM2jqEZaP6fGglpThKy9CLitCCQQKFGXduT+fMQCNsQTIaJ8cVxePv3BWk+4PkuxrJdbWSStmkUgPr0hLxGMk//zbjIhYC/XOn4rnpth4zDh0OpUehY9uZGks5uSoe32djrUgkk24+DB6oE44sonCkD8NUWPXhZ9ad6JtvYtTWZqw7LS2YjY29XqedSJDesT2TPbeL0EmuXUvrv/8NQP6VV7YTOsK2sZqacI4amV2eTpi88IdPqFrfisOt8YUbjtgjoQOg5+WRd+GFlD/8EBPfWkTJD3+I54gjQAjiS5ZQe9tP2Pi5mWy/+mpCzz+PFY31uM79jT6Lneuvv56ysjK++c1vctBBB7F8+XIWL17MlVdeic/nY/To0dx1112sW7duMOYrIVPjxO13UDQmQG5x1/Vz2jCbmkisWYMVi6EVl2RiDSwDwlWgaqDvVmvFHcxUfU2Gu5+Hy4VeWobqcpHeupX48uWktm/H3i1+y45GEfE4mseDP5ApKGiadjYDy3Hi51Hzus7cGDXGiS+Qqd67ZWPXImLrxiQfvhfFMqGwROekzwfw+nrvnlAUBdeXL0edMBmSiUyX9Fi019+HTPyOSCRIV1X2OSbAjscxampIrltLauNG7EgExR9AKyjM9OUyIZGwyQlq5Bd8VojvQETRdRzFxRlhk5OD6urYFd3pUnemw++92BjI/I08jhQBbxK6CnZXVVS3j6BSRUFuGmFBPDYwndut6h3E7/4x1qqPQXfg+urVuL9yxYCkgQshiMcyhQNzgp/1IRNCIBJxnCOGRz0YRVU47pxM7M7adQbW6EmZh79l0frkkyialol5qazqMVOqDaOmFjsabdeew4pEaLjvPrBtfDNn4j/55HbfMRsb0PLycI4bh6JpJGMGz923gprNIVxenXO+fSQjJuYO0F5ncBQXk/+1rzL2iceZ8PrrFN38HVyHHAKmSeytt6n+7vfYeOKJVN7wbcKvvIqd7P+L2b5En8XOmjVr+MMf/kB1dTW/+93vmDp1aocxI0aMYOHChQMyQUlHdKdGydicbuvntGHU1ZFYswZhmDiKij97IMTqIdGaETYdN5BJrY3W0JV1Z1dUny9TQVTVSK1bR2L5cozq6uxNxArvzPLQNFxuJRN0vOpT7E3rQHd0adXJrl9VmNxm3VmfxEi3f3gJW7BqRYxPl8dBZAKbj/9coNcpzrui6Drub9yEkl+IaKgl+eB9fRItiqKg5uZhNTZh9sJfLiwLq6WV1JYtmeDb7dtBgJZfgJabm+0wnt759p+br5Gbrw9oVen9GV8gY/naW9YdI22jKApBZwht95eI3XH5UKwUfruGgmINhyNTSNO2+z9XY9liEr/+v0wjz/xCPLf8FMcJJ/d7fbuTTNi43ArBPL3dS5YdjWbSzfO7txztTcoPK6C43I9lKaz8oDVr3Ym98w7pqiq0YBCrpblX1h0rGiVdVYmaE2wn8Brvvx+rsRG9rIyCq65q3xonFEJ1OnFPnIDqdpOMGjz3u+XUV4Rx+XTOufFISsYNbtiEc9RICq+6ivHPPM34F1+g8NprcY4di0iliLz6KlXf/jYbZ5xI1Xe/S/Stt7JxcPsjfX4avPHGG3zlK1/B2U3NFV3XmTVr1h5NTNI9PXcXFxn/8tq1KIravgaMEYNwTcYn3VVGiTsI0SZIhno9Hy0QyGRupQ0Sq1cT/2QlRl09ZmNTtn6Noij4/Cri1acBcJz0+V4V8xs5ykkgR8MwBJs3fPYmYpqCjxZH2bIhk3F1yGEeDj+mZ2tXd6iBIO5v3gIuF9a6VaSf+mefvq9oGqrfj1FdjdXa2ukYkUxi1DeQXL+e1MYNmE3NKG4PemFRhyJzyYSNZUFBoYNgrn7Aua32BJdLxefbO9Yd2870hcrxm7iVMDh6UbPJkwfRejyihcJiBx6vSjxmY/UhGB8yojn11L9IPfh7SKXQJk/F+/1foI0ZuHTkdNoGMoUDHbvFGNnRCI7S0kHrbt4fFEXh+HMnArB+g0m6qBzPsceCbdP6739nrDtuD+kdO7p9yAshMCorEckkmu+zZq6Rl18m8dFHoOsU3XRTu+KrdjKJSCZwTZiAlptLPJzm2Xs/pnFHFE/AwRe/cxRFY/ZuELdrwgSKrr+O8S+/xLinn6LgyivQR5Rhx+OEn/8fO67+Jhs/N5Oa/7uN2AdL+p2tNlzpt11zzZo1bN++vUPK+dlnn73Hk5LsGcK2SW/fnikW6PHuFjwsMkLHTHwWlNwZugOUnWNdOaD0shDczswtYeVk4oQ+XQmK0r741sZPoWJDxqpzeu/OF2WndWfp4ihbNiQZP8mNbcOH70ZobbFQVThyuo+RYwamdok2qhz3ZdeS/Ms9GIteQR0xGsdJp/T6+6rHg5VOk66qwu3xoLhcmbpF0ShWcwtWSzN2MoXqdqPm5XeaxtzWa0jTFfLz9T655CSf4QtoRGM2pikG1fWXiNt4fSoBdwSiqS4D/Nuh6RlLaqgSR3GAgiIXum4SCVk4XArOXlgnRSRM8sH7sDasAcBx+tk4v3DhgLqTLEtgpAR5hZmA+F0Z6nTz7hh1cB4jJuZQvSnMJ4tbmX7RRSQ++oj4+++TPu88HGPGYNbWYjY04OiikbXV2pqJ89nlHpbasoXmRx4BIP+rX21X40ZYFlZzE85x49BLS4m1pnjud8tpqY3jDTo558YjyS/zddjO3kJRFNxTpuCeMoWi73yHxIpPMn26FizAamyk9cknaX3ySbSiQnLOOJPgvLm4Dz98ny9e2Gexs2XLFr74xS/y6aefoihK1sfcdiCs/UwN7msI0yRVUUF6awVaMNixyF2iNZNa3pn7anfcuZkGhokW8PatGqqiaegFBQjDwE6lsoW0hBCE/vOfzKDjPg85vQ/MKxvlICdXI9xq8enyOM2NmV5MTqfCsSf5KSgcmG7ubehHHIvzCxeQ/t+TpJ54CLW4DO2gKb3+vpqTg9XYmGkYmpOD2diIHYkihI3q86MHun4YClsQj9s4XQr5BY5edZyWdI7TpeDzqUQjFrp/cARjOpVpjRH8/+ydd5hcddn+P+fMmV63t2w6aaRAQggllNCbFBVUUMHX/qMKKIhYsCEqoiiI4Cv4ogIWEBCQHkIIJJAA6Zuym2R7nZ3eTvn98d2SzbaZ3ZndJOx9XXvt7OzMOd/dmTnnPs9zP/ftU5CjIUQ8eZpPtnoh3AyhJkx5U8krUFDMEp1+DV3TB8wP64a2Zzfxh+7B8LeD1Yrtc19HWbwsK39TNwTp1nB7FNye/v8/LRDAXFoyruPmg0GSJJZdNJOn7t7Azt0aC5dV4DjhBKJr1uB/4glKbrkF2eEgWVeHqaioX6ujO07H0PWeqpUei9F6zz2gqtiPOQb3eef1Pt4w0FpbUEpKsE6ZQtif4Ol73ifQGsOVZ+WibxyNr3jsjEeHgyTLOBYfjWPx0ZTcegvRd98VxOell9Fa2/A/+ij+Rx/FXFGB57xz8Zx/PtbZsw9J4pPxEfT6669n2rRpNDc343A42LJlC6tWreKYY45h5cqVOVjiBNKFkUyS2LmTZE0Npry8/kRHVyFQB7IkriaHg0kRba5QIxgjI7GS2dwnUDT+4YckduxAMpuxnXMhiXj65XpJ6tXu1O9LEovqOF0yy0/3ZJ3odMN8ziUoxxwPukbsoXvQ29L3rZAkCVNeHqmWFhK7dqNHY8gej/AhGaLcr2sGkYiO3S5TWDRBdEYL0To1IclSxu2hdKBrYgzb4zNhteji4sCcQTtHQlx8hBohHkCSJDxehcIiBVmGSFgTmVv7wYjHSa1+ldivfoDhb0cqLsPxrR9nnegARLvei93GgX3WoapIGJhLxibdfCQoP8JH5RwfhiHx/tud+D71KZBlYu++S2LXLnFREggM6EmjtrWhNTej7FfVaX/oIdTGRkwFBRRefXVfnY7fj+R0Yp0xg1BQ46m7NxBojeEusHHJTYsPKqJzICRFwXn88ZT96EfMenMVk35/P54LLkByOEjV19P+0B+pufgSqs+/gNbf3Ueipma8l5wRMq7svP3227z22msUFRUhyzKyLLN8+XLuvPNOrrvuOt5///1crHMCw0BPJEjs3EWqoR5TYdHAOVaRVohnWKWxeSHqF1/O0YfndXZVddxnnYW1spC2ZpHMnq4OpbTcjC/fRGeHRn6hwrEnuoYdlR0NJEnC+tmvorc0oe+rIf7AL7HffEfaGVqSomAqKOyNHxgGqmoQj+q4PEKI/FGeuMomrDYJh0MmEtZwZrm6E4vpOF0mXG4TJIOQioEjw1Fisw0SEQjUYZhsaIEQclsbjsYWwrUtRFpbkUN+6GxH72iDaO/osGnhMdiu/DqSPfsn0kRcR1EkfPnmAd+LWiiE7PUdFOPmQ2HZRTOp3f4e1dUaC48txHnyyURWrsT/+OOU3n47stNFqrYWs9fZUwEwUimS+2rBbBHOy0B45Uoiq1aBLFN0/fV9JAJ6JAKainXObEIRmad/vYGwP4G3yM5F3zgad/7Bo2caDpLFgnvFCtwrVqDHYoTfeIPgc88RfmMVyepq2n73O9p+9zus8+biPe88POeeO2gb8GBBxmRH0zRcXVfqhYWFNDQ0MHv2bKZMmUJVVVVG27rzzjt58skn2b59O3a7nRNOOIG77rqL2bNnD/j4r371qzz44IPcc8893HDDDT33JxIJbr75Zh577DFisRinn346999//2GR25UO9GiU+I6dqK0twixwoBFTNQaBejA7xLh5upBN4ivUCHYfyCMfX4198IGo6lgseC6+GNkhY7VLJBMGNnt6J3VJklh2kpu2lhSl5ZaspKEPu0+LFdvXbibW5UIbf+Q+bF+5Me3k4XQfl0rqJBMGnjwTPt/ExFU2IUnCmyga0dE0I2vvm24y4M3r8jtKhgFj0M+YYRjo0TiavxO1IyC+/J1oHQHUjk7U9g60YFSEjR6Afvc4XVhOPx/zWRfmJAVbVQ1U1aBgkOqiYRgY8RiWGdMPinHzoVAyzcPUBfns2dTB+2sCnHTppUTefJP4Bx8Q37YN65w5qI0NpFpasHZdx6jdCeklJQCiuvHHPwLgu+wybPN6W9pGKoUWDGA94ghCmpOnf72BaCBJXqmDi75xdFqTswcrZLsdzznn4DnnHLRQiNCrrxJ87nkia9aQ2LqNlq3baPnl3diPPlrkdJ17zkGp38r4zDV//nw2btzI9OnTWbZsGT//+c+xWCw8+OCDTM8wiOyNN97g6quvZunSpaiqyne+8x3OOusstm7ditPZV8D173//m7Vr11JeXt5vOzfccAPPPvssjz/+OAUFBdx0001ccMEFrF+/HtNB/iEcLbRQiHjVDjR/tyvyQH+vAYEGUKPgHCD8bjjYPMKAMNoBrhE8n66qTpfxlvvss3ucPF1uhbaWFIZu9MmsGgpWq0xF5dgePGRfPrav3kTsnh+ibVxP8tm/Y73o01nbfiIuJq58BX39SyaQPVhtEg5n9qo7mtaV9l1s7hISGxDzY0gKWkcnqaY2Us2tpJraUNs6ushNJ0YijfHeLs2bqbAQpbAQU0EBqjOfmDUfuaAQW0lhTio53dB1UWH05plwugYmUno4LMwcxzjdfKRYdtEM9mzqYM8+g0XH+XCddhrhl1/G/9hjlN5xB7LLTaq+AfMkOyQSJPfVIjscSCYTejJJyz33YMTj2ObPx3vJJT3bNXRdCJzLywlKPp791QZioRQFFU4uvP5oHJ40JAOHCExuN76LL8Z38cXCtfnFlwg+9xzR994j9v77xN5/n+Y778Sx7Fi855+P+8wzMXnT0IeOATKOi3jxxReJRCJ8/OMfp7q6mgsuuIDt27dTUFDAE088wWmnnTbixbS2tlJcXMwbb7zBySef3HN/fX09y5Yt48UXX+T888/nhhtu6KnsBAIBioqKePTRR/nUpz4FiAiLyspKnn/+ec4+++xh93uoxUV0Q/X7SVTtQIuEUYqKB7+6i3dC8xawumCAIM60EOsU7srFR4Ipc31MdMMGWn76UySLhUn334/J5wPECaOlKYmmge0Q0Kak1r5J4s/3A2D9wjWYl5446m3GojoS4CtQcLpGF5g5gaERi+m0NqWw2qRRVXcMwyDSEcMea8UZbUJtaCBVt4/U3mpSrX6M5NBGdbLLgZLvQ8nzYsr3oeR7e29bUpjKZyIVH8H+KuduQ7/ODhVNM7A7cvNe6d6P3SE0Y4NVGEW6+Uys06dlfQ25wn8f3MTuDa1UVkisOEmm7pprQFUp+d73sC1YgFq7B2uhDHnTSdTUopSVIUkS7f/7v4ReeAHZ46H8l7/sEwKqtrYiu5yEvVN59g/bSERUiia7ufC6o7C5cqMlPNiQam4m9N//EnjueeIbN/b+wmzGdeKJeM4/H/dpK5Cd2Z9CS/f8nXFlZ3/yMH36dLZu3UpHRwd5eXmj/uAFAsLTJX+/N5Ku63zuc5/jm9/85oBZW+vXryeVSnHWWWf13FdeXs78+fNZs2bNgGQnkUiQSPSmaAeDQzsFH4xQW1uJ79iBkUyJis5g/3tdFe0rGDnRATFGG22DWDu4SjN6ap+qzjnn9BAdEGGf7u7qjtU46E/05mUnoTfWkXrpGRJ/+QNyUSmmqTNGtK3uk4rZLJFXYO430jvW0MJh9GCwX+7P4QRbl6llLKqlNcpvGAZGsBO9uRGjqR69uQG9uQGtqRH8bcQMg9hAT5RlzMUFmEsKMZcWoRTnC3KT78OU5xlYU9cNNQWxVogW9NHXdQutFUXC35EiEhaTWtn+yCQTBmaLRN4Q5pU94+ZFabQr3vsTvPFzWPZVOPEGsr7gDHDsx6ZT/X4rtfUGHUkX7rPOIvT883Q+/jilCxYge9ykmvZA1Irs8SBJEpF16wi98AIAhddc04foaKEQmEx0Wsp4/vfbSMZUSqZ5+Ni1i7A6PhpEB8BcUkL+lVeSf+WVJGtrCT7/AsHnniOxYwfhlSsJr1yJZLNRfOON5H/+c+Oyxqwk5OVnwTXTMAxuvPFGli9f3seV+a677kJRFK677roBn9fU1ITFYiHvAIFcSUkJTU1NAz7nzjvv5I477hj1mscLejRKfOdODE1HKRrCKwcEQYm2g3OUpWZZFpWdYCPY88GUfmk2tn49yd27kaxWvBf1d0u2O2UsVqHdsdoObrIDYLnwU+gNdWibNxD/wy+x3/KTtIwR94euC6JjswuiMx5p5Wp7O/Ft20hs20Z82zZS+/aJX5jNWCorsUyd2vNlnjKlj6HaeMPQdYx4HEPXQdPE966v7tuGpvW9r+txlqhKpC1BygwSBuj7PU5VMdqae0iN3tQA8QHpDACyy4W5ogJzeTnmPBtmr4J56gyUwryRE0bFDElZTE5a3f0+a1abTGGRhU6/sF7INmQT+PKUIR3ItUAAS2kJ8n6TlgPi7fvgxdvE7Vd+II4f5/xscDPTHCO/zMmsY0uoWtvMhrcDnHHJJYRfeYXEjh3ENmzAvnAean0CzDHMhaWora203y8quZ4LL8SxeHHPtkTwbxi/Ywr/fXg3qbhG2UwvF1y9CIt97MNnDxZYKisp/OpXKPzqV0js3Eng+ecJPv88qb37ME8aPxFzWq/Ixz/+8bQ3+OSTT45oIddccw0bN25k9erVPfetX7+e3/zmN2zYsCHjK37DGLxK8O1vf5sbb7yx5+dgMEhlZeWI1j0eMHQdI5nE5PUN/UA1Dp11wsk1E1HyYLC6Idwipro86b1p+0xgnXPOgP1bk0mIRzvaVSyHQHVHkmVsX7ia2C+/j95YR/yBu7Hf+H2koa7W94OmGcQiGg6XibyC/m60uYBhGKQaGkhs3SoIzvbtA8ZZSBYLRjJJsrqaZHV1n9+Ziop6CdCUKcI0ragoJ+JYEKRebWkh1dyM2tyM2tLS8z3V0gJpZhoNhsTwDxGQJKTCYuSScqSSclK+UpxTJ5E/txKTtys+QEtB44fiJD5AWnbGsPvEZy3UDL7+xybFLJFfqORklF6SpCFT2LvHzZXhxs3fvBte/aG4PfMM2PUKrPuDOH5c8sDoKs2jwNILprHj3WYaGqEtZMV97rkEn36azscfx77whyhFeeArwdA0Wn/9a/RwGMvMmeR95jM92zA0Da29nTaphJcfr0dN6lTM9nH+/1uE2Xp4VkVHAusRR1B8/fUUXXcd8S1bsc46YtzWkhbZ8eZYYHTttdfyzDPPsGrVqj4TVG+++SYtLS1Mnjy55z5N07jpppv49a9/zZ49eygtLSWZTOL3+/tUd1paWjjhhBMG3J/VasVqPXTV8Wkj1CiiIVwl2dmeJIHZCaEmUV5Xhh+ljK1fL5ycbTa8Q7hrO1wmQiGNVNLAYj24yQ6AZHdg+/rNRO+6HX1fNYm//AHrF64ZlqipqkE8puP2KvjylZxNkxmaRrKmprdys307+oHtWlnGMnUqtrlzsc6di23OHGF+2NJCcs+e3q+9e9FaW9FaW4m1tgqL/C5IdrsgPt0EaOpUzJMniwT44daoqqjt7YLAdJOY/UiNHgql/wdLEsiyqKbIsrh9wHdMpp7bhiSj6ZKIDDB1/V4Sj5HzC5FLypFLBbmRi0p7Ro9jUR2bGfJLLH1HsVMRcXHhyFI2lCSJi4tQPdi9A7oxy7KEbBn7z4oWDA49bm4YsPJn8MbPxM+n3ganfAs2/wue+hpseVJUmz/9V/E3jjG8RQ7mHl/G1rcaWf92iLMvuojQSy+JMON338M5qwhkGf8TT5CoqkJyOCj6xjd63gMgAj6b415efbkDLaUzeV4+535tAYplgugMBEmSsM/vL0MZ0zVkKlDOJgzD4Nprr+Wpp55i5cqVHHFEX9bX3t5OY2Njn/vOPvtsPve5z/GFL3yB2bNn9wiU//KXv3DZZZcB0NjYyKRJkw5bgbIWDhN97z1MXl+fD2AfxAPQshUs9rRISdowEG6v+TPAO/Rov5FK0XjbbSRravBcfDH5n/3skI8P+FP4O1Rc7kOnBKxWbSH+2ztB17Bc+Cks51w86GOTSZ1U0sDjNfULUhwthM/Szp6WVGLHDowD0owliwXLzJnY5s4VBGf27D55PkNBC4dJ7d3bhwAl9+0DVe3/YFnGXFaGuZsETZ6MHo/3q86obW0Djlj32ZTHg1JcjFJcjLmkRNwuKUEpKcHk8/WQm0yrS7pu0NaSIhHXsTvSO0GpKWEeWFg8QHRHoA78NUNHsIwE4TZxYVE0C6TxP5EahoHa1Ij9yCMxDzAZi2HAq3fA6nvEz6d/H07qraKz+zV4/LOCHJYtgiv+OeIJz9Eg1BHnL999G10zOPt8N451zxL4xz8wT5pE+W1fIV4fpfmnd4FhUHTjjTj3u3DWOjuprddYuUpD1wymLizk7C8fiWIe/9fno4icCJTXrl3LM888QyqV4owzzugjCh4Jrr76av72t7/x9NNP43a7ezQ2Xq8Xu91OQUEBBQeMNZrNZkpLS3u8eLxeL1/84he56aabKCgoID8/n5tvvpkFCxZwxhlnjGp9hywMDYL14kSSTaIDYjjE0lXdcRaAMvDJMllbS9u995KsqRm2qtMNh0shHNJJJfURJZaPB5TZR2K97EoSj/+J5LN/Ry6fhLLwmH6Pi8d1dA3y8hXcXtOoW3VaOExi+/aeyk2iurof8ZCdTqyzZ/dUbqwzZgxOjoeByeXCdOSR2PYbEjBUlVRDQy/5qakhuXcveiBAqr6eVH090TVrht6w2Yx5PwLTTWbMXQSnnwt4liDLonUai+ppmVoahkE8puHJ658NhaGLSkUu2jJ2n9DdRfKzV6EdBXrSzQcaNzcMoc95R2hcOPtOOP7/9X3MjNPgqv/AXy8Vbb//PQs+9xTkj+1ElzvfxpEnlbNpZT3r3wlx3sfOJ/T886Tq6gi+9jbBV9aAYeA688w+REePxdhTnWDVO+Jln3F0EWd+8UhMyqFxvPooI22y89RTT3HppZdis9lQFIW7776bu+++u4+5X6b4/e9/D8Cpp57a5/6HH36Yq666Ku3t3HPPPSiKwmWXXdZjKvjII48c9h47gyLSJg6QGeZZpQ2LS1R3wq3gm9znV4auE3rhBfx//StGMonsdlN47bWY0qiYmc0STrdMZ4eG+RCypjCffCZ6Qy2pVS8Tf/g+7DffgalissjJUUVFR5YlCoqUEfu7GIZBsqaG2IYNxDZsILFrV7+qiCk/H+ucOT2VG/PkyTnT04Bwh7ZMnoxlct/3gOr3k9yzh1Q3CaoVfiU91Zn9SI3J58vpGoeCzS5js8sk4gZ2x9BkJxbVsTlkvL4BPJBSUeGabMmBgNukCBIVqBNu5tm+eMkQejiEdcbM/m1KXYfnb4b3/lf8fP7dsPRLA2+kYjF88SV49BJRDfvfs+Cz/xSVnjHEknOnsu2tBtraDeqbJLwXXkjnY4/h/6eYvDJXVpK/33nIUFV2bfTz1nsmDAOOWFrCGVfNRTZNEJ1DAWm3sZYuXcqiRYt44IEHUBSFH//4x/z617+mra0t12vMOQ6rNpYaF546hibMAHOFZFSMtZccKXQ8iOmetvvu6/FZsB91FAVXX91jIJjWZpM6LY0pTIo0JsLdbMHQVOK/vVMkT+cXwdV3ILk8mBQJq03G7TENGeg4EPRolNjGjYLgvP8+mt/f5/dKeXlvS2ruXJTi4oNe3H2wIRrWaG1OYXfKg1Z3UimDVMqgqMSMfaDXMNwMbVW5a8d0t459kyFvKuknjGYXejyOHgnjWLy4T0wCugbPXg/vPyrWduG9sPjzw28w1AR/+SQ0bwKLGz7zN5h28vDPyyLe+tdOPni5lnwffOzjbuqvvho9FEKyWCi76y4sXYMrhmFQtbaJNe+J13/O8aWs+NzcrLaiJzAypHv+TpvseDwe3nvvPWbNmgUIrxqn00lTUxOFB6E1dCY4rMiOfw907hUl71x/DsMt4BUH4MiaNbQ/+CB6OIxksZD3+c/jPvvsEZ18O9pThALZzzDKBQxDuOiqqoEWDMF9P4D2Zkyz5pB/y3exOixDTrYcuK1UXV0PuYlv2wZabwCrZLNhW7AAx+LF2I8++qC0ZD/UoOsGrU1JkkkG9DkydINIWMdXYMKXN0gLsK1KtLGyJU4eCGocElEomQc2X+72MwRSLc1YSkr6tDLRVHj6/8HGJ4TA++IHYNGn0t9oPACPXwF73hQj9h9/EI68ZPjnZQmxcJJHb1tDKqmz4gwHhXVv0/G/D1PwlS/iWtErg9i6tpV33hWV1HknlXPqZ2an7fg+gdwi65qdcDiMbz8zOKvVit1uJxgMHvJk57BBPCCulmzesbn4s3rQW/fS/ucniawW2gzL9OkUXn89llGEwjldJiIhHTVlDEoUenxVhsGgXH6Q+8V0ztAkS1MNUqohxn4NMQZsd5iwFeTDt26h/QffQduxndjjj+D4yleG3JaeSBDfvJnYhg1EN2xAa23t83ulvBzH0UdjX7IE29y5I9bcTGBgyLKEy6MMGkgbjerYnTJuzyCHSjUB8ZCwd8gllN6gUCyuUWXUjQSGqiIZBkrpfoaiWgr+9SXY+m8hnv7EH2F++jYlgDhWXfFPePLLsO0Z+McXRBv+2C9ndf2Dwe6ysOiMSt57fi8b1kW45NMn4VpUiZTXqyHa/K6fdV1EZ8GKSZx02RETFdRDEBl9Yl588cU+Y+i6rvPqq6+yefPmnvsuTEOIOoEcwNAg2CBaS+ax6evH9zTS+qe/o/lDIMt4L7kE36WXDhxEmgGsVhmnUyYU0vpNOBi6jh4KYaRSSIqJAVndYMehQQ9Q+1nyJ5NIDkcfYayhC3Kjpgx0XfgCmS3gdpuwWE2YLVLvGLJ7MvINN9Dys58RfvllLJMn4zn33D57SzU19WhvYlu29PWLMZuxH3kk9q7qjbmsbJA1TyBbsNsHDqTt1lp5fUNYBHSPnFvHIB/K7hNEINycts9VttAzbt59wasmBDGpeg5kM1z6CMy9YGQbN9vE85//ptD8PH+zqBqvuG1M3JaPOmMyG1+rIxDUqN4eZWZ57z43vhvkvbUiy+yoMydzwsdnTBCdQxQZnZWuvPLKfvd99atf7bktSRLafmX3CYwhIu2ilG735XxXRkrF/+yrBF9eDYaBUuCl8JqrsS1YPPyT04TTbSIc0VFVA0WRBMkJh4Xo2ePBMnXKAWPTAx+ABj0sDfILLRQisXcfqXgKw+5GVQ1hL2SWcLhM2O0yZovQEw120HMsWULeZz+L/9FH6Xj4YaGlMZt7qjdqQ0Ofx5sKC3EsWYL96KOxzZ+PbBsnEaqWFEJb28ER3DdWkE1Sv0BaXTdIJgzyCobRWiVCgDE2EQiySYiggw3iNbIM416cJYh08ziWmTNE1TMVgyc+B7teBpMVPvUXmDW6yVxkkxA1u0pg5U9h1c8FqTv/V0KknUNYHWaOOmsy656p4f31SaaXggx8sC7EhnXCPXvJOZNZdtEE0TmUkfa7SE+jZTCBcYKaEKPmijnnB4ZkQzOtf/oHqTphE+A6cQn55y5DLvQglJTZORhYrBIOh0w4lMJuxDASCWSvF8vkLtfaUVaPBoKa0kiYPaQKJmE0N6JEOskry8dqE9WbTAwAPRdeSHLvXiKrVtFy5519f2kyYZszR1RvFi/GPGnSQXAQNaCzFmIdUDBDRIJ8hOBwyFhtEomu6k40ouMYqn0Fopoa7RjUfiEnsLrEFGSwAQpmCp1MjqGHw8jurnHzZAQevxyqV4q/+zOPwYwV2dmRJMGptwivoudugg1/Fhdwn/hjztuEi06rZOOrtYQiKjt2yETkOB9uEB7bx55XydILZ+Z0/xPIPQ4d97YJDI5wMySCOTXnMnSd4Ovv4H/qJVBVZJeDgs9ejPOoeaAmIdICrsLsiScNA7seJuiPoRc4sc2cJMaUc0ByDMMgHhaaDVe+DceUycjxPLSanejRdhRvccZiREmSKPja11Cbm0lUVWHy+XrIjX3Bgpyk/44K0Q7huA3QXg2Fpo9UhUc2Sbg9So/RoKJIwxs/JiNi7Hys/082n2jz2PPBmXu9ZM+4OUn466dg71tiAvOKv8PU5dnf4TH/A45CoQfa/h949OOCVOWwam2xKSw+Zypr/rWLtRvdaLogOsedV8GSC8cv4mBIBOpFNXaMPYoOVUyQnUMdiRCEGsSYeY6qA6o/QNuf/0V8u8hKsi+YTcFnL0bxdo2fKhaI6xDuEkePorrTrcnRI2FsHg++I6eRkJ0ohbkhB2pSIxZOYXOa8ZU4cHgsXVUWK5rTSrxqB2pLM0pRccbBjrLFQukPfoDa2opSWjpufjLDQksK4atsAkeeaIl2VAvXXvNBRspyCHtXdSceMygoUoYPZ01FRXUnR9VUo7uabhhdX2DQdVvVoWU3UpkDyZYb40XoSje3WlE8FkE66taJ6Ior/gmTl+Vsv8y7EBxPwmOfgX1r4OFz4bNPgid3Grb5p1TwwUt7iIaEOecJ55Rw9IWzc7a/UWPtA7DmXlj+DTjjB+O9moMeE2TnUIZhiOwcLZWzq57wuxvpeOwZ9GgcyWIm/5Pn4jppaf+2i80rrO2dJWBP31enG4ZhoAeD6JEwJo8H27wjUYqLkOPQVBNA1/SsmncZukEslARJwlfqxFto6yeGNrnd2OfNJb5zpyA8hUUZT0NJZvPAtvoHE0KNEO/srQw6CkRYY0eNaJWMs5HdWMHUVd0xm3Vc7jSIbdQvxLnDQI/F0SJR0ETIrdHT7jWQDAkkcU/33eKT1XVDkvre7v7SLUjxEHp7C5isSE4XstOZdUKtBQNY8uyYnrwCGt4XVaXPPSWMAXONqcvhCy/AXz4hom/+9yz43JNQmJtKi9li4pTLprP6ie0sWuZl4UXzcrKfrMAwYMu/xe3yo8d1KYcKJsjOIQbDMHqv+GIdon8/AnLRD7qGFKnFcE0GSUaLxuh47Fki7wqDQMuUCor+51LMJYOUzRWzOCD3jL6nd9A1DENUcsIhZLcb69y5mIuLexxa7YqBw2MhHk7h8GTHVjkVV4lHVOweC3klDuzuwbcrOxzY5s4lqSgk6+sxFRSmFXJ5yCDe2St47SawEr2ER1ZEDprp4Bp5N1IptPY2MCnIHk/WXhOX24TTJQ+voVLjkBx85NzQdfRoDD0cR7JZsJQWI9usPWRF6iEuiM+KxH73SV0/y/1ITs9jdBVifozihaiRVE8yvKRk7/9hqCpyohPrW7dB2zbxnvjcv6Fs4ai3nTZK5wu35b98HNp3CcJzxT9h0pKc7G76onymledD4eyDQEc3BOo3QGCfqLzOPHO8V3NIIC2yc++99/KVr3wFm83Gvn37qKysPLjfCIcx9FCIXScuFwGJXgeKz4WpsBAlz4spz4OS50XJ8yK7HBld5Zm3PYTSug61+DiC0mm0/d9TaP6AGCk/9xR85506fBvH5hOCwph/2KgKwzDQw2H0UAjZ7cI6Zw7mkpJ+B2lJlnDn24gGkqOu7ui6QSyUQpYl8sudeArtaWXayBYL1lmzwGwmuXcfeL05y2waU+iqaF8Zen+7AlkWepBwcxfhmXZQBFFCV1p6WytKWRnoOlqHH62jHdnlzkp1I61jWzIsBgMOSCM3NA0tFMFIpJCddqwzKsVn05Flga0mg2YGrxdTiQfzpElo/k5SLc1oHR3i/+FwIrtcGbdfu6G37sWx9Q6k0B5wFsPnnxamhmONvCnwPy+KPK2GDfDnC+CyR+GI3GQf9hDKgxlbnhTfZ58DlsPgWDQGSIvs3HjjjXz605/GZrMxbdo0GhsbKS4e+6TaCQiPFnFV247W3k5isAcqJhSfB5PP00WEvIMSIrlzB0rrOnQN2l/cSkfVPrGJogIKv/BJbNMr01ucSREnyVCjaKsNcnLUwmH0ULArqHKWIDlDjFvb3RbsLjOJqDpkFWYoJGMqiZiK02fFV+zA5sy8HWWdORPJbCZZU4OhaX0t8w9FhJoEOXUOktQtm4QINtggKju+yYxXVEE3DE1DbW1BKS3FNmsWktmMHgyitneQam5CbW5CMluQ3e7cVuDiQfbrOaEnk2jBCJJhIHtcWKZWYvJ5kC1jUxGTLRbkkmKU4iL0cBi1owO1qQmttQVDkjF5PGkn3AMQbcG+/hbkeAO4y+DKZ3PWPkoLzkKxhr9/TiSnP/YpuOj+zNyaDxfs38IaQ7fpQx1pkZ3y8nL+9a9/cd5552EYBnV1dcTj8QEfO/mAUMAJZBfW6dOZ9s+/Ef7P4xiagRZJovqDaJ0B1I4AWmcQLRgGVUNt86O2+YcmRF4PZnMAs9VHPOgk6RfOwp4jHfi++BVkR4YCVZtXaBmi/n6TIlokgh4MItvtWGfOxFxamtYBWJYl3AV2WvYEenxQ0oWu6USDKUxmmcJJLtz5thFXhyRZxjJ1KrLFQnznLlRVzSj366BCIgjBOrC6BUEdDIoZ7B7o3CcqPGNsZrc/DE0T2qniYmyzZiFbBPE1eb2YvF7MkyrQ/H5STU1ofj+aX0XOhZalu4WkWLtaVVEkRcFckIe5qACT1400TuGQkiRhcrsxud1YysvRAgHUlhZS7e1ofj+S3Y7J7R5yqlGKNGJZeQ1yvBHDMwnpqmchf/oY/hWDwOqCzzwBT18Nm/4OT30FmjbCzNOhdBE4x8DY8WBA3Xvis2txwczcVLcOR6RFdm6//XauvfZarrnmGiRJYunSpf0eYxjGhKngGEBSFMwuCWtFPqayqQMetAxVRQuEUP1BVH8Arft7Z0AQI3+glxC1+1GBGA7AQHZaKVvSjKe8Aa36YZLzvpaZNb1sEhWeUIOo7sgKeiSCFgwIkjNjBubSkozbQHaPGZvLQjyawu5Kr7qTiKZIxjVceaKaY3WM/ipbkiTMFRWgmEns3IHa2oqpsPDQauvqatfYqpqesF2xgUUXuWuyOacWB4PB0HVR0SksFERngKqNqG6IRPVcVnuMeAi9ox0dG7LDgWVSGeYCH7LLeVC9DySzGaWwEKWwEEskgurvFESwox1D15HdHmSHo8+apXAdllXXIseaMVyTkP7nha6K3kECxQKX/EFUI9+5D97+nfgC8FZC6UKRnl62SGiL3GUHf0sqU2x5SnyffW7uY0oOI6QdBBoKhdi7dy8LFy7klVdeoaBgYBa9aNGirC5wLHDIBYFWv0d0zRuYSieN2HfG0DS0jg6kNXejB4LErQvRvHNxn7AEc6oay+bfIRkqWsFRJI/8elpTJz3Qu8zWCmehGQ6MRALzpArMpWWYXCMfZQ51xGnZG8SVZx3ypKKpOtFQEotVwVfiwOmz5iSdWPX7SVRVoUUiYjT9YB0tPxChRmjbKa6E5Qz0HPEQoEPBrOyI4tOEoetoLc2Y8vKwzZ2bEVHWk8k+1R5DHXm1x0il0IJBjI46TGozyrS5mPO8yPZxmFbTUuIzNuUEYTuRJgxNQwsGUVtbUVtb0SNRJKsV2e3GlGjEuuo6pFgruqMC47NPYSo/SEevDQM2/VPEVTR+KKwSBoKzSBCf/UlQ3tTBCVAyKoJdC2cfnFoYXYdfzxcmsp/+G8w5f7xXNO7Ieup5N/785z/z6U9/GuthNJHyUSQ7AKbal7DsfhzD4iV+7J19Rozljs1YNv8WSU+h5S8keeTVmU3kxANgspJS87HOnYt16tQRr7MbmqrTuFuMoQ+kuTEMg0RERU3puPOteIsdWGy5HTjUQiHiVTvQOv0j8uIZcyTD0LJdaE2sI4gb6B63LprVT5ybCxiGgdrchMmXh23OnBGT5W5rA7W9nVRzM3o4LKo9Hk9PO2ww6LEYWjCIJIHJ58MstaBYDSRf6ZDPyylGSHb2hx6PCyLY3IJR/yH2D76LnOpEc1SSOv1+bEtOzvKic4h4AJo2QeNGQX4aPxSkxRjA+d/qFVWfbvJTulDokWTTwU929q2FP50FFjd8c9eY5SAezMh66nk3uvOx1q9fz7Zt25Akiblz57J48Rj4Lkwge0hFMO99VtycenE/LxU9fz7J+ddh2fxbTB0bsWz5LckjrwFTmgJhixu9vR7ZbcdcNIgANkOYFBlPgY3W2hBWh9KnuqOmNOLhFBabQnG5B6fXkrHr8YjWlAUvnjGDoQuxsRoTlvwjgSMPwl2mg4WzwJy7E4JhGKgtLcJ3ac7sUVUFJUnaT9szqa+2Z4BqT8+0YDiEZLViKS9DKSnBZFeQ6tpFRtUhDtlmQy4rQzFa4MXvI6U60dzTiS36EbapR4738jKDzSt8efZ3dE5GhT9P4we9JKhlKyQCsOdN8dUNswNK5kPxPPCUgm/KwUl2ultYc86bIDoZImOy09LSwqc//WlWrlyJz+fDMAwCgQArVqzg8ccfpyhLJ7YJ5BbKvueQ1Ai6oxytdGDLdz3/SJILrsey6TeYOjZj2XwvyfnXivC/4SDLaHEdS2EK2Zq96orDa8HappCMqVgd5j5RD55CO95iB2bL2FZXDhkvnkhbV8xA3xaUkVLRUymMZAojpSI7bJicQxzond2mg9VQcAQouflb1dZWTE5nV0Une6GX/bU97V0+NULbg8mEEYsiu1xYZ8xEKSrsnbwLNgiPnUxiGna/LgTeCy87+DQW9RuQHr1E+C2VHYX86b9j0y2YvIdBVIjFAZOOEV/dUJOictNd/WncKCpCqYhwh65bJx6XSsCZPxiXZQ8KXYet/xa3J6awMkbGIoNrr72WYDDIli1b6OjowO/3s3nzZoLBINddd10u1jiBLEOKtaHUvQJAasZlQ+o29Ly5JBd+A0O2YvJvxbLpN6ANOt/V+7xEEsnpxewCWneIq6wsQDGbcOXbSMY1UgmNsD+BYjFRPMVDQYVrzIlON7q9eCxTp6J1dKBHs/P3Zg1qDMO/D10HLZZA7egk1dJOqrkdLRQBXcfW8hyumrsh3EyqtQNjsGGDbtPBaDt01gjBc7aX29qKbLeJik6OWsvd1R7r9Ok4ujLLTD4fst2G/cgjcSxejHX6tL4WA9GOzHRO4RZ47Uew/mF45pre/LGDAbXr4P8uEkRn0rFw5TNI3hKUvLxDR3+WKRQLlC6Aoz8L5/0CvvgifLsWrn4XPv5HWHCZeNwHfxWtwoMJtWvF+8fqgRmnjfdqDjlkfMn93//+l1deeYW5c+f23Ddv3jzuu+8+zjrrrKwubgK5gVLzpBAf++ai5y8Y9vG6bzbJRTdi2XgPps7tWDbeQ3LBDUPGCGjBCJbiAkwlZdC5R5SOC2ePvH2yH5w+K6H2OKmENmjUw3jgYPLiMTQNI5nESCTQE3Ho2IMUaQFvKbJJxpSfh8nlQLZZkawW5Gg90nsvA+Bsf5rYrGtR2zqRXfaBqzyyLAhPqBkkM+RPzZrpoNrejmS1iIqOz5eVbQ4H2WpFLi1FKSkBwxj4ZK8mRXXMkkGVafO/enUj7bvhya/CmXeMv8X/ntXw18tERWPKiXD5E8KG4KMI2SQ0aEWz4IgzYdfLIth4x4sw94LxXl0velpY5+esmno4I2P6rus65gE0CWazGV0fQAw2gYMKUrAGpeUdoKuqk+ZYpu49gsTCmzBMdkyBHVg2/kpoPwaAkVKRJAmlOF98KD0VIiG6YYM44GujqwSYLSbyy52UTPVQUOY8KIhON7q9eGyzZ2MkEqh+f873aaRSaF1GcqmmRtSmRrT2doxEAslmw5LvwF5qw754Mc6Fc3Asmot91jQs5SUo+T5MTgfSB3/p/RtaNmJnO9bpkzFS2uBVHpPSZTpYL0bZyWjWYUCoHR1IJhnb7NmDexjpuqiwRDtGvb8DIUnS4FWNRFCQg3R1SskobPuPuL38G0LjlAjCczfB5ifFRNF4YPfr8JdPir9l2ilwxT8+ukTnQJgsMOsccXvDn8d3LftD12Dr0+L2RAtrRMi4snPaaadx/fXX89hjj1HeFXBYX1/PN77xDU4//fSsL3ACWYRhYN79dwDUkuMx3FMye7p3BolFN2PdeDem4C6sG39FYuE3QOl78NdCYUz5XkzuritgSRLeLMmwEAjGOrumeUZ+gHV6D94rmwG9eLoqFD25Zvt9Nw74WTzQwOhJu+796nOfiMFGMpuRrBZMXo9wynU4kG02JJsNSdKRGtaLitpgTskd1VDzhrg953zY/hzSugewXnYCimcGibom1Db/wFUexSymgTr3CfLjHnnoaTcxtM2ejTKQtUUyKlpnoQZBdExWKD8KHPkj3mdGiAfE/z3dNlbVc4JQeCth7sfESXTVL2DXKyKtum0nnPSN9EX/2cCOl+CJz4pW9Mwz4VOPHnw6ovHGnPPhw8dg58vQWQu+NB3kc4l970C4SUySTV8x3qs5JJEx2fnd737HRRddxNSpU3sysvbt28eCBQv4y1/+MvwGJjBukNs/xBSowpAU1GkfH9E2DM80Eou+ifXDXyIHd2P98G4SC2/qudo1NA00HUtxQf8rZItLnKBCDYL4FM4Cd+nhZ/rVBXNJMZLFTKJqB1ogMETo434BjyYFZJOYJJNNwolXksV3WQaTSfxfZVmEPlqtSHa7+D7QFFjLdkEMvEM4H6/vuoKdfqqoQLTvgtYqWP0bTGf9EPusaSQ9bpL1TaRaO1DyvX1H7M02ceXZsUeMpQ9GqoaAFgiArmGbMxdl/yEHTbgVE24W+pdkWOzPnifub94iWkIjGaPPBLou9p/uBIyuCh8YEMJkSRZVzhXfEWPOa/8AO14QLd4zf5SZ4Hmk2P4c/P1K0FMw+3y49OGJdshA8E4Srb29b8H7f4EV3x7vFfW2sOZeIHRHE8gYGZOdyspKNmzYwMsvv8z27dsxDIN58+ZxxhkTttUHNXQNc/U/AFAnnYlhG7m1uuGe0kt4QjVYP/wFiUU3gdmFFooge1yYvIOISk1m0daKdUDD+yJRO3/aYfsBVvLykI9ahKGqgCRIjCQJ4rI/ydn/52wh0iZcjx0Fg6fQt+/uqupIsPjzwi375G/Bk1+BPaugZhXStJOxVpSgeJyDV3msTjA08NeI19jmS3uZWjCIkUpimzMHc0mxqJ4kQqKKE6wXFRUQFST7pF5y7CoRv2/dLrxScvkeSobFmtL1tNmzWhA0mxeO2E/LKEmw8FMifuHVH0LLNnjqq3DmD6Ekh+Pem5+EJ78sSNi8i+ETfzzokuwPKhz12S6y8yic8q3MROnZxkQLKysYseT+zDPP5Nprr+W6666bIDqHAEyNq5CjjRiKC3XK6F03DfdkEkd9C8PsRg7vxfrhLzESAYxEEktp0dDZQJIkTsB2b+8YaKxz1GsaMdSESP/e9444+SQjWd28bLNhcrkwuZyixdRViZEtFtGCUhQkWc4u0VGT0LYLMIb2C9mwX1WnO/+oYAYc9Rlxe/WvxUkeMLld2GdNG1zLY/OIA3P77p7nDActFMKIx7HNmoW5MA+CjYIE164VI8FqQrRAPeWiMrj//0iSRGUw2ABtO8S+c4VEULR+0qmEGAZsfELcnnfxwM+ZtBQueUC4+Ubb4dkbYPvzWVzwfvjwCfjXFwXRWXAZfOJ/J4jOcJh9bq8ebdcr47uWvWuEYNrmExqrCYwIh+l84QT6QI1h3iOuDFJTL+ynsRkpDNekLsLjQQ7vw/r+LzDZdBRfmh4dZgd4ysQHuX6DIBxjKXJPRqCjRpCchvdFBaFtpxjJ9e89+EZPM0GgVvxfh2opte+CmlX0VHX2x9GfE1qTWAesfaDnbslkwlpRgmPuDJR8H2pbJ1pkvzF7ex6kYkIHNIiAvRtaJIIRCWOpLMJsDovXoX69qIhYnEIr4cgfOptNVgQZ6qgRVaxciX4jbekThObNgjSbzDDvosEf56kQyd1Tl4vW0qqfw1u/ye4o/4ZHReXI0MW49SUPiFbpBIaGYoVFXYR//SPjupSJFlZ2MEF2PgJQav+LlAqi24vRyk/N6rYNZwWJo25Bt3gxxRuw77oPKRVMfwOyIq7aJQkaPhAC5lQ8q2vsA8MQWo+WbcJ6vWmTOBF4ysVJ0ztJaGsaPxTpwqHmsSVg2UC0Q5ANu2/o8vv6/xPfp58qWon7Q7HCyd8Ut7c/J8jgfuip8sw4oMojIUwHE0ForxaVmQGgBzswmqqxuCJYtH2iMoMhyK+7NDPRrGIVzs6tVaLKk22k4iImI13X5I2iXczMM4cXT1scooW15Crx85an4Lmbs1PpfPePwtsHA475Inzst+PbjjnUsESkBbDjRVFxHA9oKmx7RtyeaGGNChNk53BHwo9S+yIAqemfzCzBPE0YzjJis69DN3uRQ7XwnxtEaT4T2H1CpNlRLU6s2R4r1jUItwrH1Np1otViUkT1wO7r1bRIkigXe8rFCbv+PWj6UBCkQwGaKv6HWmroabf2XUKTg9R7UD8QZQt7KxOrfiGcg/eDZDJhLS/BMW9m3yqPJImTfLQNOvf2Vip0FWId6PVb0He/i8UZwZJvR3IWCAG1zTu4tmg4WJxCPNy6HSIZvveGQyIIajS9kfNgfW8MwcLL0tu+JAuyc9aPBMlr/EBUY9p2jnTF8PZ9YsQdYNnX4fy7hS5sAumjaDZMPl5o0T4Yp+GbvW8Jt3J73kQLa5SYePcf5jDXPIWkJ9E8M9ELl+RsP5rqJnXc90XbpHOf0CBEWjPbiGIVJ724X7QzOmpGr8NQk+Jqv/49qHtX3LZ5xH6GIgOySVR6HAXiOXXvCSfo1NCtmXFHoFZchQ5n3tg9gTVjhdCNDIZjvyJe02ADvPfIgA8xuZz9qzwGXaaDjaIlGKyHpk3o+z5Aa6zBMqUSy+xFSK6i7I1e2/NAS3blH4Wzs00QVRbDSI+IbfonYEDlsqH/rwNh6kmireWpEK28p6+B3a9lvt43fwUv3iZun3gDnHPnYTvxmHN0V9w2/N/4VHh7Wlgfm9BZjRIZkx2TyURLS0u/+9vb2zEd7InPHzFI4TpMTW8BoGZgIJgp9FgcyWpFmTIXPvYbMSUTqIVnrxfjuplAksFdJk6AzVugafPIBMPJqNBw1K6FuvXihOUsFCF/Qzg/94NiFVUes11UDWrXCe+NURoj5gTxoCCINvfQFby2nV3VhwG0OgfC4hTj6ACb/i5aRQOgf5XHjxZPCgISrIX23ejxGFpKwTJrHpbp03OTEO8qEdqrlm2DttAygq4J7VM6LaxECKpeELcXXDqy/eVPE7qaSUuFIPrVH8K6B9Mj/YYBK38Gr94hfj7lVjjjBxNEZzSYd5GoOHbug+rXx3bfEy2srCJjsmMMIgBMJBJYLBPiqYMJ5uq/I2GgFR2D7p2Zs/3ooSjmwjxMDrsgBh/7tSAswQZBeEJNmW/U5hHVic69QrycLmmKB0QFZt9a0bLSU0IH4ioe3ZWRxSn0PIYmtEUN68WaxssF90DoOnTsFu0W2zAC8e4JrBmnpVd9mHKCMDIzdNHOGkJA21vlmSKqPP4whr0I3ZaHFtWxTCrHWlmeu+wlSQJ3iagotWZhQisRElWidBKwtz0jWn35M6BiFFVUqxvO+Rks/LT4+YO/iUrNUBNuhiGI0co7xc+nf0/4w0wQndHBbO99HcZaqLznTSEHsOfD1JPHdt+HIdIWcNx7772AMEP74x//iGu/FGJN01i1ahVz5szJ/gon0A+yxYzssKEFwyj5voEf07EFU8dmDMlEatoncrYWPZkExYS5aD8hprtMEJ7/fEMQnuduhIsfSN+jpBsmiyAYkVZBeLo9eQ6cJtF1MTUUbBDESk2IsXbvpOwe7CVJVCqsbnEQirSLiaW8ycMTjFwj1CAiG4ZrX7XtFB4w6VR19seJ14nWYvsuMVZ91BWDPrS7yqN4XCRqG1HbOsCQsEwqxTqlYmhbgmyge0LLv0ecrApmjPx9kAgKwjxcq01LweaulsPCLFRRZRMc9zWx9lW/EBXKf/8/OOvHkHeA87lhwIvfgXfuEz+f9RM44ZrR7X8CvVhyJaz7A1Q9Ly5wXMVjs9/uFta8Cycm6LKAtP+D99xzDyAqOw888ECflpXFYmHq1Kk88MADgz19AlmEZDZjnVRMrC6EHosj2w9oyxh6TyyEVr4Cw1GSs7VowQiWogJk1wFlfleJaGk9c60gIa/+EM79WeYC6Z6oiQi0bhMnn+6oCS0lRoIDdb36ILsvK2GjQ0JWxN+nJkTlKdIM3ilC7Jyuw242kYwITx2zffiTcvfV6czT+580U1FRxRjoYG7Pg+OvFpWD9Y+IK81hbPS7qzxJrxsjnsA6uTw3rauB0D2h1b5T/F+GcpAeCuHW9DRFu18XgmxHQXYTqY84E3yT4aXvitbwv78Op90u2lwgqm3P3ywmrwDO+yUc++Xs7X8Cwuyx4hih+/vgr71t3VxCS8G2Z8XtiRZWVpD2JVZNTQ01NTWccsopfPjhhz0/19TUUFVVxYsvvsiyZctyudYJ7AfF68IyqRQtEO4X0mhqfhs5UothsgtfnRzBSKlIgFKUP7AhnrNIXGUqNnGgWPuHke/M4hTtqFCj0OC07+71ZYl1iHFnT9nY5vx0C6pNFkHE6t7t8grKobndgTAMMeKdCAlCMhTadorpDiRY/Ln+v492TZwNppE64qwuLUkK3vxlb5r3EOiu8timT0ZSxvjq1OIUr1HrtpFNaCWjEO8cPuXcMGBTl4ngkR/PvpC0aDZ8/A/CJToVFVWc9/8qKpr/vbWL6EjwsXs/UkSnPdZOZ7xzbHa2v1B5LFrXNavEcc1RCFOW535/HwFkXE9+/fXXyRssjXgCYwpLaRFKUT5ax36+NloCpeZJANQpF4A5d5lBWiiMyefB5BliHwUz4NSubJlN/4Ad/x35DmVFkAtDFRM3WkJ4sriKxzZM8UBY3WJdWkKMzddvEBWnsTgohprEFb+raPjWyf5VHd8BVR01IVonzuLBPV4kCU66UZDXxg97E70PZtjzhMaoZWvars49SATF9N1wBLphgyDfik1MzeQC9jwxPj7vIsCADY/Af64XgZWSDBf/fnALgcMMKT1FTaCGzW2b2dK+hbZYW+53Ov/jYHELW4dua4FcYqKFlXVk/F/UNI1HHnmEV199lZaWFvQDxvFee20Eo5ITGBEkRcFaWU4sEkULRTC5nSh1LyMn/OjWAtSK3MV4GJoGqoa5pHB4sen0U2DxlUIY++bdoixfPG/kO3eMPNcrZ5BksS5dFS21aFuXnmfKqNLdh0QqJjQ0JvPwMQZtO0RVR5IHrurEA+IqMn+aWHsyOrAo110GS78Eb/9OVOqmHD+i4M8xhbNYtFJbtgvvoHTDL2P+ruDWYUhkt4ngrHMy16VlApNZtFAKjoC3fi2mxCQTfOIhmJ87Xd7BhFAyRE2ghpZIC16bl7gWp6qjCvKh0J7DMFWLExZeCu/9SVw0TMuhYHiihZUTZFzZuf7667n++uvRNI358+ezaNGiPl8TGFuYXA6skysw4gn0cDvKPpGvo07PQTl9P2jhKLLHjeJL8+C+5EqRJKylhP4gMgZXY+MBWRGEwOYVY+C174r2Uec+ISAONYu/PeYXo+LJqPACyrT1ZRhCgBvzp0f+enx1Tutf1TF04U/jKReaJ3f50CaKR14CxXMhFRHZWQfLRNpg6M7QymRCS1OFGHW4KSz/Xqh9B5BgwSezstxhMfcCOO8XoqX4if/9SBAdwzBoijSxqXUTbbE2ip3FOMwO8m35GBhUdVTRGs3Q1ytTLO6qnG17NvvGlfuj+g3RPnUWiWPmBLKCjCs7jz/+OH//+98577zzcrGeCYwASmEe5lAYecMfkLQ4umsKWnHu9FOGrmPEk1gmV6QvOJVkWPEdePr/iZP0y9+FC36d/lX2oQazHXyTBKHp9qaRpC5iYIgrcrnrC5Nwt5VNoh3X/aVYBXmSTeL7/s/p9hFyFgxfeWit2q+qM8AEViIsSvTdpMk3SUx3DVbdkU0iSuLJr4jt1rwhIifGCvGA8J4Jt4j3lN03/HO6TSL9e0S7qXDm0P+3RBcRdQ1TLdgkBgGYeqKY/hsrlMyHk24WtgCHORJagr3BvdSH6rEqVkqcfQcu8mx5+ON+qvxVGBgUO3I0LVV+FJQdJRyuP3wsdxNvPS2siybiPbKIjMmOxWJh5szcebZMIHNIsozFrSL53wEgNeOykdvupwE9EsPkdGDKy3Dc2uKAs38CT31NmL6t/pUwPjucvUBsnoFbG7omPHsMveu2Lqpearzv7wwQgVNd1RNJEqRHksRrnE6EQU9V53TRQjwQiRAUzuqdJLN5RXXHXzN4ZSN/uhg/3/BnEV5Zvji3LZxu1Lwp3jfdlafXfyI8adI5Kew/oWWxD01OEkGhDRtqejDmh50vidvpRkNMICN0xjupDlTTEe8g356P1TTwxVGeLY/OeKdoaUHuCM+SK+E/H4j3/fFXZ//YpSZh+0QLKxfI+Ix400038Zvf/GZQc8EJjA/kDx5GQkd1z0O1TRv+CSOEYRjo0RhKSSGyZQRtMk8FnP59caLe8SJs/mf2F3kooLuKo9iEHsDqFhUKR4GoQLjLxP/KWwHe8q7vFaId48gXhCQdv4/W7bBvzeBVHTXRNUp/gO7GWyHIQSra/zndOPoK0RKL+eGd+zP68zNGvFPYF7z8XbE/32QwWcUE3PuPpr8di7PXDXuwVqphiLiG4Zy2t/xbENSiuVCyIP01TGBYaLpGbbCWTW2bCCaDlDhLBiU63fDZfMiyTFVHFc2R5twsbP4nxQVG2w7Y93b2t1+9UlQuXSUil2sCWUNalZ2Pf/zjfX5+7bXXeOGFFzjyyCMxm/ue8J588snsrW4C6aFxozCKk2T0RVehtUWQLOaceJroUeHrYy7wjXwjk46B4/6fELm+83vImybum8DwkGTIxJSvu6oz84yBfXHiAUGwbL6+93drd/w14B2kumOywCnfEhlOO/4r9pGL17F6pdAGxTvF37/ocljyeeFts/JO8TeWzE9/33afaIG1bBOtiQMF5MmIaD8OFRGhJmDrv8XthZce3tXJMUY0FRVtq3A9bosb13Cj//vBZ/XRmejsaWmVOkuzuzibR2ik3n9UvO+y3UacaGHlDGkdNb1eb5+vSy65hFNOOYXCwsJ+v5vAGMMwBGEAmH0+5lmLUQp9qB2BnOxOj0QxFxcg20aptZn/CTG9YugiyydQl50FTqAXrdvF1ackw9EDTGAZuiibeysGPll3ewgNVd0pObK33P7mL7MblBrzwys/EF/xTkGKL/49HPslsa5ZZ8Oc8wEDXvtRZjlsziJIDJKhlQiKduJQI+c7X+69As/lZM5HDG2xNja3baYh3EChvTAjotMNn9WHIivs8O+gKTKCqJrh0O25s/XfQwv5M4WagO3PidsTLaysI63KzsMPP5zrdUxgpKh+XZimKTY45ioxjj65HD0S6xlHzxb0eALJYkEpyILPkiSJMdrOveKE89LtIvE5nQyiCaSHHl+dMweu6iRCoqox2DSX3ScmtDr3DK0NWvolUVkMNcF7D8Px/2906zYMUc1569eCUEgyHP1Z8XWgn9IJ1wkBdvsu0eb62K/Tc+mWJHCVipF0xQ4l83qvpKMdQ19VG3qvMHn+JzN3BZ9AP6T0FLWhWmqDtciSTImzZGCj0jThtXoJJoI9Gp6sVngqlohKYvNm2Ph3WPbV7Gx39+uCgLtKofK47GxzAj3IcUjNBHIKLQnrHhK3F32m56RlcjmxTi7HiMXRU6n0tqVrwkxOHfzxPYGfziwREsUqsn4chWJK5vWfpOXKmxPUvAlPfA5ev3PIoMtDBi3bhcP0YL46IKawPBVDT8R5K0AeprpjccBJN4nbm/8p9j1SRDvgle+Lal88IPLQLnkAjvmfgY0jFSuceQeYneLks+7B9Pclm0RoqH+PcKE2DFHpirQN7Zpcu1ZYCZidMGdiKnW0CCVDbG3fSrW/GqfFSb59EEf2DOGxerAoFqo6qmgMN2ZhpV2QpN4x9PV/zp71QncL68iLxXTmBLKKjC9Jjj766AHfiJIkYbPZmDlzJldddRUrVqzIygInMAS2PC28QxwF/aZBlKJ8zKEwyaZWpMHiHPZHtFOctOIBMfxj8/Vx7tSTKZAlzIX5g21hZHAUwFk/gmevE2PM6x8RJ7axQqxTTBNVvy5+DtSKFsbp3z20r9i7qzpHnDnw1FGPMHmY0Wp7XnrVncnLhGZn1yuw6udwyR8y83kyDNj9mngtEkExcdZTzRlmO54KOPVWIV7e+HchFp52Unr7NVmE4Lt9p5hGM9uFf5BriDy5bhPBuecPreuZwJDQDZ2WaAvVndXEtTjFzmJMWdapeCweggTZ4d+BgUG5qzw7G154mXi/tWyBuvegcunotpeKi6BRmGhh5QgZ08dzzjmH6upqnE4nK1as4NRTT8XlcrF7926WLl1KY2MjZ5xxBk8//fSw27rzzjtZunQpbreb4uJiLr74Yqqqqnp+n0qluOWWW1iwYAFOp5Py8nI+//nP09DQ0Gc7iUSCa6+9lsLCQpxOJxdeeCF1dYe5BiQZhvf/T9w+5gv99AWSLGOZVIbJ7UTrHMYmX00KgpM3VWgw7AWCBEQ7egzYuhPW5Sy2xXpQPFd4hoDInqlemf19HIjuk+s/rhRER5KFhkg2C9+Y1+8c24yrbKJlmzC6G0yrA4LUOgv7C5MHQk91Zxg9zgnXdJkpVgsfknQRbYeXvyd0N4kgFMzsquZ8IX3CNO0kWNBF+Ff+DIL16e/f4uid0Ao2iPfGYCfdtp0iHkKSPxJmfrlCQkuw07+Tre1bQYISZ0nWiU43PBYPVsXKDv8OGsINwz8hHdh9vaRkwyOj397u18R7310Ok44d/fYm0A8Zk522tjZuuukm3nzzTe6++25+9atfsWrVKm6++WYikQgvvfQSt99+Oz/60Y+G3dYbb7zB1VdfzTvvvMPLL7+MqqqcddZZRCIiiDAajbJhwwa++93vsmHDBp588kl27NjBhRf2Dbe84YYbeOqpp3j88cdZvXo14XCYCy64AE07RE9W6WDLU0JzkTcNZp074ENkmxVrZQVoOno8MeBjgK4TX4n4ANvzRPBg8VyweiDqxwi2Ieka5uKCrJSXB8Sss/uerNp35WY/0HtyffWHXa2S6UL4euqtcMYPRFVh96vwxs/Hr602GvRUdc4auKrTLUz2lKc3RdRd3Yl1DP04mw9OuFbc3vCocBceCoYhhL7/+ILIG5IVUdW75AEoPGL4dR2IZV8RWopUBF7+QX/h8VCw+8T/JdgwdHL9xi6tzvRTh67+TGBQ+ON+trRtoTZUS54tD68194Mtbosbu2Jnh38H9eH67FindLeyNj8ppvdGg4kWVs4hGRm+6l6vl/Xr1/czFty1axdLliwhEAiwfft2li5dSiiUWfBea2srxcXFvPHGG5x88sATDu+++y7HHnsse/fuZfLkyQQCAYqKinj00Uf51Kc+BUBDQwOVlZU8//zznH322cPuNxgM4vV6CQQCeDxjYIw2Wux8BR77lNCWnHOXaCEMgcS+ehJ7GlCKfP3H0VMxof0pPrK/TsHQIOpH3VeFSUlin3cEkrMgdyORugov3CoS0l0lIuk5ncpDuug+ub79W0EUB2uVVL8hNCOGLqZ9TroppyaNWUXLVvj3/xPrvez/BiY78QAgweTjMsuJql0nBM1DTSkZhkjirl0riMeF9w78v4u2w5u/6kphR5gannKLCI4dDcIt8OSXxd8452Nw8k3pP9cwhEDU4h74PR5phb99WnwuLnkAiuaMbq2jgZYSldcpJ4yNmWMWoOkaDeEG9gT3oBkaBfYC5DH+XIWTYWKpGDN8M5jkntT/4i0ZhbYqKJw9/LCEYcB9y8Tjz/8VLP3iyBaVisEvZopq/RdfhsqJyk4mSPf8nfE7zWazsWbNmn73r1mzBptNXBHpuo7VmvlociAgxqXz8wfXhQQCASRJwufzAbB+/XpSqRRnnXVWz2PKy8uZP3/+gOs8LLD2AUEMKhan9cGwlJWgFPhQOw64+jAQVySu0oEFmZIJw5aH4Z2CecFJSFY3BBvFiSoXFQ9ZgTO+LzQY4WZxdZ4tsXCkFV78Nqz8qSA6BUcIMjVQq2T6KSKGQJLFKOhbvzn485+60e2rM1hVByAeEuXyTKI6bL7hM7OgNxndbBeC4a3P9P29YcCOl+DvVwqiIytimuvi+zMmOgNep7mK4bTvApJwot3xUvoblCTxdw5G5jc/KYhO2aLxJTo5hqZrWf+KpqJs79hOlb8Ki8lCkaNozIkOgMviwm62s6tzF3WhutFVeCSpN2m+u5o6Eux6VRAdzySoGF+/McMw+O37v2VNwxrUw2FQYz9krMC89tpr+drXvsb69etZunQpkiSxbt06/vjHP3LbbbcB8OKLL3L00UdntF3DMLjxxhtZvnw58+fPH/Ax8XicW2+9lcsvv7yHwTU1NWGxWMjL6zsOXVJSQlPTwB4LiUSCRKK3xB0MjrIEOZaoXw+7XgYkWPb1tNoQklnBOrkMPRpDC0cwubp0N8mwmCgZohyvBYOY8vJRpswT1DjcLAIuA/VCnGn3ZbfqYXWLSIl/f11k0Kz5HSy/YeTbMwwh/Hv7ftHekM3iALXo00MLkGeeLjQ7K++ErU+Lxx5/zUFjHtcS92M3WXHvLxpu3iIqKkNNYKkJUCz9HZOHgyQJ7U6oQVyJDlXdcZXA0i/Dmnth3R9E9cFVLAjnm3eLKTEQ7dJTbhFtxAyg6hq1sWZiWpKZrgos8gFkddIxwi16w59FtEThESLNfTRIRXuTqBdcOrptHaRQdZW9gb20xbIf0qsaKnEtTpGjCGWchf8uiwtJktjVKVrlA1Z40sWizwgfqKaN0PA+lGd23gMOqhbW7s7dPLjxQSyyhTc//ea4v1bZRMZ/ye233860adP43e9+x6OPCpv22bNn89BDD3H55ZcD8LWvfY2vf/3rGW33mmuuYePGjaxevXrA36dSKT796U+j6zr33z+8Nb1hGIO+ge+8807uuOOOjNZ30MBbCfMugbg/I12Dye3CWllGbNceZKsVSekKkyyYMagtvgj8jGGZPg2p2ynbOwmcxRBuEpqMQL0gKDZv9ohA3lRYcbvw3tn6byFYnXtB5tsJNYmTa9274ueiucLxN90T36yzRGVp1c9h878E4Vn2tXEnPG2JTraH9qLICtMcpZTY8sVV8obuqs7Zojo2EOKd4CgSr1emsOeJ6k7nXkF8hsKRFwvRZfNmQTimnSIcs5NdhPOYq2DhpzKeeItqCWoiDTTG2jEw0A2NI1yVWA8cS1/8eUH+6t8To+yXPJBejthgqPqvuDjwTjoswzdTWordgd3Uh+pxWpxIZPc9bpEteK3e3Gn+MoTTLC74dnXuwsCg0l05srU58mHuhcJyYf2fMyc7qRhUvSBuHwRTWK/XiqnUZWXLcIzm83IQYkS07YorruCKK64Y9Pd2+xBXfQPg2muv5ZlnnmHVqlVMmtS/9J5Kpbjsssuoqanhtdde69OXKy0tJZlM4vf7+1R3WlpaOOGEgQ9K3/72t7nxxht7fg4Gg1RWDmC6djDCVSxO2P49GT9VKS7AEoqQbGpBcZuQbB5BXAaBHg4ju1yYCg8YT1YsIpvIVSIEnZ37hAOyzSNEzdk4oE09UYhV3/tfYS6XNxlKF6b3XEMXV+FrHxAHE5NFbGvBCAzg5pwnWhdv3g0bnxAn6qVfHDfCE1XjVEcakCRxOtoW3EswFWFq2I+1dt3QVR1DB01NX5h8ILqrO8F6MZ4/VHaUJItk9H99SVRyeqo5c+HUWwShzRAdySDV4QYCapiirhNnU9yPbsAsdyW2/QmPbILTbocnvyTen6t+KdpbI/m7dQ02dWW4Lbj00NFvpYmElmCXfxeNkUYK7AVYBvIzOgzhNAtSt7tzN4AgPCPZ0JKrBNnZ9A/hG2bNwPV558ui4uytFGaF44xusrNi8uFnHTOun1rDMLjmmmt48sknee2115g2rf8VdzfR2blzJ6+88goFBX3dXpcsWYLZbObll1/uua+xsZHNmzcPSnasVisej6fP1yGHERy0xTh6KSanHc3fKa7+hxjt1SNhzOXlyIPprxSrqJJUHivEqIYhSE8iM2H6oDj6s2LqRVfh5e+nFwcQbIDnboLV9wiiUzIfPvG/w7ethsLcjwmnXoAP/iLG48cBqq5RE20kpEbJM7vxmJ3kWd3UxlqJv9tlpjfrHEFmBkIiOLRjcjqw54n3TaR9+MfmTeklXiYzHPtVuOi3GRMd3dCpj7WyJVBDRItRYs1HkRVMkolim4/WpJ+q0D5i2gHTV3ZfV+isSVSZtg5vhzEg9qwW7TurR0wNHkbo1tI0RhopchR9ZIhONxxmBy6Li12du9gX3Ic+Ei3i1OXC/DIZhi0ZZkPu38Ia56pXS7SFTW2bADh10qnjupZcIK2jf35+Pjt27KCwsJC8vLwhy30dHcOMp+6Hq6++mr/97W88/fTTuN3uHo2N1+vFbrejqiqf/OQn2bBhA//5z3/QNK3nMfn5+VgsFrxeL1/84he56aabKCgoID8/n5tvvpkFCxZwxhlnpL2Wjwpkuw1roZVY1I0uOQZlu1okgmx3YC5KQ9thtkPBdJHI3V3p6awFR97QTrTDQZKEpiNQC+27RVvrwnsHrigYujhwrHuot+pw7Jdh3sXZmR6b/3Fxhf/OfbD+YUGcjh68upkLNMRaaYq1U7hfO8Aim5kWbsfbvBVdkqmffSaluop5IGKXiAhhrTKKE1om1R0QhNU3RbRLBxNMD4GknqIm3Eh9rBWn2YZL6VtaN0kmiq15tCT8GCGDWe7JOPZPxy5dIOz837kf3r4PiudkLi7ujoaYd+Hwf+8hhFAyxI6OHXQmOilxloyLYPhgQHe7ZndgN3oqyhRDz6wKIEmibfrK94VQefHn03teMioCdOGgaGGtrF0JwMLChRQ5MtT0HQJIi+zcc889uN0iGfjXv/511nb++9+LAMtTTz21z/0PP/wwV111FXV1dTzzjJjmOOqoo/o85vXXX+953j333IOiKFx22WXEYjFOP/10HnnkEUw5SP0+5KEmMHndmOdMI9nUiWS1DZiOrgcDWKZNQ3Zk0Le1OKBwZi/pCewTzsyuwpGfJMx2URp+6mvQtgPe+IVoT+xPuDtr4Y27hD4EoOwoOOWbg+tWRoqFl4KeEpEE7z4kHKYXfiq7+xgE7ckge6JNeMzOfqLBki3iM9I+5Th2SBr+4F6mOcv6ipfVuKiuOIdxTE4H9jxwl0GwbvAqUjckWUy3jQDBVITqSANtiQAFVk9/IXIXZEnuITxVwb3Mdk/Gsf/7bcGl0LRJePm8/H34+EPpj2s3bxFfsvmgOCFlC53xTnb4dxBOhSl2Fn9kiU43HGYHkiRRE9wDms4UY3ZmhOeoK+C1H4sBkqZNgmQPh50vCeG7bzKULx7hyrOHw7mFBWmSnSuvvHLA26PFcGN/U6dOTWs00Gaz8dvf/pbf/va32Vra4YtoO5J3EtaCOejaVtS2Nswlfaex9FgMyWrtd3/asLqgaJYgPZ37hKOuuzSz+ID94S6DM+4Q7andrwrB8lGf6dJS/APe+5PwCjLbhYB47sdyp6s46nLRVnvvTyJtXjaLqk8OEdMSVIeFI7DjANJob9uJq2kLhmTCP/9iimw+2hKdhLVYX/FyPDByYfKBkCQRLBpqTK+6kyEMw6Al4ac60kBMS1Jiyxv2ZNxDeOJ+tocE4XEq9t71nvIt6NgtSPjKO8XEXzrvkW4TwZmnj679dxChLdbGjo4dJPUkxY7ig0Y0PN6wK3awuNnduo1UoJppBXMxp3vMchUJfd/Wp4VQ+fxfDv+cnhbWJePewoqkIqxtXAvAaZWnjetacoURnRF2797N7bffzmc+8xlaWoSO4r///S9btmzJ6uImkGUko0KsmzcZyWrFOm0aksWMdoD5oxYMYC4qwtRVzRvx7sw22t3FxNzFYjJqNN485UfBiV26mXUPigPFM9cIEbKWFP4Un3wY5l2UewHp4s/3xjCsuXfkWpA0oBk6eyKNBNQw+Zb+1YjiTWLfndNOJOUqwiSZKLHlAwZbg3vYGaolrsZHJ0weCN3VnWj6bet0oOoaNZFGtob2oBv60ETngAshWZIptuXRmQqzPbSPsLpfvIXVLQizyQz73oYPHx9+McFGUQ2Cftlz4wY1IXyuws2CZGb4ejZFmtjWvg0NjSJH0QTROQB2xU6B1cO+UC1V/iqiQwXgHoglV4nvG/8ujrVDIRmBHS+K2wdBxXB1/WpSeoopnilM847SpuEgRcZnhTfeeIMFCxawdu1annzyScLhMAAbN27k+9//ftYXOIEsItYhVP92MbVm8vmwTJuGHg5jdKWj68kkkiyjlJaObBdqjJZoC1UdVaxvXs8HbZvYoZhI2PIE4RkN5l4oXHExhNFfyzbh9XPyt+C8X4jq0VjhmP8RHhsgxNDbn8vJbhqirdTH2yi0+PqdmOytO3E1i6pO67yP9fmd1+wi3+qhNtbK5rbNtEtktzLRXd2R5MxiGYZAVEtQFd5HdaQBt+LAZxmEbOs6RFpRg0398stkSabI6iOQCrM9uJfQ/ierwiPghOvF7Xf/CA0fDL2gzf8UBL3imIy9gLIKNS6S2DtrRYXO7BTC+/JFgsSlAcMwqA3WUtVRhSIr5NuyHOh7GMEimymyF9IcaWZb+zYCiUB6T5x2qtCnJQLDXwDteBHUmBDrlx01ugVnAT0trMoVhy0Bzpjs3Hrrrfz4xz/m5ZdfxmLpFTquWLGCt99+O6uLm0AWEQ+A2dVPJGopK8NSXoba1ophGOiBAKbCQkxdDtXDwTAMIqkITZEmtrRtYUPzBja2bqQh0oBJNlHoKKQ1GaDaZkM124Wx3EghSaK6U7ZI/Dz5OLj0EVE+HusPqCTBsV+B+Z8UP6/6Ze+VWpbQkQxSE23CrTgGFBwXb/43AP5py0kNkF5ukc2U2PKIJDrZokeoidST0lPZW2C3704WqjsdySBbAtU0xdspsvqwmwaZANQ1iLahWrzUJ51E/P3fT90traAaZXtoL4FUpPeXc84XPkSGLrLRooNMlSVCvSnU41HVScXE9GFnnXC8tnnE+75ymfjKn9Zz0TIcNF1jT3APOzt3YlNseKxjO33aFGni/g/u54ntT7CucR0t0ZbsZFPlEIqsUOwsJpQKsbV9K63RNI5bstwrTh7OUfkgamGl9BSr6lYBguwcrsh4FnfTpk387W9/63d/UVER7e1pjKNOYOxh6CIWonRBPw8IyWTCMnUqWiiM1tYGuoaltHRIdq8bOuFUmFAyRFusjWAiSEJNYFbMOBRHP/OwIkcR9ZFWzHY300N+5Hhg5NoRkxnOv1tc5eZNHd8DhSTB8VcLDc/WfwuRtKwIfccoEdeSVIcbMNBxKf19qxytO3A1b8WQTLTNG9xwUdZVCq35RJ3F7O7cTSgZYpp3Gu7BqiaZQJIEeQ41dDkzZx4RI8bK29gTaUTHoMSaP/h7rzsPyl1CyFJOS7ATi7YX5wDvJ0mSKLb6aEsEqOrS8HjNLrHm5TeIPCP/HiEqPe+X/Sf2tv1HEI68qTBpacZ/V8YwDLG/ZFi0ZRUb2PPBXSIiLKzuEb3XVV2lJlDDvuA+vDav0KWMIXRD57cbfsvuwO4+9zvNTqZ6pjLVO5Vp3mlM806jzFl2UAmlZUmmyFGEP+5nW8c24mqcCnfF0Gs8+rPw+k+h9h1o2S6m/w5EIizEyXBQtLA2NG8glAyRb8tnUdGi8V5OzpAx2fH5fDQ2NvbzxHn//fepqMjy9MsEsoOYvze5egDITieW6dOIb96MKS8P0wDZZJquEU6FCSaCtMZaCafCJLUkVpMVh9lBvn3wsrgiK+Q78tkb82NxeKkMtSGZLENHDgwFWRm9/X+20F1t0lXY/h94/SfixDn91BFvUu/S6XSmwpTYBrh6N3Q8m/+NAfinD1zV6UE8BI58HM5iLIZKe6ydcDLMdN90ih1ZmMJx5HdN3zWCpyyjpya0JHsiTdTFWnCZ7f3GyvsgFRMnCc8kyJuMvz1OQrbTJpVSmGjCbIr3SyuXJIlCq5fWZCfbu6a0fJauINMz7xATfg3vCyuBpV/qfaKuwpZ/idsLLssdoTYMMY2TCIl9mu3gKOwiOF5h2zCKfSe1JLs7hStyviMf62DVshzivzX/ZXdgNw7FwbKyZewJ7mFfcB+RVIQt7VvY0t6r87SarD2akWneaUz1TGWSe9K4Rxbk2fIIJ8Ps7NxJQkswxTsF8yCTgbhLhddV1XPC0fycO/s/Zsd/RWsyf3r6Rqk5RHcL6+RJJ2PKVcjzQYCM30WXX345t9xyC//4xz+QJAld13nrrbe4+eab+fzn0/QXmMDYQVchFe/yVxn8YKcUFWGZPh2Ty9Uzip7SU4SSIQKJAG2xNiKpiAh5Vay4Le6MDMisJiseq4fqZBiLM4/SSNvoJrQOJkiyCL/UVXEge/VHgpBNXT6izTXE2qiLtVJg9SAbBtZALTb/Xuz+vdg69rIv0sA5xXksKSnmmjnnDO76quuiqucsAgkUSZTmA4kAW9q3EEgEmOKZgm0001SSBN7JQo+VQXWnd6y8kwKrd9CxckCQATUhqiyeCuKqTmc0hc9hJhT3EbJBfrxRvJcOOFiLCk8erYlOtof2Mds9mTyLW2grTroZXvsRvP8XoYGZfJx40u7XhUbGngdHZNmry9CFODUZBk0TmjN3mXiN7D7xcxYQV+Ps6txFU6SJQkdh+lNFWURrtJUnqp4A4PK5l3PGFPG/VHWV2lAtewJ7qAnUUBMUlaeElmCHfwc7/Dt6tqHICpPdk/tUgaZ4puTO/FBWwF7Qz4DUZXGhyAp7AntIaAlm+GYM/rlZcpUgOx8+JkwtDyDhB1MLyzAMXt/Xq9c5nJEx2fnJT37CVVddRUVFBYZhMG/ePDRN4/LLL+f222/PxRoncABebV6HPRbghHQEudEOMRbpGvqxkiRhnTqVhJagM9aGP+6nI9ZBVI1iGAZ2s508W96orrIcZgeqrrJLTWJ2eCkINQmDuoOodD1idMcj6CrsekWEA571494TaDrQkoSatxCrW8uCYB3uzgZsgVpkra/O5n+LCojLMm85bCQbV3KD61JM0gBXZKmIyIOy9m3xeK2inVEbqu1paxXYRyFezqC60z1WvjvSQFxL9o7GD4aYH5CE3YCrBCQIxlMkVB2P3UxC1WkhnzynihRtEz5CA5xAirpaWtu6WloFFo9oNzZtEi3I138Kn3hIxKd0j5sfeYmYXhwtuglOIiSqOWanqFA5u6wALNnNIIqkIuz076Q91j5uwZuGYfCnzX8ioSWYkz+H0yb3jjMrstJTvVmBOMHqhk5juLGH/HQToagapTpQTXWgGmrF8yUkKtwVTPNMY1nZMo4pzWJSuEkRvmADwKbYKHIW0RRpIqklmZk3c+B28MzTxesbrBOxNQv3C45NhEREBBwULawd/h00RBqwmWwcX378eC8np5CMNJViu3btYubMmT0/7969m/fffx9d1zn66KM54oj0QykPNgSDQbxeL4FA4KCPjvhvzX/55qpvAnBR+UncNvtz/bxXeqAmBNmpWCJK40MgqSWpDlTTEesgpsaQJRmH2YHD7Mh6H7091o7VMJib0PCoseGN6Q4l6Cq89hOofl1UGs7+6cCaj1RM+A+17YC2ndC2A6OjBsnQ+j1UM9uJ+yYTy59CtbuIL7evRsdAkUyohsapRUfz1WkX9de6hFsgbzr4Bm4v64ZOR7wDCYnJ7slUuCsGL88Ph0gb1L4rXLMHqe6kdJXaaAv7Ys2YZQWfeQh3bcMQ713FKsr9DtHOM3TY1hQkltTw2s2oukEwlmJuoYI7uBv0xJDC3fZEAJNkYrZ7MoVWr9DHPHMdtG4XuV1L/wee/yaYrHDFE0IvMxromiCBVpcgUs4Csc0Dr/azhGAyyI6OHQQSgXE1C1zTsIZ7N9yLIivcdfJdVLgylzgYhkFLtIU9wa4KUECQoECy73TUVxd+dUyN8HRDpzXailNxMiNvBoX2AcjRyp8JP6epJ8FV/+m9f+M/RF5bwUy45r1xr+z8/sPfc/8H93Nq5an89rRD06cu3fN32pR/1qxZVFRUsGLFCk477TRWrFjBJz/5yawsdgLpoSnSxA/f+WHPz083vMkHnTu4a/7XOdI7wGhstF0QCefw1t8JLUFzpBmbYsv5QbLAXkBLpIWdVoW5uoIj0prWGg8JyAqc9h1Beva8CS9+B874gaiwdJEa2ncKs8UDfIckIGl2kMifSjx/KvG8KcTzppB0FfVUvx6v+Q86Bkd5j+C04iXcs/MJVra+j1txcMXks3o3piaE4aF9cCG4LMkU2guJpqLs6txFMBmk0l2JWTYjS3LPlyRJyPTeHhCOAvCUQrBJfD8AIsC0nua4H6/FNfi0FXRNXHWILKr8aWDrvXoOJ1TCcRWPXZAyRZbQDYPOlII7bwq0VgkiOYgerMDqpSMZpCq0F4PJFFl94vV58svQug1e+q544KyzR090DF2099zFok2WpRbVYOiId7CzYydRNUqJs2TcRojDyTB/3vxnAC6ZecmIiA6IanOJs4QSZwnLypYBggD5E35qAjWsbVzLqrpVPLjxQdwWd3YrPENAlmRKnCV0xDrY1r6NGb4ZlDnL+v6/j/6sGFjY8ya07RLO8nBQtbCAnhbW4WokuD/SJjtvvPEGb7zxBitXruTqq68mHo8zefLkHuKzYsWKCYFyDqEbOrevvp1QMsR87wxuKD+d22v+yd5oM59990dcN/OTXDnl3F6SkoqKE69vihiJTBN2xT4mV4OFjkJaIi3sstmYE41gGc2EVpaQ0lVMXSf4UUFW4PTvwcvfEwZ2L9428OMcBcL7pXAWHe5StlksOHyVg+oRAqkwK1vfB+Bj5SdypGcaX5l2IX+oeZpnG9/Cpdi5qPwk8eBEWFQR0sgmc5gdWEwW2mPtdMQ7BKlB6vk/mCSTSFmXJEyYMMkmFEnBJJuQZRmzZEaRFSSTCTnRgSlsICnWnu3ohs7eaBNBNUKh1YcylAiye+LKWSSIzgEVkEAsia4bKHLvicJpUWiPJCnx+rD4KqGjRhA908CHt3yLB38yRFVwH4bboNhdCitug/9+WwhHQURMjAaGLio6jsIxITot0RZ2+neiGirFzuKc7ms4/HXbXwkkA1S4KrhwxoVZ3bYkSeTb8sm35bO4eDGyJLOydiW/2fAbblt2G3ML5mZ1f0Mh355PKBmiqqOKuBZnintKr8DXOwlmngk7XxRC5bN+JCZidx08LazGcCPbOrYhSzKnVI4s0uVQQtpk56STTuKkk07i9ttvJ5VK8fbbb7Ny5UpWrlzJY489RiKRYObMmVRVVeVyvR9ZPLr1UdY2rcWu2Llz4TVMTaX453E/4Y6tf+Lllnf51c4nWNO+mZ/O/6q4Wo10dJX/D07zsO6xzpZoCxabnZnRAMpoJrRGibZEgL3RJmwmC5PsxXjNozw5mcxi4ufl7wvC4yqBwlk95IbCI3pM/gKpMNsC1ciSPKTw8r9Na0kZKjOcFcxzTwVgRfFiwlqMv+57icdqX8Gl2Dm9cLE42ToKGVy93BfdviKarmFgoBs6uqFjYAj/JUNHMzRUQ8XQDHS6fm8YPY+XDMCIYbQ1gMOHhNT1ezDLytBj5SCqUbFOUY30TQGlb0stpeq0RZI4rH3Jkt1soi0SJxhPUegpF0Q/1ASu4kGvnvMs7h6nZR2D0snHi3yjD/4qWg++yvT+cQPBMMT+7flQemROiY5hGDRFmtjZuROTZBq4pTKG2NK2pWe65ysLv5JTYbQkSXx5wZcJJUOsb17PL9/7Jd8//vtM9kzO2T4PhNvixiybqemsIaklme6d3vsZXnKlIDsf/A1O+y5UvSDapoWzoHjemK1xMHS/TkcVHfWRMJkckXLNbDZz8skns3TpUo4//nhefPFFHnroIXbt2pXt9U0AISL7zYbfAHDzMTcz1VkOnXvxmp3cvfAanqx/g59V/YV3Orbwibe/w49mXcEpvjmQN3Yf+pHAJIuDc320DbPVwfRwK5KnbEwntFK6Sl2shX3RZkAikIrQkQhSYS+i3F6IbTQCVZNFaHbUmGhjDYDuVO+UrlFkG9z7Jq4leKl5HQAXli/vQxo+VnYi4VSUpxtX88ea/+A04Li8I0dUKRv16KnJJoIzzZ7MXsdkVIh4fZOFy/cA4bShuEo8qVHgPKAFJoFiMtEeTlLotIptpKJC3DwE2feZXQRSYXaE9gEGpUu/BJOOESejkcIwRGaYzQul89N2OB4JdEOnLlTH7s7d2Mw2PAPEiYwlklqShzY9BMCZU85kdv7snO/TJJu4bvF1/PSdn1Llr+LOtXfywxN/OKap3TbFRoG9gLpQHQk1wcy8mTjNTmFe6SqFcJOYzjrYWli1H40prG5kVK+Px+O89tprfPe73+Wkk04iLy+P6667jnA4zO9//3v27duXq3V+ZJHQEtz65q2k9BSnTDqFS2f1La9LksQnJp3KE8f9kDnuyfhTIa7Z8gB31r9MQsnReGYWYTaZ8dnz2CMb1Flto8/QygChVJRtwb1UhxtwmGwUWr2U2PKwmSxUR+r5sHMnjbE2VL2/aDhtSNKgRMcwDPZEmmhLilTvofBqy3oiWpxSWwFL8/oblX268gxOL16CgcFv9zzHxmTHoG2cnMLqFaO78TQt9kGU91NdviN5UwckOhjQHk5ikqQBzxNOi4lgPEU4oYrWV95UoXNKRPo/eD94zS7MskJVaB+N8XYoP3rklRjDgFCz0BqVLkg/WX2E2BPcw67OXTgtznEnOgBP7XyKpkgTedY8PjPnMz3364ZOZ7wTbTSfoyFgNVn55tJvMsk9CX/Cz0/X/pRgIpiTfQ0Gs8lMibOE9lg7W9q24I/7xefv6M+KB7x9nwgxhoOihRVMBnmv6T3g8E05PxBpk51TTjmF/Px8rr/+ejo6Orj22mvZu3cv27Zt44EHHuDyyy+f0OzkAPduuJed/p3k2/K544Q7Bm0DTHeW89djv89ny0Xv9W97nuMzz32GXf6Dv9pmU2y4bF6qFYlmxTz6DK1hoBs6jbE2NgWraUt2UmTz9Zlocyg2Sm0FaOhsCe1hc7Ca9mQw6xb3zYkO6mIt5FvcQ+qEVF3juSYRxXJB2QkDPlaSJL449QKOy5uDhs7d2//MTv/OrK43LchSb0bZASPz/dA9cQWirectH7TtFk2qBOMpnNaBCZzZJKN2+e8AwrPGWykqPMOsw2N2YpUtVIX3UR9rHfnrHG4SRKl0fs71ZyktRXOkGYfZIaoI44zaYC3P7H4GgC/M/wKO/Qh+OBVGMzTaYm0527/L4uK2Y2+j0F5IY6SRu9bdJQJwxxCyJFPsLCamxdjavpWmSBNGN9mpe1e0sIrmQPHY6YoGw+q61aiGynTvdKZ4poz3csYEaZOdNWvWUFhYyIoVKzj99NM57bTTKCkZepx5AqPDO43v8H9b/w+AH57ww2G9UCzI3DLpbO4/7g7ybfns9O/k0899mie2P3HQZ9G4LC4Ui5NdZhN+jNFlaA2BuJZkR6iWbcG9SECJLX9AjxpJkvCaXRR3hUpuCuyi6sAk7VEgmIqwO9yAzWTBOkyrbE37JjqSQbxmFycXDm7nLksyV5edxgLPDBJagp+t+xm1odqsrDcj2NKo7hgGRNtAsYu20VAu0EAwppJUNSzK4Icsu0WhPZJAVbve6+4yQbyi/n4J6QfCbXZgk61UhxtG9hqHm4V/Tun8tDOrsoEB/ZXGGLqh8+DGB9EMjaUlSzm27Ng+v48mo5Q6SrGarDmtuOTb8/n2sm/jNrvZHdjNr9b/ClVXc7a/gSBJEoX2QiRJYlv7NvaZZIzp+1VODoKqDnz0WliQAdnp7OzkwQcfxOFwcNddd1FRUcGCBQu45ppr+Oc//0lra25OTh9VBBIBvrP6OwBcOuvS9NTy0XZwFHLSzI/xrwv/xYnlJ5LQEvx47Y+54fUb6Ix35nbRo4TP6kM1W9lpMRNKxTJrhaSBtkSAzYFq6mKt5FndeNK4IjZJJgqtPjyKk/p4Kx927mRfpInkKAI1U7pKdaSBhJ4SeU1DwDAMnml8C4BzS5YN7TSs65hlmZsWXc1M30wiqQg/feentERbRrzWEaGnuiMNXFXRNUFmbT5R0RliPB6EEXRbOIHNPHRbzmlRiCZEBahnHb7JosqTRlipU7GhoqGT4YVBuEX48pQuOGgHAnKJl/e+zM7OndgVO1+Y/4U+v4urccwmM2WuMqZ7pxNTYyS1ZM7WUuGq4JZjb8FqsrKxdSP3f3A/+hi1xfeH1+rFZXGxq3MXDbP3s4SYd/GYr+VAJLUkb9a/CXx0WliQAdlxOp2cc845/OxnP2Pt2rW0tbXx85//HIfDwc9//nMmTZrE/Pnzc7nWjwwMw+BH7/yIlmgLUzxTuPmYm4d/kpYSX/nTwGSm0F7I/WfczzeP+SaKrPBa7Wt84plPsK5xXe7/gFGgwFZAWDGzy2IhFu0QnimjREpXqYk0sCVYTUSLU2LLG5o0DACryUKprQBFVtgRrmNj526a4x0ZH0gNw2BvtIm2RIAi6/Ctjvc7d1IXa8EmWzizZJhAylQEzC5srmJuOfYWJrm6NAzv/JTORGdG6xw1bF4xjXQgYdVSwoDQVSyIjnV4whmKp4gkNRyWoasYkgSKLNMeTtLDVxQL5E0R+olEaIR/zBCItIox948o0WmPtfP49scB+Mycz/TLyAslQxTYCnCZXZQ4S6hwVdAea88pAZmZN5Mbl9yISTKxpmENj259dFwq292ZgduLphGYfgqpoz83cDDoGOPdpneJpCIU2gtZULhgvJczZhixoYjT6SQ/P5/8/Hzy8vJQFIVt27Zlc20fWfyn+j+8uOdFTJKJn530sz7970ERae/K2On12JAlmc8f+Xn+dt7fmOqZSkushS+99CV+s+E3pEZRmcgUKTX9A5skSRQ5iuhQzOy2WEiFmobXfgyBbhHy7nB9jwh5ND46LsVOiS2PmJ5gS6CGrcEaOpPpn0SbE35qoy3kDaPT6cazjasBOL34GJzDJVYnY4JEmBTcFje3LbuNInsRTdEmfrb2Z0RT0bTXOWrIUq9rd/frl4p1jZZPgvwZaedodUaTGIaBSR5+gsVpVQjEk0ST+7UvbB4xyp6KC91EthBtB8kkWlfO8R35Hg90R0LE1Biz8mb1ZF91o9u+oNhRLIwpJZmp3qnkWfPoiA9faRsNFhUv4uuLvg7ACzUv9OiJxhoWk4UidwXvnXo9Hy67ikAiu9XqkaC7hXVq5akHVcp8rpH2X6rrOuvWrePnP/855557Lj6fjxNOOIH777+f0tJS7rvvPqqrq3O51o8E6sP1/HTtTwH4+qKvM78wjWqZGhfCzrypAxoIzi2YyxMXPMEnjvgEBgZ/3PRHrnzhSmqDuddzBKIpdreGSWZAeGRJptBZRJPZTLViQgs2ZDyhdaAIudiWN3CshqaKK/5wq2hHpNHukCWZfIuHAquH1kSAjYHd7ArXEdUSQz4vlIpSE2nAYjKnNdK+M1TLttBeTJKJ88uGya1R46KKsZ8wNt+ez23LbsNr8bInuIefv/tzEsOsMauw+bq0O0HxP05GxHs0f1rak2JJVccfHVyYfCAsikxK1QnGDtBqOIvBXS70O3oWqgrRDqEDKpkvCOZHEOua1rG+eT0mycSXF36534kzlAzhMrvw7edEbTVZme6bjoREOBnO6fqWT1rO5+eJcOrHtj/W4xY81jDJJkocJYRTYba0bRn7tvJ+MAzjI6nXgQzIjs/n4/jjj+fee++loKCAX/3qV+zYsYN9+/bx5z//mauuuoopUz4aqu5cQdM1bnvzNsKpMIuKFvHFBV9M74mRdjF5MkQZ3WF28IMTfsDdp9yN2+JmU9smLv3PpTy7+9ksrX4AGEJr0R5JEohlVp1RZIUCZzG1Zgv7JAMj2Jj2c4cUIRuGIAYxP4RaRJtFUoSJXNFs4Y0T9ae9xm4StSfSxMbOXdTHWkkNIIoUrbRG4lpi6Eyo/fBMV1XnpMKF5A83WpwIi7bRAW2hMlcZ3172beyKne0d2/n1+l+PnWizp7qjC51OwUzhLJtGhaYbwXiKeErFrqQvxLWbFdrCCTRtv9aFLInX2JEPsfYM/ogBEPOLv6dk/rCZc4crIqkID29+GICLZl5Epbu/CWM0FaXMWdYvby3Plsc0zzRCyVDO34vnTT+vx8X5wY0P9oxbjzW6K9YGBtvat1EbrB0XLdHW9q20RFuwK/aeCI6PCtImO7/4xS/Ytm0bdXV1/OUvf+FLX/oSM2bMyOXaPnJ4eMvDbGjZgENxcOfyO9NLK06Gha+IrzIto6qzpp7Fvz72LxYXLyaSinDb6tu49c1biaSG9iMZCcIJFX80iQmJ1lAi4wtqi8mCz1XEHquZBj2R1oTWgCJkXRN+K5E28aUmwOIRmpHSBVC2UOg6XMVQMEPEPWQgjrabrJTa8jEw2B7cy5ZADW2JQI9OwDAMaqPNtCQ6KEhDpwNQH2vlPb9wI/9Y2YlDP1jXAaPHkflATPVO5VtLv4VZNvN+y/s88OEDY3Kg1Q2dzeE6/tqxiZ1msyAGmXipGdARTop4iQye57AqhBMqofgBJ1LFDL6pwvgwPsKpoHinaMuVHDlswvvhjMe2PUZnopNyZzkXz7y43+/jahybYuun4elGuaucMmcZbbG2nOtpPjPnM5xaeSoGBr/Z8Bu2d2zP6f6Ggs/mw6bY2Nm5k+rO6jGVEwC8VvsaAMsrlmMdKp/uMETaZOerX/0qs2aNwll0AkNia/tW7vvgPgBuPfZWKj1p2NUbhqhCeCdn5OtR5irjT2f/iauPuhqTZOK56ue48oUrqQnUjHT5A8IfSaJqOnlOC6F4imCG1R0QWV0ORxG7LWZaE8FBSUg/EbLZjSUZFe2pWFelxlUmfC5KF0LJPBFYaXP3bf3ZfcLczjAyErRKkoTH7KTYlkdAjbA5WM320F5CqSitiU72xprJs7jTHhX+T+MaDAyW+GZTYR/GDbZLmDyUid3cgrl8Y8k3MEkmVtev5v+2/F/OTjJ7g3v569a/cs2r1/DjdT/h2YY3+OXmP2RMqMOJbm+dzMarZUm8Hh2RAVp2NpcgtlqyNwcrXcQDQvdTPA+8H11PsW3t23hl3ysAfHnhlweMOAklQxTaCgf1ADLJJqZ5p+Eyu/An0qukjhTdsRKLixeT0lP84t1fsC84fga4Loto7e0J7GFHx44x9QP6qLawYIRxERPILmJqjFvfvBVVVzlj8hkDXikNiHhAuLV6J2W8T5Ns4muLvsZxZcdxy6pbaIg08Kv1v6LCVcF033Sme6czwzeDKZ4pQ+Y1Dbq0lEZbOInTasYkS0hItIUT+BzmzK7uEQeHlCPFTr0Nc7gZ3wEZWkILU09LpAkvJhzIYNKFwZu7Aqwu4YGipPl2d+aDMV2kFRMWz08TsiRTaPWS1FM0xtvpSAaRJRmzpGBL80qqIxnkzbYPARENMSySUdEiGkYHs7hkMV9f9HV+98Hv+O+e/+KyuPjkrE+mtabh0B5r5636t1hdv5p9od4TidPsxCyb6Ux08vj2x9NvzSKmsFKqgdmeuYjSaTHRGU0RT2rYDpzichYJ/VDnPnCaIZ2IjERI/J9L548uN+sQR0pL9URCnDb5tAGDNzVdQzd0Ch1Di7YdZgfTvdPZ0r6lpxKUK5hkE9cvuX5cYyX2h9VkpchZRFOkiYQmIiZy7YJdF6pjp19kqJ086eSc7utgxATZOQhwz/p7qAnUUGQv4nvHf2/osMRuGLo4AJctBEsa01qD4Kjio/jHhf/gjjV38NLel6gL11EXrmNV3SpAnLwr3ZXM8M7oIUGTPZOHbbF1RoTWosgqDmAuq0JnLEk4oeKyZf62y7Pl0aqp7NTbmResx+mbgm7oNIfqqQntI66nKLYXYbL7RHXG7BQxDRnoQ/rAVQSGBu3VInYgw/+xRTZTYssnosZI6CnyzOlnJL3Q9A6qoTHbNZnZ7mHyzdS4mGqy+9La9vJJywmnwjyy5RH+ueOfuMwuzpl2Ttpr2x/RVJS1jWtZXb+are1bMbrmvRVZYXHxYpZXLOfo4qPZ4d/Bj975Ea/sfYWTJ53MEXlHDLttVTNoDyexDzNuPhhsZhOheIpALNWf7EiIC4RUTOh3HIVDt4ATIaGJKp4rtHEfYfx7179pCDfgtXq5fM7lAz4mlAzhsXjwWX3Dbq/QXshk92SqA9UUO4pHn802BLpjJX7w9g+oC9Vx59o7+cGJPxi3qI3u8N3WaCtb27YyM29mToNcu6s6i0sW402znX44YYLsjDPerHuTx7Y/BsCPTvwRebY03VeTYfBUiAmTUcJj8fCDE37AqZNOpT3ezp7gHqoD1VR3VhNIBtgb3Mve4N6efq8iK0x2T+5TAapwVfQQIFU1aAnFsVuUniqORZEJxnX8keSIyA5AoaOQFj3FzqifaR3VNKoRGvQYdm8FJa5yUcnJZh6Yq1ToYTq6CI858ytPp2LHSfpJ7lE1zistQkT5sfLBtTopXUWRTEiJsJg0yoCMnTPtHELJEP/a+S8e2fIILrOL5ZPSqCABqq7yYeuHvFn3Juub1/fRHMzNn8vyiuUsK1uGy9JbDTuy8EhOnnQyq+pW8b+b/pefLP/JsCe1cFwlnFDJPzD0MwPYFCFULnLb+g8pmpSuwNAYJIKDt4GTEaHvKTmyK29r/AMcxwt1oTr+vevfAHzhyC/0eY33R0yNMdU7NS3NoSRJVLorCaVCtMXaKHHmVvDdHSvxvTXfoyHSwF1r7+K7x383p1WloSBLMiXOEjpiHWxt38pM30zKnGXpXfBmiNf2ieP3R7GFBRNkZ1zREe/ge2u+B8Dlcy7nxIphhKj7Q3EIbUkWT+4eq4cp3iksLRPmdYZh0B5vp7qzWpCfLgIUToV7fu6GWTYz1TOVGb4ZFFkrIVXMzLy+03lOi5n2SJJijw2rOfPWhCRJFLlKadZSxBWVsGSjwF2JZQQkJL0dAp5yIXDu3NPlWpdbUd8rLe8R0xJU2IpY7BtYI6cbOq2JTkwGlBjGiDxePjnrk4RTYV7c8yK///D3OMwOFpcsHvCxhmGws3Mnq+tW83bD24RSvVqmClcFJ006iRPLTxyyJXDF3CtY37yePcE9vLjnRc6bft6Q6/PHEsiSNOLCHIDDKlpZoXgKr2MAE0mrU+h3WqsE6TnwtU1GRau4eO5Hnujohs5DGx9CMzQWFy8edJInmopiV+zkWdOPzDCbzEzzTiOcDBNMBPEME4o7WnTHSvzgrR/0xEp8a+m30hsIyeGaQskQVR1VxLU4k93DV88zQWe8kw0tG4AJsjOBMYZhGNyx5g7aYm1M907nG0u+kdkG3KXgyu1VUHfOS6G9sCfvxjAMWmOtVHdWszuwu4cIxdQYOzt3srOzN3zSIlspc0zmCO+RLC06BafZTWs4QWc0SYl3ZARFlmSKPBVEU1FKLK7cm2J1tzwMDQK1IvfIlJn7crpI6SovNL0DiKrOYH9bWI3hMTsx4gE6JJn8EZwcJEniyiOvJJKKsLp+Nfesv4fvHPcd5uT3Orw2hBt4q/4t3qx/s483iM/q44TyEzhp0klM9UxN6yrUa/VyxdwreHDjg/y96u8sK1s2aNZbPKXhJqoPAgAAd19JREFUj6SGdUweDiZZwsDAH00OTHYAnAWQrAR/Td9Mq1RUCNsLZ0PetI800QF4dd+rVPmrsJls/M+C/xn0NQ8lQ1S4KtIzQt0PHouH6d7pbO3Yik2xjUgnmAkqXBV869hv8eN3fszG1o38/oPfc/XRV4+ryZ7b4sYsm6nurCahJpjum561ialV9avQDZ1ZebOY5M5c43k4YILsjBP+vevfvFb7Goqs8LOTfpZZGdVdKkSVOexvDwZJkih2FFPsKOa48uMAcdXXHGmmOlDN1tadbO/YSWu8jqSeYG94J3vDO1nZ8B8WFhzHIt+ptIYqKXBZUUwjO4EospL1q7/6cD3vNLzDrPxZ/S3UuzOWdA2C9cKrJQeE5822D/GnQuSZ3SwvGNzGParFmemchEODrWaFqJ7AYcpctyVLMl9b9DUiqQjvt7zPz9f9nG8c8w3qQ/W8Wf8muzt39zzWarJybOmxLJ+0nPkF80ekrTi18lRW1q5kh38Hf97yZ2485sYBHxeKqyRVHY919P9jp1XBH0lR5tUHryZ6ykGNQqgZzBZR5UklREBpwYwBjTo/SuiId/C3bX8D4FNzPjWorkTVVSSkEYt+S5wlBJNBakO1lDhLck48jsg7gm8s+Qa/ePcXvNXwFh6rh8/P+3xOWkjpwqbYKLQXUh+uF8Jl38xB24WZoNtQ8aNa1YEJsjMuqA3Wcue6OwG49uhrB5xoGBIHWQaPLMmUucooc5ZRoixikSeJz6HQFm9ib3gX77Wsoj66hw1tq9nQtppJjiM4P3Uep0xdNq5XUjE1xjsN7/B67evs8O8ARPDnLcfewsKihX0fLMui5WHoEGoUraMskk3d0PlP4xoAzis7ftASdlJPYZYU8iQFj6OYaXkV7Ig0YJbNmEdAwBRZ4YYlN/DTtT+lqqOKn7zzk57fyZLMwsKFLJ+0nGNKjhm1rkGWZL604Evc+uatPe67S0qW9HmMoUN7OIHZJGc8tTcQ7IqJ1nicYDxFkXmQq2STScRJJCIQaQLZLfyXCmZ+5IkOwCObHyGmxpjhm8HZU88e9HGhZAiv1YvXMjLxa3ecRDgZpiPekVOxbjeOKj6qZ0LxhZoX8Fl9XDTzopzvdyiYTWZKnCW0RlrZqgnhcr5t5Mf8hJbgrQYRJvxRCv48EBNkZ4yh6iq3rr6VmBpjSckSrpx35XgvKWsIJ1T8sSRum4IsyRTbyym2l3NM4UnUhnezpvkVtvo3UBfdyR+2/Ianqos5e9rZrKhckXHZe6QwDIMqfxUra1fydsPbPfEJsiRT7CimKdLEr977Fd87/ntM903v+2STIloa6MJ92VmQNcKz3l9FQ7wNh8nG6UVLBn1cKBXFa3bhTiXBV0lF/myiskxdqG7EV8NWk5VvLRUl/ZpADTO8M1g+aTnHlx+f1kRNJpjsmcz5087n2epneXjzw8wvnN+nVB9JqgTjKh5blipnElgUE22hBIVOK4P+e8w2ocuJ+wWpLZw1QXQQoZHrmtZhkkx8ZeFXBn1/GYYhWi/e6aOaqOqOk9jUtolwMpyVqsZwWD5pOYFkgEe3Pspj2x/Da/VyauWpOd/vUJAlmWJnMe3xdra1b2OGbwYljpIRVZ3WNq4lpsYocZQwL39eDlZ7aGCC7IwxHtr0EBtbN+Iyu/jp8p/mdNRyrNFt0W829T0gSpLEZPdMJrtn0pno4J3m13m37Q1aYi08uvVR/lH1D06pPIVzpp5DmSs3rrT+uJ9VdatYWbuSxkhv9ESZs4wVlSs4adJJuMwufrbuZ2xp38Jd6+7ijhPvoNRZ2ndDShfh0XXhxuwsHPVJ0TCMnmiIM0uWDpzh1fW4ZCpMiWFGchWAp7zHnC2aitIWbaPYObKcJqfZyQ9P+CGhVGhUV5Hp4BOzPsHbjW/TFmvjXzv+xeVze0eYO6MpdF1HGY0y+QA4rQrBWIpIchjbA4cPCqZ1EZ3D53M5UkRTUf606U8AXDDjAqZ4Bo8DiqpRbIot/WnSIdAdJ1Hlr8Km2MZEOHz+9PMJJAI8s/sZHtz4ILqhs6Jyxbi2tLo1k8FEkO3t24mrcSrdlRmfM7qnsE6tPHVc/57xxgTZGUNsbN3IHz78AwDfOe47lLtGPzZ+sCCW1OgIJ3ENE9jos+ZzzuRPsMh3Fg3J93m39TXqwnW8uOdFXtzzIkcXH825085lQeGCUX8wVV3l/Zb3eX3f63zQ+kFPRILVZOX48uNZUbmCWXmz+uznpmNu4odv/5A9wT3cufZO7jjxjv7VDcUiwiwNTSRfO4fxaRkG20P72BmuwywpnFsySF6NliQaacGBhK/oSCiY3jMubTVZmeGbwea2zXQmOkdcjTGbzOSbct8itSk2vjD/C/zi3V/wXPVznFRxEpWeSlTVoD2SwG7O7mFJkSV03aAzmobtgcU1UdHpwuPbH8ef8FPqKOUTR3xiyMeGE2EqPZXYlfRtFoZCuaucYDJIU7RpxBWNTPGZOZ8hmAyysnYlD258kK3tW/nSgi+N21h6NzxWD1E5yq7OXSS0BNO809IWcOuGzsralQCcVnla7hZ5CGCC7IwRoqko337z22iGxrlTz+X8aeeP95KyCn8kSULV8NjTaz/k2R04zcdz4cyz2Bncygs1L/B+y/s9X5Nckzhn2jmcNOmkjCcS6kJ1vF77OqvrVhNI9sZLzM6bzamVp3Jc+XGDHpQdZge3Hnsr31vzPZqjzfx83c/57vHf7f94sw3yZ0DbToi2DW9MNwS6qzonFy3CZznAfFBLdUVkSIStbiYVL8BWdnS/bXitXmb6ZrKtfRsxUyxrJ51cYUnJEpaWLOXd5nf54+Y/8v3jv08orhJLqBS4sn9ycVhNtHXZHliUCTIzHKo6qnh578sAfGnhl4Y8uaa0FLIsUzRcrEkG6K5YhlNh/Al/zquNICopX1n4FcqcZTxR9QSr61ezu3M3Nyy5Yciq1ljAYXagyAq1odoe4XI6rf+NrRtpj7fjMrtYWrp0DFZ68GKC7OQQKT2FP+4nz5bHL977BftC+yhxlPCd475zWJUTk6pOazghTATTRK/DrcrCooUsLFpIY7iRF/e8yMraldSF6/jjpj/y+PbHOW3yaZw19awhBYvRVJS3G95mZe3KPuPvXquXkyedzIrKFWlX0nw2H7ceeyvfX/N9qgPV/Oq9X3HLsbf0L6db7KLC0rYLoh1Cw5MhaqPNvN+5AwmJ80tP6P2FpnaRHOGjozqKkFAp8E0bdFvFjmIiaoTqzmrMDvO4+oakgyvnX8nGto1UdVTxRu0bVNqWIstyTqa8u5PQQ3GVAldux5oPdai6ykObHsLA4NTKU5lfOH/Ix4eSIXxWX9YnJMcyTqIbsiRz0cyLmJ0/m3s33EtjpJHbV9/OlUdeyemTTx/X47bFZKHYIRyXk1qSI/KOGNYJuds1eXnF8hENMBxOmLjEySFUXaU11spr+17jnzv+CcBPlv/ksLPqDsRSRBMqzgzIDoDdotASiqOqImagzFXGVfOv4v4z7ufz8z5PsaOYcCrMM7uf4brXruPX639NVUdVnzTxbe3buP+D+/n6K1/noU0PsbNzJ7Ikc0zJMXxz6Te57/T7uGLuFRm3DMtd5dx67K1YTVY2tW0aPCnc6hKER7GKUNYM8WyjmJJYmjeXcnuhGG+P+oXHiz0Pio+EglmEFRm3xT3ke0dooyaLNOlo25gkm48GhfZCLp11KQB/2fZXGoP+jN9D6UKSwGyS6QgnIbch24c8nt71NHWhOjwWD1fMvWLIxxqGQUJLUOoszclkZXechD/uR9O1rG9/MMzJn8NdJ9/VEx76x01/5DcbfkM0FR2zNQwEk2yixFlCKBVic9vmPv5XA+GjHPx5IA7uS7/DAJ3xTn78zv9v77zD4yivt33PbO+r3iVLcq80AwZjmsHUQEgCJIQAIYTeIQQSUr6EQCCQwI8EUgiEFkNCDaEZAjbGGFxwly0XyUW9ba+zM98fawnLtqxiSbuS3/u69pK0OzvzrmZn5pnznnOeXwNw2eTLeuw8OlJJJDSafRFMen2/78htxuTdticSI9v+1VSV1WDlrIqzOKP8DFY2reSdmndY37aepQ1LWdqwlApXBdOyp/F5w+c0hhq73ldoL0wmGxedgNvsPujPVumu7OrDsbhuMS6Ti0snX7rvgmZnsh9L6xYIe/rsU9Ua9fJp21oAvpZ/XPK9iXjy/Y4CsGR2eXuF42FKM3rvqqqX9VS4KwgrYdrCbSkzOuwrZ5afySd1nyTtSBr+zSXjrxqybdlMOryRgfuzHQrUB+p5bctrAFw25TIce0+r7kUwHsRmsA1KYvL+GG47iT1xGB3cOfNO3q55mxerXmRpw1JqvDXcfMTN+1ZqDiOdvc7aw+3UeGvIMGdgkPeN2tR6a6nx1qCX9ZxQfEIKRppeiCN+CNE0jT+v+TOeqIdxGeO46YibUj2kQccXjuOPDMzDSJKSnlmt/ihZ1n3LgmVJ5qj8ozgq/yi2+7bzTs07fFr3aTerCrPOzHGFx3FS6UmMc48b9DDzYbmHcfWMq/nTqj/x323/JcOUwTmV5+y7oMWdtO9o25w0jjT1bvz5duNnJDSVybZixkom0FuSeUCWjGTvl91ElAgmnanPFxSL3sJY91jWt63HF/OlzOiwL+hkHd+f8gN+/tnPqPJ+To1vDuXOCUOyLYNOJq6oeMPxUSN2NE0jlogRTUSTDyVKJBHp+j2a6P3vrueUKG2RNhRVYUbODI4rPK7X7QdiAcY4xwxap9/9Mdx2EnsiSRJnV5zN+IzxPLryUZpCTfxsyc/47qTvMm/MvJQ3IFRUpcdIZWdUZ2bezF5F66HA6Dji05RXN7/Kl81fYpSNPHDCA0PeAn240VRoDcTQyQP3MLKZ9HjDcXw9+RftpsxZxjUzruE7E7/Dhzs+ZLtvO4flHsaxBccO+Vz+nOI5eKNeXqh6geernsdtcu/fONOWCdrupGUCySmuHgjEQ3zYafiZNwtyxoM1K9nLZ59lA2SZs7AZbH0es9vspsJVQVV7FUbZmLKKElVT8UV92I32HqNSBdZypmccz5qOxby5/Xmun/LzIcs3shj1tAWi5DnM6PUjN29uZfNK7lh4B4F4YNCnKy16C1dOu7LXC3ksEUMv68m2Dn3zv+G2k9ibcRnjeOCEB/jzmj+zrHEZz6x/hvVt67l6+tXD0gtoIHRNYR3CjQT3RIidIULTNJY3JS9m1x12HeMz9m/qmC7oJB0G2dBV+dCX+Xd/VKEjFDuoBnB6WUIi2TX3QGKnE6fJydfHfX3A2xso51ScQ3uknXdq3uGJ1U/gMDmYkTNj3wXt2aAp0LY16ZS+txu5pkEsyIK6hUTVOKW2Ag4bd27SpmA/qJpKPBEnx5LT77vIfFs+wXiQWl8tudbcYe/pFIqH8Ea9WPVWfFEfmZb9V9R4QzGOyzmPrf7VtEQa+LTxfU4sPLBR6ECxGvW0ByL4I3EyRmiickJN8MAXD+CL+bo9r5f1mHQmzDozJv3unzpT8qE3ffXaHn+bdCbM+j2W05kosBX0aRrYF/PhNruHLXI43HYSe2M32rntyNt4r/Y9nq96nmWNy7qmtcZljBvWsfRGW7iNVc2rAJGv04kQO0OEJEn8ZvZveGnTS1w44cJUD6dXrAYrEzInUOOtoSnYRKYls9fQdFswgqppA/a46sRm1NMRihOMKth66dOTKiRJ4tLJl+KNellSv6Sry3Klu3Lfhe35yaaD7dt2Z8buLgOPhSDqJ6Y38I5nAwDnjrsAqQehA0nBYDfYB5QTIUkSZa4yQkqIllALebbh6VeiairtkXbQoMJdgYzMNs+2/S4bU1TagjGyLE7OLLmQf9c8xUf1/2Fa5kwyzYOfbyRLoJNl2oKxESt23tz6Jls8W7Dqrdx77L3k2fIw6UzDKmY7RXi+NX/YpnJSYSexN5IkcUb5Gd2mtX6x5Bd8e+K3OavirJTa3+zJol2L0NCYlDlp38aohyjpsWdGKZIkcXTB0WlzAPRGliWLqdlTKXGU4I148UQ9XZVPexOKKrQH4r02EewLJoNMTFHpCMYPel1DiSzJXDvjWqZmTyWaiPLbL35LY7Bx3wUlkuaSGWMgGkjm8PibQFUgo5yFSge+eIBsSzazCmcdcJvBWJAcS86Aw/YG2cBY91gcRkdSgAwxESVCU7AJh8HBtJxpVLgqkhVkEvudbvFHFMKxBGaDjhlZx1LhmIiixfnPjhd6/O4dLJ1Tp6Goss9rsURsSLY5WITiIR7/8nEg2fU3z5aH1WAd9qhdMB7EYXAMWWJyT3TaSUhIBOPBYd32nlS4K7j/hPuZVTiLhJbg+arneWjZQ/hj/pSNaU86uyaLKayvGBlXYcGwYdabGZ8xnklZk9ChoynYlEyC24v2YJyYomI2DM5J1mbS0RqMElPSu1zaoDNw25G3McY5Bl/Mx28+/w2eqGffBSXAWQSu4mQCobsU8qaguot4q/Y9IHmxOlBuiqIqSJLU4/RPX7EarF0RqEAscFDr6glVU2kNtxKIBSh3ljM1e2pXIzi7wY5VbyWshLu/SYP2QAy9TkKSkjcH55Z9F52kZ7N3Hes7VgzJWI16mZiSwBf+6nsdUSI8ve5p7lx0Z5eYSEee3fAszeFmiuxFKfVvCsaC5NpyU5KH2Gkn4Yv69ntuGi6sBis3HX4TP5j2AwyygS+bv+SuRXexsX1jysYEu3uONXwGiK7JeyLEjmAfJEki35bPtJxp5NvyaQm1dLtIxhSV1kAUm2nw7iatBj2RqII3nN7RHfiqy3KuNZfmUDO//eK3+17IITln4i6DvCmQOQaMVr5o+IKmUBN2g73XufROF+meciL6E/nIsmRR7kxWtAx29KIzmmPT25iSPYUKd0W3i6BBZ8Bpcu7zPwrGFLyRWLfeOjmWfOYUnAnAf3fMJ5LYz/91EDDvbjKYSGisa13HnQvvZMH2BWhozN80vyvfIZ1oDbfy9LqnAbjhsBv2W248HEQTUQw6A1mW/jfRHCwK7YVd/aSGs//O3kiSxNyyufx69q8ptBXSHmnn/332/3h9y+sp63P1WUPS4LjQVpj2uaLDiRA7gh6xGWxMzJzIhIwJxNU4LaEWVE2lIxgjHEtgHUwPIwmMej3NvgiJRPp3fXOb3dx99N04jU5qvDU8svyR/d9lylKy0zK7DT+3vgnAvDHzeq2QiigR8mx5+0xRxBMqW5sDrN7pIRzr+4m+yFFEsaOYtnDboJyINU2jPdyOP+ZnjHMM03KmkW3J3m8OR4Ypg3iiu5D1hxXiirqPfcOcgrPINOXgj3v4cNfrBz3O/WEz6WkPBfjzmr/y66W/piXcQrYlmwkZybL3Xy/9dUqjBvvjiVVPEFJCTMuexullp6dsHP5Y0izWYUhdObNO1lHpruy64Uj1vipzlvGbE37DCUUnoGoq8zfO54EvHsAb9fb+5kHmox1fVWGNpk79B4sQO0OIXtaTY8lJ+7b9B0In6yhxljAtexpuk5t6fwO7PN7k9NUgH0d2sx5/RMEXSf/oDiQ7Pt919F1dXZb/tOpPBxQR69vWs827DaNsZN6YeQdcd1hJ+lvtberpi8RZX+dlc7OfBl+EDQ3ePgseWZIpd5WTbcmmJdTSp/f0RDQRpTHYiFlvZmr2VCrdlQdMaLcZbRhkQ9dFKZHQaA3s3/TTIBv4Wtl3AVja/D/qgrUHNdb9sc23gedq7mNRXTK34bSy0/jtnN/yvcnfw2F0sKljE//c+M9B3+5A2ebZxiubXwGSZrWpuoipmoqSUMi15qb8QmrWmxmfOZ4CWwEtoZaUCx6z3sx1h13HNTOuwSgbWdOyhrsW3cX61vXDNoaEmmDRrkWAqMLam5SKnfvvv5+ZM2ficDjIzc3l/PPPZ9OmTd2W0TSNX/ziFxQWFmKxWDjppJNYv777lycajXLjjTeSnZ2NzWbja1/7Grt27RrOj7JfDLKBXGtuysLNg4nL5GJK1hQyjaW0hrwokm/QE0hlCWRJoi1FLf0HEu2odFdy21G3oZN0LKlfwgtVL/S4bGdU56SSk3ptjNZ599zZW0dVNeo8YVbt8NDsj5LvtFDgtNDij7KhwUso1rcTvVFnpNJdiVVvpSPSf3sLTdNoj7TjjXgpdZYyLbvnaM6e2PQ2zHozISXZbt8fVQjGFKw9JLiPdU1heubRaGi8Wfv8oE0JRBJhXq99lmeqH8Efb8dlyOJHR93DldOuxKK34DA6uGb6NQA8/uXjNAWbBmW7B8vvV/yehJbg5JKTOTLvyJSNIxALYDfayTANb2JyT5h0JsZnjKfIXkRLqGWf6OFwI0kSJ5WcxG9O+A3FjmI80WQH/X9X/3tYprVWtayiI9qB0+jkiLwjhnx7I4mUip2FCxdy/fXXs3TpUhYsWICiKJx++ukEg19l2T/44IM88sgjPP744yxbtoz8/HxOO+00/P6vst5vueUWXnvtNebPn8/ixYsJBAKcc845JBKpm8sdjegkPTollwrnJCw6C23RJuLq4OZ/OMx6POFkS//BJqEmiCaiBONBvFEvreFWGoONNAYaaQw20hJsoT3c/4qlGTkzuGZG8gL5323/5T9b/7PPMrXeWta0rEkaflYc2PFe1VRUVe0qrQ3HEmxs9LG+zossSRS4LOhkCZ0skb9b8FQ1+PoseBxGB5XuShJqol9eP7FEjKZgEybZxJTsKYxzj+tzs0KdrCPTnElEiQDgCSW/NwdqRnlm6UWYdRbqQrV80fxxn8fZE5u96/m/dT9neUvyzveY3JP5Tvk9FFu75zWcW3ku03OmE1JCPLjswYPe7sGyrHEZH+/6GJ2k49Yjb03pWILxIAW2grQylTToDIzNGEuxo5jWUGtaVNQVO4q5b/Z9nFxyMhoa/67+N/ctvW9ANxj9oXMKa07xnFFxkz2YpHR+5d133+3299NPP01ubi4rVqxgzpw5aJrGH/7wB37yk59wwQUXAPCPf/yDvLw8XnzxRa6++mq8Xi9PPfUUzz33HHPnzgXg+eefp6SkhA8++IB58w48XSDoOx2hGO3BOKWuPFQyaAjtpDXciFFnwm4YnMZiBp2Momh0BGP9aumvaRoJLYGiKl89NAUl8ZUA0Mk69LIevaTHrDOTYcrAordg1BkxyAbiapxN7ZuIJWL9rjI5ofgEPFEPL1S9wAtVL+A2ubv50XRGdWYVzurV3ycQT949u01uWvxRtrYE8ARj5DjM++S3dAqeJn+YqgYfkwqcWPtgppljzaFcKae6oxqDbDjgxUvTNLxRL7FEjGJHMaXOUix6S6/b2Bun0YmqqkTjyTYDvZl+OgwuTiu+gP9sf4EFda8xJeMIHEZ3v7cbUUK8s/NlVrQuBiDDlMPXx1xGhXMivrBCayBGtt3cNS0rSzL3HnsvF711Ee9vf59P6z7l+KLj+73dwUDVVH63/HcAfHP8Nyl39ex6P9R02pZ0VtmlE50tFmRJZqdvJxmWjCG1sOgLJp2Jq2dczZSsKfx17V9Z37aeuxbdxfWHX7//hqQHiaZp/G/n7pLzNJvCiioJJKR9zl/DSVrl7Hi9yWSuzMzkwVRTU0NjYyOnn/5VMp7JZOLEE09kyZIlAKxYsYJ4PN5tmcLCQqZOndq1zN5Eo1F8Pl+3h6B3GrzJu3KDTsakM1Nqr6TcOR4JifZoC4lBmjO3mfW0BmJE4vtG5hRV6Woq1hxq7orKNIea8UQ8XZEDm8FGvi2f8RnjmZI9hRm5Mzg893COyD2Co/KP4oi8I5iUNYkxrjEU2gvJseZQYCugwF4w4H4051ae2xW1eXL1k6xuXg1Ac6iZz+o/61qmN0LxEJmmbHa0RVm9K5mEXOi29Hii0MkSeQ4LrYH+RXiK7EUU2YtoDffskN4ZzdFLeiZnTWZ8xvgBCR1IdqA16oy0BYNE4wpmfe/VfDNzTqTINoZoIszbO1/q9zarPWt5bN3Pu4TOrNxTuXHKL6hwTgTAatIRiCj7RBInZk7kOxO/A8BvPv8N0US039seDN6peYcNbRuwGWxcO+PalIyhE1/MR6Y5M23tEfSynkpXJWXOMtrD7V3nglQzu3g2959wP2XOMnwxHw98/gDzN84f9CqyrZ6t7PTvxCAbUibOe+K5z7Zz6iMf8+66/fQlGybSJnNW0zRuu+02Zs+ezdSpUwFobEz+Y/Lyut8J5+XlsX379q5ljEYjGRkZ+yzT+f69uf/++/nlL3852B9hVOMNx2nxR3BZvooAyJJMljkPi95OQ3A77dEWrHo7Fn3fPZz2h0WvoyUSoc0fxu2QiCaixJQYSKCXki3xXUYXFr0Fi97SFZkwyF89BtJkrdNhuS3chj/mH5B53iWTLsET8fBp/ac8siLZZbmzm+m07Gm93pnHEjGicWjs0BMM+8mwGvsUqekUPP2J8OhkHeWu8v06pGuahjfmJapEKXIUUeooxWqwHmBtvdO5v2pa29HrrX1KcJclmfPKvscTG37F2vZlHJF9PONcU3t9X1gJ8c7Ol1jZ+ikAWaZcvl5+OWMc3aes9LKEqml0BKPYzd1F3PWHXc/7te+zw7+Dp9Y+xXWHXdf3DzsIRBNRHlv5GADfn/p9sixZxBMqwahCRzhMTWsARZEx6YY+T0XVEnjiPmKOIvy+tgGtozTTSqF7YEK5r3R+p2VZpsZTg8vsGrA4H0wK7YX86vhf8dyG51iwfQGvb3mdqvYqbjr8pkEr4e/0wjqm4Jh++egNNcGowp8+3kp7MIYvha1F0kbs3HDDDaxZs4bFixfv89reyY+apvWaEHmgZe6++25uu+22rr99Ph8lJSUDGPWhQ7MvQiyx/yaCVr2NMY7x2PROGsO7iERbcRn75q/VSUJLEE9Eiasx4mqMsKpQ49EzxZKJ0+TEbXdjMSQvlma9ecjmo20GG6WOUjZ1bMJmsPW7+7UsyVx72LX4Yj7Wtq7lt1/8tusO82uVXzvgezUVatvb8AR06CwG8p3J3Jy+MhDBY9abqXRXsq51Hd6oF5fJRTwRpy3Shk1vY3LWZHKtuYPSBVyWZIy4aA/toMTR92nPQlsps/JOZUnTB/xn+wvcOPWXGOSepxk3edbweu2z+OMeJCRm5c1lbtH5GHuY1rCZknYlea7ur9uNdu48+k7uXHgnT619irMrzqbMWdbncR8s/6z6J/XBenIsuZxa+C3W13nxhOOEYwkiiSieUByz3ohOGvps/qASwCTZMEtOlAG0hvCF4+Q6hmdaSSfrGOMcg4REjbcGTdMOWqgPBkadkSunXcnkrMn8Zc1f2NS+iR8v+jHXHnbtoCQTdxl/ptkU1jNLamkPxhiTZeWCI4pSNo60EDs33ngjb775JosWLaK4uLjr+fz8pKdHY2MjBQUFXc83Nzd3RXvy8/OJxWJ0dHR0i+40Nzdz3HHH7Xd7JpMJkym187kjiXAsQYM3gtPc8wVGJ+vJtxVjMzqoDySjPA6DC5Nu3wTWhJboEjWx3dMDOklGL5uwGOzk6B0YHBZ8QRhjz6fYPbz9PPLt+bRF2gbsv6OX9dx21G38v8/+HzXeGgDKXcmuwj0RjavUdQTZ2trB+IzJFLoGdme2p+DZUO9jcmHvgsdlclHprmRj20ba1DbiiTiF9kLKnGWDfpFQFBNKQkXXT+10atH5rGtfQXu0hYUNbzO36Px9lgkrQf67Yz6r2pJThlmmPC4ov5wyx4FNGi16HS2BSPKucy8tP69sHq8WvMpnDZ/xm89/w5NznxzSkuuEqhGMKTT4W3li9Z8BmJt/GVsao+hlCYtRR5bNCJIOn2pEJ+sx64b+NB5V45Q6ysi0DixK0p9+UIOBLMmMcY5BJ+nY6tmKqqlpM/02q3AW5a5yHlv5GNu823hw2YOcU3EOF0+8eMBtSppDzaxtXQuQ0s7ae+MNx/nzwq0A3HraePT9PfAHkZTm7Giaxg033MCrr77K//73P8rLu4f4y8vLyc/PZ8GCBV3PxWIxFi5c2CVkjjzySAwGQ7dlGhoaWLduXY9iZ6SjaRrtwRgJdXjqs1v8EUIxBZux96khh8FFhWsihdZSQkoAX8xDNBEhEPfSHmmhPdKML9aBosax6KwU2sqocE5kvHs6kzJmMN41lUJbGTmWXJwmFy0+BXWYPmcnBtlAiaMETdMGnKth0Vu46+i7yLMmRfn5Y8/f/0VSg45gjM1NfnZ0eMm2OSlwHFxYu1PwtAWjbKjvWw5PnjWPUlcpJtnE5KzJTMicMOhCJ55Q8QVlHCYbMbV//1eTzszZpRcD8EnDO3xas523VwWJxpPfjaqOVTy27mesavsMCYnj807nhqk/71XoALsbWibtStS92ilIksRPjv0JRtnIkvolvLf9vX6NuzdUVcMfidPojbCp0ccX29pZVtvOo8ufJKQEKLJWcHrpWRS6LeQ6zTjMhmG/YEQTEYx6E05jepSb95XOaemx7rGElXDa+FYB5Nvy+eVxv+TM8mS38Le2vcUvlvyC5lDzgNb38c6PAZiWPY1ca+4gjfLgeeqTbfgiCuPz7JwzvTClY0lpZOf666/nxRdf5I033sDhcHTl2LhcLiwWC5Ikccstt/Cb3/yGcePGMW7cOH7zm99gtVr5zne+07XslVdeye23305WVhaZmZnccccdTJs2ras6a7QRiCpUNfiwm/SUZVlxW4fOnyamqNR7ItiM+j7f0RpkI0W2MdgMDuqDO4irUYyyhUxTLha9FZPOglE29Tit0InbaqAtEMMTjpNpG14PnkxzJgW2Anb5dw3YLdxtcnPf7PvY6d/JpKxJ+7yuKBqNvjD13gg6ScJqjpNtKcCsO/gcg84qrQZvMsIzqcB5QEd5SZIY4xxDoa2wz+Xk/aUjFCOm6MmyOAknAvuN+h2IyRlHMN41jWrvWt7a/gKhHVexocFD0di3We/5HIBscz4XlF9BqX0/bvQHwGbU4wlHsZj3jUCUOcu4ctqVPLH6CR784kFmF84ecJRAVTVC8QTBqIIvHKctGCMUS3aSlmUZi0FHjBaWtCSr9y4dfwMmfWpLiEPxAFmWPCz61E8F9RdJkihxlqCTdWzu2Iymab32uBouDDoDl025jMlZk3ly9ZNs8Wzh7k/u5poZ1zAzf2a/1pWOU1jtwRhPLU5Gtm87bXy/puSHgpSKnSeeeAKAk046qdvzTz/9NJdffjkAP/rRjwiHw1x33XV0dHRwzDHH8P777+NwfDW18fvf/x69Xs+FF15IOBzm1FNP5ZlnnkGnG14n4OEkoiQIRBQ6gjGKMy0UZ1gHzZRzT9qCUTzhOAWu/l2YJEkiw5SN3eBE0zQMsrHfgsGgk1E1jSZfeNjFTuddYXskaYcw0BOk3Wjfr9AJRBR2dYRpD0Zxmg0Y9OCNgts4eGW9nT15Grxf5fAcSPDIkjxkQgegxRdFkiTc5gx8/v5XvEmSxBnF36a6YyM62zZMeW/Q7lyHxxNAQmJ2/jxOKfraAfN5ekKvk1BVtccEyiunXclb295ip38nf1z1R+46+q4Drk9JqCiqRjyhEk8kf/ojcdoCSauVaCKBTpIxG3S4zMZulXbPrP0LCU1heubRTM86ut+fZTBJqAoaGhmm/k/nphOF9kJkSaa6oxpP1LNPZ/JUMjN/JmXOMh5b+RhbPFt4ePnDnDHmDC6ZdEmf+hkF40E+b0iK/VNK08f488+LthKMJZhS6GTelPxUDwdJG+w2uCMQn8+Hy+XC6/XidKaH6j8Q/kicL2rbybAYiSkqnnAMt9VIebaNHLsJeZAUdELV+HJHB4GIQpY9NTlOoZhCJJ7gyDGZ2A9woR4q6gJ1VLVVkWvNHVCF196oanJasM4TRklouK1GZAkCcR96ycB497RBtxdRNY0Gb5hsu6lXwTNUBKMKy2vbMRt0KASo9q7Fbczqd+LzG8uDLG56B1PuVz26EtFcdG0Xcu0JUynKHPhn80dieOPtXDh1Djm2fadsPq37lGs+uAZZknnm9BepcI4nllBRVBUloRGJJwjHE0TiCeIJLfm8qpFIaGhoyJKEWa/DYtRh6qHsfrN3HT9ffg0SEvcf/TSljrH7XU5R41R1rNqdszN01Ub+uBeTbGa8eyqyNPDvf6M3QmWujYqc1ObNNIeaqe6oRkNLu35Biqowf+N83tr2FgAVrgpuOuIm8m37FwqheAhFVeiIdHDXJ3dR6ijlra+/lXIbD4Bmf4Q5D35EJK7y98uP4pSJB+4tdjD09fqdVn12BP3HZtJT4LIQiSVYs8vDhgYf/kHylmoPxugIxbqVmw83VqOecDxBqz81PTPyrHnkWHJoiwys3HZPIvEENa0BtrUE0EkSmTZjVwfhaCJMpmlofNQ6IzxtgRhVDT6CQ9Cdujc6QjHCcRWrUY9Vb8Mkm4km+rdPtzbF+WhDmFjbbDL0pUhIHJ19Bs72W/B7i3nsPS+bGwfePddq1BOJJ2jxR2kLRGnyRdjVEWJbS4AN9V7MyiSOzDoJVVP52ae/5POaVlZub2fNLi8b6n3UtoVoD8SIxlVkJKwGPRkWI/lOM4UuK/lOC26rsUeho2kaL2z+IwBzCs7sUegMF8mctQhZ5tyDEjrpRK41l4mZE5GRaQsf/DE9mOhlPd+d/F1+NPNHOAwOtnm3cfcnd3f16OqJznydk0vSx/jzTx9tJRJXObzUzckT0iOHKC2qsQQHhyxJZNlNxBSVuo4wbcEoY7JsFLotGAaYzKjtjgZISCnNoAewmwzUeSIUuC09XiiGCr2sp9RZiqcl2bBwQNM8u5OQ6zxh/JE4GTYT+j2ib3E1hl424DC6BnHk3ZEliXyXmUZvpE9TWoOJqmo0eiOYd0/V6GUDdoOTjmhrn/NAonGNFz71owHHVNr41owfE0tEsRkczC1S+dtHPrY2KTzxgY9LZzs4fEz/I5GSBHpZZktzgF27r4Oa9tXzelnim2OuY53nc2oDVaz3L2Bu8Xn93k5PLGtZRLV3LUbZxLcqrhq09Q6UaCKMWWceUNfqdCbbko2UKVHdUU1ruHVAFZdDyRF5R/DAnAd47MvH2NS+iUdXPsr6tvV8b/L39unsrqgKi+uT7VpOLk2PfJ16T5gXP98BwB2nT0gbASYiO6MIo15OChxZpqrBx+qdHloD0QEZdibb6EdTGtXpxGHWE4gm8x1SQYY5gyJ7ER2Rjn7/LwMRhR1tITY3B4gqKjl2czehAxCMB3AY3Fj1Qxvi7xQ8wxXh6aw0qvOE8YTiOPf4LjmMLhJa38uR31gRpC2gkmGT+fpMGwbZiM2QzNuzGmWunetiRqmRhAr/WORnUVV4QGN2mvVkWpPRmAKXhUK3hQKXhRyHiQybkTJ3Id+q+AEAL219El9scLyOFFVh/pZkDuNZpReTac7p5R1DT0gJ4jZmD+k0WarIsmQxKXMSZtlMS6hl0E2ND5YsSxY/O/ZnySpOJD7Y/gE/XfxT6gP13Zbb4tmCP+Ynw5TBYTmHpWawe/F//9tCLKFybEUmx1UOTsPEwUCInVGIw5xsSOcNx1m108OmRn+fLQQ6afJFiCvakCQ99xdZkjDpdNR7wsNWbr83RY4iHAYH3pi312U1FbyhOFubA2xs9FHvDWEz6pPCca+bnKSnV5wMU+/O4YPBnoJnwxAInkg8QWsgSk1LgOXb21le286Gei8GndwtymjWWdFJOpQ+WIxsrI/xaXVyyuvbx9mxGPc9bRl0EpfPcXDCBDMa8MqyIP9ZGez3RUySJHQ66YD7Yl7xNyizjyWo+PnnboFysHxY9waN4V04DRmcW3bJoKzzYFBUJZlMbkqvvJbBxG12MzFrIla9NS0Fj07WcfHEi/nxMT/GaXSyw7+Duz+5m092fdK1zKrmVUDS+HMwcgoPlu1tQf61fCcAt6dRVAeE2Bm16GSJXIcZl9lAbVuIlTs81PVRLASjCg2+cFpEdTpxWgx0hOJ0hFIT3bHoLZQ6SwnHwz1eoJWERlsgRnWzn02NftoCMawGPdl2MybD/g+1SCKMSWfFYRi6Kay96RQ87YMgeBKqhjecjN6srfOwrLadlds7qG4KEImrOMwGCt3WfarpLDorJp2ZaOLAEZhQTOXFJQEATphgZkJBz5VWsizxjaNtnH14cmrsg3VhXlwSGHSBrJP1XDHxDgAWNrzNRs/qg1pfSAnwas3TAHyj4vtpUeIdUgLY9M5BM/hNV1wmFxOzJuIwOmgJtfToEZdKZuTM4LdzfsuUrClEE1H+uOqPPLn6SaJKlNUtye9eukxhPfrhZhRV48TxOcwck15CWYidEUiDJ9znRntmg45ClxlN1VhX52XtLg+eXgRDiz9COJZISdVOTxh0MhLJqo5U3YHlWnPJtebSHu5eNh1TVJq8ETY2+Njc5McfUXBaDGTajL26/IaVAG5jZq89hwabgxE8kXiCZn+ELc1+ltW2s3x7O+t2eWnxxTDIMnlOM4VuCxkHSMbVyXocBjdR9cBJyq9+EcQbUslxyHztyN67SkuSxOnTrHz7ODuyBF9sjfLXj3xdzQcHi/GuqZxcmDR1fXrjw32KUPXEm7XP4497KLCWdq0zlWiaRlyNkG0ZPYnJB8JpdDIxcyIuk4vmYHNaCp4McwY/OfYnfHP8N5GQ+Hjnx/z005/SFmnDpDMxq2BWqofIluYAr39ZB8Dtp4/vZenhR4idEYYvEueKZ5bxu/eraQv0rQutJEm4rUZy7SZaAzG+3NHBlmb/fl3Fo0qCOk8Euyl9ojqduCwGWvwR/CmoJoJkWLnUUYpO1hGKhwhGFXa1h9hQ72NbS5B4QiPTZsJtMeyTl7M/EqoCKZwq6KvgURIqnlCMne0hVu/08HlNG19u72BbSxAloZFhMVLoTua12Ex65D6GrpM9mHq+sKzeEWXZtiiSBJfMdmDU9z0kfuxYMz842YlBB1V1cR5/30sgMrgXsYvHXoPD4GZncBvv7nx5QOtoizTxzu73fmfsdf2uxgsrIUJKgFgi2q8cqAORjDbacBpGVsfkg8FutDMxcyJZliyag80HJV6HClmS+eb4b/LTY3+K2+TuqhA9Jv+YtPD++sMH1aganDY5j+nF7lQPZx+E2BlhbKj30R6Ms6nRz23/Ws2y2r43Z9PrknfdVqOeLc0BVu300OSLdIsStQZi+CNxHOb0iep0YjboiCoqzb7UlKEDOI0u7Lpc1jU0UFXvY1d7GJ0kkWM34TDr6U+Lo1AiiE1vT+lUQZfgCSYFTyCqoGkaoZhCky9pYbCspoPltR2sr/fSHoxh1usocCUTd10Ww4Ar/ix6G3rZSFzdN9LoD6u8vDQ5fXXqFAvlOf0X31OKjdxwugubSWJHm8If3vHQ5h88jyaHwcW3x14LwCs1T9MWaer3Ol7e+lfiaoyJ7sM4Ivv4Pr9PlnRkmnNwGJxISETVMP6Yh7ZoM22RZtojzXii7QTiPsJKiLga61PEQlU1gvEgmaasYY82phqrwcqEzAnk2fJoDbXii/pSPaT9MiV7Cr+d81umZiW99nozGB4Oqhp8vLWmAUh2S05H0u+KJjggx1Zk8fLVx3L9i1+yoz3E/3trA+fNKOSy48b0+aJjNeoxG3R0BGOs2eWhwGWhNMuK1ZBMAjbrdX2+Ox9unGYDjd7IkHWM7gklodIWjNHgCdPosxKJGjHqA2Q7Bh6ViSkR8h3FKZ8qkCWJfKeZRl+EDfVedLKEP6IQiatJG4vd5pOD3YLApDNj0VmJJsLduh5rmsbLnwcIRDQK3DrOnDHwu9YxOQZuPsPFkx/4aPGr/OFdD1ef4qI4a3BOfXMKzuTj+reo9q7l2erHuHX6fX1+b62/msWNSa+tS8Zd369kTlmSKbKNAUDVEsTVOMruR1yLEU/EiaghokqUuBojrIRIaMpuwaMhIaOX9egkPTpZj17S09ABzyzy4wtLzBwT4pQJ7Rxe6h6wmB2JWPQWJmVOItOcSa23lsZAI5mWzH1KvlONy+Ti1iNvxRfzcWLxiakeDo8sqAbgnOkFTCpIzzwvIXZGIGOybdxz9kT+s6qB/65t4I3V9ayv93HnvAkUuvtWJrq/3jx5DjMdwRi5jqGzDDhY7CY99d4wrYEoxRlDH7rtrC7a1RHGG4ph0OnIdziwmivZ5t+IosbRy/2POsQSUQw6U9r0MOkUPO3BGBLJZpWZVnlIqylkScZpdFMX3I59j3/h8pooa3bEkCX47mwHet3BjSHPpeeWM138+UMfdR0JHnvfy5UnOQ6Y7NxXZEnm+xPv4J4vvs+yloV82foZh2f3nj/R2UBQQ2NW3qlUOve1FOn7GHSYdLoevcYUVUFRYyiaQlyNoagKMTVKRAkRUyPEVYXPtoZ4a4WKkkj+rz/d4uHTLR7sJj3HVWYxZ1wOU4tcKfc3Gg50so5CeyEuk4sdvh00BBsw6Uy4TK60qi6SJAmbofc8tqFm9U4PCzY0IUtwy9z0jOqAmMYasRh0MlfOLufesyfhMOvZ0hLglpdW8fGm/rnm7tmbp7YtiF6W0/qEJknJzrRJu4WhSyT0R5Kl48tr21lX5yUWV8lzJvNSDDqZDFM2WabcAfdZCSoBnEY3Fl3q59o7kSWJbLuJLLsJs0E3LCd2q94OEl1J555gglc+DwJwxgwrxQdh/7AnLquOG+e5GJdvIBrX+POHPlbWdM95iyRCGGVzvw1KS+2VnFlyIQDPbHqkT52hV7ctZX3HCvSSgYsqr+7X9vqLXtZj1luxG5xkmLLJseRTZCuj0jWJCvt0Pl7t5PUvNJSExIwSG/eeU8m50wvIsBoIRBXe39DET99Yx+XPfMGfF21lY4Mv7cq0hwKbwcaEzAlMzpqMXtLTFGwimuhbnuShxMO7ozpfP7yYsbmptQM5ECKyM8I5ujyLxy6287v3N7G+3sfDC6pZtdPD1XMqsRj7Pj3iMBtwmNMvKXl/OC0GmnxhVu/yoJdlZClZat/5kKWvfkKyJFmWkhdziaRgkqXuP6Xdr8cUlUZfmGZflEhcxWnWU+iy7HPhlyWZXEsh/riHsBLqV7mwqqmoWmLYeuukMxa9DZNsIqZGMcom/vlZgHBcozRLz9ypg9vMzmKUueZUJ88v9vPl9hj/+MSPL6xy0uTkdsJKiEJb2YCMRL9RfgWfNX1IS6SBN2qf48LKnjsgJ1SFF7f8CYB5Jd8g11I4sA90kDT5Ijzwzka2tASQgO8cU8qFR5UgSxJHj4ErZ1ewvt7LouoWlmxtwxOK89aaBt5a00Cuw8QJ47KZMy6H8mzbqP0ey5JMvi0fp9HJTv9O6gP16GU9brO7375uo5EvatpZVN2CXpa4+dRxqR7OARFiZxSQbTdx3/nTeHn5TuYv28GHG5vZ2OjnR/MmpNx4byjQycnqskAkgaYpaCTNLtFA5asoQefNpyTvbvsP7Hk/KgESSaEjyckwZ0JNrstlMZBlO3CCpt3gJMdcwK5gLSaduc8nv0gihFlnHfU9TPqCSWfGrLcRigdYvlVjY30cgw6+O9s+JBFGvU7ie3McOJYFWbQxwmvLg/jCKvMO06OTdbiMA6tAMuutfG/8zfxh7U/4z/YXmJ0/j0Jb6X6XXdTwDruCNdj0Ds4b872D+TgDZsX2Dh5+fxP+qILDrOeO0ydwRGn3z66TJaYXu5le7ObqEytZvdPDws0tfL6tnWZ/lFdW1vHKyjqK3BbmjMtmzvicYZlaTgVWg5XxGeOTuTy+WpqCTWSYMwZmHzNK0DSN372/CYALZ5ZQmpXe+16InVGCTpb49tGlTCty8bv3N1HnCXPHv1fz/ePLOXtawai787Ia9VgPMuVC0zQ0kkJI3a2MJOhXIm6OpQBvLFn14uxj/k1ECZFvLRlQBGE04jJmsK2tndeXJ8t9zzncRp5r6E5NsiRxwUwbLqvMf1aG+HB9mNYAfG92Bja9Y8DrnZkzh8OyZrGq7TOe3vQw9xz+h32Ou0gizL+2/Q2A88svG3bBq2oaLy3byT+/2IEGjM21c/cZE8l1HviibdDJHDUmk6PGZBJVEiyv7eCTzS0sq+2gzhPmn8t28s9lO6nItnHCuBzmjMvudZ0jDUmSyLHm4DQ52enbSV2gjkA8QKY585CM8ny6pY0vatox6mRuODm1prV9QYidUcbUIhePXXw4j364mS9q2/nzom2s2unh5lPHjZhpquFC2j2thQS6vX0c+ohBNpJvLWGrt4q4GsfQS7KyoirIkoxrFLfh7y8mycp/lknEFBibp2fOpKG/SEqSxNypVpwWmX8uCbB6OzyTiHHvWWq/pn/3XudlE25h/dIVrO9YwWdNH3Bc/mndlnl7+3w8sTZyzAWcXnzBYHyUPuOPxHl4QTUrtifzzM6Yks8P51T0u9rKpNdx/Nhsjh+bTSim8PnuqYwvd3rY1hpkW2uQf3xWy8R8ByeMy+GEselltHmwmHQmKt2VZJgz2O7bTlOwCZfJlRa9boYLTdN4eEEyqvOdY0r7XBiTSg49OXoI4LQY+OnZk7jqhAr0ssTnNe3cNH8V6+t793UaDFRNo7rJz7Of1XLz/C957H+bhzSZONW4jJlkm/Pw9yFZOawEsOqdBxVBGG18sMHHjhYJox6+c5xjWNseHF1p5tI5egw6WLsryD2vr+21w/iByLMUcf7uqannNz9OSAl0veaJtvGfHS8CyYaEwxnZ29KcLGBYsb0Do07mllPHcf3JYw+6rNxq1HPyhFx+fu4Unr3iaG44eSzTi1xIwMZGP3/9ZBuXP/MFjyzYRG1bcHA+TBogSRJZliymZU+j0l1JWAnTEmohoQ5eH6d05qNNzXy5w4PZIHPdyZWpHk6fEGJnlCJJEl+bUcjvvjWDQpeZ1kCUe15by/xlO4bETDOeUFm5o4M/fbyFK55Zxu3/Ws2/VuxiW2uQBRuaeHhBdcpMPIcaWZLJtRZi1JkIKwc+oUfVKFnmnEMy7L0/drSHePHzXQDMOwyyHMPfc6gsL8odZ+bjNCebbd7+r9XUtA78wnxO2XcosJbgibXx8ta/dj3/721PEU2EqXRO4tjcUwZj6H3i/Q2N/OiV1TT7o+Q7zTz0zemcOilv0LfjtBiYNyWf+74+jWeuOJqrTqhgQp4DVYOqRj93v7qWjmBqvO2GCoPOQLmrnOnZ08kwZdAcaiYQC/T+xhGMqmo8/H6yAuuy48akdauSPRFn3BGM2ofyz8ocO7+/6DBOmZCLqsELn+/g3jfW9dlq4kCEYgqfbG7hofc28d2nPufnb67nnXWNtAdjWAw6Zo/N5tJjy9DLEou3tPL7D0av4LHq7eSaiwgp/h471UYTEUw604BNPxOqhicUY0d7iPX1Xpp8qfMJGwyUhMrvF1QTT2hMK7ZyWPnw3xXHElH0spHDivN56JvJG4Nmf5QfvbKaz7a2DmidBtnIFRNuB2DBrtfY5tvIrkANH9W/BcAlY28Ylhy6qJLgsQ8383//20I8oXH0mEx+f9Fhw1K0kGkzdt1s/fXSo8h1mGjyRblp/pej8hzgNruZnD2ZCRkTUFSFpmBTWlpODAbvrW9kfb0Pu0nPNXNGRlQHRM7OiMRs0JFtM9HgDZNlM/XaSdhq1HPraeOZUeLiiYVbWVvn5ab5X3LL3PH9dqbtCMb4vKadpTVtrN7pQdnjxOW2GjimPItjKzKZUfxV59XSTCsPvLuRhdUt6HaXKKZrh+aDIduShyfWjj/uwWXc9/8aVPxkm/Iw660kVI1AVMEXieMLx/FFlN0/4/j3+N0X3r1MJE4wuq8YcFsMjMuzMz7PwfhcB+Py7CMmN+tfK3axpSWQPGmeVEZrfCOKqvTbH+pgCCoBMkxZWHQ2rG6Jh791GL99byOrdnr4zTsbueSYUi46qqTf4mRq5lEclzeXJU0f8PdND+M0uNFQOSrnBCZmzBiiT/MVjb4ID7xTxdaWILIElxxTxjePLE7JcZfvMnPtiZX89t2NfLK5lUcWbOLOeROHfRxDjUE2UOIswWVONiNsCjZhNVhxmkZP1WVC1bq6JX9/djkZtpFTZCFpI/nWcJDw+Xy4XC68Xi9O58j4YsYTKjUtQWrbgtiMepyWvl3g6jrCPPj+Rra1JMP0fbGaqPeEWbqtjaXb2tjY6O9Wvl3oMjOrMotjy7MYn99zvsWnW1p58L2NXUZxN5w8dlQKno5IK6ubNxKJWPEGZVr9CTpCKsGIiiccQ1FMBCNq0oNqAOuXALtZj82opzUQ7SY2OylwmZPiJ8/O+FwHFTn2Xt3Xh5stzQHu+PdqEqrGHadPYPbYDDZ6VqOhJRsNDgOqptIRa2WsczIZpq+SaBOqxt8/reHN1fUAHD82m1tOHddvexJPtI3bP/sO4UTyWJMlHQ8e81yPJemDxfLadh5eUE0gquA067lz3kQOK3EP6TZ7o9EbobYtyH1vVwHwl0uP5PQp+Skd01CSUBM0hZqo9dYSVsJkWbIw6Ab3JiQUD6GoCkflHTXo6+6J17+s45aXVuGyGFj0o5Nx9fG6M5T09fotxA4jU+xAMiO+zhNmS1MAVYNsu7FPd6DxhMozS2q7TuZjc+zdrCZUTWNLcyApcGra2dke6vb+cbl2jq3IYlZFFsUZ+zbc64lPNrfwu/c3oWrJSpDrTqockSXxUSVBsy9KgzdCoy9Cky9C4+7fG30RYkrfk7FtJh1OsyH5sOh3/0z+7TDrd/+u73rObtJ39Z+JKSo1rUGqm/xUN/vZ3BSgzhPeZxs6WaI8y/ZVBCjPQXGGJWViM6ao3PryKna0hzi+Mou7zpiIJEns8G+lOVJPpilnWMYRiPvQSXomuKfvN5r0/oZGnvh4K4qqUZFj46dnTSbH0T9zzPd2vsI/qn8PwGlFX+eKibcPytj3R0LVmL9sB/OX7QRgfJ6dH58xqd9jHgoavREqc208t3Q7T39ai8Ok540bjh+VfcD2JBgPDpnlxHCLnXhC5bRHFlLbFuLOeRO4Pk3KzYXY6QcjVex00haIsrkpgDccJ89p7nMzts9r2nj0g834owoWg45vH11Coy/K59vaaNsjkVAnS0wrcnFsRRbHlGeSbR/4yfPjTc08sqAaDTh7WgFXz6lIO8GjaRqeULxLvHQJmd0/23tJspQkcFsh0y6T6zCQYdch6QIUO3Mocxd2iReHST/o5pqBiLJb+PipbgpQ3eTHE47vs5zFoGNcrp1xnRGgPMdB7df+8PSnNbz6ZR1ui4HHv3NE191he6SFrb4NZJkHP3l2f7SFmyh1jCXPWtTjMuvrvdz/zka84Thuq4F7zpzUL6NDVUvwwKrbaQrV8f9m/mXATQt7wxeO8/CCTazc4QHgzKn5XHVC/8vKh4pOsVOSaeWSv37OF7XtjMu18/r1x2Mzje5sClVTaQ41s927nUA8QIYlA9MgOMoPt9h5adkO7nplLZk2I5/86OS02W9C7PSDkS52AAJRhS1Nfhp9EbLtJkz6voXcWwPRLquJPbEYdBxRlsGx5clGYvZB/GJ/WNXEox9uRgO+NqOQH8wuT7ngafFHef7z7WxtDtDoixDtJTpjMegocJnJc5opcJnJ3/17vtNMjsNEe7SBHYEtuE3ZqJpKUPEx3jVt2JvIaZpGy24xXN3kZ1OTny3Ngf1+vkybkQl5DqYVuZhR4qakH1G7vrKhwcePX1mDBvz07EkcU57V9VpYCbHRsxqr3jbkZdnRRISYGmG8a3qvVh/Nvgi/fruKmtYgelni+pPHMncIqpkGyuYmP/e/u5EWfxSjXub6k8ZyysTcVA+rG51ipyLHTrM/wjmPLabZH+XsaQU8/p3DU378DweheGhQLSeGU+xElQSn/G4hdZ4wPz17Ej84oWJIt9cfhNjpB6NB7EByemBbS4DtbUGcZiN2c98ESkLV+NeKnXy8qYUphU5mVWQxvdg9pHke729o5P/+twWACw4v4vLjxqTkhKdpGh9tauEvi7YSjH2VACxLSRuOfKeZPFdSxOQ7k6Im32nGYdYfcLyKqrDNV0Ug7kOWZKx6O2NdU9Ki5DyhauxsD1HdnIz+bG7yU9sWZO/0H7fVwPQiN9OLk+In/yA74oZjCW5+6UsavBFOnZi7j0OyqqlUe9YSUyPYB1ix1lc6oq1kmXIZ4+ybS3M4luD3H1Tz2bY2IJnrdsXx5Sk1zdU0jffWN/HnRcmptgKXmbvPnER5duqdsPdmT7EDsGJ7Oxf/ZSnxhMZPzprEVXPS5+I5lGiaRmu4lVpfLd6o96AsJ4ZT7Dz3WS33vrGeXIeJRT86ud/5a0OJEDv9YLSIHUj2QNjZEWJrSwAZiaxhmpoYCO+sa+BPH28F4FtHFnPpsWXDKni84Th//GhL1wVsQp6Di2eWUOj+yt38oNYf62CrdwOKGqPCNYlsc/omZEbiCba2BNjQ4GPNLi8bGnz75B7lOkzMKE6Kn+nFbjL7WYnxxMKtvL22gWy7ice/ffh+w+D1we3UB7eTaR66yERCS+CNtjPONaVfnaxVTWP+Fzv45+6cmCNK3dw5b+KgRj37ijcc5+lPa/hwYzMAx5Rncsvc8SkZS1/YW+wAPPtZLT97Yz06WeL5K49hVmXWAdYwuogoEXb5d1EXqAOJAVlODJfYicQTzHnwI5r9UX513hQunTVmyLY1EPp6/U7PI0MwYGRZoizLhsWoY3NTgAZvmFxH3/N4hpMzpxagqhpPLtrGv1bsQidLXHJM2bBse+m2Nv740RY84Tj63b5i3ziieFD/T06Dm2xzPr54Bw6De9DWOxSYDTqmFLqYUujiW0eWEE+obGz0s2aXh9W7vFQ3+Wn2R1lQ1cSCqiYASjIsu40iXUwrch2w5P3LHR28vbYBgJtPHdfjfL9Vb0eTknfAQyV8w0oAm8He7ylFWZL4zjFllGXZ+P0H1azc4eGOf63mp2dPGhYDTE3T2NDg4511jXy6pRVF1ZAluPTYMVxwRNGIq2689NgyVu3w8OqXddzw4kreumk2Ba70tx0YDMx684ixnHh+6Xaa/VGK3BYunFmS6uEMGCF2Rim5DjNmg47NTX4afWFy7Oa0Kz8GOHt6IYqq8bfFNcxfthO9LHHRzKErzQ1GFf7yyTb+t/uOuCzTym2njR+SqhBJksi3FuNSMjDpRkaX0U4MOplpRUkRc8kxyWmcZNTHw+pdHra1BNnZEWZnR5j/rm1AAipybF3iZ0qBq8tjKhBVePTDzUAyKf1AZdAWvQ2TbCKmRofsfxZJRCiwlqIbYD+f48dmU+Ay86v/ViUNd/+1mh/Nm8gRZUOTfByIKvxvYzPvrm/sVhk5NsfOFcePYXqxe0i2O9RIksR9X59GVaOfqgYf1z6/kpeuPrbP+YYjnU7LCafRya7ALnb6dxKMB8k0Z6KT0+N/EIwqXdH3m08dN6L3jZjGYnRNY+1NJJ5gW0uAHe1h3BZD2mTQ782rK3fx9JJaAC6bNYZvHlk86NtYvcvDHz7YTGsgiizB1w8v5pJjStOmYmUk4Y/EWVfnZc0uL6t3edjZ0b3kXSdLjM9zML3YxY62EJ9ta6PAZeaxiw/vdb6/2ruOUDzQZxf5/hBJhImrUSa4pmPuJTG5NzpCMe5/u4qqRj+yBFccX855MwoHJSKlaRqbmwO8s66BRZtbu6YUTXqZE8fncMaUfMbljRx/tf1NY3Wyoy3EuY8vxhuOc8kxpdz39WkpGGHq8UQ8bPdtpyXcgsPowG488A3YcExj/fGjLTz03ibGZFn54LYTB716dDAQ01gCIDk9MSHficWgY2trkJiipmXXywuOKEZRNZ5bup1/fFaLXpY4//CeS4L7QySe4NnPavnPmuQ0SoHLzC1zxzO5HyXEgu44zAZmVWYzqzLZjK89GGPNLk+X+Gn2R6lq8FHVkKzykyW4de74PiU2uowZeKLtQzLuUDxAjqXgoIUOQIbVyH1fn8YTH29lQVUTTy2uYXtbkOtOGrjBZiimsKi6lXfWN3Q1/oRkBPLMqfmcNCE3bW9YBkpplpU/XHwY339mGS98voMZJW4uPGrkTpcMFLfZjc1oozHQyA5/sgNzliVrWDuK74k3HOfPC5NRnVvmjk9LodMfRtdRI9gvOlmiPMeO1aSnuslPky9CjsOUdnP8Fx5VQkLVePGLHTz1aQ2ynDQzPRg2Nfr5/QfVXc32zpyazxXHlXdNsQgGh0ybkZMm5HLShGRicaMvwuqdSfGzudnPGVPy+9yfxqKzISOhauqgVq8lVAUkyDANXiKsQSdz4yljKcuy8vdPa/igqpm6jjB3nzWJDGvfbypqWgO8s66Rjze1EI4ndq9bYvbYbM6cWsDEfMeoLs8+eUIut84dzyMLqvnp6+uYlO9kWvHQVuSlI+lkOfHUJ9vwRRTG5do59yDPw+mAmMZidE9j7Y03FKe62U+bP0qu05yWUzjPL93OS8uTFS/XnFjJ2dMK+r2OeEJl/rKd/HvFTlQteTG++ZRxQ5ZXIRg84mqMjR2rkSVdrz1w+oM/5sGkszLePQVZGnyxu3JHBw++t5FgNEG23chPz55M5QFywaJKgsWbW3lnXSObmvxdzxe6zJw5tYBTJub22QYm3TnQNFYnqqrxw+eW80FVM0VuC2/dODsto9DDRW+WE0M5jdUejDHnwY8IRBWeuOQIzhzAOXi4ENNYgv3ishqYVuRiS3OAOk8It8WI1ZheX4NLjilFUTVeWbmLJxduRSdJnDG172Xb29uCPLKgmm2tyWmAk8bncPWcyj73HRKkFoNsxG5w0hFtGzSxo2kaMTVKoW3MkAgdgCNKM3j4m4fxq/9uoM4T5kevrOHWueOZPTa723I720O8u76RDzc2dZm76mSJWRVZnDE1n+lFg2cpMJKQZYmHLzyM8x5fTG1biJvmf8kzVxydlpWkw4FO1lFoL8Rlcg2Z5URP/HnRVgJRhSmFTuaNEg8zcfY/BDEbdEzMd2A2yNS0hogpKu5+hNyHGkmSuGxWGQlV5fVV9fzx4y3oZYm5kw/ctTahary+qo7nl25HUTUcZj3XnzSW4/e62AjSH7vBRWukcdDWF0mEMeksQ5L0vCdFGRZ+960ZPPTeJlbu6OC3725k+8wSvnVkCUu3tfHOugbW7dGtPNdh4owp+cydlHdIRzE6cVkMPHnpkXz9j0tGtUN6f7AZbEzInJAsU/cmy9QzLX3vD9Vfmv0R/rG7WOT208cjjxKxKcTOIYpeJ1OZY8e2Rx5PrsOUNneUkiTx/ePLSaga/1nTwGP/24wsSz22wW/whvn9B5u7EmJnjsngxpPHiQvICMWit6KT9CiqMigJmpFEkFxzYa/l7OFYAlXTDioJ2G7S87NzJvPMkhpeX1XP/GU7efXLuq6KKlmCmWMyOWNqPoeXZByykYuemJjv5IFvTOPm+av440dbmVHsHtUO6X1BlmTybfk4jc4uy4mElsBmGPxu2X/6aCuRuMrhpW5OnpBetiMHgxA7hzCSJFHgsmDW69jU5KfeGybPYU6brHtJkrjqhAoUVeOddY08+mE1OlnixPFfuWJrmsa76xv5+6c1ROIqFoOOq04oZ+6kvH4LN03TiMRVTAY57ZK3DzUsOismnZmYGkEvH1wPJEWNIyHhNvcc4dM0jfZgDEXVUDUNo14+qHw2nSxx5ewKyrJs/PGjLcQUlUybkXmT8zhtcn5aOJH3RCSeILG3d8hBoqgH9prbm/MOK2LVTg9Pf1rL7S+v5o0b7KPeIb0vWA1WxmeMJ9OcSa2vFo3B20+BqMKTH2/l+aXbAbjj9Alpc/M7GAixIyDDZmR6saur43K+05I2d5uSJHHNiZWoqsZ7G5p4ZMEmdHKySqUtEOWx/21h5Y4OAKYVubj51HHkDdDDqdkfRS9LeMIqGhomnQ6LUYdJr0ub/8ehgk7W4zC4aY7UY9Uf3EUupASwG1zY9PvvSxNTVFoCUdxWAxXZNuo9YdoCMXIP0gsMYO6kPMbl2mkLxJhR4k7775E3HCeaSGAa5Bseh1nfb/F4z1mTWF/n44vadq5+bsUh4ZDeFyRJIseag8PoIBAPHHRyspJQeXn5Lh5ZUE1rIAokDZqPG2X2HaIai0OrGutARJUEVfU+Gn0RClyWtIpuqJrG//1vMx9UNe9uCFjEu+sbCUYTGHUy35tVxrkzCgc8Zn8kTiyhMrnQiU6SCEYTtAWjBKIKkXgCVQWjXsZi0GE2jF7xk9htQZAOd3TtkRa2+jaQZR64w7imabRFmqh0TdrverzhOKGYQnGGhfJsOxajjtZAlFU7PGRYjWnZdXyoiMQTdIRiTClykTsEkSe9LPX7e3WoOqQPF4uqW7jvv1Vd1YDl2TZ+fOZETp/c/8h4qhDVWIJ+Y9InGxAqqpYUPE5z2nzhZUnihpPHkVCTLuWvrKwDYGyundvmjqckc+BVO/GEij+qMCnfQa4jeTefZU82O4vEEwSjCqFYgvZgDH8kTotfQUXDIMtYjDoso0D8qLunceIJFVXTyLCmvkrPrLeil43E1RgGeWC5V5FECIveto83mZJIRnMsRh1TilwUOM1diZiZViO5ThPNvuiAo4QjjYSq0RaMUZFto9CVPsd9rsPME989gov/spT/rm3gsE/ch4xD+lBS3eTnvv9WsbC6BUgmht986ji+e2zZqBX4QuwIumEx6phY4GRdnZdmf3qd7HWyxM2njkeWJD7Z3Mo3jyzmW0cWH1SOkaZpNPsjFGdYKdqPmaN5dyQnCyjJtBJVEgSjSQHUHozhjyq0BqIoqopBJ2M16DEb5LTJe+oLoZhCRyiG22pkcrYTXzjOro4Q/ohCps2Ysl5MZp0Fs85CNBEZsNgJK0HyrSUYdV9FKgJRBW84RoHLQnmODedeBqayLFGcYaXZHyWqJEa0H1BfafJHyHOaGJNtSxuh08mRZZnce85kfvbGeh54dyNTi1yHlEP6YNIaiPL7BdX884sdqFqyceX3Zo3hxlPGplVF7lAgprEQ01j7wxuKs7beSyyupmUyZULVBiWa0haIYjbomF7iGlAkI6aoBKMKwd2CwRtWiMQSKJqKQfoq8pOO4id5Nx8FCUozrJRkWrvsHDyhGNvbQjT5Ipj0OtxWQ0qmNeuC22kIbifT3P+qkLgaJxj3Md49DbvBiapptPqjyDKMybJRkmntcb9omsb6eh/1nvCod+JuD8bQ6SRmFB/YuT6VaJrG7S+v5tUv68iyGQ8ph/TBIBJP8PdPa/jTR8n+OQBnTMnnx2dOZEz24Fd0DSdiGktwULisBiblO1hX76UjGEu7Eu7BEDqhmIKiaVTk2gY8ZWPUyxj1RjJsRoozrMQTneIngScYwxOO0xaMkVCTU0PpYlORjObEybIbKc+2kW3vLmjdViMOs4E8p5natiAN3jBui3HYE0RtejualLzY9TfiEIz7cRjd2PQOIvFkDlaW3URljp3MXr7PkiRRnGGh2R8hEk/0ydNrJBKKKcRVlUkF6St0QDikDxRN03hzdT0PvrupyzJnWpGLn549iWMqDq3omIjsICI7B6LJF2F9vReTTjdqWtdDMqrR6AszLtdBZe7QlbR2ip8Gb5hGb4RYQiPTakzZxTOharQGouhkKM1MRjd6m6OPxBPUdYTZ2ZFsQJltNw3b1FY0EWGjZxVG2dxrj5w9UTWV9mgLlc5JSAk3sYRKWaaV0ixrv/73VQ1edrSFKXSPvihCPKHSEogwLtcxYsq6hUN631le286v/lvF6p0eIGmA/KMzJnDejKJR0ygQRGRHMEjkOc3EEyobG/zoZGnUlH42+yPkO82UZg2e99L+MOhk3FYjbquRQpeVOm+IRm+E9lBs2EVPZ65KjsNEeXbv0Y1OzAYdlbl2sh0mtrcFafJFMMgyGTbjkE9tGWUTFr2dUDzQL7ETSYQwyVaCYSNui8TEAteAmmYWuq00eaOEYkrKE7YHk85ctUK3hdKDSO4fboRDeu/saAvxwLtVvL022YHcatRx3UmVXDm7Im0iy6lg9By9giGjyG1BSahUNwWQJWnEHzCeUAyrUUdFrn1Yk29dVgMuq4sil5U6T4hGX4SOUIyMIRY9SkKlLRhDr5OYmO+gKMM6oM/tshiYWugiz2mmpjVIgzeCy2wYUs8xSZJwGTLwRtv79b62kA+nvpjSbDcVObYBi3SXxUCh28K21sCoEjvJvkJGxuU60jKf7EAIh/T94w3H+eNHW3jm01piCRVZgguPKuG208d3VZkeyoyeo1cwZEiSRGmmDUXV2NIcJFs2jti58kg8QURJMLXItU8VznDhshpwWpwUui3Ue8I0DKHo8Ufi+KNx8hxmxmTbDrriQpYl8pxm3FYDDZ4w29tD1HuSuT9D9Z2w6K1ISKiaiiwd+MKsatASCCChY2ZJCeNznAed31XgNtPgDROMKqMisumPxNFJEuNy7SP2xuWGk8eyZpeHD6qaueb5FYe0Q3o8ofLi5zv4wwfVdITiAJwwLpt7zprEpAKRltFJSiX9okWLOPfccyksLESSJF5//fVurwcCAW644QaKi4uxWCxMmjSJJ554otsy0WiUG2+8kezsbGw2G1/72tfYtWvXMH6KQwNZlijPtlOWZaE1ECWe6F/793RA1ZLVRyUZVvJTXFIvSRJuq5FJBU6OLM2g0G3BF43T6AsTiScOev3xhEqDN5xMPs13MrXINailpSa9jjHZdo4ozaAow0JHKE5rIDroNgMAFr0Nk85MNBE54HKReIK2QASdIcIRxaVMzM0blER2h9lAUYYFTyh20OtKNVElgT8SpzLXRpY9/aos+0qnQ/qYLCt1njA3zf9ySL576YymaXywoYl5f1jEz99cT0cozthcO09fMZNnv3+0EDp7kVKxEwwGmTFjBo8//vh+X7/11lt59913ef7556mqquLWW2/lxhtv5I033uha5pZbbuG1115j/vz5LF68mEAgwDnnnEMicfAXDEF3dLLE2FzH7h4kkRF3cmnxJ6tx0qmXSKfomVLo5IiSDApcFryRpOiJKgP7DnvDcVoCyR5Jh5VkUJplG7KpCofZwJRCJzNKXNjNepp8YXzh+KBuwyAbsekdPYodTQNPOE5YSVCUYaYow0RlZuGg7uMClwWrSU8gogzaOoebhKrR4o9SmmWlyD1y8nR6otMh3WLQdTmkHyqsr/dyyd8+5wfPLmdbS5Asm5FfnT+Vd28+gZMn5KbN+S2dSJtqLEmSeO211zj//PO7nps6dSoXXXQR9957b9dzRx55JGeddRa/+tWv8Hq95OTk8Nxzz3HRRRcBUF9fT0lJCW+//Tbz5s3r07ZFNVb/SGdbiZ7otIOYUexO63C3pml4QnHqPGEafRHQwG019GmKKJ5QafFHsZp0lGfbKHANr8dZTFFp9CantkIxhUyradCm5VrCjdT6N+1j+RBPqHhCMRxmA8UZVmR9GFmSOSL3iIP2DNqbbS0Bqpv8FLosI/Ji0uSL4LYamFbsGrHT0PvjjVV13Dx/FQB/ufTIUe2Q3uSL8Lv3NvHvlbvQtGTri+8fX851J1embFo+1fT1+p3WmWmzZ8/mzTffpK6uDk3T+Oijj6iuru4SMStWrCAej3P66ad3vaewsJCpU6eyZMmSHtcbjUbx+XzdHoK+02krkW030eiLkCZ6uUc67SAqsm1pLXQgKfozbLsjPaUZ5DpNeMJxmnwRYsr+pw6TAilGiz9CgdvMYSVuijOsw25hYdTLlGbZOLw0g5JMK95w/KAigKqmoSRU4gkVHWYSqkQwFiMcTxCKKXjDcbzhOPluM+PzHbhtBoLxIAW2gkEXOpCM7thNevwjMLrTEYphMsiMy3OMKqEDSYf0K44fA8DtL69mW0sgtQMaAkIxhT98UM1JD33Mv1Ykhc65Mwr58LYT+fGZEw9ZodMf0jrb7rHHHuOqq66iuLgYvV6PLMv87W9/Y/bs2QA0NjZiNBrJyMjo9r68vDwaGxt7XO/999/PL3/5yyEd+2gnnW0l9qQ3O4h0RZIkMm1GMqwGOkJJ+4ZmX9KReE+DyqRjdwS72cC0Yjf5e3g8pQq7Sc+kfCe5DnOyVN0fxqRLXmBVLSlitN0/OwMkGiDt8ROSfmhIIEugYURTjYTiISwGOzJg0suUZVnJspmQZIgoEUw6E5nmzCH5XBajjpJMK1UNfhxm/YiJ7oRjCaKKytQiJ65R1CtrT0arQ7qqaryyche/e38TTbuP/yNK3fz0nMkcUZrRy7sFe5LW34bHHnuMpUuX8uabb1JWVsaiRYu47rrrKCgoYO7cuT2+r7duq3fffTe33XZb198+n4+SEtGrob90XtTW1ntpDUT36cKbDrQHY7gtRipybCPSrHNP0dPujlHnCXeJHoNOJqokKM20UpY18PLqoUCSJLLtJlwWA43eCG2BGLKcdL7W7X4YdDKyJCFJSWEjSxKyvMfvUjIRtfP3PE8Z9cE68m2u5Pv2ikv7Yj7yrHnYjUPXIC/PaaauI4w3HB8RXkJKQqU9FGVsjj3lSflDiUEn8/glh3POY4vZ3BzgR/9eM+Id0pdsbeW+/1axvj4581CcYeHHZ07k7GkFI/pzpYr0OTvuRTgc5p577uG1117j7LPPBmD69OmsWrWK3/3ud8ydO5f8/HxisRgdHR3dojvNzc0cd9xxPa7bZDJhMqXfhXkkks62EoNhB5EuSJJElt1Eps1IuzvGro4woViCCfkOch2mlEdzesKgkynJtB6UK30nObYMmsJ16HT7ftaEmkDTNHKt/ffQ6g9mQzK6s6Hei9OSGr+wvpKMakYpcFkoS6Ok/KFitDikb20JcP/bG/mgqgkAh0nPDaeM5bLjxoxa25LhIG1zduLxOPF4HFnuPkSdToeqJnMXjjzySAwGAwsWLOh6vaGhgXXr1h1Q7AgGlyy7iYn5ThRNHfRKnIGSUDU6QjHKs2yjqqFWp+iZVuRi5pgM8l2pn7YaLmwGGwadgVhi3xLwQDyAw+jAbXIP+ThynSZcViPeUHp813uiPRjDadEzdpibZ6aSTod0gAfe3chnW9tSPKK+0xGM8Ys31zPv94v4oKoJnSzxvVllfHznSVx9YqUQOgdJSm93A4EAW7Zs6fq7pqaGVatWkZmZSWlpKSeeeCJ33nknFouFsrIyFi5cyLPPPssjjzwCgMvl4sorr+T2228nKyuLzMxM7rjjDqZNm3bAaS7B4JNuthLDZQeRKmRZQubQEDmdWA1WrHorYSWMUdc9ghiKh5iQMQG9PPTfO5M+Gd1Zu8uDUzWk5fRoIKqgojE215HyY3G4ufTYMlbt8PDql3Xc8OLKtHdIjyoJnl2ynf/732Z8u5PfT52Yy91nTWRsriPFoxs9pLT0/OOPP+bkk0/e5/nLLruMZ555hsbGRu6++27ef/992tvbKSsr44c//CG33nprV0g2Eolw55138uKLLxIOhzn11FP505/+1K8cHFF6Pjhomsb2tiDVTQHcltQ5fHeEYsgSTC9xiyqFUcY27zZqvbXk2b4qQQ8rYSJKhMNzD8dmsA3LOOIJlS93dBCKJtKuOV88odLsjzIx386Y7JFh8DnYhGMJLnhiCVUNPg4rcaelQ7qmabyzrpEH3tnIjvYQAJMKnPz07EkcPzY7xaMbOfT1+p02fXZSiRA7g4eqamxrDSRtJYbQQqAnIvEEnnCMqUWutL6bEwyM1nArq5tXk2fL67rhaQ42U2AvYGLmxGEdS4M3zOqdHvKdw9vP6EComkaDJ0xJlpWJ+QdvlTGSSWeH9FU7Pfz6rQ0s394BQK7DxB2nT+AbRxYf0vtsIAjXc0FK6LSViCdUtreFyHWYhy1foNMOYkyWbVRXnhzK2Aw2zHoz0UQUs96MoibD/jmWnGEfS47dRLbdREcoljaViC3+KFkOE5U59kP+opmODul1njAPvruRN1bVA2A2yPxwTiVXz6k45KYbhxvx3xUMOp22EgkVdnWEhu3ONx3tIASDi1lnxmaw4Y/7MevNBGIBnEbnsCQm741+d6XZ6p0elISacvdwbziOQZc0+BTJrEnSxSHdH4nzxMdbeWpxDdHdzUG/cUQxd8wbLyLQw4QQO4IhwaCTGZdnR0moNPjCOEwGrEbdkEV5/JE4ep3E2Bxxoh/NSJJEljmLtkgbmqYRVsKMcY1BJ6dmn2fbTeQ4TLQHYymt+ovs7io9ZZANX0cDqXRIVxIqLy/fxSMLNtEaSFYRHluRyU/PnszUouEXXYcyh0Y9oiAldNpKVGbb0UkS7aEYdd4QLf4owaiCOkjpYiPJDkJw8NiMNmRkgvEgFr2FDFPqOsnqZImiDAuqphFP7N/OY6hJqBptwRhjsmwUusT07d6kyiF9YXULZz32Cfe8tpbWQIzybBt/ufRI/nnVsULopAAR2REMKRajjvH5DpSESjCawB+N0xaI4YvE8fniaBpYDDqsJt2AkplHqh2EYODYDXbMejNtkTbGusdiNaR2v2fbTOQ6zLSkyDal2R8hzymmbw9Ep0P61/+4pMsh/c55Q5PQvqnRz31vV7GougVIGvnefOo4LjmmrMvmRTD8CLEjGBb0OhmXVcZlTbpTR+IJAlEFfzhOazBGIKLQnogiSzJWow6LQdenHIiRbgch6D9GnRGn0UlEiaQkMXlv5N3RnRZ/lJiiDusFrT0Yw2pKNg4UF9IDMzHfyQPfmMbN81fxx4+2MqPYPagO6S3+KI8sqOalZTtQNTDoJC6bNYYbTxmHyypaYKQaIXYEKcFs0GE26Mi2mxiTrRGMJQhEFDpCMTqCMdqCMRKahkknY9ktfva+ax1NdhCC/pFhziChJXAa06NVRJbNSK7TRLNv+KI7gYhCXFWZVODCIfpJ9YnzDiti1U4PT39ay+0vr+aNG+xU5BxcL6JIPMFTi2v400dbCMYSAJwxJZ8fnzmRMdnD0/dJ0DviCiFIOZIkYTfpsZv05LuSnZiDUQV/RKE9GMMTjuEJxZAkKTnlZdSjkyU6QjHG5TpGlR2EoG/kWHPIMGekLDF5byRJoiTDSksgSiSeGNIk+Zii0haMYtTJVGbbyBVtFvrFYDmkq6rGf9bU8+C7m6jzhAGYXuzip2dP5ujyzMEetuAgEU0FEU0F051IPIE/ouANx2gNxAjFFKJxlQKXmSlFrkPG90eQ3miaRlWDj10d4SEpJ06oGu27I54FLjMlmVZcFhHRGQjN/gjn/t9imnxRzp5W0G+H9GW17fz6rQ2s3uUFoMBl5q4zJvK1GYWHjFdduiCaCgpGDZ1TXjkOExXZGoGYQjCq4DQbhNARpA2SJFHkttLkixCOJQbNLkXTNLzhOMGYQrbdRGmWlWxb+jrdjwRyHWb+dEn/HdK3twX57bsbeXttIwA2o47rTh7LlbPLRcuLNEeIHcGIQpYlnGaD8LwSpCUuq4F8l5kdbWEsxoOP7gSjCp5wDIfZwNQiF3nO4etIPtrpdEj/2RvreeDdjUwtcjGrMmu/y3pDcR7/aDPPLKklntCQJbhoZim3njZOTKOPEITYEQgEgkGkKMNKky9KKKYMOHE+qiRoC8Yw6WXG5topzrCKyMEQ0JtDejyh8sLS7fzhw814QnEAThiXzU/OnsTEfJHyMJIQYkcgEAgGEafZQKHLwtbWQL/FTrJBYBRNgyK3ReTlDDGSJHHf16dR1einqsHHtc+v5KWrj8Wok/mgqpn7365iW2sQgHG5dn5y9iROmpCb4lELBoJIUEYkKAsEgsElEFVYsb0do06HvQ+VPpqm4QnHCcUS5DiMlGbayLYbRZPAYWJPh/RzphfQFojx2bY2INlW4NbTxnPxzJKU+58J9kUkKAsEAkGKsJv0FLktbGkOYDPu2yNqTwLRZKWh02xgWrGLPIdJXFSHmT0d0t9a0wCAUS9z5exyrjupUvQxGgUIsSMQCARDQKHbQoM3QiCq7PdiGVUStAVimA0y43IdFGVYRF5OCjl5Qi53nzmRB9/dxFnTCvjRGRMoFhY0owYxjYWYxhIIBENDTUuATU1+Cl2WruhOQtVoC0TRgEK3meJMq6guTCOUhCoiayMIMY0lEAgEKabAbaHOG8EXUXCa9XjCccLxBNl2I2VZNrJsIi8n3RBCZ3QixI5AIBAMEWaDjtIMC+vrfQSicdwWI2Nz7eSKvByBYFgRYkcgEAiGkFynmdZADJfFIPJyBIIUIcSOQCAQDCFmg47DStzC3kEgSCEijioQCARDjBA6AkFqEWJHIBAIBALBqEaIHYFAIBAIBKMaIXYEAoFAIBCMaoTYEQgEAoFAMKoRYkcgEAgEAsGoRogdgUAgEAgEoxohdgQCgUAgEIxqhNgRCAQCgUAwqhFiRyAQCAQCwahGiB2BQCAQCASjGiF2BAKBQCAQjGqE2BEIBAKBQDCqEWJHIBAIBALBqEaf6gGkA5qmAeDz+VI8EoFAIBAIBH2l87rdeR3vCSF2AL/fD0BJSUmKRyIQCAQCgaC/+P1+XC5Xj69LWm9y6BBAVVXq6+txOBxIkpTq4fSKz+ejpKSEnTt34nQ6Uz0cwQEQ+2pkIfbXyEHsq5HDUO4rTdPw+/0UFhYiyz1n5ojIDiDLMsXFxakeRr9xOp3iIB8hiH01shD7a+Qg9tXIYaj21YEiOp2IBGWBQCAQCASjGiF2BAKBQCAQjGqE2BmBmEwmfv7zn2MymVI9FEEviH01shD7a+Qg9tXIIR32lUhQFggEAoFAMKoRkR2BQCAQCASjGiF2BAKBQCAQjGqE2BEIBAKBQDCqEWJHIBAIBALBqEaInTTl/vvvZ+bMmTgcDnJzczn//PPZtGlTt2U0TeMXv/gFhYWFWCwWTjrpJNavX5+iER+69GVfXX755UiS1O1x7LHHpmjEhzZPPPEE06dP72pwNmvWLN55552u18VxlT70tq/EcZW+3H///UiSxC233NL1XCqPLSF20pSFCxdy/fXXs3TpUhYsWICiKJx++ukEg8GuZR588EEeeeQRHn/8cZYtW0Z+fj6nnXZal9eXYHjoy74COOOMM2hoaOh6vP322yka8aFNcXExDzzwAMuXL2f58uWccsopnHfeeV0nXXFcpQ+97SsQx1U6smzZMv7yl78wffr0bs+n9NjSBCOC5uZmDdAWLlyoaZqmqaqq5efnaw888EDXMpFIRHO5XNqTTz6ZqmEKtH33laZp2mWXXaadd955qRuU4IBkZGRof/vb38RxNQLo3FeaJo6rdMTv92vjxo3TFixYoJ144onazTffrGla6q9ZIrIzQvB6vQBkZmYCUFNTQ2NjI6effnrXMiaTiRNPPJElS5akZIyCJHvvq04+/vhjcnNzGT9+PFdddRXNzc2pGJ5gDxKJBPPnzycYDDJr1ixxXKUxe++rTsRxlV5cf/31nH322cydO7fb86k+toQR6AhA0zRuu+02Zs+ezdSpUwFobGwEIC8vr9uyeXl5bN++fdjHKEiyv30FcOaZZ/Ktb32LsrIyampquPfeeznllFNYsWKF6ACbAtauXcusWbOIRCLY7XZee+01Jk+e3HXSFcdV+tDTvgJxXKUb8+fPZ+XKlSxbtmyf11J9zRJiZwRwww03sGbNGhYvXrzPa5Ikdftb07R9nhMMHz3tq4suuqjr96lTp3LUUUdRVlbGf//7Xy644ILhHuYhz4QJE1i1ahUej4dXXnmFyy67jIULF3a9Lo6r9KGnfTV58mRxXKURO3fu5Oabb+b999/HbDb3uFyqji0xjZXm3Hjjjbz55pt89NFHFBcXdz2fn58PfKWWO2lubt5HOQuGh5721f4oKCigrKyMzZs3D9PoBHtiNBoZO3YsRx11FPfffz8zZszg0UcfFcdVGtLTvtof4rhKHStWrKC5uZkjjzwSvV6PXq9n4cKFPPbYY+j1+q7jJ1XHlhA7aYqmadxwww28+uqr/O9//6O8vLzb6+Xl5eTn57NgwYKu52KxGAsXLuS4444b7uEe0vS2r/ZHW1sbO3fupKCgYBhGKOgNTdOIRqPiuBoBdO6r/SGOq9Rx6qmnsnbtWlatWtX1OOqoo7jkkktYtWoVFRUVqT22hjwFWjAgrr32Ws3lcmkff/yx1tDQ0PUIhUJdyzzwwAOay+XSXn31VW3t2rXat7/9ba2goEDz+XwpHPmhR2/7yu/3a7fffru2ZMkSraamRvvoo4+0WbNmaUVFRWJfpYC7775bW7RokVZTU6OtWbNGu+eeezRZlrX3339f0zRxXKUTB9pX4rhKf/asxtK01B5bQuykKcB+H08//XTXMqqqaj//+c+1/Px8zWQyaXPmzNHWrl2bukEfovS2r0KhkHb66adrOTk5msFg0EpLS7XLLrtM27FjR2oHfojy/e9/XysrK9OMRqOWk5OjnXrqqV1CR9PEcZVOHGhfieMq/dlb7KTy2JI0TdOGPn4kEAgEAoFAkBpEzo5AIBAIBIJRjRA7AoFAIBAIRjVC7AgEAoFAIBjVCLEjEAgEAoFgVCPEjkAgEAgEglGNEDsCgUAgEAhGNULsCAQCgUAgGNUIsSMQCEYVjY2NnHbaadhsNtxu94DWUVtbiyRJrFq1alDHJhAIUoMQOwKBYEAsWbIEnU7HGWeckeqhdOP3v/89DQ0NrFq1iurq6v0u84tf/AJJkpAkCZ1OR0lJCT/4wQ9oaWkZ5tEKBILhQIgdgUAwIP7+979z4403snjxYnbs2JHq4XSxdetWjjzySMaNG0dubm6Py02ZMoWGhgZ27NjBE088wX/+8x++973vDeNIeycWi6V6CALBqECIHYFA0G+CwSAvv/wy1157Leeccw7PPPPMPsu8+eabjBs3DovFwsknn8w//vEPJEnC4/F0LbNkyRLmzJmDxWKhpKSEm266iWAweMBtP/HEE1RWVmI0GpkwYQLPPfdc12tjxozhlVde4dlnn0WSJC6//PIe16PX68nPz6eoqIhzzjmHm266iffff59wOLzPsolEgiuvvJLy8nIsFgsTJkzg0Ucf7Xp90aJFGAwGGhsbu73v9ttvZ86cOX3+vGPGjOHXv/41l19+OS6Xi6uuuuqA/wuBQNA3hNgRCAT95qWXXmLChAlMmDCB7373uzz99NPsabNXW1vLN7/5Tc4//3xWrVrF1VdfzU9+8pNu61i7di3z5s3jggsuYM2aNbz00kssXryYG264ocftvvbaa9x8883cfvvtrFu3jquvvporrriCjz76CIBly5ZxxhlncOGFF9LQ0NBNkPSGxWJBVVUURdnnNVVVKS4u5uWXX2bDhg387Gc/45577uHll18GYM6cOVRUVHQTXoqi8Pzzz3PFFVf06/M+9NBDTJ06lRUrVnDvvff2efwCgeAADIvdqEAgGFUcd9xx2h/+8AdN0zQtHo9r2dnZ2oIFC7pev+uuu7SpU6d2e89PfvITDdA6Ojo0TdO0Sy+9VPvhD3/YbZlPPvlEk2VZC4fDPW73qquu6vbct771Le2ss87q+vu8887TLrvssgOO/+c//7k2Y8aMrr+rqqq0sWPHakcffbSmaZpWU1OjAdqXX37Z4zquu+467Rvf+EbX37/97W+1SZMmdf39+uuva3a7XQsEAn3+vGVlZdr5559/wLELBIL+IyI7AoGgX2zatIkvvviCiy++GEhOB1100UX8/e9/77bMzJkzu73v6KOP7vb3ihUreOaZZ7Db7V2PefPmoaoqNTU1+912VVUVxx9/fLfnjj/+eKqqqvr9OdauXYvdbsdisTB58mRKSkp44YUXelz+ySef5KijjiInJwe73c5f//rXbrlKl19+OVu2bGHp0qVAMqfpwgsvxGaz9evzHnXUUf3+LAKB4MDoUz0AgUAwsnjqqadQFIWioqKu5zRNw2Aw0NHRQUZGBpqmIUlSt/dpe0xzQXJq6Oqrr+amm27aZxulpaU9bn9/6937ub4wYcIE3nzzTXQ6HYWFhZhMph6Xffnll7n11lt5+OGHmTVrFg6Hg4ceeojPP/+8a5nc3FzOPfdcnn76aSoqKnj77bf5+OOPu17v6+ftFEcCgWDwEGJHIBD0GUVRePbZZ3n44Yc5/fTTu732jW98gxdeeIEbbriBiRMn8vbbb3d7ffny5d3+PuKII1i/fj1jx47t8/YnTZrE4sWLu1VNLVmyhEmTJvX7sxiNxj5v+5NPPuG4447juuuu63pu69at+yz3gx/8gIsvvpji4mIqKyu7RaEG8nkFAsHgIKaxBAJBn3nrrbfo6OjgyiuvZOrUqd0e3/zmN3nqqacAuPrqq9m4cSN33XUX1dXVvPzyy10VW51RmLvuuovPPvuM66+/nlWrVrF582befPNNbrzxxh63f+edd/LMM8/w5JNPsnnzZh555BFeffVV7rjjjiH93GPHjmX58uW89957VFdXc++997Js2bJ9lps3bx4ul4tf//rXXYnJnQzk8woEgsFBiB2BQNBnnnrqKebOnYvL5drntW984xusWrWKlStXUl5ezr///W9effVVpk+fzhNPPNFVjdU5XTR9+nQWLlzI5s2bOeGEEzj88MO59957KSgo6HH7559/Po8++igPPfQQU6ZM4c9//jNPP/00J5100pB83k6uueYaLrjgAi666CKOOeYY2traukV5OpFlmcsvv5xEIrFPz56BfF6BQDA4SNreE+kCgUAwBNx33308+eST7Ny5M9VDGVKuuuoqmpqaePPNN1M9FIFAsBuRsyMQCIaEP/3pT8ycOZOsrCw+/fRTHnrooQP20BnpeL1eli1bxgsvvMAbb7yR6uEIBII9EGJHIBAMCZs3b+bXv/417e3tlJaWcvvtt3P33XenelhDxnnnnccXX3zB1VdfzWmnnZbq4QgEgj0Q01gCgUAgEAhGNSJBWSAQCAQCwahGiB2BQCAQCASjGiF2BAKBQCAQjGqE2BEIBAKBQDCqEWJHIBAIBALBqEaIHYFAIBAIBKMaIXYEAoFAIBCMaoTYEQgEAoFAMKoRYkcgEAgEAsGo5v8DM9jhMGxEr9YAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Line Plot\n", + "sns.lineplot(x='Age',y='Weight',data=df,hue=df[\"Position\"])\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Weight of Player\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Line Plot of Age Vs Weight of Player\")\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scatter Plot\n", + "\n", + "### Scatter Plot of Age and Weight\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- Statistical Analysis is the basic estimation out of some parameters of the dataset to a large extent. \n", + "- Data Visualization is considered to be the best way to perform statistical analysis i.e. predict the outcome or the cause based on diagrammatic values.\n", + "- The seaborn scatterplot is basically used to depict the relationship between the parameters on the given axes respectively. \n", + "- Every point on the graph depicts a value corresponding to it.\n", + "- In the above dataset ,we are plotting the scatter plot between two parameters weight and age.\n", + "- It also shows the semantic grouping with respect to the Position parameter of the dataset.\n", + "- Now in the above graph, we can see that each point represents the relationship or values of age and weight of Nba players along with representing the groupings of the semantic parameter “Position”.\n", + "- Now the difference between this scatter and previous line plot is that in the line plot we need the values to have some relationship between them but in scatter plot ,the graph can be drawn without this as well.\n", + "- Also scatter plot is more suited to data with many outliers or variation values.\n", + "\n", + "### Important conclusions that can be made from the above Graph:\n", + "\n", + "- PG position players have the highest weight age correspondence.\n", + "- The graph also shows each value of Age and Weight along with sematic grouping with respect to Position parameter which makes it easier to understand the two parameters with respect to each other.\n", + "- Also since the values are plotted with points instead of lines,it is very easy to find the exact value for any particular age.\n", + "- It could be easily seen that if we want to calculate any data related to age,position and weight ,with these graph just by looking and calculating the points , calculations can be easily made." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "q20Xc5fCM3hr", + "outputId": "0a3c039c-14fb-4557-b25a-77aa5dbae96a" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatter Plot\n", + "sns.scatterplot(x='Age',y='Weight',data=df,hue=df[\"Position\"])\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Weight of Player\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Scatter Plot of Age Vs Weight of Player\")\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bar Plot\n", + "\n", + "### Bar Plot of Age and Weight\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- Bar plot represents an estimate of central tendency for a numeric variable with the height of each rectangle and provides some indication of the uncertainty around that estimate using error bars.\n", + "- Categorical estimate plots-The estimation of categorical data basically refers to the representation of certain estimation or prediction of the categorical data values to the corresponding data variable. \n", + "- Python Seaborn has the Bar plot to be used for the estimation of categorical data.\n", + "- Now in the above dataset ,every rectangle on the graph depicts a value corresponding to it.\n", + "- In the above dataset ,we are plotting the bar plot between two parameters weight and age.\n", + "- Now in the above graph, we can see that each rectangle represents the relationship or values of age and weight of Nba players.\n", + "\n", + "### Important conclusions that can be made from the above Graph:\n", + "\n", + "- Easier to find any value of Weight corresponding to Age.\n", + "- Easier to find the highest/lowest value of Age corresponding to weight and vice versa.\n", + "- This method is accepting the parameters Age, Weight and hue it is an optional parameter it helps to take column name for color encoding.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "KuTFoUB8Ppsn", + "outputId": "7e6113a2-5b24-4c52-8a17-0fcb4bc33a62" + }, + "outputs": [ + { + "data": { + "image/png": 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v6ayvUqkQGBiI3bt34/Dhw7h9+7ZW2AkMDERERAQSEhJw7949rbDj5uaG5s2b48MPPyyxdlFoKIm+76Ol1KhRA1ZWVkhJSSm27tq1awBg9O8TANSqVcvgebN27VoEBQVh2bJlWsvv3LlTbGz9+vURGhqKzz77DKGhodi2bRtmzZoFa2trzRg3Nzc4ODjovITBo6/P2GtlUcXEsEOV2okTJwAA7u7uAB58QNnY2Gh9yOXk5GDNmjXl0R6AB5vDgQcf3m3atNEsT0xMxNmzZzVbnQDD/nduSF193bp1C5s3b0aHDh0wZ86cYuu//vprrFu3DklJSQgICEBgYCA++eQTnDlzRmtX1oYNG7Qe16FDB1SvXr3YrgVD9evXD66urli5ciVSUlLQsGFDPP/88zrHW1tbo23btnjqqaewbt06HDt2rNSwAzzYlbVp0yYsWLAAHh4emt1UwIOwk56ejsjISM3YIr169cKuXbtQr149g3d/BAYGYteuXfj77781f3QLCwvxn//8x6A6D1Or1QDKvpwCADg6OqJt27aIjo7GJ598AgcHB00Pa9euRa1atQza3WsORRfufNjJkyeRkJAAX1/fYuMnTJiAkJAQjBgxAtbW1njjjTe01vfq1Qtz586Fq6sr/P39Ldo7VTwMO1RpJCUlaU7hTU9PR3R0NGJiYtC/f3/Nh1fPnj2xcOFCDBs2DCNHjkR6ejo++eSTYh+aj1OjRo0wcuRIREZGwsrKCqGhobh06RLef/99+Pr64u2339aMbdasGaKjo7Fs2TK0atWq1C1JhtTV17p163Dv3j2MHz8eQUFBxda7urpi3bp1WLFiBRYtWoSJEydi5cqVCA0NxezZs+Hp6Yn169drLr5nZfVgT3nVqlURGRmJESNG4ObNmxg0aBA8PDxw48YN/Prrr7hx40ax/8GXRK1W4+WXX0ZkZCREBB999FGxMcuXL8e+ffvQs2dP1K5dG/fu3dP8b75r165lPkdRgNm8eTMGDRqktS4gIACurq7YvHkzatasiQYNGmjWzZ49GzExMWjfvj3Gjx+PRo0a4d69e7h06RJ27dqF5cuX67y2zvTp07F9+3Z06dIF06dPh4ODA5YvX645BqXofTRE0bV/vvzySzg5OcHe3h7+/v4l7gIDgHnz5qFbt24IDg7GlClTYGdnh88//xxJSUn49ttvH/uWjl69euGDDz7AzJkzERgYiHPnzmH27Nnw9/cvdio/AHTr1g1NmjRBbGwsXnnlFXh4eGitnzhxIjZt2oROnTrh7bffRvPmzVFYWIjLly/jhx9+wOTJk9G2bdvH9fLocSvXw6OJ9FDS2VjOzs7SsmVLWbhwody7d09r/MqVK6VRo0aiVqulbt26Mm/ePFmxYkWJZ7X07NlT7z50nXr+qJJOPS8oKJCPP/5YGjZsKLa2tuLm5iavvPJKsVPAb968KYMGDZLq1auLSqUqVudR+tbV92ysli1bioeHh+Tm5uoc065dO3Fzc9OMSUpKkq5du4q9vb24uLhIeHi4fPPNNwJAfv31V63H7t+/X3r27CkuLi5ia2srNWvWlJ49e8p//vOfUvt6WNFpy9bW1nLt2rVi6xMSEqR///7i5+cnarVaXF1dJTAwULZt26b3c3h5eQkAWbp0abF1/fr1EwDy8ssvF1t348YNGT9+vPj7+4utra24uLhIq1atZPr06ZKVlaUZhxLOPDp48KC0bdtW1Gq1eHl5ydSpU+Xjjz8WAHL79m3NOF2/t4GBgRIYGKi1bPHixeLv7y/W1tYCQKKiokp93QcPHpTOnTuLo6OjODg4SLt27WT79u1aY4w5G0ufsY++J7m5uTJlyhSpWbOm2NvbyzPPPCNbtmyRESNG6DxjMSIiQnOZipJkZWXJjBkzpFGjRmJnZyfOzs7SrFkzefvttyU1NVWrlzFjxpTZM1UeKpESrhJGRGSCkSNH4ttvv0V6ejrs7OzKu51KKyQkBJcuXcL58+fLu5VKoXXr1lCpVEhMTCzvVqiC4W4sIjLJ7Nmz4ePjg7p16yIrKws7duzA119/jRkzZjDoGGDSpEl4+umn4evri5s3b2LdunWIiYnRHDBOJcvMzERSUhJ27NiBo0ePlnoZCHpyMewQkUlsbW2xYMECXL16Fffv30eDBg2wcOFCTJgwobxbq1QKCgrwr3/9C6mpqVCpVGjSpAnWrFmDV155pbxbq9COHTuG4OBguLq6YubMmejXr195t0QVEHdjERERkaLxooJERESkaAw7REREpGgMO0RERKRoPEAZD64Seu3aNTg5OfES4URERJWEiODOnTvw8fEp9eKbDDt48N0vJV1+nIiIiCq+K1eu6LxCOcCwAwCab0y+cuUKqlWrVs7dEBERkT4yMzPh6+ur+TuuC8MO/vftttWqVWPYISIiqmTKOgSFBygTERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRopVr2Jk3bx7atGkDJycneHh4oF+/fjh37pzWmLCwMKhUKq1bu3bttMbk5uZi3LhxcHNzg6OjI/r06YOrV68+zpdCRERksAkTJmDYsGEYNmwYJkyYUN7tKFa5hp39+/djzJgx+PnnnxETE4P79+8jJCQE2dnZWuN69OiBlJQUzW3Xrl1a6ydOnIjNmzdjw4YNOHToELKystCrVy8UFBQ8zpdDRERkkBs3buD69eu4fv06bty4Ud7tKJZNeT757t27tX6OioqCh4cHjh49ik6dOmmWq9VqeHl5lVgjIyMDK1aswJo1a9C1a1cAwNq1a+Hr64u9e/eie/fulnsBREREZDYTJkzQhD53d3csWbLELHUr1DE7GRkZAAAXFxet5XFxcfDw8EDDhg3xxhtvIC0tTbPu6NGjyM/PR0hIiGaZj48PAgICEB8fX+Lz5ObmIjMzU+tGRERE5ctSW7oqTNgREUyaNAnPP/88AgICNMtDQ0Oxbt067Nu3D59++ikSExPRuXNn5ObmAgBSU1NhZ2eHGjVqaNXz9PREampqic81b948ODs7a26+vr6We2FERERUrsp1N9bDxo4di5MnT+LQoUNay1988UXN/YCAALRu3Rp+fn7YuXMnBgwYoLOeiEClUpW4btq0aZg0aZLm58zMTAYeIiIihaoQW3bGjRuHbdu2ITY2FrVq1Sp1rLe3N/z8/HDhwgUAgJeXF/Ly8nDr1i2tcWlpafD09CyxhlqtRrVq1bRuREREpEzlGnZEBGPHjkV0dDT27dsHf3//Mh+Tnp6OK1euwNvbGwDQqlUr2NraIiYmRjMmJSUFSUlJaN++vcV6JyIiosqhXHdjjRkzBuvXr8fWrVvh5OSkOcbG2dkZDg4OyMrKQkREBAYOHAhvb29cunQJ7733Htzc3NC/f3/N2PDwcEyePBmurq5wcXHBlClT0KxZM83ZWURERPTkKtews2zZMgBAUFCQ1vKoqCiEhYXB2toap06dwurVq3H79m14e3sjODgY3333HZycnDTjFy1aBBsbGwwZMgQ5OTno0qULVq1aBWtr68f5coiIiKgCKtewIyKlrndwcMCePXvKrGNvb4/IyEhERkaaqzUiIrIAS11Hhag0FeZsLCIiUr6i66gQPU4MO0REFsatGUTli2GHiMjCuDWDygND9v8w7BBRpcIPcNKFvxvaGLL/h2GHiCoVfoCTLvzdIF0YdoiIqBhuJSElYdghIqJiuJWElKRCfDcWERERkaUw7BAREZGicTcWERGRBf32ue7dgfl3CrTulzb2qdGeZu3rScKwQ0REVAoerF35MewQVXD8oCUqXzxYu/Jj2CGq4PhBS7owCBPph2GHjMYPWqLyxSBMpB+GnQqiMgYHftASEVFlwLBTQTA4EBERWQbDDhGZnalbKntu+kLnunt372juX797p9SxOweOMuh5iUiZGHYUrjLuHqPKj1sqiagiYdhROP7RISKiJx2/LoKIiIgUjVt2iJ5g3M1JRE8Chh2iJxh3c5pPn++36lx39+5dzf20u3dLHbttUF+z9kVU0aQt3a1zXcGdHK37pY31GNtD7+dk2CEiokpj46a/da7Lvluodb+0sUMGupm1L6rYGHaIKoBJm3T/D+Xm3fyH7l8vdezCgbr/F0RE9KTiAcpERESkaNyyQ0REZvXB5ms6192+W6B1v7Sx7/f3MWtf9ORi2CEiekIN3pSkc93th3af3ribX+rY/wwMMGtfRObGsENPFJ5qTbrwd4NIuRh26InCU61JF/5uECkXww6VKv7LXjrX5d6599D9tFLHth+5w6x9ERER6Yth5zG6vuwjnesK7mRo3S9trOdb/zRrX0SVicqxCuSh+0REZWHYoQqnMh47URl7NtULm3UH8ty7/wvv1+9mlDp2V3/Dwrt6QGeDxhMRMexQhVMZj52ojD0T0f8cWHND57p7WQVa90sb2+lVd7P2RebBsENERER6q4xbshl2FOBipO4vDryfmf3Q/bRSx9Ybp/vLCanyCt36ps51eXfTNfev300vdex/+y43a1+kn/6b4nSuu3P3fycJpN29V+rYzQODzNcUPdEq45Zshh2iCs7WUQX8/yG5D+4TEZEhGHaIKrgGAzhNiZSquoNLiffJvPgpSkREVE4mB0WY9PjUT/7Qua4g877W/dLGek2pa1IfFR2/9ZyIiIgUjWGHiIiIFI27sUhxvlkVonNd1kPXy8jKul7q2BFhP5i1LyKyrKqOLiXeJ2LYISKyMJVj1RLvk3n1HTC7vFugCophh4jIwhz6Dy7vFoieaAw7VC52rAzVuS4nK++h+9dLHdvrH/81a1+lWbS+u851mdn3H7p/vdSxbw/bY9a+SH+9vl+nc929u/+7AGfa3exSx+4Y9LJZ+yIiy2LYIaNVq6Iq8T4REVFFwrBTQbg42Jd4vyJ7o4u6vFugCkpV1f7/r/n84D4RUXli2KkgIoLblHcLRGZjN5C/z5WdlaNzifeJKiOGHSIiKqbagInl3QKR2TDsED3BVFVtHtrdxI8DIlImfropXHUHVYn3iQDAdrBvebdARGRxDDsK926nKuXdAhERUbli2KEnSpUqJd8nIiLlYtihJ0poD+vyboHoiaau6lLifSJLYtgxwIQJE3Djxg0AgLu7O5YsWVLOHRERVS7PDHy/vFugJxDDjgFu3LiB69evl3cbVAHZO5Z8n8iSrByrofCh+0RUMoYdqnCqVlEB/39CdNVK8jUUHXpxKtHj5zggrLxbeCJUc3Qt8T5VHvyEpgrnxRDb8m6BnkAqxyol3if6xwuzyrsFMhHDziNuLFurc13BnWyt+6WNdX/rFbP2RUSWpe7fq7xbICILsSrvBoiIiIgsqVzDzrx589CmTRs4OTnBw8MD/fr1w7lz57TGiAgiIiLg4+MDBwcHBAUF4fTp01pjcnNzMW7cOLi5ucHR0RF9+vTB1atXH+dLISIiogqqXHdj7d+/H2PGjEGbNm1w//59TJ8+HSEhIThz5gwcHR+c0jJ//nwsXLgQq1atQsOGDTFnzhx069YN586dg5OTEwBg4sSJ2L59OzZs2ABXV1dMnjwZvXr1wtGjR2FtzeuqEBERGeL64sM61xVk5mrdL22s58RnzdqXsco17OzevVvr56ioKHh4eODo0aPo1KkTRASLFy/G9OnTMWDAAADAN998A09PT6xfvx6jRo1CRkYGVqxYgTVr1qBr164AgLVr18LX1xd79+5F9+7dzdavq0OVEu8TERFRxVWhDlDOyMgAALi4PLiqZnJyMlJTUxESEqIZo1arERgYiPj4eIwaNQpHjx5Ffn6+1hgfHx8EBAQgPj6+xLCTm5uL3Nz/JdPMzEy9+psV3NOo10VERETlp8IcoCwimDRpEp5//nkEBAQAAFJTUwEAnp6eWmM9PT0161JTU2FnZ4caNWroHPOoefPmwdnZWXPz9eU3PxMRESlVhQk7Y8eOxcmTJ/Htt98WW6dSaV9YTkSKLXtUaWOmTZuGjIwMze3KlSvGN05ERERm4WrvBLcq1eBWpRpc7Z3MVrdC7MYaN24ctm3bhgMHDqBWrVqa5V5eXgAebL3x9vbWLE9LS9Ns7fHy8kJeXh5u3bqltXUnLS0N7du3L/H51Go11Gq1JV4KERERGSkicJhF6pbrlh0RwdixYxEdHY19+/bB399fa72/vz+8vLwQExOjWZaXl4f9+/drgkyrVq1ga2urNSYlJQVJSUk6ww4RERE9Ocp1y86YMWOwfv16bN26FU5OTppjbJydneHg4ACVSoWJEydi7ty5aNCgARo0aIC5c+eiSpUqGDZsmGZseHg4Jk+eDFdXV7i4uGDKlClo1qyZ5uwsIiIienKVa9hZtmwZACAoKEhreVRUFMLCwgAA77zzDnJycjB69GjcunULbdu2xQ8//KC5xg4ALFq0CDY2NhgyZAhycnLQpUsXrFq1itfYISIiovINOyJS5hiVSoWIiAhEREToHGNvb4/IyEhERkaasTsiIiJSggpzNhYRERGRJVSIs7GIiIjIvFzsa5R4/0nEsENERKRAM9u9W94tVBjcjUVERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGLwIlIiIivbnYO5d4vyJj2CEiIiK9RTz/Znm3YDDuxiIiIiJFY9ghIiIiRWPYISIiIkVj2CEiIiJFY9ghIiIiRWPYISIiIkVj2CEiIiJFY9ghIiIiRWPYISIiIkVj2CEiIiJFY9ghIiIiRWPYISIiIkVj2CEiIiJFY9ghIiIiRTMo7IgI/vzzT+Tk5FiqHyIiIiKzMjjsNGjQAFevXrVUP0RERERmZVDYsbKyQoMGDZCenm6pfoiIiIjMyuBjdubPn4+pU6ciKSnJEv0QERERmZWNoQ945ZVXcPfuXbRo0QJ2dnZwcHDQWn/z5k2zNUdERERkKoPDzuLFiy3QBhEREZFlGBx2RowYYYk+iIiIiCzCqOvsXLx4ETNmzMDQoUORlpYGANi9ezdOnz5t1uaIiIiITGVw2Nm/fz+aNWuGX375BdHR0cjKygIAnDx5EjNnzjR7g0RERESmMDjs/POf/8ScOXMQExMDOzs7zfLg4GAkJCSYtTkiIiIiUxkcdk6dOoX+/fsXW+7u7s7r7xAREVGFY3DYqV69OlJSUootP378OGrWrGmWpoiIiIjMxeCwM2zYMLz77rtITU2FSqVCYWEhfvrpJ0yZMgXDhw+3RI9ERERERjM47Hz44YeoXbs2atasiaysLDRp0gSdOnVC+/btMWPGDEv0SERERGQ0g6+zY2tri3Xr1mH27Nk4fvw4CgsL8fTTT6NBgwaW6I+IiIjIJAaHnbi4OAQFBaFevXqoV6+eJXoiIiIiMhuDd2P16NED9erVw5w5c3D16lVL9ERERERkNgaHnWvXrmHChAmIjo5GnTp10L17d2zcuBF5eXmW6I+IiIjIJAaHHRcXF4wfPx7Hjh3DkSNH0KhRI4wZMwbe3t4YP348fv31V0v0SURERGQUo74bq0jLli3xz3/+E2PGjEF2djZWrlyJVq1aoWPHjvyeLCIiIqoQjAo7+fn5+P777/HCCy/Az88Pe/bswdKlS3H9+nUkJyfD19cXgwcPNnevRERERAYz+GyscePG4dtvvwUAvPLKK5g/fz4CAgI06x0dHfHRRx+hTp06ZmuSiIiIyFgGh50zZ84gMjISAwcO1Poi0If5+PggNjbW5OaIiIiITGVw2Pnxxx/LLmpjg8DAQKMaIiIiIjIng8NOkTNnzuDy5cvFTjnv06ePyU0RERERmYvBYeePP/5A//79cerUKahUKogIAEClUgEACgoKzNshERERkQkMPhtrwoQJ8Pf3x/Xr11GlShWcPn0aBw4cQOvWrREXF2eBFomIiIiMZ/CWnYSEBOzbtw/u7u6wsrKClZUVnn/+ecybNw/jx4/H8ePHLdEnERERkVEM3rJTUFCAqlWrAgDc3Nxw7do1AICfnx/OnTtnUK0DBw6gd+/e8PHxgUqlwpYtW7TWh4WFQaVSad3atWunNSY3Nxfjxo2Dm5sbHB0d0adPH35nFxEREWkYHHYCAgJw8uRJAEDbtm0xf/58/PTTT5g9ezbq1q1rUK3s7Gy0aNECS5cu1TmmR48eSElJ0dx27dqltX7ixInYvHkzNmzYgEOHDiErKwu9evXisUNEREQEwIjdWDNmzEB2djYAYM6cOejVqxc6duwIV1dXfPfddwbVCg0NRWhoaKlj1Go1vLy8SlyXkZGBFStWYM2aNejatSsAYO3atfD19cXevXvRvXt3g/ohIiIi5TE47DwcIOrWrYszZ87g5s2bqFGjhuaMLHOKi4uDh4cHqlevjsDAQHz44Yfw8PAAABw9ehT5+fkICQnRjPfx8UFAQADi4+N1hp3c3Fzk5uZqfs7MzDR730RERFQxmPRFoEVcXFwsEnRCQ0Oxbt067Nu3D59++ikSExPRuXNnTVBJTU2FnZ0datSoofU4T09PpKam6qw7b948ODs7a26+vr5m752IiIgqBr227AwYMEDvgtHR0UY386gXX3xRcz8gIACtW7eGn58fdu7cWWpPIlJq+Jo2bRomTZqk+TkzM5OBh4iISKH0CjvOzs6W7kMv3t7e8PPzw4ULFwAAXl5eyMvLw61bt7S27qSlpaF9+/Y666jVaqjVaov3S0REROVPr7ATFRVl6T70kp6ejitXrsDb2xsA0KpVK9ja2iImJgZDhgwBAKSkpCApKQnz588vz1aJiIiogjDoAOVffvkF27ZtQ35+Prp27ap1YLAxsrKy8Pvvv2t+Tk5OxokTJ+Di4gIXFxdERERg4MCB8Pb2xqVLl/Dee+/Bzc0N/fv3B/Bgi1N4eDgmT54MV1dXuLi4YMqUKWjWrJnm7CwiIiJ6sukddjZv3ozBgwfD3t4eNjY2+PTTT/Hpp59i4sSJRj/5kSNHEBwcrPm56DiaESNGYNmyZTh16hRWr16N27dvw9vbG8HBwfjuu+/g5OSkecyiRYtgY2ODIUOGICcnB126dMGqVatgbW1tdF9ERESkHHqHnblz5yIsLAzLly+HjY0N5syZgzlz5pgUdoKCgjRfJFqSPXv2lFnD3t4ekZGRiIyMNLoPIiIiUi69Tz0/d+4c3nnnHdjYPMhHU6dOxe3bt/H3339brDkiIiIiU+kddrKyslC9enXNz2q1Gg4ODrwgHxEREVVoBh2gvGfPHq3T0AsLC/Hjjz8iKSlJs6xPnz7m646IiIjIRAaFnREjRhRbNmrUKM19lUrFL+AkIiKiCkXvsFNYWGjJPoiIiIgswizfjUVERERUUTHsEBERkaIx7BAREZGiMewQERGRoukVdv7973/j3r17AIDLly+XetVjIiIioopEr7AzadIkzcUD/f39cePGDYs2RURERGQuep167uPjg02bNuGFF16AiODq1auaLT2Pql27tlkbJCIiIjKFXmFnxowZGDduHMaOHQuVSoU2bdoUGyMivKggERERVTh6hZ2RI0di6NCh+PPPP9G8eXPs3bsXrq6ulu6NiIiIyGR6X0HZyckJAQEBiIqKQocOHaBWqy3ZFxEREZFZGPTdWMD/vh/r6NGjOHv2LFQqFRo3boxnnnnG7M0RERERmcrgsJOWloaXXnoJcXFxqF69OkQEGRkZCA4OxoYNG+Du7m6JPomIiIiMYvBFBceNG4fMzEycPn0aN2/exK1bt5CUlITMzEyMHz/eEj0SERERGc3gLTu7d+/G3r170bhxY82yJk2a4LPPPkNISIhZmyMiIiIylcFbdgoLC2Fra1tsua2tLQoLC83SFBEREZG5GBx2OnfujAkTJuDatWuaZX/99RfefvttdOnSxazNEREREZnK4LCzdOlS3LlzB3Xq1EG9evVQv359+Pv7486dO4iMjLREj0RERERGM/iYHV9fXxw7dgwxMTH47bffICJo0qQJunbtaon+iIiIiExicNgp0q1bN3Tr1s2cvRARERGZncG7sYiIiIgqE4YdIiIiUjSGHSIiIlI0hh0iIiJSNIPDjrW1NdLS0ootT09Ph7W1tVmaIiIiIjIXg8OOiJS4PDc3F3Z2diY3RERERGROep96/u9//xsAoFKp8PXXX6Nq1aqadQUFBThw4ACeeuop83dIREREZAK9w86iRYsAPNiys3z5cq1dVnZ2dqhTpw6WL19u/g6JiIiITKB32ElOTgYABAcHIzo6GjVq1LBYU0RERETmYvAVlGNjYy3RBxEREZFFGBx2CgoKsGrVKvz4449IS0tDYWGh1vp9+/aZrTkiIiIiUxkcdiZMmIBVq1ahZ8+eCAgIgEqlskRfRERERGZhcNjZsGEDNm7ciBdeeMES/RARERGZlcHX2bGzs0P9+vUt0QsRERGR2RkcdiZPnowlS5bovLggERERUUWi126sAQMGaP28b98+/Pe//0XTpk1ha2urtS46Otp83RERERGZSK+w4+zsrPVz//79LdIMERERkbnpFXaioqIs3QcRERGRRRh8zA4RERFRZWLwqedPP/10idfWUalUsLe3R/369REWFobg4GCzNEhERERkCoO37PTo0QN//PEHHB0dERwcjKCgIFStWhUXL15EmzZtkJKSgq5du2Lr1q2W6JeIiIjIIAZv2fn7778xefJkvP/++1rL58yZgz///BM//PADZs6ciQ8++AB9+/Y1W6NERERExjB4y87GjRsxdOjQYstfeuklbNy4EQAwdOhQnDt3zvTuiIiIiExkcNixt7dHfHx8seXx8fGwt7cHABQWFkKtVpveHREREZGJDN6NNW7cOLz55ps4evQo2rRpA5VKhcOHD+Prr7/Ge++9BwDYs2cPnn76abM3S0RERGQog8POjBkz4O/vj6VLl2LNmjUAgEaNGuGrr77CsGHDAABvvvkm3nrrLfN2SkRERGQEg8MOALz88st4+eWXda53cHAwuiEiIiIic+JFBYmIiEjR9Nqy4+LigvPnz8PNzQ01atQo8aKCRW7evGm25oiIiIhMpVfYWbRoEZycnAAAixcvtmQ/RERERGalV9gZMWJEifeJiIiIKjqjjtm5ePEiZsyYgaFDhyItLQ0AsHv3bpw+fdqszRERERGZyuCws3//fjRr1gy//PILoqOjkZWVBQA4efIkZs6cafYGiYiIiExhcNj55z//iTlz5iAmJgZ2dnaa5cHBwUhISDBrc0RERESmMjjsnDp1Cv379y+23N3dHenp6WZpioiIiMhcDA471atXR0pKSrHlx48fR82aNQ2qdeDAAfTu3Rs+Pj5QqVTYsmWL1noRQUREBHx8fODg4ICgoKBixwXl5uZi3LhxcHNzg6OjI/r06YOrV68a+rKIiIhIoQwOO8OGDcO7776L1NRUqFQqFBYW4qeffsKUKVMwfPhwg2plZ2ejRYsWWLp0aYnr58+fj4ULF2Lp0qVITEyEl5cXunXrhjt37mjGTJw4EZs3b8aGDRtw6NAhZGVloVevXigoKDD0pREREZECGfx1ER9++CHCwsJQs2ZNiAiaNGmCgoICDBs2DDNmzDCoVmhoKEJDQ0tcJyJYvHgxpk+fjgEDBgAAvvnmG3h6emL9+vUYNWoUMjIysGLFCqxZswZdu3YFAKxduxa+vr7Yu3cvunfvbujLIyIiIoXRe8vO77//DgCwtbXFunXrcP78eWzcuBFr167Fb7/9hjVr1sDa2tpsjSUnJyM1NRUhISGaZWq1GoGBgYiPjwcAHD16FPn5+VpjfHx8EBAQoBlTktzcXGRmZmrdiIiISJn03rLTsGFD1KxZE8HBwejcuTOCg4MxaNAgizWWmpoKAPD09NRa7unpiT///FMzxs7ODjVq1Cg2pujxJZk3bx5mzZpl5o6JiIioItJ7y87+/fsxatQoXLt2DWPGjEHdunXh7++P8PBwrF27Fn/99ZdFGnz0e7hEpNTv5tJnzLRp05CRkaG5XblyxSy9EhERUcWjd9jp2LEjZsyYgb179+L27duIjY3Fa6+9huTkZIwcORK1a9dGo0aNzNaYl5cXABTbQpOWlqbZ2uPl5YW8vDzcunVL55iSqNVqVKtWTetGREREymTU10XY2tqiU6dOmDp1KqZNm4bRo0ejatWqmuN6zMHf3x9eXl6IiYnRLMvLy8P+/fvRvn17AECrVq1ga2urNSYlJQVJSUmaMURERPRkM+hsrHv37iE+Ph6xsbGIi4tDYmIi/P39ERgYiGXLliEwMNCgJ8/KytIKSMnJyThx4gRcXFxQu3ZtTJw4EXPnzkWDBg3QoEEDzJ07F1WqVMGwYcMAAM7OzggPD8fkyZPh6uoKFxcXTJkyBc2aNdOcnUVERERPNr3DTmBgIBITE1GvXj106tQJ48aNQ2BgYKm7i8py5MgRBAcHa36eNGkSgAffrL5q1Sq88847yMnJwejRo3Hr1i20bdsWP/zwA5ycnDSPWbRoEWxsbDBkyBDk5OSgS5cuWLVqlVnPDCMiIqLKS++wEx8fD29vbwQHByMoKAidOnWCm5ubSU8eFBQEEdG5XqVSISIiAhERETrH2NvbIzIyEpGRkSb1QkRERMqk9zE7t2/fxpdffokqVarg448/Rs2aNdGsWTOMHTsW33//PW7cuGHJPomIiIiMoveWHUdHR/To0QM9evQAANy5cweHDh1CbGws5s+fj5dffhkNGjRAUlKSxZolIiIiMpRRZ2MBD8KPi4sLXFxcUKNGDdjY2ODs2bPm7I2IiIjIZHpv2SksLMSRI0cQFxeH2NhY/PTTT8jOztZcVfmzzz7TOtiYiIiIqCLQO+xUr14d2dnZ8Pb2RlBQEBYuXIjg4GDUq1fPkv0RERERmUTvsLNgwQIEBwejYcOGluyHiIiIyKz0DjujRo2yZB9EREREFmH0AcpERERElQHDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKVqFDjsRERFQqVRaNy8vL816EUFERAR8fHzg4OCAoKAgnD59uhw7JiIiooqmQocdAGjatClSUlI0t1OnTmnWzZ8/HwsXLsTSpUuRmJgILy8vdOvWDXfu3CnHjomIiKgiqfBhx8bGBl5eXpqbu7s7gAdbdRYvXozp06djwIABCAgIwDfffIO7d+9i/fr15dw1ERERVRQVPuxcuHABPj4+8Pf3x0svvYQ//vgDAJCcnIzU1FSEhIRoxqrVagQGBiI+Pr7Umrm5ucjMzNS6ERERkTJV6LDTtm1brF69Gnv27MFXX32F1NRUtG/fHunp6UhNTQUAeHp6aj3G09NTs06XefPmwdnZWXPz9fW12GsgIiKi8lWhw05oaCgGDhyIZs2aoWvXrti5cycA4JtvvtGMUalUWo8RkWLLHjVt2jRkZGRobleuXDF/80RERFQhVOiw8yhHR0c0a9YMFy5c0JyV9ehWnLS0tGJbex6lVqtRrVo1rRsREREpU6UKO7m5uTh79iy8vb3h7+8PLy8vxMTEaNbn5eVh//79aN++fTl2SURERBWJTXk3UJopU6agd+/eqF27NtLS0jBnzhxkZmZixIgRUKlUmDhxIubOnYsGDRqgQYMGmDt3LqpUqYJhw4aVd+tERERUQVTosHP16lUMHToUf//9N9zd3dGuXTv8/PPP8PPzAwC88847yMnJwejRo3Hr1i20bdsWP/zwA5ycnMq5cyIiIqooKnTY2bBhQ6nrVSoVIiIiEBER8XgaIiIiokqnUh2zQ0RERGQohh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0xYSdzz//HP7+/rC3t0erVq1w8ODB8m6JiIiIKgBFhJ3vvvsOEydOxPTp03H8+HF07NgRoaGhuHz5cnm3RkREROVMEWFn4cKFCA8Px+uvv47GjRtj8eLF8PX1xbJly8q7NSIiIipnlT7s5OXl4ejRowgJCdFaHhISgvj4+HLqioiIiCoKm/JuwFR///03CgoK4OnpqbXc09MTqampJT4mNzcXubm5mp8zMjIAAJmZmcjLyTFLX+rMzGLL7uTcM0tth0dq38nJN0vdzBJ6zrZQ7bs59y1SFwByLFT73l3L9Zxrwdr37+ZZpHb+XfP8PpfUc/5d88zD4j3ftUhdS9bOv5ttkboPamdZpPa9u3csUhcA7pqttp3Wz9k55qqrLrYsy2y1HYotu3PPPLWrPPp35Z55fjce/XsFAHdyzPM7bZ+ZqfkdEZHSB0sl99dffwkAiY+P11o+Z84cadSoUYmPmTlzpgDgjTfeeOONN94UcLty5UqpWaHSb9lxc3ODtbV1sa04aWlpxbb2FJk2bRomTZqk+bmwsBA3b96Eq6srVCpVqc+XmZkJX19fXLlyBdWqVTP9BTyG2uz58dSujD1bsjZ7fjy12fPjqV0Ze7Zk7YrSs4jgzp078PHxKXVcpQ87dnZ2aNWqFWJiYtC/f3/N8piYGPTt27fEx6jVaqjV2psaq1evbtDzVqtWzez/wJauzZ4fT+3K2LMla7Pnx1ObPT+e2pWxZ0vWrgg9Ozs7lzmm0ocdAJg0aRJeffVVtG7dGs899xy+/PJLXL58GW+++WZ5t0ZERETlTBFh58UXX0R6ejpmz56NlJQUBAQEYNeuXfDz8yvv1oiIiKicKSLsAMDo0aMxevRoiz+PWq3GzJkzi+0Gq8i12fPjqV0Ze7Zkbfb8eGqz58dTuzL2bMnala1nlUhZ52sRERERVV6V/qKCRERERKVh2CEiIiJFY9ghIiIiRWPYISIiIkVj2NHhwIED6N27N3x8fKBSqbBlyxat9devX0dYWBh8fHxQpUoV9OjRAxcuXCiz7rx589CmTRs4OTnBw8MD/fr1w7lz57TGiAgiIiLg4+MDBwcHBAUF4fTp0ybXjY6ORvfu3eHm5gaVSoUTJ07o9V6UVTs/Px/vvvsumjVrBkdHR/j4+GD48OG4du2ayT1HRETgqaeegqOjI2rUqIGuXbvil19+MbnnR40aNQoqlQqLFy82S+2wsDCoVCqtW7t27czS89mzZ9GnTx84OzvDyckJ7dq1w+XLl02u/Wi/RbcFCxaYVDcrKwtjx45FrVq14ODggMaNG2PZsmWl9qtvbWPm4bJly9C8eXPNBcuee+45/Pe//9WsN2b+6Vvb2DlYWl1j55++PRs7B/Wp/TBD5mBZdY2Zf4b0bMwcLKuuMfNP39rGzsGy6hr7d/BR8+bNg0qlwsSJEzXLTJmHJTLD11Mp0q5du2T69OmyadMmASCbN2/WrCssLJR27dpJx44d5fDhw/Lbb7/JyJEjpXbt2pKVlVVq3e7du0tUVJQkJSXJiRMnpGfPnsUe99FHH4mTk5Ns2rRJTp06JS+++KJ4e3tLZmamSXVXr14ts2bNkq+++koAyPHjx/V6L8qqffv2benatat899138ttvv0lCQoK0bdtWWrVqZfJ7sW7dOomJiZGLFy9KUlKShIeHS7Vq1SQtLc3k2kU2b94sLVq0EB8fH1m0aJHJ74eIyIgRI6RHjx6SkpKiuaWnp5tc9/fffxcXFxeZOnWqHDt2TC5evCg7duyQ69evm1z74V5TUlJk5cqVolKp5OLFiybVff3116VevXoSGxsrycnJ8sUXX4i1tbVs2bLFpJ6NnYfbtm2TnTt3yrlz5+TcuXPy3nvvia2trSQlJYmIcfNP39rGzsHS6ho7//Tt2dg5qE/tIobOwbLqGjP/9K1t7Bwsq64x80/f2sbOwdLqmvJ38GGHDx+WOnXqSPPmzWXChAma5abMw5Iw7Ojh0bBz7tw5AaA1Ye/fvy8uLi7y1VdfGVQ7LS1NAMj+/ftF5MEHuJeXl3z00UeaMffu3RNnZ2dZvny50XUflpycbNAHrSG1ixw+fFgAyJ9//mnWuhkZGQJA9u7da5aer169KjVr1pSkpCTx8/PT64NWn9ojRoyQvn37GlyrrLovvviivPLKKybV1VX7UX379pXOnTubXLdp06Yye/ZsrXHPPPOMzJgxw6Ta5pyHNWrUkK+//tps86+k2g8zdQ7qqlvEmPmnb21j56Cu2uaYg4/WNcf801XbXHPw0bqPMmb+6aptrjn4cF1zzL87d+5IgwYNJCYmRgIDAzVhxxLzkLuxjJCbmwsAsLe31yyztraGnZ0dDh06ZFCtjIwMAICLiwsAIDk5GampqQgJCdGMUavVCAwMRHx8vNF1zUmf2hkZGVCpVAZ951hZdfPy8vDll1/C2dkZLVq00L9hHbULCwvx6quvYurUqWjatKlB9cqqDQBxcXHw8PBAw4YN8cYbbyAtLc2kuoWFhdi5cycaNmyI7t27w8PDA23bti22i9WUnotcv34dO3fuRHh4uMl1n3/+eWzbtg1//fUXRASxsbE4f/48unfvblJtc8zDgoICbNiwAdnZ2XjuuefMNv9Kqm0u+tQ1Zv7pU9uUOVhSbXPMQV09mzr/SqptrjlY1vts7PzTVdscc/DRuuaYf2PGjEHPnj3RtWtXreXmnIcaRkWkJwwe2bKTl5cnfn5+MnjwYLl586bk5ubKvHnzBICEhIToXbewsFB69+4tzz//vGbZTz/9JADkr7/+0hr7xhtv6F27pLoPM+V/lWXVFhHJycmRVq1aycsvv2yWutu3bxdHR0dRqVTi4+Mjhw8fNkvPc+fOlW7duklhYaGIiFH/q9RVe8OGDbJjxw45deqUbNu2TVq0aCFNmzaVe/fuGV03JSVFAEiVKlVk4cKFcvz4cZk3b56oVCqJi4szueeHffzxx1KjRg3JyckxuW5ubq4MHz5cAIiNjY3Y2dnJ6tWr9a6rq7Yp8/DkyZPi6Ogo1tbW4uzsLDt37hQR88w/XbUfZswc1KeuiHHzr6zapszB0mqbMgdLq2vq/NNV29Q5qO+/oTHzr7TapsxBXXVN/Tv47bffSkBAgOY1Prxlxxzz8FEMO3p4NOyIiBw5ckRatGghAMTa2lq6d+8uoaGhEhoaqnfd0aNHi5+fn1y5ckWzrOgf+dq1a1pjX3/9denevbvRdR9mStgpq3ZeXp707dtXnn76acnIyDBL3aysLLlw4YIkJCTIP/7xD6lTp06Z+8fLqn3kyBHx9PTUmkzGhJ2y3o8i165dE1tbW9m0aZPRdf/66y8BIEOHDtUa27t3b3nppZfM2nOjRo1k7Nixetcsre6CBQukYcOGsm3bNvn1118lMjJSqlatKjExMSbXNnYe5ubmyoULFyQxMVH++c9/ipubm5w+fdos809X7YcZMwf1qWvs/CurtilzUFdtU+egPu9HEUPnn67aps5BfXs2Zv6VVtuUOVhaXWPn3+XLl8XDw0NOnDihWVZS2DFlHj6KYUcPJYWdIrdv39YcqPfss8/K6NGj9ao5duxYqVWrlvzxxx9ayy9evCgA5NixY1rL+/TpI8OHDze67sOMDTtl1c7Ly5N+/fpJ8+bN5e+//zZb3UfVr19f5s6da1LtRYsWiUqlEmtra80NgFhZWYmfn5/F+n54H7ShdXNzc8XGxkY++OADreXvvPOOtG/f3mw9HzhwQABofRAZW/fu3btia2srO3bs0FoeHh6u94eWPj0bOw+LdOnSRUaOHGny/Cut9sPMcczOo3WNnX/61H6UIXNQV21zzEFDe9Zn/pVW2xxzsKS6DzNm/pVW2xxzsKyeDZ1/mzdv1gSkh//ti34ffv/9d7PPQx6zYyJnZ2e4u7vjwoULOHLkCPr27VvqeBHB2LFjER0djX379sHf319rvb+/P7y8vBATE6NZlpeXh/3796N9+/ZG1zWFPrXz8/MxZMgQXLhwAXv37oWrq6tZ6up6XNH+YmNrv/rqqzh58iROnDihufn4+GDq1KnYs2eP2ftOT0/HlStX4O3tbXRdOzs7tGnTptjp1+fPn4efn5/Zel6xYgVatWql1zEZZdXNz89Hfn4+rKy0P2qsra1RWFhotp4NnYclPVdubq7R80+f2ub2cF1j5p++tY1Zr09tU+agoT3pM//0qW3KHNS3Z0Pmnz61TZmD+vZs6Pzr0qULTp06pfVv37p1a7z88ss4ceIE6tata/Z5yC07Oty5c0eOHz8ux48fFwCa/bNFZzds3LhRYmNj5eLFi7Jlyxbx8/OTAQMGlFn3rbfeEmdnZ4mLi9M6zfDu3buaMR999JE4OztLdHS0nDp1SoYOHVrmKXf61E1PT5fjx4/Lzp07BYBs2LBBjh8/LikpKSb1nJ+fL3369JFatWrJiRMntMbk5uYaXTcrK0umTZsmCQkJcunSJTl69KiEh4eLWq0uduqqMe/Ho/TdhF5W7Tt37sjkyZMlPj5ekpOTJTY2Vp577jmpWbOmyf+G0dHRYmtrK19++aVcuHBBIiMjxdraWg4ePGiW9yMjI0OqVKkiy5YtK/N90LduYGCgNG3aVGJjY+WPP/6QqKgosbe3l88//9zk2sbMw2nTpsmBAwckOTlZTp48Ke+9955YWVnJDz/8ICLGzT99axs7B0ura+z806e2KXNQn/fjUfrOwdLqGjv/9O3Z2Dmoz3th6PzTt7axc7Csusb+HSzJw7uxREybhyVh2NEhNjZWABS7jRgxQkRElixZIrVq1RJbW1upXbu2zJgxQ68PlpJqApCoqCjNmMLCQpk5c6Z4eXmJWq2WTp06yalTp0yuGxUVVeKYmTNnmlS7aJN8SbfY2Fij6+bk5Ej//v3Fx8dH7OzsxNvbW/r06aPXwZH6vB+P0veDtqzad+/elZCQEHF3d9f8fowYMUIuX75slp5XrFgh9evXF3t7e2nRokWZ18owpPYXX3whDg4Ocvv27TJr6ls3JSVFwsLCxMfHR+zt7aVRo0by6aefag5KNaW2MfPwH//4h/j5+YmdnZ24u7tLly5dtP7gGDP/9K1t7Bwsra6x80+f2qbMQX3ej0fpOwdLq2vs/DOkZ2PmoD51DZ1/+tY2dg6WVdfYv4MleTTsmDIPS6ISEdF3KxARERFRZcNjdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaISFFSU1PRrVs3ODo6onr16kbVuHTpElQqFU6cOGHW3oiofDDsEJFR4uPjYW1tjR49epR3K1oWLVqElJQUnDhxAufPny9xTEREBFQqFVQqFaytreHr64vXX38dN27ceMzdEtHjwLBDREZZuXIlxo0bh0OHDuHy5cvl3Y7GxYsX0apVKzRo0AAeHh46xzVt2hQpKSm4fPkyli1bhu3bt2P48OGPsdOy5eXllXcLRIrAsENEBsvOzsbGjRvx1ltvoVevXli1alWxMdu2bUODBg3g4OCA4OBgfPPNN1CpVLh9+7ZmTHx8PDp16gQHBwf4+vpi/PjxyM7OLvW5ly1bhnr16sHOzg6NGjXCmjVrNOvq1KmDTZs2YfXq1VCpVAgLC9NZx8bGBl5eXqhZsyZ69eqF8ePH44cffkBOTk6xsQUFBQgPD4e/vz8cHBzQqFEjLFmyRLP+wIEDsLW1RWpqqtbjJk+ejE6dOun9euvUqYM5c+YgLCwMzs7OeOONN0p9L4hIPww7RGSw7777Do0aNUKjRo3wyiuvICoqCg9/zd6lS5cwaNAg9OvXDydOnMCoUaMwffp0rRqnTp1C9+7dMWDAAJw8eRLfffcdDh06hLFjx+p83s2bN2PChAmYPHkykpKSMGrUKLz22muIjY0FACQmJqJHjx4YMmQIUlJStAJJWRwcHFBYWIj79+8XW1dYWIhatWph48aNOHPmDP71r3/hvffew8aNGwEAnTp1Qt26dbWC1/3797F27Vq89tprBr3eBQsWICAgAEePHsX777+vd/9EVAqjv0KUiJ5Y7du3l8WLF4uISH5+vri5uUlMTIxm/bvvvisBAQFaj5k+fboAkFu3bomIyKuvviojR47UGnPw4EGxsrKSnJwcnc/7xhtvaC0bPHiwvPDCC5qf+/btKyNGjCi1/5kzZ0qLFi00P589e1bq168vzz77rIj875vEjx8/rrPG6NGjZeDAgZqfP/74Y2ncuLHm5y1btkjVqlUlKytL79fr5+cn/fr1K7V3IjIct+wQkUHOnTuHw4cP46WXXgLwYHfQiy++iJUrV2qNadOmjdbjnn32Wa2fjx49ilWrVqFq1aqaW/fu3VFYWIjk5OQSn/vs2bPo0KGD1rIOHTrg7NmzBr+OU6dOoWrVqnBwcECTJk3g6+uLdevW6Ry/fPlytG7dGu7u7qhatSq++uorrWOVwsLC8Pvvv+Pnn38G8OCYpiFDhsDR0dGg19u6dWuDXwsRlc6mvBsgosplxYoVuH//PmrWrKlZJiKwtbXFrVu3UKNGDYgIVCqV1uPkod1cwINdQ6NGjcL48eOLPUft2rV1Pn9JdR9dpo9GjRph27ZtsLa2ho+PD9Rqtc6xGzduxNtvv41PP/0Uzz33HJycnLBgwQL88ssvmjEeHh7o3bs3oqKiULduXezatQtxcXGa9fq+3qJwRETmw7BDRHq7f/8+Vq9ejU8//RQhISFa6wYOHIh169Zh7NixeOqpp7Br1y6t9UeOHNH6+ZlnnsHp06dRv359vZ+/cePGOHTokNZZU/Hx8WjcuLHBr8XOzk7v5z548CDat2+P0aNHa5ZdvHix2LjXX38dL730EmrVqoV69eppbYUy5vUSkXlwNxYR6W3Hjh24desWwsPDERAQoHUbNGgQVqxYAQAYNWoUfvvtN7z77rs4f/48Nm7cqDljq2grzLvvvouEhASMGTMGJ06cwIULF7Bt2zaMGzdO5/NPnToVq1atwvLly3HhwgUsXLgQ0dHRmDJlikVfd/369XHkyBHs2bMH58+fx/vvv4/ExMRi47p37w5nZ2fMmTNHc2ByEWNeLxGZB8MOEeltxYoV6Nq1K5ydnYutGzhwIE6cOIFjx47B398f33//PaKjo9G8eXMsW7ZMczZW0e6i5s2bY//+/bhw4QI6duyIp59+Gu+//z68vb11Pn+/fv2wZMkSLFiwAE2bNsUXX3yBqKgoBAUFWeT1FnnzzTcxYMAAvPjii2jbti3S09O1tvIUsbKyQlhYGAoKCopds8eY10tE5qGSR3ekExFZwIcffojly5fjypUr5d2KRb3xxhu4fv06tm3bVt6tENH/4zE7RGQRn3/+Odq0aQNXV1f89NNPWLBgQanX0KnsMjIykJiYiHXr1mHr1q3l3Q4RPYRhh4gs4sKFC5gzZw5u3ryJ2rVrY/LkyZg2bVp5t2Uxffv2xeHDhzFq1Ch069atvNshoodwNxYREREpGg9QJiIiIkVj2CEiIiJFY9ghIiIiRWPYISIiIkVj2CEiIiJFY9ghIiIiRWPYISIiIkVj2CEiIiJFY9ghIiIiRfs/o64m+IL0pe8AAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Bar Plot\n", + "sns.barplot(x='Age',y='Weight',data=df)\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Weight of Player\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Bar Plot of Age Vs Weight of Player\")\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Box Plot\n", + "\n", + "### Box Plot of Age and Weight\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- A box plot (or box-and-whisker plot) is the visual representation of the depicting groups of numerical data through their quartiles against continuous/categorical data.\n", + "- A box plot consists of 5 things.\n", + "1.\tMinimum \n", + "2.\tFirst Quartile or 25% \n", + "3.\tMedian (Second Quartile) or 50% \n", + "4.\tThird Quartile or 75% \n", + "5.\tMaximum\n", + "- Now in the above dataset ,every box on the graph depicts a value corresponding to it.\n", + "- In the above dataset ,we are plotting the box plot between two parameters weight and age.\n", + "- Now in the above graph, we can see that each box represents the relationship or values of age and weight of Nba players.\n", + "\n", + "### Important conclusions that can be made from the above Graph:\n", + "\n", + "- The box plot represents the categorical distribution of data and sets comparison among the different categorical data inputs. \n", + "- The ‘box’ structure represents the main quartile of the data input while the ‘line’ structure represents the rest of the distribution of data. \n", + "- The outliers are represented by points using an inter-quartile function." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "v0Rtv8VJQhwQ", + "outputId": "0b9fa519-3e59-4e6f-acc0-90fda52944d7" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Box Plot\n", + "sns.boxplot(x='Age',y='Weight',data=df)\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Weight of Player\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Box Plot of Age Vs Weight of Player\")\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Point Plot\n", + "\n", + "### Point Plot of Age and Weight\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- The Point Plot represents the estimation of the central tendency of the distribution with the help of scatter points and lines joining them.\n", + "- A point plot represents an estimate of central tendency for a numeric variable by the position of scatter plot points and provides some indication of the uncertainty around that estimate using error bars.\n", + "- In the above dataset, we are plotting the Point plot between two parameters weight and age.\n", + "- It also shows the semantic grouping with respect to the Position parameter of the dataset.\n", + "- Now in the above graph, we can see that each point represents the relationship or values of age and weight of Nba players along with representing the groupings of the semantic parameter “Position”.\n", + "- Now the difference between this and previous plots is that in the previous plots we need the values to have some relationship between them but in point plot, the graph can be drawn without this as well.\n", + "\n", + "### Important conclusions that can be made from the above Graph:\n", + "\n", + "- The estimation of categorical data basically refers to the representation of certain estimation or prediction of the categorical data values to the corresponding data variable.\n", + "- PG position players have the highest weight age correspondence.\n", + "- The graph also shows each value of Age and Weight along with sematic grouping with respect to Position parameter which makes it easier to understand the two parameters with respect to each other.\n", + "- Also since the values are plotted with points instead of lines,it is very easy to find the exact value for any particular age.\n", + "- It could be easily seen that if we want to calculate any data related to age,position and weight ,with these graph just by looking and calculating the points , calculations can be easily made.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "FQHUi0kqQysz", + "outputId": "6e838614-9813-4e96-ca73-751c82aa497e" + }, + "outputs": [ + { + "data": { + "image/png": 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xKpOpMNobU1xcXLEMnNjYWL3VvDUcd/HixYDmZvPFF18YfP3555/XyaBVZAoTHx+vt62VZf78+brg1KKUdGMvzLhx49iyZQvr168nNjaWvLw8xo0bV2xely5d6NKlCyqViiNHjjB//nymTJlCQEAATzzxRInHlySJrl27smnTJg4dOsTdu3f1lJ2uXbvyzjvvsH//fnJycvSUHV9fX5o3b86HH35o8NhapcEQxn6OlsLLywsbGxvi4uKKvRYbGwtQ7u8TQHBwsMm/m+XLl9OtWzcWLFigN56enl5sbr169ejXrx9ff/01/fr1Y8OGDbz77rt61l1fX1+cnJxKLGFQ9P2Vt1aWoOoQlh1BtaJHjx4AuhovWn7//XcyMzN1r1cUc1l7yqJ79+5A8fdz+PBhzp07p/d+TFmdm3JcY0lJSWHt2rV06tSJHTt2FHuMHDmSw4cP61LZu3btyunTpzl79qzecVavXq233alTJzw9PTl79ixt27Y1+LC3ty9TvkGDBuHj48MPP/zAkiVLaNCgAZ07dy5xvq2tLe3bt9dl3h07dqzMc0RFRZGZmcn//vc//P39dW4q7ftNSkpi/vz5urlaBgwYwOnTp6lbt67B91eastO1a1e2b9+uZ11Qq9X8+uuvZcpbEqZ8v11cXGjfvj1r1qzRm69Wq1m+fDnBwcE0aNCg3LKUB23hzsJER0cXK0aoZfLkyURHRzNmzBhsbW159tln9V4fMGAAV65cwcfHx+D/pzxZZQLrQlh2BNWKXr160adPH2bOnElaWhqdOnUiOjqat99+m1atWjFq1CiznKdZs2YAfPLJJ/Tr1w9bW1uaN29u1E3XFBo2bMhzzz3H/PnzsbGxoV+/fsTExPDmm28SEhLCyy+/rCfTmjVrWLBgAW3atCnVkmTKcY1lxYoV5OTkMGnSJIOVqX18fFixYgWLFy9mzpw5TJkyhR9++IF+/frx3nvvERAQwMqVK3XF92xsNGstV1dX5s+fz5gxY0hOTmbIkCH4+/tz+/ZtTp48ye3bt4ut4A3h4ODAyJEjmT9/PrIs8/HHHxebs3DhQrZv307//v0JDQ0lJydHt5rv2bNnmefQKjBr165lyJAheq9FRkbi4+PD2rVrqV27NvXr19e99t5777FlyxY6duzIpEmTaNiwITk5OcTExPDXX3+xcOHCEmvrvPHGG/zxxx/06NGDN954AycnJxYuXKiLQdF+jqagrf3z3Xff4ebmhqOjIxEREQZdYACzZ8+mV69eREVFMX36dOzt7fnmm284ffo0q1atqnRLx4ABA3j//fd5++236dq1KxcuXOC9994jIiKiWCo/aK4bTZo0YceOHTz55JP4+/vrvT5lyhR+//13HnroIV5++WWaN2+OWq3m+vXr/PPPP0ybNo327dtX1tsTWIKqjI4WCApTUup5UbKzs+WZM2fKYWFhskKhkGvVqiW/+OKLxVKHS8rGMpQpQpFsj9zcXPmZZ56R/fz8ZEmSimW9FKWk1POiGEo9V6lU8ieffCI3aNBAVigUsq+vr/zkk08WSwFPTk6WhwwZInt6eupkKg1jj2tsNlbLli1lf39/OTc3t8Q5HTp0kH19fXVzTp8+Lffs2VN2dHSUvb295XHjxsnLli2TAfnkyZN6++7atUvu37+/7O3tLSsUCrl27dpy//795V9//bVUuQqjTVu2tbWVY2Nji72+f/9+efDgwXJYWJjs4OAg+/j4yF27dpU3bNhg9DkCAwNlQP7qq6+KvTZo0CAZkEeOHFnstdu3b8uTJk2SIyIiZIVCIXt7e8tt2rSR33jjDTkjI0M3r+h3UZZleffu3XL79u1lBwcHOTAwUJ4xY4b8ySefyICuZIIsa7Kx+vfvX+zcRX8LsqzJLouIiJBtbW1lQF6yZEmp73v37t1y9+7dZRcXF9nJyUnu0KGD/Mcff+jNKU82ljFzDf0+p0+fLteuXVt2dHSUW7duLa9bt04eM2ZMiRmL77zzji7b0xAZGRnyrFmz5IYNG8r29vayh4eH3KxZM/nll1+W4+Pj9WQZP358mTILrAtJlg1UAhMIBAIL8dxzz7Fq1SqSkpLMbim7n+jduzcxMTFcvHixqkWpFrRt2xZJkjh8+HBViyKoAoQbSyAQWIz33nuPoKAg6tSpQ0ZGBhs3buT7779n1qxZQtExgalTp9KqVStCQkJITk5mxYoVbNmyRRcwLjBMWloap0+fZuPGjRw9erTUMhCCmo1QdgQCgcVQKBT873//4+bNm+Tn51O/fn2++OILJk+eXNWiVStUKhVvvfUW8fHxSJJEkyZN+Omnn3jyySerWjSr5tixY0RFReHj48Pbb7/NoEGDqlokQRUh3FgCgUAgEAhqNCL1XCAQCAQCQY1GKDsCgUAgEAhqNELZEQgEAoFAUKMRAcpoKoHGxsbi5uYmyoALBAKBQFBNkGWZ9PR0goKCSi2wKZQdNP1dQkJCqloMgUAgEAgE5eDGjRslViEHoewA6Loi37hxA3d39yqWRiAQCAQCgTGkpaUREhKiu4+XhFB2KOhg6+7uLpQdgUAgEAiqGWWFoIgAZYFAIBAIBDUaoewIBAKBQCCo0QhlRyAQCAQCQY1GxOwIBAKBQGBlqFQqlEplVYtR5SgUCmxtbSt8HKHsCAQCgUBgJciyTHx8PHfv3q1qUawGT09PAgMDK1QHTyg7AoFAIBBYCVpFx9/fH2dn5/u60K0sy2RlZZGYmAhArVq1yn0soewIBAKBQGAFqFQqnaLj4+NT1eJYBU5OTgAkJibi7+9fbpeWCFAWCAQCgcAK0MboODs7V7Ek1oX286hIDJNQdgQCgUAgsCLuZ9eVIczxeQhlRyAQCAQCQY1GKDsCgUAgEAgAiImJQZIkTpw4Ueq8bt26MWXKlEqRyRwIZUcgEAgEgmrG2LFjkSQJSZJQKBTUqVOH6dOnk5mZWaHjhoSEEBcXR2RkJAA7d+5EkqRiqfBr1qzh/fffr9C5KhORjSUQCATAmv8dJSMlFwBXLwcendGmiiUSCEqnb9++LFmyBKVSye7du3nmmWfIzMxkwYIF5T6mra0tgYGBZc7z9vYu9zmqAmHZEQgEAiAjJZf05BzSk3N0So9AYM04ODgQGBhISEgII0aMYOTIkaxbt47c3FwmTZqEv78/jo6OdO7cmcOHD+v2S0lJYeTIkfj5+eHk5ET9+vVZsmQJoO/GiomJISoqCgAvLy8kSWLs2LFAcTdWSkoKo0ePxsvLC2dnZ/r168elS5d0ry9duhRPT082b95M48aNcXV1pW/fvsTFxVn+g0IoOwKBQCAQ1AicnJxQKpW88sor/P777yxbtoxjx45Rr149+vTpQ3JyMgBvvvkmZ8+e5e+//+bcuXMsWLAAX1/fYscLCQnh999/B+DChQvExcUxb948g+ceO3YsR44cYcOGDezfvx9Zlnn44Yf10sWzsrL47LPP+Omnn/j333+5fv0606dPt8AnURzhxhIIBAKBoJpz6NAhVq5cSVRUFAsWLGDp0qX069cPgEWLFrFlyxYWL17MjBkzuH79Oq1ataJt27YAhIeHGzymra2tzl3l7++Pp6enwXmXLl1iw4YN7N27l44dOwKwYsUKQkJCWLduHUOHDgU0dXIWLlxI3bp1AZgwYQLvvfeeuT6CUhGWHYFAIBAIqiEbN27E1dUVR0dHHnzwQR566CEmTpyIUqmkU6dOunkKhYJ27dpx7tw5AF588UVWr15Ny5YteeWVV9i3b1+F5Dh37hx2dna0b99eN+bj40PDhg115wRNcUCtogOa9g/aVhCWRig7AoFAIBBUQ6Kiojhx4gQXLlwgJyeHNWvW4OHhARQvxCfLsm6sX79+XLt2jSlTphAbG0uPHj0q5E6SZbnE8cJyKBQKvdclSSpxX3MjlB2BQCAQCKohLi4u1KtXj7CwMJ0iUa9ePezt7dmzZ49unlKp5MiRIzRu3Fg35ufnx9ixY1m+fDlz587lu+++M3gOe3t7QNO3qySaNGlCfn4+Bw8e1I0lJSVx8eJFvXNWJSJmRyAQCASCGoKLiwsvvvgiM2bMwNvbm9DQUD799FOysrIYN24cAG+99RZt2rShadOm5ObmsnHjxhKVkrCwMCRJYuPGjTz88MM4OTnh6uqqN6d+/foMHDiQZ599lm+//RY3NzdeffVVateuzcCBAy3+no1BWHYEAoFAIKhBfPzxxzz22GOMGjWK1q1bc/nyZTZv3oyXlxegsda89tprNG/enIceeghbW1tWr15t8Fi1a9fm3Xff5dVXXyUgIIAJEyYYnLdkyRLatGnDgAEDePDBB5Flmb/++quY66qqkOTKcphZMWlpaXh4eJCamoq7u3tViyMQCKqAH1/fR3pyDgBu3o6M/qhjFUskuN/Iycnh6tWrRERE4OjoWNXiWA2lfS7G3r+FZUcgEAgEAkGNRig7AoFAIBAIajRC2REIBAKBQFCjEcqOQCAQCASCGo1QdgQCgUAgENRohLIjEAgEAoGgRiOUHYFAIBAIBDUaoewIBAKBQCCo0QhlRyAQCAQCQY1GKDsCgUAgEAhqNELZEQgEAoGgBiHLMseup/DJpvO8vvYUn2w6z7HrKViyO9TYsWORJAlJklAoFNSpU4fp06eTmZmpm/P777/TvXt3vLy8cHZ2pmHDhjz99NMcP37cYnJpEV3PBQKBQCCoIVxMSGf6ryeJvpmqN75g5xWaB3vw2dAWNAhws8i5+/bty5IlS1AqlezevZtnnnmGzMxMFixYwMyZM/n888+ZNGkS7777LsHBwVy/fp09e/bw+uuv8/fff1tEJi1C2REIBAKBoAZwMSGdIQv2kZaTb/D16JupDFmwj99e7GgRhcfBwYHAwEAARowYwY4dO1i3bh1jxozh008/Zd68eUyaNEk3PyIigq5du1rU4qRFuLEEAoFAIKjmyLLM9F9PlqjoaEnLyWfGrycrRcFwcnJCqVSyatUqXF1deemllwzOkyTJ4rIIZUcgEAgEgmrO8Rt3i7muSuLkzVRO3LhrUXkOHTrEypUr6dGjBxcvXqROnTrY2RU4k7744gtcXV11j9RU42QvL0LZEQgEAoGgmrPlbIJJ8/8xcb4xbNy4EVdXVxwdHXnwwQd56KGHmD9/PlDcevP0009z4sQJvv32WzIzMy1uaRIxOwKBQCAQVHNSs5UWnW8MUVFRLFiwAIVCQVBQEAqFAoD69euzZ88elEqlbszT0xNPT09u3rxpdjkMISw7AoFAIBBUczycFBadbwwuLi7Uq1ePsLAwnVIDMHz4cDIyMvjmm2/Mfk5jEZYdgUAgEAiqOb2aBLBg5xWj5/duEmBBafR58MEHmTZtGtOmTePatWs8+uijhISEEBcXx+LFi5EkCRsby9pehGVHIBAIBIJqTqsQT5oHexg1t0WwBy1DPC0rUBE+++wzVq5cyfHjxxkwYAD169dn6NChqNVq9u/fj7u7u0XPX6XKzuzZs3nggQdwc3PD39+fQYMGceHCBb05GRkZTJgwgeDgYJycnGjcuDELFizQm5Obm8vEiRPx9fXFxcWFRx55pNL8gAKBQCAQVDWSJPHZ0Ba4O5busHF3tON/Q1uYPd176dKlrFu3rtQ5w4YNY8eOHdy9e5e8vDxu3LjBihUraN++vVllMUSVKju7du1i/PjxHDhwgC1btpCfn0/v3r31yku//PLLbNq0ieXLl3Pu3DlefvllJk6cyPr163VzpkyZwtq1a1m9ejV79uwhIyODAQMGoFKpquJtCQQCgUBQ6TQIcOO3FzuWaOFpEexhsYKC1k6Vxuxs2rRJb3vJkiX4+/tz9OhRHnroIQD279/PmDFj6NatGwDPPfcc3377LUeOHGHgwIGkpqayePFifvrpJ3r27AnA8uXLCQkJYevWrfTp06dS35O1seZ/R8lIyQXA1cuBR2e0qWKJBAKBQGApGgS4sX58J07cuMs/ZxNIzVbi4aSgd5MAWoZ4VkoBP2vEqgKUtUWFvL29dWOdO3dmw4YNPP300wQFBbFz504uXrzIvHnzADh69ChKpZLevXvr9gkKCiIyMpJ9+/YZVHZyc3PJzc3VbaelpVnqLVU5GSm5pCfnVLUYAoFAIKgkJEmiVagXrUK9qloUq8FqApRlWWbq1Kl07tyZyMhI3fiXX35JkyZNCA4Oxt7enr59+/LNN9/QuXNnAOLj47G3t8fLS/+fGhAQQHx8vMFzzZ49Gw8PD90jJCTEcm9MIBAIBAJBlWI1ys6ECROIjo5m1apVeuNffvklBw4cYMOGDRw9epTPP/+cl156ia1bt5Z6PFmWSzTXvfbaa6SmpuoeN27cMNv7EAgEAoFAYF1YhRtr4sSJbNiwgX///Zfg4GDdeHZ2Nq+//jpr166lf//+ADRv3pwTJ07w2Wef0bNnTwIDA8nLyyMlJUXPupOYmEjHjh0Nns/BwQEHBwfLvimBQCAQCARWQZVadmRZZsKECaxZs4bt27cTERGh97pSqUSpVBYrNmRra4tarQagTZs2KBQKtmzZons9Li6O06dPl6jsCAQCgUAguH+oUsvO+PHjWblyJevXr8fNzU0XY+Ph4YGTkxPu7u507dqVGTNm4OTkRFhYGLt27eLHH3/kiy++0M0dN24c06ZNw8fHB29vb6ZPn06zZs102VkCgUAgEAjuX6pU2dEWB9SmlWtZsmQJY8eOBWD16tW89tprjBw5kuTkZMLCwvjwww954YUXdPPnzJmDnZ0dw4YNIzs7mx49erB06VJsbW0r660IBAKBQCCwUqpU2TGmpXtgYCBLliwpdY6joyPz58/XtZIXCAQCgUAg0GI12VgCgUAgEAjMgCzDjcOw9R34Y4rm743DmnELkpiYyPPPP09oaCgODg4EBgbSp08f9u/fD0B4eDiSJOk9CiclWRKryMYSCAQCgUBgBhLPwboXIfa4/vieORDUCgYtAP/GFjn1Y489hlKpZNmyZdSpU4eEhAS2bdtGcnKybs57773Hs88+q9uurHAToewIBAKBQFATSDwHP/SBnFTDr8ce17z+9GazKzx3795lz5497Ny5k65duwIQFhZGu3bt9Oa5ubkRGBho1nMbg3BjCQQCgUBQ3ZFljUWnJEVHS04qrHvJ7C4tV1dXXF1dWbdunV47JmtBKDsCgUAgEFR3bh4p7roqidhjcOuoWU9vZ2fH0qVLWbZsGZ6ennTq1InXX3+d6OhovXkzZ87UKUaurq58+eWXZpWjRPkq5SyCMhHdyQUCgamI64ZAx4U/TZt/fiMEtzWrCI899hj9+/dn9+7d7N+/n02bNvHpp5/y/fff68rJzJgxQ/ccwNfX16wylIRQdqwE0Z1cIBCYirhuCHRk37XsfCNxdHSkV69e9OrVi7feeotnnnmGt99+W6fg+Pr6Uq9ePYucuzSEG0sgEAgEguqOk6dl55eTJk2akJmZWSnnKg2h7AgEAoFAUN1p2N+0+Y0GmPX0SUlJdO/eneXLlxMdHc3Vq1f59ddf+fTTTxk4cKBZz1UehBtLIBAIBILqTnBbTR0dY4KUg1pDbfPGd7m6utK+fXvmzJnDlStXUCqVhISE8Oyzz/L666+b9VzlQSg7AoFAIBBUdyRJUzCwtDo7AI4eMOgbzXwz4uDgwOzZs5k9e3aJc2JiYsx6TlMQbiyBQCAQCGoC/o01BQODWhl+Pai1RQoKVgeEZUcgEAgEgpqCf2N4doemjs75jZqsKydPTYxO7TZmt+hUF4SyIxAIBAJBTUKSNDE8Zq6jU50RbiyBQCAQCAQ1GqHsCAQCgUAgqNEIN5ZAIBBYGNHWQSCoWoSyIxDcx4ibcOUg2joIBFWLUHYEgvsYcRMWCAT3AyJmRyAQCAQCQY1GWHYEVkfMiJHkx8cDYBcYSPjKFVUskUAgEAiqM8KyI7A68uPjUcbGooyN1Sk9AoFAIDAOWZY5efskc4/O5b397zH36FxO3j6JLMsWPW9iYiLPP/88oaGhODg4EBgYSJ8+fdi/f79uzvHjx3n88cepVasWDg4OhIWFMWDAAP744w+LyicsOwKBQCAQ1BAup1xm1t5ZnEk6oze++PRimvo05YNOH1DPq55Fzv3YY4+hVCpZtmwZderUISEhgW3btpGcnAzA+vXrGTZsGD179mTZsmXUrVuXpKQkoqOjmTVrFl26dMHT09MisgllRyAQVCtEBplAYJjLKZcZvWk06XnpBl8/k3SG0ZtG82PfH82u8Ny9e5c9e/awc+dOunbtCkBYWBjt2rUDIDMzk3HjxtG/f3/WrFmj269u3bq0a9eOZ555xqKWHeHGEggE1QptBll6co5O6REI7ndkWWbW3lklKjpa0vPSeXPvm2ZXLFxdXXF1dWXdunXk5hb/Xf7zzz8kJSXxyiuvlHgMyYJ9u4SyIyg3a/53lB9f38ePr+9jzf+OVrU4AoFAcN8SfSe6mOuqJE4nnebUnVNmPb+dnR1Lly5l2bJleHp60qlTJ15//XWio6MBuHjxIgANGzbU7XP48GGdkuTq6srGjRvNKlNhhLIjKDdihS0QCATWwY7rO0yav/36drPL8NhjjxEbG8uGDRvo06cPO3fupHXr1ixdutTg/ObNm3PixAlOnDhBZmYm+fn5ZpdJi1B2BAKBQCCo5qTlpVl0vrE4OjrSq1cv3nrrLfbt28fYsWN5++23qV+/PgAXLlzQzXVwcKBevXrUq2eZgOnCCGWnBiPLMqp8tW47N0tJ/H+pFk8/FAiEi1MgqFzc7d0tOr+8NGnShMzMTHr37o23tzeffPJJpZy3KCIbq4aSFJvB9mXnyErL043l5aj4/dOj+Ie50X1MY3yCXKtQQkFNRrShEAgql6jQKBafXmz0/O6h3c16/qSkJIYOHcrTTz9N8+bNcXNz48iRI3z66acMHDgQV1dXvv/+ex5//HH69+/PpEmTqF+/PhkZGWzatAkAW1tbs8pUGKHs1ECSYjNY+9kxcrMM+z8Tr6Wz9rNjDJ7eWig8AoFAUANo7tucpj5NjQpSjvSJpJlvM7Oe39XVlfbt2zNnzhyuXLmCUqkkJCSEZ599ltdffx2AwYMHs2/fPj755BNGjx5NcnIyHh4etG3bltWrVzNgwACzylQYoezUMGRZZvuycyUqOlpys/LZvuwcQ15ta9F0P4FAIBBYHkmS+KDTB6XW2QFws3fj/U7vm/267+DgwOzZs5k9e3ap89q2bcuvv/5q1nMbg1B2ahgJV9NIvFZ6nQUtidfSSYhJIzDCw8JS1XxEoTuBwDjEb8Vy1POqx499fzRYQRk0Fp33O71vsQrK1oxQdmoYV0/eMW3+iTtC2TEDIkZFIDAO8VuxLPW86rGq/ypO3TnF9uvbSctLw93ene6h3Wnm2+y+teQLZaeGkZultOh8gUAgEFg3kiTR3K85zf2aV7UoVoNIPa9h5JQRq1MUB2eFhSQRCAQCgcA6EJadGkJudj57f7vElaOJJu0X0dLXQhIJBAKBQGAdCGWnBnDjbDLbfzpXrpYNGck5IGJ2BAKBQFCDEcpONSYvJ599v1/mzO7Y4i9KgBGFkv9ZfBZJkqjb2t/s8gkEAoFAYA2ImJ1qyo3zyax+75BBRad5VDBDZrbFP8zN4L42tgXR+LJaZvP3Z7hyzDT3l0AgEAgE1QWh7FQz8nLy2bXqAhvmniiWvunu68igqa3o8ngDAsLdGfJqW5zd7XWv2zva8tjMNox4pz1u3o66caHwCO53RB85gaBmI9xY1YhbF1LY/tM50u4Ur1HRrGttOgyui71jwb9UkiRs7Qr0WQdnha6mzqCprVj3xXGdwqRVePo8g3BpCe4rRB85w8SMGEl+fDwAdoGBhK9cUcUSCQTlR1h2qgHKXBX//nyRdXOOF1N03LwdGTilJQ8Nb6in6JSFu68Tg6a2EhaeaoDoIG45tH3kSqo6ru0jlxSbUcmSVT358fEoY2NRxsbqlB5B9UCWZbJPnCDx8y+Ie/sdEj//guwTJyxqqRw7diySJCFJEgqFgjp16jB9+nQyMzOJiYnRvVb48eSTT1pMnqIIy44VUJIJPSDCnbjLqWz78Rxpt7OL7df0odp0fLSuSUpOYbQKj7DwWDei4qxlEH3kBDWR3EuXiH3tdXJOn9YbT1q0CMfISIJmf4RD/foWOXffvn1ZsmQJSqWS3bt388wzz5CZmcnMmTMB2Lp1K02bNtXNd3JysogchqhSy87s2bN54IEHcHNzw9/fn0GDBnHhwoVi886dO8cjjzyCh4cHbm5udOjQgevXr+tez83NZeLEifj6+uLi4sIjjzzCzZs3K/OtlJuk2Ax++/iIQRP6klf2sPbzY8UUHVdvBx6Z3JJuI0yz5hhCWHgE1QlzxtaUp4+cQGDN5F66RMzIJ4spOlpyTp8mZuST5F66ZJHzOzg4EBgYSEhICCNGjGDkyJGsW7dO97qPjw+BgYG6h4dH5ZU9qVJlZ9euXYwfP54DBw6wZcsW8vPz6d27N5mZmbo5V65coXPnzjRq1IidO3dy8uRJ3nzzTRwdC27OU6ZMYe3ataxevZo9e/aQkZHBgAEDUKlUVfG2jKYsE3p2evFWDk06BzH8zfaENPY2mxxC4bk/qW5BuaUtDH77+IhRriZVvpqk2AwuH01k35rLJp3/0uEEk2WG6vc5C6onsiwT+9rrqNNKV8rVaWnEvv5GpXz/nJycUCqtoyVRlbqxNm3apLe9ZMkS/P39OXr0KA899BAAb7zxBg8//DCffvqpbl6dOnV0z1NTU1m8eDE//fQTPXv2BGD58uWEhISwdetW+vTpUwnvxHSMNaFrcfG0p/uoxoQ29bGIPMKldX9R3YJytQuDkn4v2tiawdNb4xPkijJPxd34LJLjMkmJyyTl3vPU29nI6vJd5KO33+TG2WQCItwJiPAgIMIdnyAXbGxLXjNWt8+5Msi/cxts3AqeC8xCzsmTJVp0is09dYqc6GicWrSwmDyHDh1i5cqV9OjRQzfWsWNHbGwKfi+7d++mVatWFpOhMFYVs5OamgqAt7fGaqFWq/nzzz955ZVX6NOnD8ePHyciIoLXXnuNQYMGAXD06FGUSiW9e/fWHScoKIjIyEj27dtnUNnJzc0lN7eg2nBaGZqwJTDFhA7QY2wTQhqZz5pjCKHw3B+YqjhUNabE1qz531EcnO1IT841qqimqaTEZ5ESn8X5/feylOxt8A9zJyDCncAIDwLquOPi4QBUv8+5spBVKp1PQbZy63t1In3bdtPmb91mdmVn48aNuLq6kp+fj1KpZODAgcyfP5+srCwAfv75Zxo3bqybHxISYtbzl4bVZGPJsszUqVPp3LkzkZGRACQmJpKRkcHHH39M3759+eeffxg8eDCPPvoou3btAiA+Ph57e3u8vLz0jhcQEEB8CRkEs2fPxsPDQ/eozA9cy9WTd0yaf/NcioUk0Ue4tGo2pgblWoOrxZSFQV62ivQkyyg6hsjPUxN76S7H/7nO39+eYunMvSx7fS+bvjvFxvknq9XnLKjeqExctJs63xiioqI4ceIEFy5cICcnhzVr1uDvX7BIDgkJoV69erqHg4OD2WUoCatRdiZMmEB0dDSrVq3SjanVGj/3wIEDefnll2nZsiWvvvoqAwYMYOHChaUeT5blEjMnXnvtNVJTU3WPGzdumO+NGElulml+TFPnVwSh8NRcqmNQbnljZYpi52CLX6gbDdsH0mFQHfo+H4l3kItR+zq5KfAPd8PGruxsrIzkXK4cu210r7ryfs7VMRZIlmXUkq1uW2njaPUyVxds3d0tOt8YXFxcqFevHmFhYSgUCrMfvyJYhRtr4sSJbNiwgX///Zfg4GDduK+vL3Z2djRp0kRvfuPGjdmzZw8AgYGB5OXlkZKSomfdSUxMpGPHjgbP5+DgUKkapUEZnE37Ipg6v6IIl1bNxFSL4n8nbusKUVYmudn5XD1xm0uHE7h+NtmkfW3sJPxD3fGq5Yx3LRe8arngFeiMm5cjko2+suIZ4FyqqwnAwdmOgS+3wifIFZVSze2b6ST8l0bC1VTir6aRnlTxsgB7f7tMs2618fR3xtPfGXun0i/N1TEWSCtznl1BGxuVraNVy1ydcOvRnaRFi4yf37NH2ZNqEFWq7MiyzMSJE1m7di07d+4kIiJC73V7e3seeOCBYunoFy9eJCwsDIA2bdqgUCjYsmULw4YNAyAuLo7Tp0/rBTVbGxEtfDm2+Zrx81v6WlAaw5Sm8PQeV3JtIFGLxHrJMdFCeGbXLWSVTERLPwLreGBjY7n/rTJPRUz0HS4fSeTa6SS975cptOgRQsfB9Yya6xPkyuDprdm+7JxBi1fRm7CtwobACI97CqDG/Z2VlqdTfBKuppEYk4Yy17RYlPgrqcRfSdVtO7nb4+nvhGeARvnR/vXwc+Lu7axqFwsk4pcsj2OLFjhGRhoVpOzYrBmOzZtXglTWQ5UqO+PHj2flypWsX78eNzc3XYyNh4eHrtjQjBkzePzxx3nooYeIiopi06ZN/PHHH+zcuVM3d9y4cUybNg0fHx+8vb2ZPn06zZo102VnWSMBEe74h7kZ5VLwD3MjINz8JkdjKFHhWXRGb561ryoFkJ2Rx63zpllJ8nJUnNh6gxNbb+DkpiCsmS91WvgS3Ngbhb2twX1KK5JZVBFW5au5cTaZi4cTuBp9h3wTlQRD1GnpZ9J8nyBXhrzalqUz9+osJfaOtvzf5JYEhJetvDu72xPRwo+IFprzqtUyO5ef59y+uPK9ASA7LY/stDziLqcWe83GVkKtKt3tY02FEEXxxspBkiSCZn9EzMgnS00/t3F3J+ijD83+GS9durTE18LDw6vcVVmlys6CBQsA6Natm974kiVLGDt2LACDBw9m4cKFzJ49m0mTJtGwYUN+//13OnfurJs/Z84c7OzsGDZsGNnZ2fTo0YOlS5dia2v4YmwNSJJE9zGNjTKhdx/TuEp//IYUnpKw9hXamv8d1cVSuHo58OiMNlUsUeVw83wyW5acJSs1r+zJJZCdruT8vjjO74vDTmFDSBNvIlr4Ed7cBydXTcNZY9wrXoEu3LqYwuXDCVw5frvMm6CTuwJkw3WnilLehUFpfeRMxcZGoknnoAopO6VRlqKjRRsLVBVuyMKUJ06sqmWurjjUr0/4iuUGKyiDxqIT9NGHFqugbM1UuRvLGJ5++mmefvrpEl93dHRk/vz5zJ8/31yiVQqmmtCrEndfJwa+3JKV7xysVqvKotxvrRdUKjWH/7jK0c3XTM5QUjjYluiOyVequXryDldP3kGSILCuB4ER7pzZHUtejuF9Eq+l88tHh1E42JKbWbqC4+BiR93W/jRoG0Ct+p6kxGdWi4WBFlMstz61XWg/sA5pt3O4m5DF3cQs7iZkGR3gXBpXT9ypcsXB1Dgxa5C5OuNQvz7hv/5CTnQ06Vu3oUpLw9bdHbeePXBs3twqfh9VgVUEKN/PVNSEXplkpyur3aryfibtTjb/LD5DwtUiJm0JbO1sUClLjolxcLZj8PTWOLnaE3NKo9TcOJdscB9ZhrjLqQZdLkVR58vk5htWWBSOttRp4Uf9BwIIbuyFbaFifdVpYQCmWW57jWtqUG5lnorUxGydApSakMW1M0lGWbi0VGYWp7lksAaZqzuSJOHUooVFiwZWN4SyYwWY04RuScQKrfpw6UgCO5efL2ZlcfN2pNe4ptg72RqtODTpFESTTkEoc1XcOJfM1ZO3iYlOIiez4jclW4UN4c18qN82gLBIH+xKiAOC6rUwgIoraAp7W3yDXfENLnh9/9orJiU2VHYWpzlksAaZBTUPoewIjEas0KwfZa6K3b9c5Nze4vEidVv7E/VkQ93NxFTFQeFgS52WftRp6YdapSb+v1T+O3mHqyduk3bHNNegu58j7QbUIaK5b5lp1oWpLgsDLeZW0KpDFmcxGUyU2d3XsexJAoGJCGVHYDRihWbd3L6Rzj/fn+FuQpbeuJ3Chi6PN6Bxp1p6N9eKKA42tjYE1fciqL4XnR6rx+ZFp7lyzPg+RyGNvGnYPtDo+dUZcypopsQC+Ya4VlkWZ2ECItxx87AlPdW4TLt/f76Ii4cD4c2rXlET1ByspoKywPqJaGHaxac8q0pZllHnFWTyqNLSyD5xosrTFq0ZWZY5uf0Gv31ypJii41PblaGvP0CTzkEWc/NIkoSHn7NJ+whFuHxoY4EcnMtep7p4OliFay8rNZfslKyyJ95DnS/z18JTnD9gmWw2wf2JUHYERqNdVRpDeVKAcy9dImboMFR3CmKD1BkZxDwxnJihw8i9dMmk490PZGfk8dc30ez55RLqfH2FsFm3YIa82gbvWsa1RKgIlaEICzRoY4HK+i1eO5VETLRpcXaWYOd3h8m3Kb1ivXNmLHbKTN22rJbZtvQcx7dcN+lcMSNGcrl7Dy5370HMiJHlkldQMxHKjsBojF1V2tpJJqcA5166RMzIJ0us/plz+jQxI5+87xSe0vof3TyfzOr3DxFzKklvHwcXOx5+sRkPPdEAO0Xl1JqytCIs0EcbC+Tsbq8bs3e0pUG7AL15O1ecr9LYuctHE4n5r9D51Srs8gpccLb52bQ5+j/aH/6Qtsc+wzFH/7u87/fL7F972WjLbn58PMrYWJSxseSX0AhacH8ilB2BSRizqlSrZZNusrIsE/va66VW/QRQp6UR+/ob941LKyk2g98+PmKwQN/SmXtZP/dEsSKBQfU9eWJWO10138rCWEXYmmrhVHcMxQJFPdkID38n3Vhmah77fr9cFeKRnZHHv6v1W/2EX9+MnbrgO6vIz8IjPQYJcM5OpM2xz3HJjNXb59jm62xfdha1qvT2IdXVBV7YGnVr+vSqFqfGIpQdgckYWlVKtgU3L1kNB9dfMfp4OSdPGtXPBSDn1ClyoqONF7aaou0lVFIgamEFCECykWj/SAQDX26Fq1fVZLOUpQj7h7lZbWXtmoKdvS3dRzeGQrrk2b1x3DCxmao52PPLJb2aQC4Ztwi/tqnUfRzyUml9fA4eqfrXj/MHElg7aTVJ6/9ElVq8nlN1doHrWaNum8ftKMsy8f+lsn/tFXauOM/+tVcqrbt8fHw8EydOpE6dOjg4OBASEsL//d//sW3bNoufuzRENpagXBRdVTq72ZOTqdQVnbt0JJGWvdLwDyvbXZG+bbtJ507fuq1GF8sytpeQFhcve/qMi6RWPU/LCmYE1a0WTk0kqJ4nzboFc2rHTd3YjuXneeKtdtg7Vs4l/2r0HS4eSigYkNU0vrAcG7nsjCxFfhYtT87ndNNxJPk0043HqwL5e9Vlmr/VC49WTXHrHoVrVBRyTk6p/aC0LvDwFcvvizYJ2pYtRRdKxzZfs3jxzZiYGDp16oSnpyeffvopzZs3R6lUsnnzZsaPH8/58+ctcl5jEJYdgVmwsZFo0T1Yb2zfmitGrSRUZbivKjq/MPl3bht8XhFKi6spD6b0EgLoPqqxVSg6WkpKtRaKTuXRYWAd3HwKLHzpyTkcWPdfpZw7N0vJrhX6N7XQG1txTy872NihYQP8X52J2wOtaXZuMYHxB/VeT/Wsx/FmE0g5dpaEj2ZzpVdvrg4ZKlzg9yjLIqztXZgUm2GR87/00ktIksShQ4cYMmQIDRo0oGnTpkydOpUDBw5Y5JzGIpQdgdlo3SdML2bj1oUUo8zntu6mBauaOr8wskpl8Hl5KS2u5rePjxh1UZFlmczUXG6cS+bkthvsXGHa6ufWhbumii2o4dg72hE1qpHe2KmdN4m9dNfi5977+2UyC8WSOWclEBHzV5n72bi7U/uzz/AZO5awZUtptHc3PZ5uRl07fZdWhmswR1tNJctRk9En5xrXQ6ymu8BN7S5vbsUvOTmZTZs2MX78eFxcimeAenp6mvV8piKUHYHZcHBW0KZfuN7YvrVXkNWl/6jcenQ36TxuPXuYKppFKM8qKidTSezlu5z+9xb/rrrA2s+P8cP0PSyduZcN806w59dLJN3KNHi8khCVqgWGCGnkTZPOQXpj2388hzKv4kp+Sdw4m6xfvVtW0+j8cmzVStx698KxaVOD+zk2a1bMzWTr4YHnIwPoM/8ZHnwkXG9+jpMfx1pPI901GFNI31q1cSOWpDzd5c3J5cuarLlGjRqVPbkKEDE7ArPSrFttonfcICNZs9pKupnBxUPxNOxQq8R9HFu0wDEy0rggZRsbZHXpWRmVgSmrqA1zT+BT24XkuCwy71a8k3VRrLFAX/6d22DjVvBcUCV0fKwe104n6b53qbezOfTHVTo9Vs/s58rLyWf7klN6Y8G3duGZ9h8+L76A36RJmsFxawomSBLhP68utRu3JEm0frgOjh6O7Fx+Hq1BIs/eneOtXqbZqYV43TUuALkiLnBrp6p7F2otRdbqrhaWHYFZsVPY0uGROnpjBzb8R76y5NWkJEn4vvCCcSdQq7nx/AvkXLhQ9lwLYsoqKistjxvnUiyi6IB1Fugzt7tQUD4cnOzoNrKh3tjJrdeJv1p2h3pT2b1wHxnpBf9rx+w71L36BwFvvYn/5MlIkqS5ERa+GdrY4NSihVE3yCadguj7fDO9eLB8W0dONh/Pbd8WyECqezhXIh7hfIMnuBLxCKnu4RS2K5fbBb64D8xppnks7lO+Y1iYqu5dWL9+fSRJ4ty5c+U+hizLKHPzyUjJIT0pm4yUHJS5+WZxuQllR2B26rcLxKd2QbR/RnIup3fdKnWfu2vWlPo6tgV1e9RpaVwf9wx514xvLmhuTF1FlYarlwOhTb1p2SuUHmMaM+TVNviFigJ9AvMQ3sxXrw+ZLMP2H8/rMifNwaXlmzl/Xt/K2fjKz4R+8SneI0aY7Tx1WvrxyOQW2DsWuh7YKDjV9Bn2t3+Po61ncC2sD7FBXbgW1oejrWdwpPUrZDhrLMvldoGnxULqdc0jLbbs+VVAVfcu9Pb2pk+fPnz99ddkZhZ3xd+9e7fU/fPzVKTEZ5ESn0VWWh7ZGUqy0vJIic8i9XY2qjLqLJWFcGMJzI6NjcSDj9Zl4/yTurEjf8fQuGMtgz+wrGPHydhekH5+tNVUch08AXBQpvHYK22RZZnrT49DztL02FHducP1p54mbOUKFIGV21AyPTmHG+dNr1vi6KLAp7YL3kGueAe54BPkgneQi8HPpMfYxqz97FipbjJRoE9gLJ2H1ef6uWSy7wXSp8RlcuTvGNoXscKWh8RlK9i9zRac/XVjtW8fpMUXM3Fp167Cxy9KUH0vBk9vzYYvT+reD5INOU4+Buenu4dxrNVUHsz8A8fmzc0uj7Vganf50KbeZpfhm2++oWPHjrRr14733nuP5s2bk5+fz5YtW1iwYEGJVp/8PBUpCVklxneqlGqyUvNIScykVmj56oiZZNmRZZlr166RnZ1drpMJ7h9Cm3hTu6GXbjs3M9/gD1GWZRK/+FxvLNfRmxxHH3Icfch19MKpRQucW7Yk5JuvkewLChkqY2O5/vQ48pMtXzBNpVRz+Wgif3x5gh/f2MdtE1LDAZpFBfP0Z50ZNLU1Dz3RgMiHalOrnmeJqytRoE9gThxdFHQd3kBv7Oima9y+btr3uDCyLJM4Zy4HfjlDdiFFx0GZSve3BlpE0dHiG+zGYzNa4+ZTes8tLfkKZ843GmUxeayBgAh3/Ixs2eJVyxlHV4XZM7IiIiI4duwYUVFRTJs2jcjISHr16sW2bdtYsGCBwX1kWSYtKafMRBZkOLj2v3LLbLKyU79+fW7evFn2ZMF9jSRJdHy0rt7Yye03yUjJ0RvL2LWL7CNHddu23t5gY9hS4dKhA7XnfKHn0sr77z9uPPMsqvTyX7RLI+lWBnt+ucTSV/eyedFprp9NhnL81hq0CzDZAlNS/6PHZrZhyKtthaIjMIm6rfyp27pAKZHVMtt/Oleie+BgyGj2dXiPfR3e42DIaL3X5Px84mbN4r+Vm7kRrJ9N2W1UE9xbNDH/GyiCh58zXR5vWPbEe9yOzzN7BpI1IUkSXYc3QOFYeqsehaMtD/SPQKVUk2+BzLxatWrx1VdfERMTQ25uLjdv3mT9+vV069bN4Pz8PJXRciTFZpb7f2iSsmNjY0P9+vVJSkoqe7Lgvsc/zJ16bQsuriqlmkN/XNVtyyoVt7+Yo7dPWYHKbj16EDT7I72xnLNnufHii6jLsDjKsoxaKrgQKG0cDRb/y83O5/S/t/h19mFWv3+Ik9tvkJNZ/mC+isTViAJ9xXH1csDN2xE3b0dcvYxb2Qs0PPREAxxdCqyJd25kcPwfw8X+cuzcdBbWHLsCi4E6O5ubEyaSsmYD5xs9CVLB97NBK2/qdTNeAako8VdMC7S+eqLqu8BbEhcPB6KebIRXoLPB171qOWv6p/lp+qcZW6XdkpgqQ3n/hybH7Hz66afMmDGDBQsWEBkZWa6TCu4fOgysw3/Hb6NWaRSK8/vjaNEzBJ8gV9L+/JPcixd1cxW1a+P5xOOwa2Opx/R45BFU6ekkvP+Bbiz7yFFuTp5MyFdf6bm6tGhLqOcVumirbB35/dOjmhLqoxuTm6Xk7N44rhxNJL+U4E1nd3saPRhIrXqebF1yVsTVVDKPzmhT1SJUW5zd7enyeH22/HBWN3b4z6vUaeGHd1DxQnBFyU9J4eaLL5F94gQx4QPIdCkoKeHkpqDLk4br6FgKUzOKcjIskxFZXoo2L1VnZCDn5ZXbVSOrZTz8nOgxtjHJsZnEXrpLXo4Ke0dbgup74h3konctKtN1VAmYKkN5s8hMVnaefPJJsrKyaNGiBfb29jg5Oem9nlwJ8RMC4ym88q2KVbCHnzNNH6qt69Mjy3Bg7RX6PduY2/O+1JvrN3kSNgYUFUN4jxyJOj2D23Pn6sYy/93NrZkzqf3ZZ0iFXF3a4n8lKSWJ19JZ/cGhUt1Tko1EWKQPTTrVIjTSB1tbzWp28PTWBvvQABbvQyMQlIf6DwRw6UgiMdGaFbI6X+POenRGG2zuuZBlWYbCN1y1mvStW0n4/AuUV6+S7hrMtbDeesftNqKRntWoJJykHFDeLXheAUzNKJKvXQYs72IzhtxLl4h97XX95qVZWaju3EHp5IRDaCg2jqYF40r3/n+SJOFT21UvK7a0+VWJqTKUN4vMZGVnbqGbi8D6sYZVcNt+4ZzfF4cyV+OXjTmVxMVv1yLfKkhHd2jYEPcBA0w6rs/zz6FKTyN58Q+6sfS/NxHv6krge+8hSZLxTTVLUHQ8A5xp3LEWDTsE4uJRXFkUjS8F1Q1NbEdDzao/W/O7SLiaRvT2G7TsGaq7CeM6rGAnWebmhIkAqCUbzjV8ErmQS7heG3/qtPIz6vwjvjdfKrqpGUhuO5ajmtIdW9eqXYDkXrpUavNSdU4OeVevYh8RYZLC4+Bsp9e6xpj5VY2pMpe3rpjJ73TMmDHlOpHg/sXZ3Z5WvUP14nWOHMqmNaBVBfxenoJkY1rZJ0mS8J8+HXVaOnd//VU3fvfX37BxdcP/lRkmN9UEsLO3oV4bfxp3CqJW3bLjY0qKq6kOiErH9yeuXg50GlKPHT8V9GE7sP4/gtwzSJnwlOYm3GGYwX2vh/Qiwy1Et+3ooqDL4w0MzrU0ARHu+Ie5GfUbd0uLweXWKZK+/x7/KVMsL1wJyLJM7GuvG1Z07lnUZDQxjcpbt7CvU8foRZOdvS129rZGBfxq51Y1xsgso/lMfIJcyh3/WK6igleuXGHWrFkMHz6cxMREADZt2sSZM2fKJYSg5tOyZ6heVlGqSyi3fVsC4NS2Da5du5bruJIkEfjO27g/3E9vPHnJEpK+/dbk4n+hTbx56pPO9BjThKB6njXeMuOQexfHnCQcc5JwyL1b1eIITKSwgmqqstq4Yy1CGheUh1Ap1Wz79hiqtJIVhwznWlwN1/+tdXmivt5vuzKRJInuYxqXaaGwUeXS+PxyJCB56TKUCQmVI6ABck6eLLE1jpSaiqxUknPPhajOzkY2odSLJEm4+ziW6RqSbO7Ns4LrmzEyK/NzkdUynR5rWG6ZTVZ2du3aRbNmzTh48CBr1qwhI0PT5DA6Opq33367XEIIaj4KB1seGBChN3alziOoJRv8p02r0I9OsrUl6OOPcen6kN747bnzSDt5toS9DOPm44i9U9WbdiuL9jd+pOOBt+h44C3a3/ixqsWpuWQkGH5eQSrSlkOSJLo92QiFQ8HqPlkRxK2gzobPhcT5Rk8i2xTETIQ396V+2wATpTYvZdWkAnCwzcc5W/O5yzk53J4/v7LEK0b6tu0lviZlZyPt3MWdlLvcVanIUavJTEoiJyfH6Ee+WomThw1qKR9lfl6xh1rKx8nDhny10qTjWvJRksx5+blk5qSRkpqEX4APfsHlrxZv8lX91Vdf5YMPPmDq1Km4uRV8uaKiopg3b165BRHUfBp3qsXRX06Qka8Jas92DiC529M0bdWqwseW7O0JnjuXG88+R9aRI7rxzGPHoYSLtyGssammoAagzjf8vIpx93HiwcF1+Xd1QVbklbqD8UkubqW/EdydNPdw3bbCRkW3EeVfaZsTbexcQkwaV0/cIScjjyvHbpN7LyYpGxfianem9s1/AUhdsxbv0aNxbFD57reympHabdhAPpDYrSuSQoFNZia294wKJp8rX1NLR5Y1Lcns7G2xtbMhpXg3B6uhqMy2ClsCg/2oVavkZtLGYLKyc+rUKVauXFls3M/PT9TfsUJiRowkPz4eALvAQMJXrqgyWVRxsYSfWsXpxk/rxi45taF9Tj72jhW3ptg4ORG8cAHXx4wl58wZ7vhEkuDf1qRjWGNTTYHAkkQ+VJvLRxOJvXQXAJWtA+cb6AcRqyVb/ovQTyBo5noZF89elSVmmUiSRGCEhy5eLqSJD5sXFbiLrjUYTEDcQexUuaBWc/vzLwj5dmGly1lWM1JJllGsX4+8eTOypyeejw/D56mnKkk660OhUGBrW/HYIpPvMJ6ensTFxRERoe+SOH78OLVr166wQALzkh8fjzLWOhrX3f7yS/wSjuIe1I00D01PnuwsNSe33eCB/hFl7G0ctq6uBC/6jh0vzeeSRye9gmdlIZpqCixFfjagKPTcipBsJKKebMiqt/ailjS3hBTvxtjmZ+nm5Nm7QaHsK+/ks9SpZ3wGTVVQt7UfARHuJFzVWFJy1PbcrNOX8EvrAU319swDB3Hp0L5S5XLr0Z2kRYvKnCfl5CDFx+PdsSOOJqagC4pjcszOiBEjmDlzJvHx8UiShFqtZu/evUyfPp3Ro0eXfQBB5WKhWAFTyblwgbQ/NiIB9f5bp/fa8X+um5R6WBrKXBXb18RyybOLvqJTRpEuewdJFP+7z6lIsG9ZyGrDz62B/JQU0t+ZQZ0r6/XGVXaFqvAWUnRs8nNpeGEV7r3K2UG8ktC0rKmnN3Y9pCd5ioLwi8TPPkNWV+4/RGVCwLFjs2Y1unlpZWKysvPhhx8SGhpK7dq1ycjIoEmTJjz00EN07NiRWbNmWUJGQUVQqww/r2RufzFHp3B4pl6hllOK7jVlroojf8VU+BzpyTms+ewol48k6o07Zd8m8vS3uKUZrsfhlhZD6+Nf4JoZV2EZBNWXigT7loVjXkHWm2PeXbMeuyJkHTvG1UcfI2PHDkJu7sAlw4i+h5KEXePIanETDqrvSUSLAtd0vtqGmMaP6bZzTp8m7e+/K00eZXw8sdOmGzXXxt2doI8+FAswM2GyG0uhULBixQree+89jh8/jlqtplWrVtSvX98S8glqAFlHjpCxa5du28bVlS7PP8iv887rDC5n/r1F8+7BePob7ulSFrGXUtj03Wmy0/VLiQeFOlD3589R5Kbjl3SKvQ9+RJ6Dxqdvm59Ny5Nf4Z4egwTEvv4G4b/8LC4uArPT/sIXKO/FmCpcAZ6tSnGQ1WqSvl/M7XnzQKfYyRiz/lXb2nO+0SiaWVRC8/Hg4LrEnErStSW45dOW2k5/4ZKtWRTdnjMXt169jK7eXl7UeXncnDwZVeEuAwoFKIu3P3Bs1oygjz7EQdxXzYbJlp2dO3cCULduXYYMGcKwYcOEonOfYkxDRlmWSfzsc70xn3FP49coiEYdC6Lr1WqZg+v/K5ccp/+9xfo5J4opOi16htC7rzOKXE3dEAmwkQsyYRT5WXjcU3QAck6dIic6ulwyCATVhfykJG489zy3v/iikKIDaR51yHQNMuoY1amDuFegC006FVxrZFkipnlBALby5k3urlplcTkSP/6YnJMF1xdJoSBsxXJsfQssTzauroT/vJrwX34Wio6ZMVnZ6du3L3Xr1uWDDz7g5k0jTJ6CGsujM9ow+qOOjP6oY4ltKTJ27CD7xAndtq2vL973qnC3GxCBraLgK3j5aKJJF1BVvpqdK86za+UF1IWaydna2dBjbGM6D6lP5o4dJr2n9K3bTJovEFQnMg8d4uqgwWTu2aM3bufnR97oV006VnXqIP7AgAjsCtUTSnCqz133OrrtO98sKDMlvCLcXbeOlJX6ClXAm7Nwbt5cz6Jk6+6OU4sWwrpsAUxWdmJjY5k8eTJr1qwhPDycPn368Msvv5CXZ92R+YLKR1apuD1njt6Y70svYuOscVW5ejnSonuI3uv711426thZaXmsn3ucM7v1M81cPOwZPK01jTpoVnKmXsAsecErL5YMnBXcH8gqFbe//prrY58i/7b+d8ilSxci1q1F7Wlcbyst5e0+XRW4eDjQqqf+teZqi1G6lniq1FSjMqTKQ865c8S//Y7emMdjj+I5dKhFzicwjMnKjre3N5MmTeLYsWMcOXKEhg0bMn78eGrVqsWkSZM4efKkJeQUVENS128g91KB8qIIDcWryA+8dZ9QHFwKQsduXbiLWiq9sN/t6+n8OvswcZdT9cYDItwZ+voDBEQUpI+XVdOiKKbOrwyqY0sHx/z0goDcfNN6k5VFzIiRXO7eg8vdexAzYqRZj10Tyb99m+vjnuHO/K+gcOaRrS1+06YS8u1C7Hx8TC6oWd0KcLbsFYpTobYWKbb+3PZtodtOXvaj2ct0qFJTuTlpMnJurm7MsUkTAt98U2e9sQsMRBEUhCIoCLvAQLOeX1BAhSq5tWzZkldffRVvb28+/vhjfvjhB7755hsefPBBFi5cSNOmTc0lp6Caoc7NLVaS3W/yJCSF/gXSwVlB237h7P2tQClS2pZcU+LS4QS2/3iOfKV+umijjrXoNryhnlsMjK9poZvf0/rSadvfKLgIK4KCAOtvxmtJma2pdpS1k7F3L7GvzERVpOCrXa1a1P78c5xbF1QvN7WDeHUrwGnvaEe7ARHsWnlBN3a12Uh8d57CRlYj5+Vx+8v5BH082yznk9VqYl+ZifLGDd2YrYcHtb/8Uq+TeVUWer2fKFcjUKVSyW+//cbDDz9MWFgYmzdv5quvviIhIYGrV68SEhLCUGGiu69JWbmK/LiCVG6HJo1x79fP4NxmXYNx8y748cuFanoobRyJ/y8VlUrN/rVX+GfxGT1FR7KR6PJ4fbqPalRM0QFwbNECx8hIo2RW1K5dLdJpBYKykPPzSZw7lxvPPFtM0XGNiiJize96ig4UdBA3hupagLNxp1p4BhRkfGbKLsQGF/TUS12/npzz5w3tajJ3Fi7Uy0JFkgj67H/YB4viu1WBycrOxIkTqVWrFi+88AINGjTg+PHj7N+/n2eeeQYXFxdCQkL4+OOPOW+mL8z9gjGZTdZGSe4EVXo6Sd9+qzfX/+WpSDaGv262ChvaD6xj8DWVrSO/f3qUH6bvLrbqdHCx45FJLWgeFVJiQJ8kSQTN/ggbI9xTyvh4MvfuK3OeQGANyLKsXyxTrSb7xAny4uK4NnYsSQu/1X9docD/1ZkEf/M1dl5exY5nbAdxB2e7aluA09bWhgcH19Ubu1Z/EPm29665BrJHy0PG7t0at2EhfCdOwLVLlwofW1A+THZjnT17lvnz5/PYY49hX0JdgqCgIHaYmAVzv1NSNpM1U5I7IemHH1Ddvavbdm7fHpfOnUo9lm9tVySp5ELHedn6Rd58arvQ74XmePg5lSmnQ/36hK9YTuxrr5c+UaXi1qRJhK1YjmPjxmUeVyCoKnIvXdJ8n12HFQzKMjFPDAdbW72UctBYLWvP+QKnMiyX2g7i25edI/Fa8Vgr/zA3uo9pjE+Qq1neR1UQ0cKXWnU9iLuiifnLVSu4Ubc/ERfXAJC5Zw8Ze/fi2qn0a1ZJ5N28ya3pM/QuZq5du+L7wgsVF15Qbky27Gzbto3hw4eXqOgA2NnZ0bVr1woJJqie5N++TfLSZXpj/tOmlroKlGWZ7T+dK6ujg46Ilr48OqONUYqOFof69Qn/9RcobF2SJIIXLMC2UFCgOiuLG8+/gDJOVFMWmAdZlvWKl6tyIfvECY1lphzkXrpEzMgnyTl92vCEIoqOW69eRKxdU6aio0XbQdy+UGC5rSqHx2a2Ycirbau1ogP32kg8VqSNRHAUufYeuu3Ezz4vVxsJdU4OtyZNRp1akDyhCAkh6NNPSrRsCyqHcn/6Z8+eZdOmTWzYsEHvIbi/ubNgAXKh3i9uvXqVeZFNuJpmcBVZEq17hZarS7okSVBY6bKxwS2qG6HffYuNW0GsQn5iIjeeex5VuvEyifRwgSFyL10iZugwVIXaIamVEPPEcGKGDiP30iWTjifLMrGvvY7amBIJkoT/rDeo/eU8k7MMJUnCRi5QmhTqHAIjPKql68oQgXU8qNuqINVepbYhpskQ3XbuuXOkbdxo0jFlWSb+vffJOXtWNyY5OBA8/0tsPTxK2VNQGZh8x/jvv/8YPHgwp06dQpIk3epE+yNQmbmnjKD6kHf9Oim//FowYGOD38tTytzv6knTipNdjU4isK6nacKVgmODBgTP/5Lrzz6nK92ee+kSNydNIvTbb5GMKCMvq1S6pYO5+yoJqidaC0xJiknO6dPEjHyS8BXLDVbLlVUq8pOSyE9IQBkfT35cPNmnoku26BQ7gIxzs2bWpaDIMtw8Ahf+hOy74OQJDftDcFv9hUgl0GFQXa6evKMrSBrr2Ypg50BcsuIBSJw7F7c+fbBxMC6G8u6vv5K6Zo3eWOC77+DYqJF5Ba/ByLJMzsmTpG/bjiotDVt3d9x6dMfRDIUWTVZ2Jk+eTEREBFu3bqVOnTocOnSIpKQkpk2bxmeffVYhYQTVm9vzvoT8gnYMno89ikMdw4HHhTG1OJklipm5dOhA0IcfEPvKTN1Y1v4DxL35FrU+nm1dNwwzIcsy6kLFQFVpaWSfOGGWC0t1o6Rg3/J+FsZaYNRpadwYPwHP4U+gSkhEmRBPfnyC5m/ibb3fU3lI37oNpxYtyp5YGSSeg3UvQuxx/fE9cyCoFQxaAP6VFyvnGeBM0y5BnNp1CwAZiavNRxJ5QBOgnB8bR8ryFfiMe7rMY2WfOkXC+x/ojXmNGI7noEFml7umoo1DK6rMJy1ahGNkJEGzP6pQCw2T3Vj79+/nvffew8/PDxsbG2xsbOjcuTOzZ89m0qRJJh1r9uzZPPDAA7i5ueHv78+gQYO4cOFCifOff/55JEli7ty5euO5ublMnDgRX19fXFxceOSRR0Qri0pGVipJ+/NP3bbk4IDvhAlG7Wstxcw8HnkEvymT9cZS16/nTpF6QTUBnXvlToFVTZ2RUW73SmVRkoJW3vgXKPgs9Aru3Qv2Le9nkX3ipNEWGOX169z+5FOSly4l/e9NZB8/Tn5sXIUVHbCiiuCJ5+CHPsUVHS2xxzWvJ56rVLHa9o9AUaiNRKJjHVI8CuJ57nz7rV6yhSHyU1K4OXkycqGGnk4tWhDwqmntN+5nyopD01pBK3JdMlnZUalUuLpqAtR8fX2JvZeNExYWVqqiYohdu3Yxfvx4Dhw4wJYtW8jPz6d3795kZmYWm7tu3ToOHjxIUFDxRnVTpkxh7dq1rF69mj179pCRkcGAAQOES60SKXpR9R71JIqAAKP2jWhhWnEySxYz83n+eTyHDtEbu/PNAu7+9pvFzlnZVMaFxRJYQkGr6GehSk0lOzqa1D/+4PaX87k1bTpXHxvCtdGjTZbFElhFRXBZ1lh0clJLn5eTCuteKjkl0wI4u9vTuk+o3ljhNhLqtDTufPtdifvLKhWx06ZrlNN72Hp7U3veXKPc3wLTrKCxr79R7oWNyW6syMhIoqOjqVOnDu3bt+fTTz/F3t6e7777jjpGuCwKs2nTJr3tJUuW4O/vz9GjR3nooYJCT7du3WLChAls3ryZ/v376+2TmprK4sWL+emnn+jZsycAy5cvJyQkhK1bt9KnTx9T32KVEDNiJPnxGl+xXWCg1VfVLLrCLlwO3cbdHZ9nnjH6WNpiZsYEKVu6mJkkSQS+/TbK+AQyd+/Wjce9/Q52AYG4dulssXNXBqZeWMJ/+dkqXFoVjX8xhCmfxc2Xp+I7/iWU166RF3ONvJgY8q5dQ5WSYvJ7KRNJws7PD7tagSgCArELDND9VadnEP/OO0Yfyioqgt88UrJFpyixx+DWUU0MTyXRokcop3bdIitVcz27a+NLon9rAhKPAZCyfDlZnvmoMv0BsHPPJ/xlzb63588nc1+h2lw2NtT+4gsUou2D0eScNN4KmnPqFDnR0eVyzZqs7MyaNUtnefnggw8YMGAAXbp0wcfHh59//tlkAQqTei9dz9vbWzemVqsZNWoUM2bMMNh+4ujRoyiVSnr37q0bCwoKIjIykn379hlUdnJzc8ktdHNOswJTb3Uqga/1rRZeYRfGY9AgbD09jT6etpjZ2s+OkZtVsum+soqZSXZ21J4zh2ujR5F79p5ZXaXi1uTJ1boGj6xWk/bnnyZdWDL37TO53oi5Y4FMUkqmTqXW7NlIarUmULykvyoVuZevGP1Z5F2+TOzLU02W3Vhce/TA55lxKAIDsfP1LdZWRYssy9z97Tej5HZs1sw6KoJf+LPsOYU5v7FSlR2Fgy3t/68OO5YXFMKNiRyO346T2MgqZKWS3BSQ8+/dLu/5Q9K3b9cUbiyE/7SpuHRoX1mi1wjSt203bX4549BMVnYKKw916tTh7NmzJCcn4+XlVaGbkCzLTJ06lc6dOxNZqLz/J598gp2dXYnxQPHx8djb2+NVpCJoQEAA8fcsJUWZPXs27777brllvZ8pa4UNkLp2LV5Dh5gUTGZtxcxsXV0IWbiQmCee0Jmo1VlZ3HjuecJ/Xn2v35PlqYjioMrIIPvkSbKPnyD7xAmyT55EbUI6PcCNcc9g5++PQ4MGONSvr/nboD4Odevq9ffRYkgR1rqajA0ylPPzNRlIsbHk3bpF1tGjxislly5zbUgVt6qxs8PO11dnqTUG3+eeNeoCrq0IXtZv0MbdnaCPPrQKqxzZdy073ww0ejCQE9tukBKnWchnqp2JDelG8PVtAMhF1mB5MTF6yQygKbPh/XTZwcwCfUyNKytvHFqFGoFqKWyJKS8TJkwgOjqaPXv26MaOHj3KvHnzOHbsmMk/WlmWS9zntddeY+rUglVaWloaISEh5RP8PsLoFXZ6erlcINpiZt8/u4E8O03dG1tVDoNe70RAuHulX7gV/v6EfvcdMcNH6JSE/Nu3ufH884StWGHxeAhTFAdZlsmLiSlQbI4fJ/fyZbPEP+QnJpKfmEhmod8mNjbYh4bqKUGSgz2xr8ws09UUtmwpNm5uKG/eQnnrFsrYWM1f7fP4+GKF8awOSUIRFIR9WBj24eHYh4fpnitq1wZbW2KGDrOIBaZwRXCH3LsF4/eeOzZrRtBHH1YocwU0neu1/wdHOav8B3LytOx8M2Bja0PHwXX585to3VhMvUcIvLUXO1WO3tz8XLj+7HOoMzJ0Y/bh4dSa/ZF1KJfVDFOvo+W97hql7Dz66KNGH3BNkToDxjBx4kQ2bNjAv//+S3BwsG589+7dJCYmEhpaEECmUqmYNm0ac+fOJSYmhsDAQPLy8khJSdGz7iQmJtKxY0eD53NwcMDByNoJggIqw7daUjGzqsKhXj2Cv/qK6888U6gGz2VuTpxE6KLvLBaEaEyMytXHn8DzscdQ3rhB9okTZWaNmBW1WhO3EhND+j//GL9bWhpXBxt/PbEmnNu3w3vUKI1CExJSZv0VS1pgtBXBlV0e0inDNq6uhP68Gsfmzc1y0zVb5/qG/TXp5cZSqBFwZRLWzIeg+p7EXroLQJ7ajuv1+lPnwu9682Qlep3MJWdnTeFA1+pdWbqqcOvRnaRFi4yfX844NKOUHQ8LVX+UZZmJEyeydu1adu7cSUREhN7ro0aN0gUda+nTpw+jRo3iqaeeAqBNmzYoFAq2bNnCsGGaPjFxcXGcPn2aTz/91CJy369Ulm/V2nBp346gjz4idsYM3VjWwYPEzppF0CefmH01Z6wFTc7KIuWnn4w+rq2fLw7hEWQdPmz0Pg5Nm5IfG2uZQFwL4RgZiXO7dki2NmBjq//X1k63rYyPI2XZj0Yf13/qVJO+z4UtMIYWCRW1wEiShI29Pdqlga27u3X+3oLbauroGBukvPszkFXQ/S399i4WRpIkOj5aj98+OaIbux7QhaCYbTgWsqAVxW/C+Apb0e5nHFu0wDEy0uJxaEYpO0uWLCnXwcti/PjxrFy5kvXr1+Pm5qaLsfHw8MDJyQkfHx98fHz09lEoFAQGBtKwYUPd3HHjxjFt2jR8fHzw9vZm+vTpNGvWrJiiJKgYleVbtUY8/m8AythYbs8pWKGmbfgDRVAQ/lOmmPVcpljQSsTWFseGDXFq1Qqnli1xatVS414Bk9wr4b9okg5USUnkXrxIzsWL5F66RO7FS+RevqzXGsQc2Pr6oggKQlE7CPvatbELCkLOzSXxE+MXLoFvzjLqpi/LMtlHj1n0Iqu1wFxq3UTXMsJGAaHLzWeBsXokSVMw8Ic+Zaefa9kzB5L/g8HfgsL4HngVJSDCnXpt/bl8JBEAtY2Cq+H9aXyh5OzYtL834f3UU/fH/9ICVFYcmkkxOwcPHmTDhg0olUp69uyplwFVHhYsWABAt27d9MaXLFnC2LFjjT7OnDlzsLOzY9iwYWRnZ9OjRw+WLl2KrW3VmENrIuq8PHIumlZHySpqfJgRn+eeRRkby91CWYdJC7+9Z+KvWPibnJ9PzunTZOzdy91fTa/pY+vpqafYOEVGYuPsbHBueS4sdr6+2Pn64lLINSyr1Shv3iT34kXuLPzWJAVNERqKe9++9xSb2ppHUC2DQc+yLJP2519mV0oq6yIrSRI2thRYYBywTguMJfFvDE9vNlxBGSCgGajy4E6ha8zZ9ZB6E4avBlf/ShO1w8A6/HcsUVdjMi6wAyE3d+CaaThbtiLp0AINlraCgglX6LVr1zJ06FAcHR2xs7Pj888/5/PPP2dKBVa15SkOFBMTU2zM0dGR+fPnM78GVrq1BrKjo4l9/XXyLl8xaT+rqPFhRiRJIvDNWSjj48jc9a9uPP6dd3FoPU0XzOmgNC5jKu/mLTL37tU8DhwwrrmjAdwffpigzz8z+mZsrguLdC9I2T40lOyTJvRsAtz79MF/6stGzbWkUlL4szCEuYJ9BWgUnmd3aOronN9Y0Bur0QCo3QaUWfD7M3Dhr4J9bh2FRT1gxM8Q0KRSxPTwc6au+20u3b3XKFSy4UqdgbQ4taDEfWqKy74q0VpBc6KjSd+6raA3Vs8eZrGCGq3sfPTRR4wdO5aFCxdiZ2fHBx98wAcffFAhZUdg3ahzcrg9fz7JS5bql9I3Aqup8WFmJDs7gr/4gmujRhd0N1araXPkf3rzYp6gWMaUKiODrIMHydy7j8y9e8m7ds0sMilq1y53gOulogGui78v14XF0kGGllz5aT8LxhVKrpAkws0Y7Cu4hyRpYngM1dGxd4HHl8OWt2D/VwXjqdc1LrChS6Be5YQmNFBc4r98V1R2Ghdakk8kyZ4N8L570eD8muSyr0okScKpRQuLKI5GKzsXLlxgxYoV2NlpdpkxYwbvvPMOd+7cwdfXcuX7BVVD1rFjxL3+BnkGLGnY2ZXat8eqanxYABsXF0K+XcjVRx8j//btEuflnD5NzBPDcR80kNzzF8g+ccIiKdXltaCZM8C1MoIMza2gFUaSJP2u2zY2YqVeFdjYQp8PwTsC/npFE6gMkJsGK4bBw/+DB8ZZXAxnT2fCDm7mvzqDdGNnG4/FN+kUCmUmvknRuKfFoP3GWKXL3oo6zFsDRoe6Z2Rk4FmoKq6DgwNOTk5WUX1YYD7UWVnEf/QR10Y+WUzRsfXxofa8edRZuwbHQoUfC+PYrJlJJfurK7a+vkZViVZnZnJ3xUqyjx4tVdGxcXfHrXdvAt99lzpb/inx8y1KhS1oGQmGn5uI1tVkU8ZF3yzxL4XS/bUKWk1VrO9bHngGRv4C9m4FY7IK/pwKm14HtWXrMLn16E7IzZ0ocgsCqvMcPIgN6sy1sD4cbT2DI61fIcO5lma+tbnsE8/BoihY3FMT7H10iebv4p6a8UpuuGoNmBRVuXnzZr00dLVazbZt2zhdaDX3yCOPmE86QcWQZUAG7fpDVsONwyVq9pkHDhL35pt6NSS0uD/yfwS89hp292oZWWqFDSAVCiyXzBxk7iTlgPJuwfNyknPyZMUaZdra4tSyJS6dOuLaqROOkZF677XSquQWvmlU8AZSGUGGgvuIej1h3D+wchikFromHfgaUq7Co4vAwTK1bRxbtEDdrAMqu+IB81rS3cM41moqD2b+YV0ue22H+ZIy37Qd5p/erImjuk8wSdkZM6Z4Uannn39e91ySJNFpvByYu5cQoPnCr3vx3g3s3r9ZVms0+6BWmlTQe190VUYmiZ/9j7uri/c2s/P3J/Ddd3CLitIbt2SNDztfP0jOKXhuRkZ8P8IsxzG15hCAfVgYLp064dKpI87t25dahKy6Kg6WdDUJ7kMCmsAz22D1cE2wspYLf8GSfprAZXfLtG4512gU6gRlqXPyFc6cbzSKZhaRoByY2mH+2e33jUvLaDeWWq0u8yEUHdPJvXSJmKHDDLYEiBk6rHzWA61mX1IRL61mn3iOjN17+O+R/zOo6Hg89ih1Nv5RTNERmB6Q6D6gP3U3byLwrTdx69HDqGqrWsXBtlBMnI2rK+E/ryb8l5+tTtHRIlxNlYiZ3JBWjVsAjNkITQbqj8dHazK14qIN71cBEq6mcacMRUfL7fg8EmKsJJyjPB3m7xMqrzyloBjalgAlBXVqewmZpPAU0uxlWd8zocqzIfuOAlnW3KxjXxzJjWef1TW61GIXVIuQ778n6MMPrTPwzgow9XNR1Crf6lMoDoJSMaMb0qqxd4YhS6FzkXIF6bHwQ1+4sElz7btxGLa+A39M0fy9cbhc/eGunrxT9qTC80+YNt9ilKfD/H2CWRqBCkzH6KaaaWmmNdW8p9nnptoRe9ATVW7Bv1idb0PMVj8UrvmolRKq3OLVbz2HP4H/tGmiz0sZVFY/F4FAcA8bG+j5DnjXhY1TQH0vI1SZCaueAPfakHZTf589c4q57Y0hN8s4q05551uMatBhvqoQyk4VYWpTzYQPPsSpVSsUAf7Y+ftjFxBgsNosF/4kN9WOmK2+qJWGDXfKjOL/dkVICLXefx+XDu1Neh/3K5XVz0VQHLvAQIPP70fsXNHd9O1c75PLeetR4BkKv4wqFJsiF1d0tJQjINfBWWGSSKbOtxjVoMN8VXGf/DqsD1MDXFNWrCBlhX5/FhsPDxT+BcqPXYA/dvHRJO/2LlHRMYTX6FH4T5lSYnsBQXEqq9WAoDjhK0vuU3S/ET7QDlLvtTHwCK1aYSqTOl1h3FZYMQTuGlGc08SA3IgWvhzbbHzRz4iWVlJrztQO840GWE4WK8OoO+KXX35JTo4mO+b69evlavMg0MccFTfVqankXrpE5t69pK5ZQ9KChSSsPWfQclMSgU+0IfD114WiUw60GVP3e80hQdnYuYLCOR+Fc77GGiOoOH4NoP/nxs83ISA3IMId/zC3sicC/mFuBIRbSWyjtsO8MQS11rTpuE8wStmZOnWqrnhgREQEt0upGiswDmsJ/FVSq6pFqNZU14wpQSUiy4T3V1HvkUTqPZJIeJ+McgfOCopwba9p8zdMggML4Oq/kJVc4jRJkug+pjEOjqVbgRwcNfOsxnIrSfDghLLnOXrAoG/um7RzMNKNFRQUxO+//87DDz+MLMvcvHlTZ+kpSmjofWRKrQCmBrj6TX0ZGydn8hMTUCYkkJ94m/yEBPITElBnZZVbDlXcf+XeV6DBkjWHLIqJRScF5UBb7yqzUFp4bprBeleCcmBqgG3iGdj0asG2e20IiITASM3fgEjwqQs2tvjY3WCw92tsT3yKxPziixZ/xSW6ey/Bx24JYEX/w5tHSn89qLVG0bnPvndGKTuzZs1i4sSJTJgwAUmSeOCBB4rNkWVZFBU0AVMDXH2efbbE1YMqI4P8xETyExJIWraMzJ27jJbDNvEgbHsfus8SN7j7CROKTgrKiahka3kqGmCbdkvzuLS5YMzOCfwaQep1fNRJDPF5hQRlfa7mtidX7YqDTQYRDgcJUFxCUmNdxflU+XD690IDNtD+OcjP1e8wbw2yVjJGKTvPPfccw4cP59q1azRv3pytW7fi4+NjadlqNOYMcLV1dcXW1RWHOnWwscMkZcctOAd2fwbZyfDwZ5pGfEYismKqKXo3Yf/ir4ubcMURlWwrB1MDco0hPxviCgrzSRIE2l8i0L6EemfaWCBDndwrm6s7ITOxYLt+T+j3SZWJY00YHcnq5uZGZGQkS5YsoVOnTjg4OFhSrvsCS7QEcEz9B0fvPHKS7cue652Ho/e9+hBHftCYhAd/C3Zl7wsQ3uMOpN37YbmLxL5qgbgJVw7lqWRrDTfL6oY2INeYz7pWSxgwBxLO3HuchvhTkHO34nKc32gd/7/oX/W3mw2rGjmsEJPvUNr+WEePHuXcuXNIkkTjxo1p3bq12YW7H9D1EmrdBNW9Gn82Cghdvtr0XkLJ/yHt/4qg9upS6+wA2Li5ETTEFymtUOXPM2s08QTDfgR7l7LPlxYLqdeNl09Q9YibcOVQnkq24nM2HUnSuFxLcxeCJiB38EKNpbJ2oXuVLGvcWPGnIeGURgmKPw1JJrbpsYbifHmZ+hWRFS7Q6OGqk8fKMFnZSUxM5IknnmDnzp14enoiyzKpqalERUWxevVq/PzM27jxfkCSJGxsKQhwdaB8Aa6b3wBVHg4eEN7zDrHREeTcyiw2TWcxigiDtc/BmbUFL17eCj8N1jTYc/Iq3xuqIK5eDgafC8yAuAmXSOGu84WflwtRybby8G+scbmue9GwIl9aQK4kgUew5tGwb8H45jdg/1fGy2ANxfku/A15GQXbjQcYt2i9TzBZ2Zk4cSJpaWmcOXOGxo01X56zZ88yZswYJk2axKpVq8wupMAILm3VdAK+h4OvPeG/r+VSVO/SLUaPLdaseo4uLTjWjYOwpD+MWgNulR+L8+iM+6f2gzGYNTZK3IRLxM7XD5JzCp5XBFHJtnLxbwzP7tBYIs9v1HxvKxKQ22SQacqONRTni/5Ff1u4sPQwWdnZtGkTW7du1Sk6AE2aNOHrr7+md+/eZhVOYCT5efrplABdpiJ5hpRtMbKxhQFzwckb9nxRMJ54RmMaHrUOvCMsKLygLMxaMbgm3IQX99G4UAHcg2Dc5tLnVwWmBs46eVtOlvsFSdJYIc1hiTQlFsgaivNlJsGVbQXbLn5Qp1uViWONmNz1XK1Wo1AU7wOiUChQq9VmEUpgIoe+1fcxe4bBgxON31+SoOfb0PsD/fGUGE1H4YQzZhFTYAU07K+3aeesKqjs62ygbIQ1rFiLoo0VS71eoPRYG8FtNTVbjGXLm/DPm6CykoaSaKyIiqAgFEFB91+2pTYWyNGj9Hn2LtZRnO/MmoLGqACRj4GtSBopjMmfRvfu3Zk8eTKrVq0iKCgIgFu3bvHyyy/To4fo7FzppCfAziKphX1ng8JAk9Cy6DgRHD3hj0mamisAGfGwpB+M/A1C2lVY3CqnOlgFLElwW80F/F4wZ3jPpJLnWsOKtRIxa6yYJEFgM03Gj7Hs+xJuHoYhS8C96iub3/c9yMqKBQIIbGEd5RmEC6tMTFZ2vvrqKwYOHEh4eDghISFIksT169dp1qwZy5cvt4SMgtLY9i7kpRds1+0ODSsQgd96lMZ18dvToMrTjOWkwo8D4fGfoF7PColb5Vgog6za1By6dazstHMtHSdV/Yq1EjFrrFhWMpzdUPoc/8aQmwGpNwrGru+Hb7vAY98LN4Q1oI0F+qyhfhVsLdf3Q/J/4F2n8mXTknwVbh4q2Pauo59xJgDKoeyEhIRw7NgxtmzZwvnz55FlmSZNmtCzZzW/CVZHbh6BE4VWXzZ20Pfjit+gGv8fjPwVVo8siO5XZsHKJ+DR7yDy0YodvwZSLVbBsgxb3zZ+/q5PoGG/8lkJ73cOfgvKQpmQtg6gytU8d3CHUWs1VrO8DE2/pjNrCuZm3oYfB0HU69BlOtiYHG0gMCeSBHaFLH0O7poSHQDIcHgx9PmwSkQD4NRv+tvNH7+vFinGUu5fUa9evZg4cSKTJk0Sik5VoFbDXzP0x9o9D34NzXP8Ot1gzAb9wEm1UmPxObJEc+PMzy14LeeuaG5o7VzZDjG7C7YdvcC5UNaRvavmQq7l9jnYUYUX8epKbjocXKg/VriMg6NnQf8xBzcY8sO96uWFYyFlzWe/Yogm+FRgPdi7glTo1nn8J8grf3/CCiHLcKqoC2to1chi5YglQ3Xl5EpN0TctLn7QbaZ5z1G7DTz1N7gFFRqUYeMU+KKJ4eaGi6I07QgE1oVarXF5Fuah6aBwKth28oaBRdJt982Ha/tNP19GguHn9wNHl+pX5a3fB2xLqUouSdDuWU18iEeRRspXtmncWjcOGd5XUPnY2OmHCuSkwqlfS55vSeJOwJ2LBdu122gamQqKIZSd6khOKmx9R3+sx9tlZw6UB/9GmiBe7yI/oPQSsmC0fZWEwmNdnF0LcScLtt2D4YFnis9rMrBIcKMM617QxJaYglpl+HlNJz8X9hVRGLtMM27f4Dbw/C6NclSYtFuaJIH9XwvLqbXQ7ln97cOLquZ/I9pDGI1Qdqojuz7V+PW1BLWCliMtdz7PUM2q09hUWm1fJXFhtg5USthepKxA1Gslx+I8/Km+NS8lBra8ZTHxahQnVmoyGLWEdYLQ9sbv7+wNw1drFi+FXSXqfNj8OvwyyvgAc4HliOgKvg0KtuNPaYqxViZqFZwuFK8j2Yp4ylIQyk514/aF4vEA/f5n+SBGV7/idXhKQ9tXSVD1HP9JkzGixbchNH+i5PlOXjBwvv7YkcVweZvh+QINqnzYO1d/rMtU049jY6PZb8wf4Bqg/9q5P+DbrhAXLeLmqhJJgnbP6Y8d+q5yZbi6S99FXDcKXP0rV4ZqhMl3SFtbWxITE4uNJyUlYVvRfjKC0pFlTaXkwsWjWoyAkAcq5/xXd5k2v3BTOkHVkJdVvA5Tj7fKLjhWrye0fVp/bP0EyE4xr3w1iTNrNVYwLbVaQN0K1B4L7wzP74bwLvrjKVdhUXeY21zEzVUlzR/XBCtrObse0uNLnm9uhAvLJExWduQSVg25ubnY25cShCeoOBf+0mTUaLF301Q+rixEX6Xqx8GF+m6V2m2hUf+S5xem1/vgFV6wnR4Lf5s5CN5UrNWaoVbrt1sB6Dy14inAbgEwer0mBV3vfMqS60WJuLnKwdEdWgwv2Fbnw9FllXNuZbbGyqdF4Wz87/o+xeg6O19++SWg6dD9/fff4+paoNGqVCr+/fdfGjVqZH4JBRqUORqffWG6vlK5jTprQl+l+4nslOJulZ7vGH8DdnCFQQs1wbHcUyaif9a0kGjyiBkFNZLEc5pqtoasGUGtNOX9q6qa7aXNkHi2YNunvqZelTmwsYUeb0JoB/j9Gf1Mr5LQxs09u/2+qrky+u/RJNz7fgS4BPBjvx8te8J2z2qCk7Uc+UHjgrQt3lLJrFz4W7+YbKP+mt+roESMVnbmzNE0tZNlmYULF+q5rOzt7QkPD2fhwoUl7S4oAztXdO4pO1cD/5b9X+mbyH3qQfsXKkU2HaY2NyxvX6X7vaWDudgzVz+YtV5PiCjiEnEPMvxcS9iDmjYi+74sGNs4RXPjrcz4gMRzGmtFScG5WmvG05srX+GRZfj3M/2xzi9rlBRzUr8XDPwafjYyGUEbN2eOxpjVhITMBGIzK7Ffml9DiHgIrv6r2c6I17jvmw627HlFewiTMVrZuXr1KgBRUVGsWbMGLy+vMvYQmEL4QDtIvfcjLVprI/UW7P5cf6zvJ2BXyW5DUzoB+zcuf18lC7V0uK9Iiy0eyN7DQEaVMYpk1BtwaYumyCBAVhL8MQWeWFGi1aBM5d0UZFlj0SkrC6mqrBkxu+HWkYJtjxBobqGbT+HzGMP5jfeVslMltHuuQNkBOLTIsspOVjJc3lKw7eyjCU4WlIrJMTs7duwQik5ls+UtTbsGLQ36Qf0qqFptbCdg0FR9rcxgvZrM4j4wp5nmsbhP2fNB0+ohP6dgO/IxTcBseVA4wuCFmmJqWi78CSdXlbhL+EA76j2SSL1HEjWKfEW4ecQ4BRuqJgtwd5FYnY4TLefGEHFz1keDfpq6VVqu7YWEM5Y735m1BjqcW9htVgMw+SqkUqlYunQp27ZtIzExEbVarff69u3bS9hTUC6u7dOvpWBrX7V9WIzpBAyQmQgrh2kqMN8PvmRLut5MtXTduQzHfirYtrHTWGcqQlBLeOgV2PlRwdjfMzWZQp4hFTt2WVz407T5lWnNuHUU/ttRsO3sC61GWe58Im7O+rC1gweehm3vFYwdWgT/N9cy5ytarVm4sIzCZMvO5MmTmTx5MiqVisjISFq0aKH3EJgRtQr+ekV/7MEJVV8OXNsJ2KVQDRAHd41rTSoUpxAfDb+Ps54KupbM5NEqJKnXC5SeqmL7+yAX+sxbjzHPd6bLVI0bU0tuGqwfr8lEsiTWbM0oatV58CWwd7bc+RqamHFT3rg5gWm0HqPfEiT6Z8t8D1OuaTqta/GKEG5KIzHZsrN69Wp++eUXHn744bInCyrG0aWQcKpg262W8aXnLU3RTsCOntDhBc2FfsPEgvGLmzQWgIf/V7VZIdacyWNObh2Ds+sKthXOmqw9c2CrgMHfwsIuBR28r+6Cw99D++dK37e85GVBwmnT9qksa0bief1aUg7uhltwmBNT4uaCWpc/bk5gGi6+0PRRiF6t2VZmaappP/iSec9TzKoz9L7KtqsIJlt27O3tqVevniVkERQmK1mzQi9Mr/et3yXUenRxhezwIjjwTdXIAwWZPCXdIGpSXZLCpnSADi+atzyBX8PitZ22vKVxnZmbS1vhmw5w87Bp+1WWNaNoWv8Dz1imP11hjI2bc/SAQd+IG2FlUrSi8uHvzWv1lOXiWViWCoSvgZis7EybNo158+aVWFxQYCZ2fKRfrTakAzQbUnXymELULE3QXGE2v6FfBKuyMDWTpzp/r//bqR8/4ugJHSeZ/zztX4SwzgXb+dmaZqGq/JL3MYX0BPjtaVjxGNy9Ztq+lWXNSLmmf+Oxc4QOZl7Fl4Q2bq6wS7EwQa2rJgX/fie4jf7/JPkK/GfGGNb4aLhzoWA7qBX41jff8Ws4RrmxHn1Uv7nY9u3b+fvvv2natCkKhX4U+Jo1a8wn3f2KKk/Ti0iHpGnOWF1WaTY2MPAbTcr8jQP3BmX4/VkY+6fmolBZlCeTpzr6wGUZtr6jP9ZlqmVcOjY2MOhrWNAJ8u51Q795GPbNq5ibVa2GY0thyzuQa0A5tVFoKgeXRosnKud3su/L4nFRrn6WP68WbdzcZw0LXLMO7jBqrUbZqy7XippGu+c0iysthxZp6luZA1Fbp0IYZdnx8PDQewwePJiuXbvi6+tb7DWBGchOAbmQ+bPN2PKnDVcVCkd4YiV41ykYy8+GVY/rF0e0NOXJ5KmOnNugr9S5BRU3q5sTr3Do85H+2I7Zmu7P5SHhjMaVuPHl4oqOVzg8uQZe2F2yNUPLtvc1sTSWJD2heLZbx4klz7cUhuLmgtsKRacqafooOHkXbF/cbJ7rnVoFp38v2JZsilvPBaVilGVnyZIllpbj/qZolpCq0HNHD+j+ZuXLZA5cfGDkb/B9T8hO1oxl3oYVwzSp2U6VUK/JmjN5zIUqX3OTL0y3V0HhZNnzth4N5//UtEoAjdVl7Quaon7GkpcF/34K++br1w4BjRLRaTI8NKPgvRS1Zti7aX4jaTfvHS8dVg/XyGCp79eBb/R/o80ft3z6vaB6oHDU/C508VwyHF4Mvd8vba+yidkD6XEF23W6afqmVQGyLBN9J5od13eQlpeGu707UaFRNPdtjmTFirbJMTsCM5N4TtOluHCWUGHaPqNRGspL4ZL15i5fbww+dWH4KrAttAK9cwF+HgX5eZY9d16m6ZaG6liX5MQKSLpUsO1TH1oa2VKgIkgSPPKlvlKRcBp2fmzc/toA5D1ziis6IR3ghT2aqs+Flbai1gwnL43rxsG9YCz5P00PKVNLHhhTvDE7RXPzKhAIOk0x7TyCmk3bpzWWFy3Hf9I07qwIVuLCupxymeF/DufJv55k8enF/HrxVxafXsyTfz3J8D+HcznFAokKZsJkZadVq1a0bt262KNNmzZ06tSJMWPGsGPHjrIPBMyePZsHHngANzc3/P39GTRoEBcuFARgKZVKZs6cSbNmzXBxcSEoKIjRo0cTG6tfxyQ3N5eJEyfi6+uLi4sLjzzyCDdv3jT1rVU+ZWUJARz5vmJZQq4Bhp9XJqEdYPAC/bGY3fDHZMsFBF/cDF93ML28fnWrS6LMLq5c9HhTU+isMnALhP5FWpnsnatv+ShKaQHIjh7wf/M0xSiNDbD1awCPLgIKrSovb4Vt7xq3vxZjaiUd+l6/AWPj/9OcXyDQ4hWmqaqsJTtF3wVlKsocjZtai50TNK7869TllMuM3jSaM0mGq0OfSTrD6E2jrVbhMVnZ6du3L//99x8uLi5ERUXRrVs3XF1duXLlCg888ABxcXH07NmT9evXl3msXbt2MX78eA4cOMCWLVvIz8+nd+/eZGZmApCVlcWxY8d48803OXbsGGvWrOHixYs88oh+x+UpU6awdu1aVq9ezZ49e8jIyGDAgAGoVFZSzM4Q91OWEGj8y0V7M51cCf/+z7znSYvVWI1WDjO9v5adU/G+ZNbOoUWQXujGHNQKGldyR/LIxzSxClpkNWTeKdjWFm9UqTRdob96wPDFv9lQmHBEE6NmY+KlqWFf6F6kSvTeeRD9q+H55SEvEw4WUdq7TDXf8QU1h3ZF6i0d/Lb81/CLmzQ1wbQ0ehgc3MovWzmQZZlZe2eRXljRN0B6Xjpv7n3TKrO1TV7+3blzh2nTpvHmm/pxJB988AHXrl3jn3/+4e233+b9999n4MCBpR5r06ZNettLlizB39+fo0eP8tBDD+Hh4cGWLVv05syfP5927dpx/fp1QkNDSU1NZfHixfz000/07KmJel++fDkhISFs3bqVPn2M7CVU2dwvWUKF6TwVkq9qzLpadnwInmHQ4vGKHVut0tz4t3+gv/LWYkwmT342LBsAo9eDe62KyWNGRrtBgpumI3kA8KP2hey7xRvE9nynagJU+3+u6QmUcc8dWzhTSVu8UeECyszi+3qFQ/8voF4Po05V4ufRZTrEn9YvqrhhgiY9N6ilae/HEMd+1DRB1VK3R9kB09WY0X+PJuGeez3AJYAf+/1Yxh5Ve1yrIqKbxp2sdS/HR2syFkPamX4sK2gPEX0nukSLTlFOJ53m1J1TNPdrbmGpTMNky84vv/zC8OHDi40/8cQT/PKLxq84fPhwPXeUsaSmaqwc3t7epc6RJAlPT08Ajh49ilKppHfv3ro5QUFBREZGsm/fPoPHyM3NJS0tTe9R6dwvWUKFkSQYMAfqFOnQu368JgCvvNw6Bou6w6aZxRUd7zowap1xmTygiSda+jDcvVF+ecxMgg3EKuyIVdiRUPgXu+9LjdVES50oTeBiVeDsDQ/NLH1OUUXHxk6Tqv7SAaMVHSjl85AkTSG9gMiCsfwcWD0SMm4bfXyD5OfB3i/1x6ylmrmFSMhMIDYzltjMWJ1yYs3HtSpsbKDds/pjhxaZfpysZI1LXouTt0m/FXOx47pxoSlatl+3vh6ZJis7jo6OBpWIffv24ejoCIBarcbBwaHYnNKQZZmpU6fSuXNnIiMjDc7Jycnh1VdfZcSIEbi7awIS4+Pjsbe3L9aJPSAggPh4w123Z8+erZcuHxJSBZkU90OWkCFsFTBsGfg3KRhTKzU3pDuXSt7PEDlpmt5h3/eAuBNFzmMPXWfCi/uhblTJ/bye2QYPF7GOJP8HSx7W/LVW0uPhQBGXSlE3YWUiy3Dip7LnaQlubzgAuaLYu8ATK/TTf9Nuwi+jKxYQH71a310Y0h7COpb/eIKaT4snNNZMLWfWQkaiacc4u17fIt10cJV0OE/LM80gYOr8ysBkZWfixIm88MILTJ48meXLl7NixQomT57Miy++yKRJmmqtmzdvplUr08y7EyZMIDo6mlWrVhl8XalU8sQTT6BWq/nmm7JbD8iyXGIa3GuvvUZqaqruceNGFazi7+fuxY4eMOIX/YDpnLuwYoh+rEdJyDKcWQdft4ND3+rXJAJNJ+4X9kLU65pUUC0l1SVp94ymBH/hDIrU6xqF5/bFcrzBSmDXp5r+O1qaDILaratMHJPcsgC9P7BchV+vcBi6VL8p7fV9sOnV8h1PrYI9c/XHukwT9WwEpePooVF4tKiVcHSZacco6sJqXkF3fzlxt3cve1IF5lcGJis7s2bNYtGiRRw6dIhJkyYxceJEDh06xKJFi3jjDU2A4AsvvMAffxjfGmDixIls2LCBHTt2EBwcXOx1pVLJsGHDuHr1Klu2bNFZdQACAwPJy8sjJSVFb5/ExEQCAgxnHzk4OODu7q73qHTu9+7FniEw4mdNo0otKTGw8nFN7IyWop3JU65pgo9/HaNfdwLA2QcGLYQxf5ieIdNyBDz2vf4NMj1O49JKMM5XXWkkXYFjhS6akm3V12Iy1S178S/LyKGlTtfiRQ+PLIYj5agZdna9pvS/loBIqN+75PkCgZairqwjPxjfVuXudU0cnBbPsPLF/JiBqNCosicVontodwtJUn7KVWdn5MiR7N+/n+TkZJKTk9m/fz8jRozQve7k5KRzaZWGLMtMmDCBNWvWsH37diIiIorN0So6ly5dYuvWrfj46NecadOmDQqFQi+QOS4ujtOnT9OxoxWbmbXdi42hpnYvDmoFQ37Qt6jcOqIpPKhFG9z6XTfY9Bp83R4u/VP8WK1HazJ5Wg4v/4o78jEY9qMmmFlL5m1Y2h9iT5TvmJZgx0f6dWlajwLfKm7Oa41u2fbPF6839NcMuH7A8HxDyDLs/kJ/rPPLwqpTTmRZJk9V4E5My0vj5O2TVpm9U5jRbtAnOIg+wUGMNiURyr+xxtKsJT3W+IXBqd/0t6uww3lz3+Y09Wlq1NxIn0ia+TazsESmU6VFBcePH8/y5ctZuXIlbm5uxMfHEx8fT3a2ZmWfn5/PkCFDOHLkCCtWrEClUunm5OVpfjAeHh6MGzeOadOmsW3bNo4fP86TTz5Js2bNdNlZVonoXqyhYT/o+0nZ8+JOaCrXFrb6APg1hqc2wSPzNUGyFaXxABi+WtPYUUt2Cix7BG4cqvjxK4wMpwtdBO0cNbFJVY01umUlSZPlVbtQFqNaqSlNkHrLuGNc3goJhQpTetfRxE0ITEZbkO5OToGrOkOZUS0K0pUYFG8M5Q1ULubCqrpeWJIk8UGnD3CwLT0W183ejfc7vW+VlZSN+rd5e3tz547mC+rl5YW3t3eJD1NYsGABqampdOvWjVq1aukeP//8MwA3b95kw4YN3Lx5k5YtW+rNKRwkPWfOHAYNGsSwYcPo1KkTzs7O/PHHH9jaVkHFYFMQ3Ys1tHsWXExsomjnBD3ehuf/hbAHzStP/Z6amKLCLrbcVPhpcMWyxsxB0fik9i+Ae1DVyFIYa3XLKhzh8eXgGlgwlpkIP480rqpt0dT+TlOqphJ5Nae6F6SrEA37g3vtgu2Y3WUXio0/DYlnC7ZrtQC/hpaRz0jqedWjrmfdEl+P9Inkx74/Us+riq3MJWBUnZ05c+bg5qax3c2dO9dsJy/LdBkeHm6UedPR0ZH58+czf/58c4lWeVTj7sWjvexJuFeEL8DGvqDeiancLOK6KovgdvDYIk0gqqWo01XzP1g+pCCdPS9Ds/3EikpL/5TVavKQ0VYHTpMkTjrY0zw3D8nRAzpPqRQ5ykTrljUmSLmCblmVXPB5qIxxf7jX0ig8Sx8GrQsl9rimgvfgb0v+jV3bB9f3F2y7BekHnAqMwtSCdCv7r7RKy0C5sbWDNk/Bjg8Kxg4tggFflLxP9M/621bQ4fxO9h3OJRUoaW4KN/pG9MXd3p3uod1p5tvMqv9vRik7Y8aMMfhcYCZKyhKychJcfYnNvJeO6+Jb/gOZGtwa1smyio6W0A4wZj389GhBPZv8bFj1BAz7SVO114JcvvIPs/59hTu2BReQDFsbngwKpGluLh/U6kW9ymimagxat+wPfUqvCm4Ot2whZcfoqrQhD2hqPK0fXzAW/TMENoeOEwzvU9Sq03GC/u9UYBQ1oSBdhWkzBnZ9UpBGfnI19HzbcBiDWl2kwrhkFR3Ot13bhkzB721IwyFMbVN9KoiXK2bnypUrzJo1i+HDh5OYqKkbsGnTJs6csbKslWqCLMuctIW5Xh685+PFXCeqRdCe2TA1WLVwIT1LU7sNjN2oyfTSosrTuEHOrLPYaS9f+YfR/07ljI3hlidnHBwYfWcXl68YCNauKqzdLdvqSWj3vP7YljfhioECaKo8TbyOFidvaG2FCz33IE2LE49Q63BnGsDUgnTfn/qe/+7+R37R5rBlYNXBz67++rFeykw4YbjMCtf2QlqhmLI6Xa2iovuWa/rdDHqHVa+MRJOVnV27dtGsWTMOHjzImjVryMjIACA6Opq3337b7ALWdHRdZD1gsacHv7q7sdiJahG0ZzasMbi1MIHNYOxf+nEf6nz47ani3YjNgKxWM+vfV0i3Kd36kW4j8ea/M5HV6lLnVSqlFW98dnvVx5/1+VA/O0ZWw69PFS8gmVvEOtXhRXBwtbx8pjJuM7x8SvMYt7ns+VWAqQXmdtzYwcD1A+mwsgNPbHyCt/e9zYpzKzgcf7jEY1WL4OeigcqHF2msOEU5ZR0dzguTnJPM4YTDuu1aLrWMzs6yFkzujfXqq6/ywQcfMHXqVF0cD0BUVBTz5s0zq3A1HW3QXkm+bG3QnjUHfZmFhv1hzxzj51dFzSH/RvDUX5qsrLSbmjFZDWue0wS65hfq8q2tDRTctlzumujTq0q06BTltE0+p879SvOmVVNszCAWdsuqJFu4Z05XSSYGC9sqYOgyTSkDbaPYnLuwcrh+pl/h4GV71+I3KoHRlLfAXK4qlzNJZ4q5wGq51KKhV0MaeDeggVcDHG0deW3Pa9Z/HQ1+QBNoHHdSs510Ga7uhLqFatIoc+BMoSbado7Q+P8qVUxDbL++HXWh5IheYb2sOj7HECZbdk6dOsXgwcVTL/38/EhKSjKwh8AQNaGLrNmoLjWHfOpqFB69eCEZ/phUEFwOBbWBFkWVnXWRfVeT4XVgoSae5Nuu7NjxRun7FGH7eTN29q4GJOFl8LnRuPjA8JX62XZ3zpccJN9kIFhLbFQ1xNSCdGURlxnHzps7+S76O6bvms6E7ROqx3VUkqDdc/pjRdPQL/2jb1Vs0Bccq74acVEXVq+wXlUkSfkxWdnx9PQkLi6u2Pjx48epXbu2gT0EhihP0F55+M8hjWRPW5I9bfnPwfr6lQDVq+aQVxg89bemo3FZxB7XBOwmntOYq5OuaOJ8tn8AK5+AOZHwSZimaOGmmXB8OcSdIM3EX2WaMqNcb+W+JrAZDPzauLnn/ihbaRWUSHPf5jTybmTU3DD3MCa1mkTf8L7U8aiDjWS+UnAVuY7qlRuoSOmByMf0FeeLmzRV4bUUdWFVUXuIwtzNucvBuIO6bX9n/2oZQG6yG2vEiBHMnDmTX3/9FUmSUKvV7N27l+nTpzN69GhLyFgjKU8X2fJ8wT4f563LmApy8cZqQ8q0wa3rXjScvhzUWqPoVDDmY7QbJLhpAjkDoHzp8u5BMPZPmNdc01W7NHJSYdG9NPWiXb9LOryJMTjuivLHkoz+e7Su83SASwA/9it3AYHqR9PBmn5ZGWV03s5Ng3UvaWKOqpnp3hqQJAk/Jz/Oc77UeW72bsztNlfP1ZSTn8OVu1e4kHKBC8kXuJhykQspF8q05JREea+juAaANvO0cE8/U1E4QatRsO9Lzbas1rSQ6PWupnipXodzL6hX9YVxd9zYgUoucKv3CutlViW0sjBZ2fnwww8ZO3YstWvXRpZlmjRpgkqlYsSIEcyaNcsSMtZIakIXWbNTCTWHEmwg1vbe1964sBjD3L1etqKjxUglBwDJhijJg8UmiNK90VATZuuTkJlQUD7AjJhFqbQ0N4+UrehoiT0Gt45Wi5IQ1sbWa1vZfWt3qXMifSJ5v9P7xWJqHO0caerblKa+BcGwsiwTnxnPhZQLLDy50GgLOVjJdfSBcbBvPtq4M479CN1eg7MbCupAgaa5r519VUioR01wYYEJys7ly5epV68eCoWCFStW8N5773H8+HHUajWtWrWifn0jzPoCHdbYFdYqqC41h0ytDWQIBw8IjNQ0ltT+9W9Mc1sHmi5rbVSQsq0MLkHW9/mYTam0JKb+D89vLP93sXBauJWmiFuC5Jxk3j/wvt6Yk60T2SpNALirwpVve31rUkE6SZKo5VqLWq61OJF4wiRlxyquu17h0KCPxoUFkJ0MZ9ZYTYfzwqTlpbE/rqCwpq+TLy39WladQBXAaGWnQYMG1K5dm6ioKLp3705UVBRDhgyxpGw1mi61u7D4tPHr9w1XNlDfqz6PN3y8WpoQaxym1gayd4O63SCgmUaxCWwGHiEGrVUSMKDpKM6cW1rmYVUSPLvlWX7o8wPhHuGmyXS/U5nNS600LdzSfHjgQ5JzknXbdT3qkpWfRXamRtlxt3evUPxHVGiUSddRq+nG3e7ZAmUHNE2OC9cPcw+BkPaVLlZRdt3YpVfvqEdoD2yrabsUo++au3bt4vnnnyc2Npbx48dTp04dIiIiGDduHMuXL+fWLSMb6wkA2Hp9a9mTCpGryuWjgx/x3JbniMsoHiAuqGRMrfXT7hlNy4JuM6FRf/AMLdEtJ8syGxIOGnxNi1QoqeR29m3G/TOOG2k3TJPpfsfa6zsZwei/R9Pntz70+a0Po/+2rpjJTVc38c+1gqKXtpItH3b+EAnzxT2Z0o0bID4z3mznrhB1umsUGi1FC6Wq8+DOhUoVyRCF/39Q/QoJFsZoZadLly7MmjWLrVu3cvfuXXbs2MFTTz3F1atXee655wgNDaVhw6ptVFZd2HF9B8vPLS/XvgfjDvLohkdZe2ltzU5Ht3Ys2Phy963dnEsuyP6xKfR/dlXLrGg7i296fIPCRqEbT8xK5Ol/nuZm+k3T5LqfsdbmpSagjbmKzYzVBZpbA3ey7/DBwQ/0xsY1G6cXe2MOtN243ezdyp4MzNw9k39v/mtWGcrFnQuQ9f/t3XdcU9f7B/DPJewVQGUvFUUFwT3AvdDW1dZRv3XQuuqsrbVqq9WqrVpnaytatY5Wq9aq1WpddYtbEHHhRpSh7L1yfn/wI3CBhJsd4vN+vXhpbm5OTgInee4Zz5GzH2BWYtlKTh3JKshC+IuyDbcdzB3QwqmFzuqjKqXGQ0xMTNCpUyfMmDEDs2fPxsSJE2FtbY2HD/UgS6Wee5n1EnMu8Cdyi82qXnLtX8sfYT3C0NKJn1cmqzALX4d/jSknp+CVvAZDNEdDuYEYY1h3cx3vmA0ruxK2ZRwC/Iaig0dHrO66GsZGZSPRCdkJGH10NF5mqX/CsUGqKfmdahjGGBZcXID0cvliGto3xMcBH2vk+XzsfbCt9zaZPTzlLwqKJEX49NSnuPjyYpXnagVjJatOhazk3D9R+P5vanY27iwKJGUTprt5duN93tQ0CgU7eXl5OHnyJObOnYuOHTvC3t4eU6dORVZWFsLCwhAbG6upehqEQkkhvjj7BW9FgLetN46+exTb04HRaekYnJGJ0bnA9re2Y8fbO9DBrQN+DfkVX7T+AmYi/iaEZ+LO4J0D7+DIkyMVn4pomoZyA4W/DOflAnGxcoGljM+6Tu6dsLLzShhzZR9AL7NfYvTR0frTXa/PalJ+pxrkn8f/4NTzstQaxpwxvu3wLUxEJUGHk5UTXK1c4WrlCicrFZZxl+Nj74M/3v4Dtc3LNiS2NrHG9re24+8Bf8PJsux5CiQFmHpyKq4lXFPLcyss7lrV6TWqUroKUAcMZRVWKcHBTufOneHg4IBPPvkEKSkpmDJlCp49e4a7d+9i3bp1+N///kdJBauxJmINbr66Kb1tJjLD8s7LYWVqhYBiYFpqOr5OTsW0XCCgToB0dYIRZ4QRTUZgd7/daFq7Ka/M9Px0zDg7A5+f+RypealafT1vPDVvfMkYQ9jNMN6xMU3HyJ3h0NWzK5Z1XgZRuW0T4rLiMProaJ0NazDGUG4BLTI4Pd7YVt83L61hErMTsfjKYt6xcYHjeEkFt/XZhqODjuLooKNqzevEcRxMRWVLtUsnP3vYemBjr42obVEWCOUV52HSf5N4n8dao8wqQC3LKczhpQsQm4nR2rm11uuhToKDnfDwcNSuXRtdu3ZF9+7d0a1bNzg5qScqfxOcjTuLzdGbecdmtpkJXwfh85zqiethW59tmNp8aqXuxKNPj+Kdv99ROFmhKpIy86v8/xtFjRtfXk64zPvwdbR0xECfgdU+rodXDyzptIS3Si82MxZjjo3R+jCndEPGcgs2soz0fGPb//8djnRzR4i7K0LcXTHS1VV/Ni+tIRhj+ObiN7yEf01qNcGYpmN0WKsS3mJvbOi5AfZmZdmLc4pyMOH4BNxJvqPdymhzFaCSzr04h/ziss/0bh7deMOBNZHgYCctLQ2//PILLC0tsXTpUri5uaFp06aYPHky9uzZg1evaO6ILAnZCfjqPH+/oz7efTCogeJL942NjDE2YCx2vr0Tvvb8QCk5LxlTT03FnPMle24xxlBQLklVRkGGWq+wiyWsyv+/cWTlBlJw2KPiXJ2P/D/iXanK09u7N77r8B0v4Hma8RRjjo3B69zXch6pPqUb28rKe1K6IaNeBjwch0SREV6aGOOliTESjY2V3sj1TbX/4X5eb4CJkQkWBS/Smy9JH3sf/NLrF95k5szCTIw/Ph4PUh9oryI1YBWgoQ1hAQoEO1ZWVujduzeWLFmCy5cv4/Xr1/j+++9haWmJ77//Hu7u7vD399dkXWukIkkRZp6dibT8NOkxTxtPfN3+a5V2jfV18MUfb/+BsU3HVsq78/ejv9FvXz/0298Pr/PKvuiyCrP0+wr7DXY14SquJ5aNzde2qI33GrynUBlv13sbi4IX8Zb2Pk5/jLHHxvJynWgCbWz7ZovPisfSq0t5xyY2m4gG9vqVbLaRQyOs77EeViZW0mNp+WkYc2wMnqQ/0U4l9HwVYG5RLm/Fmo2JDdq5tNNqHTRB6ex0VlZWcHBwgIODA+zt7WFsbIy7d2mzvIrWRq7FjaQb0tsmRiZY3nk5rE2V389IWpbIBFNbTMVvfX6Dt603777kvGQ8y3hW5eP0+gr7DbU+aj3v9od+H8Lc2FzhcvrV74dvgr7hHXuY9hBjj41FWsVcHmqkrY1tif5hjOHr8K+RXW5blIDaAQj1C9VdpeRoWqcp1nZfCwtjC+mxlLwUjDk2Bs8ztZCrSs9XAYa/CEduUa70dlfPrtLJ5TWZ4GBHIpHgypUr+P7779GnTx/Y2dkhKCgIa9euhbOzM37++Wc8fvxYk3WtccJfhGPjrY28YzNaz0DjWuqdAxBQJwB/9vsTI5qMEPyYN/YKW127F6tRRFIEb1dhB3MHDPZVfr+rdxq8g3nt5/GOxaTGYNzxcbzlwOqkzMa2xDD8GfMnLsVfkt42E5lhYYeFer1MuYVTC/zY7UeYGpUNEyflJGHM0TGaT9qq56sAKyYS7OGp+81I1UFwsGNnZ4f27dvjxx9/RK1atbBy5UrExMQgNjYWW7duRWhoKLy8vDRZ1xolKScJs8/PBkNZMNHTqyfe931fI89nbmyOL1p/gTlthW/GqsoVNmMMDGVpxJlRjv6uuCmv/I7FquxerEbrb/J7dUL9QnlXncoY1HBQpb+Fuyl3Mf74eLVuhpiQnYBtt7dh38N9Cj1OLzZkJCqLy4zD8mvLecemNJ+CeuJ6OqqRcO1c2lXKVfUy+yXGHBuDpJwkzT65nq4CzC/Ox5m4M9LblsaWCHIL0modNEVw6L1s2TJ07doVDRs21GR9DEKxpBizzs3izZNws3bDN0HfqDRPR4j4bMWuSib9NwlBrkFo7NAYjWo1QmOHxjKTHJZ6mPqwJDGicbkvLKM8DD88HH61/LAoeFGl3Yv1gawJ2wG1AzT+e5El6lUULry8IL1tZ2aHob7q2QBwaKOhKGJFWHJlifTY7eTbmHB8Atb3XK/0UOqrnFc49uwYjj49iogkgflCKtCLDRmJSiRMgrkX5vKGPJo7NsfwxsN1WCvFdHTviOWdlmP6mekoZiU71sZmxmLssZL95mpZ1NLck5eu5HxxvWR5eW5ayWTkRn1Lhq508Jl08eVF3nBkZ4/OlfK71VSCg53x48drsh4GZX3UelxNuCq9bWxkjBWdVwhOaa4KRa+Y0/LTcPjJYRx+clh6zMXKBY0cSgKfRg6N0LhWYzhZOoHjOOmKG1kTUUvnA23rvU2vAp7SAK2qCdvqCNBG2gCJNiW7WTsBEJo9pOJcnZFNRsLSxFLpelT0QeMPUCwpxrJry6THol5HYcKJCQjrESY4+EvOTcaJZydw5OkRXE+8zuuxVIbebMhIlPbHvT9wLbEsMZ+5yByLghfVuI0iu3t1x+KOizHr3CxImARAycT+8cfHY1PIpmov/lTCcSVzeNxbae45FFBxFVZN3gurIv0dVK2hLsdfrrSEeHrL6WrfE0YWdVwxx2fHIz47npcF1d7MHg3tG+JR2iPBK252vL1DqR4TZQMHWbQRoCUaAS9F/9+cioU95nbybf6qB1MbDGs0TKnnl2ek30gUsSKsur5KeizyVSS6/9kdOUU50mMVg7/aFrVxIrYkwLmacFX6RSCLqZEpL728LP61/CslxyQ1y7OMZ1h9fTXv2LSW0+Bp66mbCqmoT90+KCgu4G3lcz/1Pj4+/jF+6fWLDmumPYXFhby5dxbGFgh2C9ZhjdSLgh01ep37GrPOzeJd9Xb16IoPGn+gtTp09eyKTdGbBJ9vzBmjiBVVe15qfiouJ8jfibu80vlAAXUCBD+mlDKBgyyKLolWNkBTRsW5OiOajFDLKr2qfOT/EYolxfgx4kfpsfKBTnm3k29j0MFBYIxBAvkBjoeNB3p790aIdwiMOCOMOjKq2vd6covJOhs2JKorlhRj7oW5yCsu29upjXMbjQTq2jTAZwDyi/Ox8NJC6bHo5GhMPDGRl2BPH4a/NeFS/CVkFpa13Y5uHVWeO6hPKNhRk2JJMWafm81L4OZi5YKFwQu12iACagfAr5afoGXA/rX8sbXPVjzNeIp7KfdwN/ku7qXcw72Ue8gqzFK5LidjTyoV7JSskiou93/lKbMkWqk6K+h+yn1ez5m1ibXGg+KxAWNRWFyIsKiwas8tnb9QFVcrV4TUDUGIdwiaODTh/X1v670Ncy7Mkfueb4negiCXIIP6oniT/H73d95cLUtjSywIXlAp31dNNMR3CPKL8/H91e+lxyJfRfLOUefwtz45EXuCd7und81PJFgeBTtqsvHWRt7yS2POGMs6L9PseG8VOI7DouBFcodtgJIhk4XBC2EqMkVD+4ZoaN8Q/ev3B1DSGxKXFScNfu6mlPyraCbexBwl92aydgKyX5b9XwXKLInWRrBTca7OB40/kDkE6SQBICnpfXNSsckGuQUJCnYq1cHSCSHeJQFO09pNZQYqpRsydtvdTTo/ytLYEkWSIukQ16X4S9j3cB/ebfCu8i+E6MTj9Mf48caPvGPTW02Hm7Xh7Is4oskI5Bfn44cbP8g9T1/nJyqjUFKI/2L/k942E5mhk1snHdZI/SjYUYOrCVex9uZa3rFPWnyCwDqBwguxda36/0rwsfeRe4XtX8sfC4MXymygHMfBw8YDHjYe6OVdNkFt8eXF2HFvh+B6HHp8CLlFuRjiOwTtXNpp9covPT8dR58exf6H+xV6nDaWRD9IfcCbCGhpbCk3R9K2TADp/x/8iVWbE3H6+WmFzm9SqwlmtZmFwDqBgn9/FTdktDOzw/8a/4+3RHnZ1WUIdg1W267XRPOKJEWYc34Ob15We5f2GNxQ+ZxQ+mq0/2jsuLsDr3Llb4Oki+FvTbiWcI2Xg6uDWwe1LpTQBxTsqCglLwWzzs7iTd7s5N4JI/1GKlbQ6KNqrVdVV9jWJtZY33O93Ctzed6q95ZCwQ4Dw3+x/+G/2P/gaeOJIb5DMKD+ANiZ2yn83EIUFBfgbNxZHHx0EGdfnEWRpPq5SBVpY0n0hqgNvNvDGg3TWg+gosGcXy0/NHcUmO1VjuGNh+PY02OIeh0FoGQoYOGlhVjTbU2N/pJ4k2y5vYWXl8vaxBoLghcY5O8v6nVUtYFOKW0Of2uKIe6FVREFOwoY+e9IJGaXDM04WTlhS+8t+PLcl0jKLUtA5WTphG+Dv9WL8euKV9i2prYqNUhF5gNVFJsZi+XXluPHGz8ixDsEQ3yHILBOYKUPSkVz4UiYBJFJkTj4+CCOPj1a7eTY6mh6SfTj9Mc48vSI9LaFsYXigbEKFA3m1BX8iYxEWBC8AIMPDkahpBAAcCbuDA49OYS+9bS79w9RXKGkEGsj+b3XX7T+As5WzjqqkWbp6/C3JhRLinlDWCZGJujs3lmHNdIM3X8j1yCJ2Yl4mf0SL7NfIjE7EZujN/MSwok4EZZ1XqaxngtdK50PVF2+ICsTK/St17fK8wokBTj4+CBG/DsCgw8Oxu77u6VJrB6mPsSwQ8MEbV76JP0J1kSswVt738KoI6OwJ2aPzEBH6K7LDuYO8K+l2c1sN0Rt4K3WG+o7FA7mDhp9zvK6enZV6Hx1Bn/17epjQuAE3rElV5ZobVf2aunhViK6UvGiIzk3WRqkAiUrdQb6DNRBzbRD0R7QmpwR/EbSDV4C3GDXYI2tCtUlCnYEqtj4U/NTK03Um9x8slq6/PVZ6Xwgv1pV5w3yr+WP3/v8jsUdF+Pk4JNYGLxQZk6V+6n3sfDSQnT/sztmnJmB4f8Ol9lrdDv5Nkb8OwKrr6/GsH+Gof/+/vgl6he8yHpR5fliMzGG+g7Fb31+w66+uwQldEzJS8HqiNUa2/LiWcYzXvJGM5EZRvmN0shzyVLaOyeEJvLhhPqHorFDWQr89Px0fHf5O7U+h9L0cCsReWT1gqr691vVRUf5FASWxpaYHzTfIIevSumqB1QXjj3l74VlaKuwSlGwI0BVjT+3KJf3ARDsGoyP/D/SRfW0rnQ+EIrKNXCJOba/tR073t4hnfhsbmyOgT4DsePtHdjVdxfea/BelXkbsguzceTpEV6a8qpkFWZhU/QmRCdHV3m/qZEpenr1xA9df8Cpwacwp90cNHNshgb2DeQGaOVtjt6MdVHrqj1PGRtvbeTN7RrccDBqW9Su/oG2riUTk8WeKk9eF9o7V7paT91faCZGJlgQvADGXNkI+vFnxyt94BL5FOkFVbTckUdGyh2qljAJMvJrbk+GELrsAVWnkf+ORMieEITsCcHIfysPl0uYhLfk3NjI2CCHsAAKdqolpPFz4DCm6Ri9mKejLRzHgSs35YuTWCKgjuwkW01qNcH8oPn4b/B/mN1mNuqL66utLi2dWmJe+3k4NfQUVnZZiW6e3WAi4g9dlQZotc3LggtrE2ts6V2S86W8tZFrsfX2VrXVDyjZMPHgo4PS26ZGpvjQ/0NhDx59FPj0VsmPGiayC+md0+Ry2kYOjTC66WjesW8vf4u0vDSNPJ+hqe4zqXRJtKIBj9AEnHnFeZh7Ya7+b/qrAl33gKpLxakXFUUmRfKGkdu5tNN6uhRtoQnKcght/AwMK66tqPHLD7XBxtQG/2v8PwxrNAzXE69j9/3dOPL0iMJ7LXnbeqNf/X54u97bgnN8VDVhu6VTS6zuthoTTkzA9cTr0vuWX1sOC2MLDPEdolC9ZNl4ayMvUd+7Dd6Fo6WjWspWhiZW6yliXMA4/Bf7Hx6mlXwhp+Sl4Pur3+O7jnoypKWnFMkIPu30NExtPhV5xXnIK8pDblGu9CevKA95xXnILcxFbnHJseTcZOnvozqGsAJJHkXzldXUz31D3gurIgp25NDX7LuGgOM4tHJuhVbOrWBsZIyDjw9W/6D/18OzB1Z2Wam2DxgLYwv83P1njDs2Tro0GgAWXloIc2NzabJFZb3Meom/H/0tvW1sZFypZ0MX1L1ar7zy+XOqyqVjKjLFgqAFGP7vcOnQ3sHHB9G7bm90ctd+MjNFVwHqiiKfSc8ynmH6mekaq0tNXoEkhKr5yvSdhEl4wY6IE6Grh2LDdzXJmzPuogRllh8SxSnaw+Fl66X2LyArEyus7bEWjRwa8Y7PvTAXR5+qNnT0a/SvvJw/7/i8Y7BLdktt67MNRwcdxdFBR7GtT9VbuTat0xSjmvAnaH9z8RuV0wcoSlPzXzRB0c8kTarJK5CEkjX8XXF+Yk106/UtXpb7Ns5tDHYlMUDBjlxv0vJDXdKXyYBiMzHW91yPeuJ60mMSJsGss7Nw5vkZpcpMyE7A3gd7pbeNOf3o1dEXE5tNhJetl/R2Uk4SVlxbobXn19T8F03R5GcMB8UuIGryCiRFyOoB1aceP2Ucf1ohkaCBrsIqRcNYchjC8sPqhhP0gaKbl2pyMqCDuQN+6fkLQo+EIi4rDgBQxIrw2enP8HOPn9HOpZ1C5W2O3szLT9Lfp79B7SOkKnNjcywIWoDQI6HSeVt/PfgLId4haO/aXqPPrcj8F33ZEkDRz5h2Lu3Qp24fWBhbwFxkDnNjc1gYW0h/zI3Ljt1JvoPhh4cLLltfVyCR6jHGeENYRpwRunkY9u+Tenbk0JceB1UIGU7QNV0vh67IycoJG0M28oaaCiQFmHpyKm+35+q8ynmFvx78Jb0t4kQY4z9GrXU1BC2cWmBYo2G8Y99c/AY5hTkafV5l5uTpmqKfSVOaT8G7Dd5Fn7p90NWzK9q7tkczx2bwdfCFp60nHC0dYWtqCxMjE4NZgUSqdyf5Dl6WbrYMoJVTK9SyqKXDGmkeBTtyUOPXHl0vh67IzdoNG3puQC3zsg+A3KJcTDwxEbdfV/EFWUX23S23tyC/OF96+O16b8PD1kPhugwKC0fwkpMIXnISg8LCFX58TfBJi094PV4vsl5Uu+u0qmrinLyA2gFoaN9Q0LmKfibp20UH0ZxjzyokEjTAvbAqomBHDmr82qVvkwG9xd7Y0GsD7MzspMeyCrMw/sR4xKTG8E+ukH03OTcZu+/vlh4y4owwpqlyvTrx6Xl4kZaLF2m5iE/PU6oMfWdpUpKVt7wd93bw0gGoW3x2vELn68OcPI7jUMeiTrXnKfuZpG8XHUT9Kg5hceDQ3bO7DmukHRTsVIMav3bp22TABvYNsK7nOliblO0Vk56fjnHHxuFp+lOZj9t6ZyvyissCk97evVFXXFeTVa3x2rm0w3sN3uMdmxc+D3lF6g3wCiWF2By9WeGszfowJ+9qwlXefnxVUfUzSd8uOhThZOUEVytXuFq56u0cRV27n3ofzzOfS283d2yOOpbVB9DawBjDjdhULD1yD1/uu4WlR+7hRmyqWhJY0gRlAUob/6CDg/Ay6yUkTAIbUxus7LJSKwnYiG751fLD2h5rMf74eOQW5QIAkvOSMebYGGzts7XShGMJk2DnvZ3S2xw4jAsYp9U611TTW03HuRfnkJSTBKAkV8zayLX4rNVnain/5qubWHBxQeWeOQF0PSevSFKEJVeW8I5ZiCyQW1zyN6nOpJCazMGkSfo6L1GfVAzye3nrRyLBmMRMfP7nTUTFpfOOh51+hAB3MZYPDkRDp+r3OJRFpz07ixcvRuvWrWFjYwNHR0cMHDgQ9+/f553DGMP8+fPh6uoKCwsLdOnSBbdv8+dM5OfnY8qUKahduzasrKzQv39/xMXFqbWuHMfhr/5/4eL/LuLyB5dxYvAJg1h+SIRp7tgcP3b7EaZGZV8AiTmJGHN0TKU07FmFWdKgCCj5MKlvp77tMQyZjakN5rWfxzu29c5W3Hql2uTgzIJMLLq0CCMOj1Aq0Gns0Fjnc/L2xOzh1d3R0pGXF0XXvaBE/1UcwgKgF0NYMYmZGBQWXinQKRUVl45BYeGISVQ+B5dOg50zZ85g0qRJuHTpEo4fP46ioiL06tUL2dllG0J+//33WLlyJX766SdcvXoVzs7O6NmzJzIzy170tGnTsG/fPuzcuRPnz59HVlYW+vbti+Li4qqelhCltHNph1VdV8HYqKxDNC4rDmOOjeEFN1mFWbzHUa+OYjq5d0K/ev2ktyVMgq/Dv+ZlOBaKMYajT49iwP4B2HV/V6VtSZrXac4bopTF3dpdp0FEWl4a1kSs4R37vNXnCufGIW+2h2kP8TTjqfR2YJ1AnSc4ZYzh8z9vIiOvSO55GXlFmPHnTaWHtHQa7Bw5cgShoaHw8/NDYGAgNm/ejNjYWFy/XjIpkTGG1atX46uvvsK7774Lf39/bN26FTk5OdixYwcAID09HZs2bcKKFSvQo0cPNG/eHL///jtu3bqFEydOyHt6QhTWyb0TlnZcytv09WnGU6Tmp1Z5flvntoJXz5AyM9vM5K2Ee5j2EL9E/QLGGC9gkfz/GH9VH4Avsl5g0n+T8PmZz/Eq9xXvvlrmtbCs0zJs7bMVv/X5rdpVl8djj+Ny/GUVX5Xyfor8iTdBuoVjC/T27o2kzLLVfuX/rw6aKvtNWF2oryr26ujDKqyI52kye3QquhmXjsjnaUo9j15NUE5PL3nBDg4OAIAnT54gISEBvXqVjSmamZmhc+fOCA8vaSTXr19HYWEh7xxXV1f4+/tLz6koPz8fGRkZvB/yZlDHBMZe3r2wMHihoHOjk6P1JvtuTSI2E2NOuzm8YxtvbUTvsJ2QSMoCG8YY3l0bjgE/X5B2cZdOQB64fyDOvThXqewhDYfgwDsH0Ltub3AcJ3NCbsUvgvnh8zWe+6cq91Lu4c+YP6W3jTgjzG47GxzHobjce1H+/+qgqbLfhNWF+kofg53jdyrvxi7PMQXPL6U3wQ5jDJ999hk6dOgAf39/AEBCQgIAwMmJ/6Xk5OQkvS8hIQGmpqawt7eXeU5Fixcvhlgslv54eCie+4TUTOpKstivXj+4WLlUe152YTbmXpirltUEb5oeXj14uzAXs2I8F22p8tzSMf1/7l/E+/+8j5XXV/JWwwGAj50PfuvzG+a2n1tpZVVVE3IXBS/i/Y7jsuLwc+TPanhlwjHGsPjyYulmqQAwuOHgSnu4EVKdIkkRb1d7/1r+cLV21WGNSqTnFlZ/kgrnl9Kb1ViTJ09GVFQUzp8/X+m+imPljLFqx8/lnTN79mx89lnZ6o6MjAydBzyDwsKlVzkuYnPsmRCk0/roUk3Y4iLqdZTgPC2l2XdrwmoWfTO77WxcSbiCtPw0AIDI/CVYcVlQwolyYWQeC0lBHeSLj2L2xcsAxw8szUXm+DjwY4z0GwkTIxPBz21pYol57efh4xMfS4/9fvd3hHiHKPy7VLZ9H3l6BDeSbkhv25raYnKzyQo9NyEAePMKAf3ZC0tsIbxNKnN+Kb0IdqZMmYIDBw7g7NmzcHd3lx53di6ZOJWQkAAXl7IrrKSkJGlvj7OzMwoKCpCamsrr3UlKSkJQUNUfKGZmZjAzM9PES1FaadcuqRnLR5XJvkvBjuJqW9TG+/WnYN2dsmFDTlRQ7v/5sKq7FowZgeMklR4f7BqMr9p9BQ8b5S5mgt2C0b9+fxx4dABAyWTpeeHzsLvvbpiIhH/oKtO+cwpzsPzact6xKc2nGPTO1ERzSlMUlOrpqR/BTs8mTgg7/Ujw+b2aKHcBrNNhLMYYJk+ejL179+LkyZOoW5efdK1u3bpwdnbG8eNl44wFBQU4c+aMNJBp2bIlTExMeOfEx8cjOjpaZrBDiKoUzaarD9l3a6rM101RlC0/IWPFQKd0AnJYjzClA51SX7T+otJk6Q23NqhUphAbb22U5hsCgIb2DTGo4SCNPy8xTEWSstVOjR0aK7V1jSY097BDHRthnQ+B7mI087BT6nl0GuxMmjQJv//+O3bs2AEbGxskJCQgISEBubklESjHcZg2bRq+++477Nu3D9HR0QgNDYWlpSX+97//AQDEYjFGjx6N6dOn47///kNERASGDx+Opk2bokePHrp8ecSAKZpNVx+y79ZU6bmF4ETCe0U8jbvxJiALJWv1kdhMjK/afcU7d8OtDUrl6xHqecZzbLm9hXdsVptZvLQHhChLHyYml3qZnofUnOrTStiaG2PZ4EClU0DoNNgJCwtDeno6unTpAhcXF+nPrl27pOd88cUXmDZtGiZOnIhWrVrhxYsXOHbsGGxsyjIprlq1CgMHDsSQIUMQHBwMS0tLHDx4ECKRqKqnJWpiJBFDUmAHSYEdjCRiXVdHqxTdfVrX2XdrskLjpxCZV73YoCpNbHsoFVzKW33U06sneniWXTwVSYow78I8FEs0k8tr2bVlKJSUTcQM8Q5Ba+fWGnku8ubRp2Bn5bEYFBXLX8AR6C7GnglBKmVQ1ullgpAVKhzHYf78+Zg/f77Mc8zNzbFmzRqsWbNG5jlE/aySp0nnIbjZWei4NtoVUDsAfrX8cDu5ih3QK1B092nCZ2xzB6g6jVGVRNa3AfSr9jxFfdXuK1xOuIzMgpIl7tHJ0fj97u8Y5TdKrc9z4cUFnHpeNifMXGSO6S2nq/U5yJurgX0DeIu9dV0NAMCdlxnYG1G224GxEfDT/1rgZlw60nMLIbYwQa8mTmjmYadyUk+9WXpOSE3CcRwWBS+Cjan8Kw1ld58mZdLyhCUcK3XlWRyy8uVnY1VGbYva+KL1F7xjP0X8hNiMWLU9R2FxYaX9r0Y3HQ0X6+rTHBAihD716iw5cg/l+zxGtq+L3v4umNm7Eb57pylm9m6E5p72avn8pGBHDzDGUFBUNsEyPbdQbTu9Es3xsffBtt7bZGbfVXX3aW3Q912iX2Xm49JDxRL5xSVzGBQWrpHVjQPqD0CQa9nCh7ziPMy/OF9tbXXHvR28dP5u1m4I9QtVS9nkzcIYq3KLFX1ZhXXuwSucjSnLbG5jbowp3TT3WUnBjo7FJGZiwM8X8CqrbEJkVn5RpaywRD+VZt9FUbk5IhJzbH9rO3a8vUOvAx1AfUkWK1LHlgASCcP0P28iI1mxBHpFmU1wLyETA366oHRqeVk4jsPX7b+GhXHZsO3VhKvY82CPymW/zn2NsJthvGMzWs2AubG5ymUrSpFtOYj+eZj6EMMODcPrvNeV7ptzYY7Os7pLJAyLD9/jHZvYxQf2VqYyHqE6CnZ0SBs7vRLN4zgOXLnpb5zE8o3ffVodWwL8euEJzsa8giTPA8W57tU/AEBxrjskeSVLal9n5WPo+os4FCUs+aNQbtZu+KTFJ7xjK6+tREK28EnUVfnhxg/ILizbBLmdSzudTGwvvQCrblsOop8epj7EyCMjZc4nvJ18GyOPjNRpwPP3zRe4E1+WjsNFbI4Pg701+pwU7OiItnZ6JaQmin6RjqVHSq/8OOS9HAwzIyu5j7ExtcEngXNgWm4VZn6RBJN23MBPJx+otQ0NazQMzeo0k97OKszCokuLlH6OW69uYf/D/dLbIk6EWW1maT1gpguwmo0xhjkX5kgn0cuSWZCps21s8gqLsfwoP23D9F6+MDfR7OppCnZ0RFs7vRJS02TnF2HKHxEoLLccNcjTDzvelr07een8qPHtg7F9bFs4VOgOX34sBtN330R+kXqWihtxRvgm+Bve9hNn4s7gyNMjCpclYRIsvrKYd2xYo2Gob1df5Xoqgi7Aar6o11GCVogCZdvYaNu2i0958+kaOdvgneZuGn9eCnZ0RFs7vRJS08w/cBtPXpcN5zhYmWLlkEA0dGggaH5Ua28H7J8YDB9Ha165eyNeYPjGy0jJrj6BmRD1xPUwIXAC79jiy4uRkpeiUDkHHh3gfek4mDtgQrMJch6hGRUvwCRFZXm0JEX8PFp0AaaflNnGRpvScgrw00n+8NnstxpDZKT5HkxKx6kj2trplTYYJfLo29/HwZsv8ef1ON6x5YMD4GhbMkm3dH5UaZ9C6fyoijxrWeKvCUGYvOMGzj0om6R59WkqBv58Ab+Gtq4UDCkj1D8UR58exf3U+wCA1PxULL2yFEs7LRX0+MyCTKy+vpp37JMWn+gk43bFC7DcZ/IDrmN3EtHc017uOUS79H0bm59PPeT1HHbwqY1ODWpr5bmpZ0dHFN25VaTk2L06JooSw6VPfx/PU3Lw5V5+t3pokDe6NVJuSbzYwgS/hrbGB209ecdjU3LwztoLOP+g8koVRZkYmWBB8AKIuLL5BoefHMaZ52cEPX79zfVIzkuW3var5YeBPgMFP786s5grekF19WkKEjPejM8UfU/RUEqft7F5npKDreHPeMdm9WmktXlp1LOjI4ru9PrXjTi08LLDwGZuerHKR1ZuoOZqyHSpb70NRPOKiiX4ZGcEMsslA2zsYotZfRRbdl6RicgIiwb6o34dayw6dAelC4wy84owavMVLBjghw/aeqn0HE1qNUGoXyg2RW+SHltwaQH2O+2Xm3TycfpjbL+7nXdsVptZMOKEX4OqM4u5oq322tNUtFv8H1p42qOPvzN6+zvD3d5SpTroK3WmZdCkrp5deX+H1dHmar8Vx+6joLjsO+Od5m7wd9PeNkPUs6MjzT3sEOAu/BedU1CMT3fdxKQdN5CqpjkHytJ0biBN9jaoI/8LUb8f/nuAG7Fp0tvmJkZYM6yZWlZocByHjzrUxcZRrWBlWlZesYThq33RWPjPHRQVS4Di8nNUbBXKK/Nx4MfwtvWW3k7KScKq66tkns8Yw9IrS1HEyoK7/vX7o5ljM4VfnzociorHvogXCj+OMeD6s1QsOnQXHZaeQv+fzmPt6Ye8OVf88ymBqiaVbmMjhDa3sYl+kY79kS+lt01FRpjeq6FWnrsUBTs6wnEclg8OhK25Yp1rh28loNfqszh1L0lDNZOvpi9N1adhG1Li0uNk/HSKP2nx675+8HFUftO/qnRr5IQ9E4LgKuYn6dt0/glaLDyOjMfjkf1oFrIfzULWk48VCt7Njc0xP2g+79ifMX/iasLVKs8//fw0wl+WBduWxpaY1mKaoi9JZbkFxZi9NwqTdtxAToHqK9Wi4tLx/ZH76Lr8NHqvPosfTjxATGImGGOUQFUL9HEbG8YYvjt8l3csNNhb672AFOzoUEMnG+yZECSzhyfQXYwNI1rC340/rvoqMx8fbrmKL/fdQrYG9gCShZamap+hXwmnZhfg012RvP1x+vg7Y1gbD408X2MXW+yfHIxADzvecVl/04oE7y2dWuJ93/d5x+aHz0duEX/bCoZCfH/1e96xjwM/Rh3LOgJegfrcT8hE/5/O448rzxV6nK25MX4a1hwTutRH3dqycx/dS8jEqhMx6LXqLDp+fwr91pyvsRdJNYm+bWNzJuYVwh+VzUsTW5hgUhftZ5anYEfHGjrZ4O9JwahjbSY9Zm1mjH0Tg7B/UjB6+jlj74RgTOnmg4qr83ZcjsVbP57D9WeKLXVVFuUG0i5DvxJmjGHmX1G8HjZXsTmWvKvZ7NOONubYNa4d3vJ3FnS+IsH7tJbT4GxVVm5sZizWRq7lnVNgdQpxWWUrzrxtvTG88XCBtVcdYwzbLz9D/5/O40FSFu8+XycbbBjRUu4F2J4JQegb6IqZvRvh5PTOODKtI6Z2b4CGTrJXt8Wl5iK/XNBeFbpIUp/SbWxqm5etdLI2sdb6NjbFEoYl//K3hZjc1QdiS8UW6KgDBTt6gOM4mBqX/SrEFia8nV5NjY0wvZcv9kwIgnctftffs+QcDF53Ed8fucfrAdCEY7cVS4f/puQG0sQ+QjV9uFCI7ZdjeX8jRhyw+v3mWvkgNDcRYXSHuoLPFxq8W5lYYV77ebxjW29vRYHFRZjWOQJz113It/mXd/8Xrb+AiUg7H/7pOYWYuP0GvtoXXSn4+KCtJ/6eXHKBJe8CrKFT2RAJx3Fo5GyLz3o2xLFPO+O/6Z0xI8QXfq7KrfKhiyT14TgOpqKy5Jq2prZa38Zm74043Eso+4xys7PAiPaqLQhQFgU7NUgLT3sc/qQjhrfjL6WVMGDt6UcY+PMF3E9Q75dfVn4RjkTHY8afN7HlwlOFHqtsbqCaRBP7CL0Jw4UxiZlY+M8d3rHJ3RqgTV0HrdXhhILz3oQG7x3cOqB//f7S2wwMeXY7YVb7NEzEEQBXFmS0cmqFju4dFaqHsq4/S8FbP57Dv9H8ixZbc2OEfdAC377TVDohvLoLMFnq17HGpK4+ODS1I87O6Iov32oEJ1szuY+p6E25SDJ0eYXFWHGMvy3EjBDNbwshCy09r2EsTY2xaGBT9GjshC/2RCEps2yI4058Bvr9dB4zevlidIe64DgotTz8yetsnLyXhJP3EnHlSQovbb8iFM0lVNOU9r5k5BXBqorM/qW9L3smBPGuhssrKJIgLacAabmFSM0uQGpOIaLiFB8urEnJ3fIKizH1jwhez0IrL3tM7abdcXxNJvac0WoGTj8/XW3Strspd/Ew9aFGhxWKJQzrzjzCyuMxKJbw23JLL3v88H4zjUwW9axliXGd6uNpcg52XI4V/Lg34SLpTfDrhSdIKJeHyc/VFv0DXXVWHwp2aqguvo44Oq0T5vwdzdvVuaBIgm8P38WBmy9QWMyqnO8R4C7G8sGB0i/ggiIJrj1NwX/3knDqXhIey1g2qqheTfQr+ZY6cwMp0vsyfONl9GziiPTcIqTlFCI1pwBpOYVIyylAthpWwCz45w7GdqyHpm5iuNtbCH4tmsyVJM93h+/yurZtzI2x+v1mMBZpt6NZ0WBckfPFZmLYmtlWG+xkF2Zj7oW52PH2Do2854kZefh0VyRvgigAcBwwqYsPpvVooPH3XZPvM9FPKdkFCDvFzyP35VuNYaSFbSFkoWBHT7iUWw7rUmFprCz2Vqb4+X8t0KvJC8zdH8374r31QvaHbFRcOt4LC8e4jvVwNyEDZ2NeI0vAqi5TEQczExEyq/mCBwA7CxOlx+01ISYxE5//eVNQ8CdLXmExXqbl4nlqLsIfvRbc+5KUmY/tlxVb8aKIiNg0TNx+AwBgZ2kCf1cx/N3EaPr/Px4OlQMgdbwfyjh+JxHbLvKzqC55N0AnyegUTeyZnV8ExpigoCTqdRTiMuOqPQ8o25Cxqm0vVHHqXhKm/3mz0l5gjjZmWD20GYJ8tJOmX9H3Wd8ukoji1px8wEsQ2rlhHQRr6e9NFgp29IQqWYIHNHNDm7oO+GJPFG8fIHky84qw4nhMtee5is3RrbEjujVyRPt6tfE8NUc6dCNPWm4hpvwRgR+HNYeZsW7GaEuVH26qSulw046xbWFtZoK41Fw8T81BXGpOyf9TSv4tP2Sor9JyCnH+4Wucf1j2dyC2MIG/m600ALI2M8bUPyKqfT/kDb8pIyE9D1/suck7NrSVB94OcFHbcyiiNLGn0KB128VnSMzIw7LBgbA1l9/7oMyGjIoGO7J65vxcbLHs6H1sPP+k0mO6+tbB8sGBqGWt2DwaVSjyPge6i9GsQloAUrM8S87G75fKLmg4DipnQlcHCnYMhIvYAls/bIPvDt+t8kNOKCOuZCJ010aO6N7YEb5ONrwr2dLcQJ//ebPaD6+jtxMx/rfrWDe8pc4mpSky3NR3zQWt1MncxAj2lqawszSFvaUJ7CxNpP+3tzQt2Rn4lPAr4eqk5xbiwsNkXHiYXP3J/6908vP+ScFqGV4pljB8uisSqTll8zHq1bHCvP5NVC5bWaWJPYUE76WO3k5ETOIFrBveEr7OsgNBTW/IKK9nzsJEhNxC/vCoiYjDzN6N/n8un3aHEoS+z7bmxlg2OFAvtsMhylt29D5vnud7LdzR2EX3vfwU7BgQIyMOJsaKj7/bmhujs68jujdyROeGdWBvZSr3/NLcQG2+/U/6YWttZoytH7XBjsvP8NeNsrTzp++/woebr5ak6jfT/p+bIrmBNGlIK3d81tMXdpYm1QZ+jDGcfSBsmKyJiy0+7dEA0S8zEP0iHbdepKutB0qdk5/XnXmEi4/Lgi1TkRF+fL85LE11+xFUXfDu52oLU5ERIsoth37yOhsDf76Axe82xcDmblWWq8kNGavrqawY6HjXssSaYS3QVIHtadStuvc50F2MZRoaOiXac/N5Gv4pN4fUzNgIn/XU7rYQslCwY2AUXcnQo7ET1g1vofAkxaqWprb0skdzDztYmhrjt3LdmBcfJ2Pkr1ew+cPW1Xb/q9txNSxj5TjA2dYcHvaWcLe3gLu9BYoZw88K9L4Ma+MJZ4FzsRS5El79fjM0dLJBT7+yRHZJGXm49f+BT2kAlJihXAA0Y08UQoO80bauA3wcrQVddVccXknJKcCKY/d558zs00irmwDKIyt4/210GzTzsIOEAatPxGDNybItLXILizFtVySuP0vFnL6NKw3VampDRqE9laUGNnPFoneawloHFxoVVfc+U49OzVbVthAfdagLVxU3qFUX3bcAolaKrmRo4GSt1tUYRkYcFgzwg7mJETacKxtOu/4sFR9suIxtH7WptudInZ4quLLMu5Yl+ga4wt3eAh4OJcGNi9iCF9gBJQ37nMDeF2XmIahyJexoa47utubo3rhsomdSZh6iX6Rj1fEHuPVCeE/Xw6QszNkfDQBwsDJFG28HtK3ngDZ1HdDI2RYio+onPudWWHHWxbcOPgr2FlwHbZCVVwYARBwwvZcvmnvaYdrOSF6g8dulZ7j1Ih1rP2jB+1Av3ZDxdvLtap9bkQ0ZFe2pHBXkrReBTil57zOp2U7dT8LlJ2XZ/O0tTTChSxU5OXSEkgoamJ4KrmTQxMoHjuPw5VuNMbV7A97xWy/S8f4vl/BKCxN98wqL8f2RezgSrVjW5z5NXfB5iC/eb+OJYJ/a8KplVSnQAYRv5KrKPITqthJRpMvf0cYc3Ro5oUMD5VdEpGQX4MjtBHxz8A7e/vE8mi84htFbrmL9mUeIfJ6GOy/T5WZ9BgAOwIQu9WvkVXy3Rk74Z0pHNKkw/yDyeRr6rjmP8+UWB2hqQ0ZF/54pQR/RhqJiCRYfrrAtRLcGWu/Jl4eCHQNTuvJBCE2ufOA4Dp/1bIgvevvyjt9PzMTQ9RcRn54r45Gqu/IkBW/9cA5rTz+CoukQFQn+hGzkquqKJmUz2cqiaDAsT0ZeEf67l4TF/97DwJ8voO+a89UOrzAA3x26WyOzPgMlifL2TgzCkFbuvOMp2QUY8etl/HTygTSbtjo3ZLyfkIlF/9zB1vCnCtWXEvQRbfjrRhxvnzUPB4tKmf51TX/6N4la6NvKh4ldfGBhIsI3B8u2Bnj8OhtD1l/EjjHt4OGgvvwqmXmFWHrkHn6/JDxba3nKDjf9PSkYAb+WvY8cx2HfxCC9nIegyDLgADcxvhngh6tPU3D5cQquPE2Rm2NJIjB+qYlZn8szNxHh+0GBaOllj7l/35bOT2IMWH4sBhGxaVg5pBnElibSDRnbrdyMVESAE+XC2sQGm4d8iKa1m8r9+0jPLcTBmy/x57XnuKnkJHtK0Ec0LaegCCuPV9wWopHOU45URMGOAdK3lQ8fBteFhYkIs/fdQukF/fOUXAxZfxHbx7RFvTqyd0sW6r+7iZizP5q3g3apzg1r40ZsmtwvalWCP47jIJLYobCg5MWZwE5vv8gVCYaXDyn5G2nuaY9xneqjWMJwPyETl58k48qTFFx5koLkCgnrhDp2J1Fv3yOhhrb2RBMXMSZsv4641LKeyv/uJaHvT+cQ9kFL6SRsSa4nCrJKetVMzIxRlOtRZZkSCcOlx8nYfe05/o1OqHan8OpQgj6iab+ef8JbABHgLkbfprrJnSUPBTsGSt9WPrzfxhPmJiJM//OmdH+e+PQ8DFl/CdvHtJWbs0Se11n5+ObgHRy8+bLSfc625lg00B89mjhJJ85qKvizSp6GF2klX3huerL6QBZlg2GREYcmrrZo4mqLD4PrgjGGR6+ycOlxCjace4xnyTmC62AowytN3cX4Z0oHfLorEqfuv5Ief56Si3fDwjG5qw9O3E2sNlN1XGoO9lyPw57rcbzAqSIOgLW5saAs5pSgj2gCYwwRz9Nw/E4iEjPyKn32zurTSKfbQshCwY4B07eVDwObu8HM2AhTd0ZIk069zsrH+79cxG+j2yq0FJkxhn0RL7Dwnzu8RHWlPmjriZl9GkknyOlb8Kdr6ng/OI6Dj6MNfBxt8CItV6EtAQxpeMXO0hSbRrXGT6ceYtWJGGnvZUGRpFL3fnlRcekY8NMFNHK2QWRcGuRNY6pX2wqDW3ng3RZuSM8t1JthavJmkXfRCABt6jogqL5ut4WQhSYoE63q09QF60e05AVhqTmFGLbhEq4/SxVURlxqDkI3X8Vnu29WCnTq1rbCznHt8O07TSutBFD3ZN+aTp3vhz6sAtQlIyMOU7s3wNYP28DeUnggl1tYjIjnVQc6VqYiDG3lgb8mtMd/0ztjQpf6cLI118rEeEIqKk1mKW++352XGYhJzJR5vy5RsEO0rlsjJ2wObQ2LcpmEM/OKMGLTZYQ/fF3lfj+MMUgkDFsuPEGvVWdxJuYVr0yREYcJXerj3086ol29Wlp7LaSEvqwC1LVODevg4JQO8KljpXQZbbwdsGxQAK581QNLBwWgpZdDpQBUnWkJCKmO0GSWWfkl28zo42pLGsYiOhHsUxvbRrfBh5uvSndczykoxgcbL/OWi5fOb2joZA0Rx+FuQuWrBj9XWyx9L0BvMvK+ifRtFaAuudtboltjRzx8JXyPOktTET4M9saglh6oW1tYoKRvw9TEcCmSzFJfV1tSzw7RmdbeDtg+pi1v/oas64GYxKxKgY6ZsRFm9m6EvycFU6CjB2h4pUxWfnH1J5UzoJkrZoQ0EhzoEKJNim67o4/JLCnYIToV6GGHP8a2rbTtQHXa1nXAkWmdMKFLfbVud0FUU5OHV1zE5nCzs4CbnQVcBO5jJouiE7DtLLW3hQohilJ09aQ+rrakYSwDV/5DW9UPcE3JK5JIl6MLMaFzfcwI8dXL5Y2k5g6v7JkQpLayejZxUmh1mj5O2NbUZ0dN+EwyFE5WTlX+X1GKBu/6uNqSgh0Dp84PcE1ReGdyDkoHOvRBS7RBkUzV+jphW1OfHTXhM8lQbOuzTS3lGELwTsEO0TltdpHSBy3RBpqwTQyJIQTvNNmB6JwhdJHWVOqcp0L4aMI2MRSlwbutufz+EX0O3qlnh+icIXSR1lTU06VZlLmbGAp923NRURTsEJ0zhC5SmgtEZKmpE7YJqag0eI98noZjdxKRnlsIsYUJejVx0vvgnYIdonOGML+BekgIIW8CjuPQ3NO+xgXsNGeH6AWa30AIIURTdBrsnD17Fv369YOrqys4jsP+/ft592dlZWHy5Mlwd3eHhYUFGjdujLCwMN45+fn5mDJlCmrXrg0rKyv0798fcXFxWnwVRF1qckI6Qggh+kunwU52djYCAwPx008/VXn/p59+iiNHjuD333/H3bt38emnn2LKlCn4+++/pedMmzYN+/btw86dO3H+/HlkZWWhb9++KC5WLF070Q+0MzkhhBB10+mcnT59+qBPnz4y77948SJGjRqFLl26AADGjRuH9evX49q1axgwYADS09OxadMm/Pbbb+jRowcA4Pfff4eHhwdOnDiBkJAQbbwMQgghhOgxvZ6z06FDBxw4cAAvXrwAYwynTp1CTEyMNIi5fv06CgsL0atXL+ljXF1d4e/vj/DwcF1VmxBCCCF6RK9XY/34448YO3Ys3N3dYWxsDCMjI2zcuBEdOnQAACQkJMDU1BT29vxZ4U5OTkhISJBZbn5+PvLz86W3MzIyNPMCCCGEEKJzet2z8+OPP+LSpUs4cOAArl+/jhUrVmDixIk4ceKE3McxxuTO8Vi8eDHEYrH0x8PDQ91VJ4QQQoie0NtgJzc3F19++SVWrlyJfv36ISAgAJMnT8bQoUOxfPlyAICzszMKCgqQmprKe2xSUhKcnGRn2Z09ezbS09OlP8+fP9foayGEqI+o3CawIiU3hCWEvFn0NtgpLCxEYWEhjIz4VRSJRJBIJACAli1bwsTEBMePH5feHx8fj+joaAQFyU7yZmZmBltbW94PIaRmcLQxq/L/hBAii07n7GRlZeHhw4fS20+ePEFkZCQcHBzg6emJzp07Y8aMGbCwsICXlxfOnDmDbdu2YeXKlQAAsViM0aNHY/r06ahVqxYcHBzw+eefo2nTptLVWYTUdLQVBSGEqEanwc61a9fQtWtX6e3PPvsMADBq1Chs2bIFO3fuxOzZs/HBBx8gJSUFXl5e+Pbbb/Hxxx9LH7Nq1SoYGxtjyJAhyM3NRffu3bFlyxaIRCKtvx5CNKEmbkVBARohRJ/oNNjp0qULGGMy73d2dsbmzZvllmFubo41a9ZgzZo16q4eIURJNTFAI4QYLr2ds0MIIYQQog4U7BBCCCHEoFGwQwghhBCDRsEOIYQQQgyaXm8XQfQbrbghhBBSE1CwQ5RGK24IIYTUBDSMRQghhBCDRsEOIYQQQgwaBTuEEEIIMWg0Z4cQUqM4WTlV+f83ES0SIEQYCnaI3qEPcCLPtj7bdF0FvUGLBDSPMYaI52k4ficR6bmFEFuYoGcTJzT3sAPHcbquHhGIgh2id+gDnBCiD2ISM/H5nzcRFZfOOx52+hEC3MVYPjgQDZ1sdFQ7ogias0MIIYRUEJOYiUFh4ZUCnVJRcekYFBaOmMRMLdeMKIOCHUIIIaQcxhg+//MmMvKK5J6XkVeEGX/eBGNMSzUjyqJghxBCCCkn4nmazB6dim7GpSPyeZpmK0RURsEOIYQQUs7xO4kKnX9MwfOJ9lGwQwghhJSTnluo0fOJ9lGwQwghhJQjtjDR6PlE+yjYIYQQQsrp2USxZJW9FDyfaB8FO4QQQkg5zT3sEOAuFnRuoLsYzTzsNFshojIKdgghhJByOI7D8sGBsDWXn3fX1twYywYHUiblGoCCHUIIIaSChk422DMhSGYPT6C7GHsmBFEG5RqCtosghBBCqtDQyQZ/TwpG5PM0HCu3N1avJk5oRntj1SgU7BBCCCEycByH5p72aO5pr+uqEBVQsEMIIRrmIjav8v+EEO2gYIcQQjRsz4QgXVeBkDcaTVAmhBBCiEGjYIcQQgghBo2CHUIIIYQYNAp2CCGEEGLQKNghhBBCiEGjYIcQQgghBo2CHUIIIYQYNAp2CCGEEGLQKNghhBBCiEGjYIcQQgghBo2CHUIIIYQYNAp2CCGEEGLQKNghhBBCiEGjXc8BMMYAABkZGTquCSGEEEKEKv3eLv0el4WCHQCZmZkAAA8PDx3XhBBCCCGKyszMhFgslnk/x6oLh94AEokEL1++hI2NDTiOk3tuRkYGPDw88Pz5c9ja2qq1Hpoqm+qsnbJrYp01WTbVWTtlU521U3ZNrLMmy9aXOjPGkJmZCVdXVxgZyZ6ZQz07AIyMjODu7q7QY2xtbdX+C9Z02VRn7ZRdE+usybKpztopm+qsnbJrYp01WbY+1Flej04pmqBMCCGEEINGwQ4hhBBCDBoFOwoyMzPDvHnzYGZmVmPKpjprp+yaWGdNlk111k7ZVGftlF0T66zJsmtanWmCMiGEEEIMGvXsEEIIIcSgUbBDCCGEEINGwQ4hhBBCDBoFO4QQQggxaBTsyHD27Fn069cPrq6u4DgO+/fv592fmJiI0NBQuLq6wtLSEr1798aDBw+qLXfx4sVo3bo1bGxs4OjoiIEDB+L+/fu8cxhjmD9/PlxdXWFhYYEuXbrg9u3bKpe7d+9ehISEoHbt2uA4DpGRkYLei+rKLiwsxMyZM9G0aVNYWVnB1dUVI0eOxMuXL1Wu8/z589GoUSNYWVnB3t4ePXr0wOXLl1Wuc0Xjx48Hx3FYvXq1WsoODQ0Fx3G8n3bt2qmlznfv3kX//v0hFothY2ODdu3aITY2VuWyK9a39GfZsmUqlZuVlYXJkyfD3d0dFhYWaNy4McLCwuTWV2jZyrTDsLAwBAQESBOWtW/fHv/++6/0fmXan9CylW2D8spVtv0JrbOybVBI2eUp0garK1eZ9qdInZVpg9WVq0z7E1q2sm2wunKV/R6saPHixeA4DtOmTZMeU6UdVomRKh0+fJh99dVX7K+//mIA2L59+6T3SSQS1q5dO9axY0d25coVdu/ePTZu3Djm6enJsrKy5JYbEhLCNm/ezKKjo1lkZCR7++23Kz1uyZIlzMbGhv3111/s1q1bbOjQoczFxYVlZGSoVO62bdvYN998wzZs2MAAsIiICEHvRXVlp6WlsR49erBdu3axe/fusYsXL7K2bduyli1bqvxebN++nR0/fpw9evSIRUdHs9GjRzNbW1uWlJSkctml9u3bxwIDA5mrqytbtWqVyu8HY4yNGjWK9e7dm8XHx0t/kpOTVS734cOHzMHBgc2YMYPduHGDPXr0iP3zzz8sMTFR5bLL1zU+Pp79+uuvjOM49ujRI5XKHTNmDKtfvz47deoUe/LkCVu/fj0TiURs//79KtVZ2XZ44MABdujQIXb//n12//599uWXXzITExMWHR3NGFOu/QktW9k2KK9cZduf0Dor2waFlF1K0TZYXbnKtD+hZSvbBqsrV5n2J7RsZdugvHJV+R4s78qVK8zb25sFBASwTz75RHpclXZYFQp2BKgY7Ny/f58B4DXYoqIi5uDgwDZs2KBQ2UlJSQwAO3PmDGOs5APc2dmZLVmyRHpOXl4eE4vFbN26dUqXW96TJ08U+qBVpOxSV65cYQDYs2fP1Fpueno6A8BOnDihljrHxcUxNzc3Fh0dzby8vAR90Aope9SoUWzAgAEKl1VduUOHDmXDhw9XqVxZZVc0YMAA1q1bN5XL9fPzYwsWLOCd16JFCzZnzhyVylZnO7S3t2cbN25UW/urquzyVG2DssotpUz7E1q2sm1QVtnqaIMVy1VH+5NVtrraYMVyK1Km/ckqW11tsHy56mh/mZmZrEGDBuz48eOsc+fO0mBHE+2QhrGUkJ+fDwAwNzeXHhOJRDA1NcX58+cVKis9PR0A4ODgAAB48uQJEhIS0KtXL+k5ZmZm6Ny5M8LDw5UuV52ElJ2eng6O42BnZ6e2cgsKCvDLL79ALBYjMDBQeIVllC2RSDBixAjMmDEDfn5+CpVXXdkAcPr0aTg6OqJhw4YYO3YskpKSVCpXIpHg0KFDaNiwIUJCQuDo6Ii2bdtWGmJVpc6lEhMTcejQIYwePVrlcjt06IADBw7gxYsXYIzh1KlTiImJQUhIiEplq6MdFhcXY+fOncjOzkb79u3V1v6qKltdhJSrTPsTUrYqbbCqstXRBmXVWdX2V1XZ6mqD1b3PyrY/WWWrow1WLFcd7W/SpEl4++230aNHD95xdbZDKaVCpDcMKvTsFBQUMC8vLzZ48GCWkpLC8vPz2eLFixkA1qtXL8HlSiQS1q9fP9ahQwfpsQsXLjAA7MWLF7xzx44dK7jsqsotT5WryurKZoyx3Nxc1rJlS/bBBx+opdyDBw8yKysrxnEcc3V1ZVeuXFFLnb/77jvWs2dPJpFIGGNMqatKWWXv3LmT/fPPP+zWrVvswIEDLDAwkPn5+bG8vDyly42Pj2cAmKWlJVu5ciWLiIhgixcvZhzHsdOnT6tc5/KWLl3K7O3tWW5ursrl5ufns5EjRzIAzNjYmJmamrJt27YJLldW2aq0w6ioKGZlZcVEIhETi8Xs0KFDjDH1tD9ZZZenTBsUUi5jyrW/6spWpQ3KK1uVNiivXFXbn6yyVW2DQn+HyrQ/eWWr0gZllavq9+Aff/zB/P39pa+xfM+OOtphRRTsCFAx2GGMsWvXrrHAwEAGgIlEIhYSEsL69OnD+vTpI7jciRMnMi8vL/b8+XPpsdJf8suXL3nnjhkzhoWEhChdbnmqBDvVlV1QUMAGDBjAmjdvztLT09VSblZWFnvw4AG7ePEi++ijj5i3t3e14+PVlX3t2jXm5OTEa0zKBDvVvR+lXr58yUxMTNhff/2ldLkvXrxgANiwYcN45/br14+9//77aq2zr68vmzx5suAy5ZW7bNky1rBhQ3bgwAF28+ZNtmbNGmZtbc2OHz+uctnKtsP8/Hz24MEDdvXqVTZr1ixWu3Ztdvv2bbW0P1lll6dMGxRSrrLtr7qyVWmDsspWtQ0KeT9KKdr+ZJWtahsUWmdl2p+8slVpg/LKVbb9xcbGMkdHRxYZGSk9VlWwo0o7rIiCHQGqCnZKpaWlSSfqtWnThk2cOFFQmZMnT2bu7u7s8ePHvOOPHj1iANiNGzd4x/v3789GjhypdLnlKRvsVFd2QUEBGzhwIAsICGCvX79WW7kV+fj4sO+++06lsletWsU4jmMikUj6A4AZGRkxLy8vjdW7/Bi0ouXm5+czY2NjtnDhQt7xL774ggUFBamtzmfPnmUAeB9Eypabk5PDTExM2D///MM7Pnr0aMEfWkLqrGw7LNW9e3c2btw4ldufvLLLU8ecnYrlKtv+hJRdkSJtUFbZ6miDitZZSPuTV7Y62mBV5ZanTPuTV7Y62mB1dVa0/e3bt08aIJX/3Zf+PTx8+FDt7ZDm7KhILBajTp06ePDgAa5du4YBAwbIPZ8xhsmTJ2Pv3r04efIk6taty7u/bt26cHZ2xvHjx6XHCgoKcObMGQQFBSldriqElF1YWIghQ4bgwYMHOHHiBGrVqqWWcmU9rnS8WNmyR4wYgaioKERGRkp/XF1dMWPGDBw9elTt9U5OTsbz58/h4uKidLmmpqZo3bp1peXXMTEx8PLyUludN23ahJYtWwqak1FduYWFhSgsLISREf+jRiQSQSKRqK3OirbDqp4rPz9f6fYnpGx1K1+uMu1PaNnK3C+kbFXaoKJ1EtL+hJStShsUWmdF2p+QslVpg0LrrGj76969O27dusX73bdq1QoffPABIiMjUa9ePbW3Q+rZkSEzM5NFRESwiIgIBkA6Plu6umH37t3s1KlT7NGjR2z//v3My8uLvfvuu9WWO2HCBCYWi9np06d5ywxzcnKk5yxZsoSJxWK2d+9eduvWLTZs2LBql9wJKTc5OZlFRESwQ4cOMQBs586dLCIigsXHx6tU58LCQta/f3/m7u7OIiMjeefk5+crXW5WVhabPXs2u3jxInv69Cm7fv06Gz16NDMzM6u0dFWZ96MioV3o1ZWdmZnJpk+fzsLDw9mTJ0/YqVOnWPv27Zmbm5vKv8O9e/cyExMT9ssvv7AHDx6wNWvWMJFIxM6dO6eW9yM9PZ1ZWlqysLCwat8HoeV27tyZ+fn5sVOnTrHHjx+zzZs3M3Nzc7Z27VqVy1amHc6ePZudPXuWPXnyhEVFRbEvv/ySGRkZsWPHjjHGlGt/QstWtg3KK1fZ9iekbFXaoJD3oyKhbVBeucq2P6F1VrYNCnkvFG1/QstWtg1WV66y34NVKT+MxZhq7bAqFOzIcOrUKQag0s+oUaMYY4z98MMPzN3dnZmYmDBPT082Z84cQR8sVZUJgG3evFl6jkQiYfPmzWPOzs7MzMyMderUid26dUvlcjdv3lzlOfPmzVOp7NIu+ap+Tp06pXS5ubm57J133mGurq7M1NSUubi4sP79+wuaHCnk/ahI6AdtdWXn5OSwXr16sTp16kj/PkaNGsViY2PVUudNmzYxHx8fZm5uzgIDA6vNlaFI2evXr2cWFhYsLS2t2jKFlhsfH89CQ0OZq6srMzc3Z76+vmzFihXSSamqlK1MO/zoo4+Yl5cXMzU1ZXXq1GHdu3fnfeEo0/6Elq1sG5RXrrLtT0jZqrRBIe9HRULboLxylW1/itRZmTYopFxF25/QspVtg9WVq+z3YFUqBjuqtMOqcIwxJrQXiBBCCCGkpqE5O4QQQggxaBTsEEIIIcSgUbBDCCGEEINGwQ4hhBBCDBoFO4QQQggxaBTsEEIIIcSgUbBDCCGEEINGwQ4hxKAkJCSgZ8+esLKygp2dnVJlPH36FBzHITIyUq11I4ToBgU7hBClhIeHQyQSoXfv3rquCs+qVasQHx+PyMhIxMTEVHnO/PnzwXEcOI6DSCSCh4cHxowZg1evXmm5toQQbaBghxCilF9//RVTpkzB+fPnERsbq+vqSD169AgtW7ZEgwYN4OjoKPM8Pz8/xMfHIzY2FmFhYTh48CBGjhypxZpWr6CgQNdVIMQgULBDCFFYdnY2du/ejQkTJqBv377YsmVLpXMOHDiABg0awMLCAl27dsXWrVvBcRzS0tKk54SHh6NTp06wsLCAh4cHpk6diuzsbLnPHRYWhvr168PU1BS+vr747bffpPd5e3vjr7/+wrZt28BxHEJDQ2WWY2xsDGdnZ7i5uaFv376YOnUqjh07htzc3ErnFhcXY/To0ahbty4sLCzg6+uLH374QXr/2bNnYWJigoSEBN7jpk+fjk6dOgl+vd7e3li0aBFCQ0MhFosxduxYue8FIUQYCnYIIQrbtWsXfH194evri+HDh2Pz5s0ov83e06dPMWjQIAwcOBCRkZEYP348vvrqK14Zt27dQkhICN59911ERUVh165dOH/+PCZPnizzefft24dPPvkE06dPR3R0NMaPH48PP/wQp06dAgBcvXoVvXv3xpAhQxAfH88LSKpjYWEBiUSCoqKiSvdJJBK4u7tj9+7duHPnDr7++mt8+eWX2L17NwCgU6dOqFevHi/wKioqwu+//44PP/xQode7bNky+Pv74/r165g7d67g+hNC5FB6C1FCyBsrKCiIrV69mjHGWGFhIatduzY7fvy49P6ZM2cyf39/3mO++uorBoClpqYyxhgbMWIEGzduHO+cc+fOMSMjI5abmyvzeceOHcs7NnjwYPbWW29Jbw8YMICNGjVKbv3nzZvHAgMDpbfv3r3LfHx8WJs2bRhjZTuJR0REyCxj4sSJ7L333pPeXrp0KWvcuLH09v79+5m1tTXLysoS/Hq9vLzYwIED5dadEKI46tkhhCjk/v37uHLlCt5//30AJcNBQ4cOxa+//so7p3Xr1rzHtWnThnf7+vXr2LJlC6ytraU/ISEhkEgkePLkSZXPfffuXQQHB/OOBQcH4+7duwq/jlu3bsHa2hoWFhZo0qQJPDw8sH37dpnnr1u3Dq1atUKdOnVgbW2NDRs28OYqhYaG4uHDh7h06RKAkjlNQ4YMgZWVlUKvt1WrVgq/FkKIfMa6rgAhpGbZtGkTioqK4ObmJj3GGIOJiQlSU1Nhb28Pxhg4juM9jpUb5gJKhobGjx+PqVOnVnoOT09Pmc9fVbkVjwnh6+uLAwcOQCQSwdXVFWZmZjLP3b17Nz799FOsWLEC7du3h42NDZYtW4bLly9Lz3F0dES/fv2wefNm1KtXD4cPH8bp06el9wt9vaXBESFEfSjYIYQIVlRUhG3btmHFihXo1asX77733nsP27dvx+TJk9GoUSMcPnyYd/+1a9d4t1u0aIHbt2/Dx8dH8PM3btwY58+f562aCg8PR+PGjRV+LaampoKf+9y5cwgKCsLEiROlxx49elTpvDFjxuD999+Hu7s76tevz+uFUub1EkLUg4axCCGC/fPPP0hNTcXo0aPh7+/P+xk0aBA2bdoEABg/fjzu3buHmTNnIiYmBrt375au2CrthZk5cyYuXryISZMmITIyEg8ePMCBAwcwZcoUmc8/Y8YMbNmyBevWrcODBw+wcuVK7N27F59//rlGX7ePjw+uXbuGo0ePIiYmBnPnzsXVq1crnRcSEgKxWIxFixZJJyaXUub1EkLUg4IdQohgmzZtQo8ePSAWiyvd99577yEyMhI3btxA3bp1sWfPHuzduxcBAQEICwuTrsYqHS4KCAjAmTNn8ODBA3Ts2BHNmzfH3Llz4eLiIvP5Bw4ciB9++AHLli2Dn58f1q9fj82bN6NLly4aeb2lPv74Y7z77rsYOnQo2rZti+TkZF4vTykjIyOEhoaiuLi4Us4eZV4vIUQ9OFZxIJ0QQjTg22+/xbp16/D8+XNdV0Wjxo4di8TERBw4cEDXVSGE/D+as0MI0Yi1a9eidevWqFWrFi5cuIBly5bJzaFT06Wnp+Pq1avYvn07/v77b11XhxBSDgU7hBCNePDgARYtWoSUlBR4enpi+vTpmD17tq6rpTEDBgzAlStXMH78ePTs2VPX1SGElEPDWIQQQggxaDRBmRBCCCEGjYIdQgghhBg0CnYIIYQQYtAo2CGEEEKIQaNghxBCCCEGjYIdQgghhBg0CnYIIYQQYtAo2CGEEEKIQaNghxBCCCEG7f8Ag1AAQztt9U4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Point Plot\n", + "sns.pointplot(x = \"Age\", y = \"Weight\", data = df,hue=df[\"Position\"])\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Weight of Player\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Point Plot of Age Vs Weight of Player\")\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pair Plot of the Dataset\n", + "\n", + "### This Plots all the numerical columns of the dataset\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- A pair plot is a data visualization that plots pair-wise relationships between all the variables of a dataset. \n", + "- This allows you to better understand the relationships visually, while even layering in additional details (such as by using color). \n", + "- Each variable is plotted both in the rows and columns, showing the relationships between the variables.\n", + "- By default, Seaborn will plot all of the different numeric variables in the dataset.\n", + "- Dataset Nba is plotted here and we can see that it plots all numerical Value column with respect to each other and also with the entire dataframe.\n", + "\n", + "### Important conclusions that can be made from the above Graph:\n", + "\n", + "- Pair plot creates a grid of axis such that each numeric variable in data will create a plot between each other the y-axis across a single row and the x-axis across a single column. \n", + "- The diagonal plots are a univariate distribution plot that helps to draw the marginal distribution of the data in each column. \n", + "- A pair plot pairwise relationships with other columns in the data frame and also plot pair plot with itself.\n", + "- With these Graph it is very easy to compare values in an entire dataframe as it plots all values in one Graph.\n", + "- This is why pair plots are one of the best data representations in seaborn. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 728 + }, + "id": "Ehe0ZF2rRAAg", + "outputId": "3e191f91-23cf-4b82-d192-f0ad4889ba39" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pair Plot\n", + "sns.pairplot(df)\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Violin Plot\n", + "\n", + "### Violin Plot of Age and Weight\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- A violin plot is a method of plotting numeric data and can be understood as a combination of a box plot and a density plot.\n", + "- The plot includes a box plot in the center, which represents the quartiles, median, and range of the data, while the \"violin\" shapes represent the kernel density estimation of the data distribution.\n", + "- Each side of the \"violin\" indicates the density of the data at different weight values for the respective age categories.\n", + "- In the above dataset, we are plotting the violin plot between two parameters: weight and age.\n", + "- The violin plot provides a comprehensive visualization of the distribution of weights of NBA players across various age groups, combining both summary statistics and the shape of the distribution.\n", + "\n", + "### Important Conclusions that Can Be Made from the Above Graph:\n", + "\n", + "- The violin plot visually illustrates the distribution of the data and highlights areas of high density, making it easier to see how weight varies with age.\n", + "- The width of the violin at different weight values indicates the number of players with that specific weight, providing insights into clustering within the data.\n", + "- The central box indicates the interquartile range and median, allowing for a quick comparison of central tendency and spread across different age categories.\n", + "- It effectively identifies multimodal distributions, showcasing how players' weights might vary within certain age groups, revealing trends that might not be apparent in traditional box plots." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "Er2GCCe-RI1I", + "outputId": "6608bd8a-1bcc-46ae-bedf-7efe88ba95a3" + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Violin Plot\n", + "sns.violinplot(x='Age',y='Weight',data=df)\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Weight of Player\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Violin Plot of Age Vs Weight of Player\")\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Count Plot\n", + "\n", + "### Count Plot of Age\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- A count plot is a type of data visualization that displays the frequency of occurrences of each unique value in a categorical variable.\n", + "- In a count plot, each category (e.g., age groups) is represented along the categorical axis, with the height of each bar indicating the number of occurrences for that category.\n", + "- Each bar represents the total count of data points within that specific category, allowing for easy comparison across categories.\n", + "- In the above dataset, we are plotting the count plot for the parameter **age**.\n", + "- The count plot visually conveys the distribution of NBA players across different age categories, allowing for a clear understanding of how many players fall into each age group.\n", + "\n", + "### Important Conclusions that Can Be Made from the Above Graph:\n", + "\n", + "- The count plot provides a straightforward view of the frequency of players in each age category, highlighting which age groups are most and least represented in the dataset.\n", + "- It allows for easy identification of trends, such as whether the number of players increases, decreases, or remains stable across different ages.\n", + "- Gaps in the age distribution can be easily recognized, indicating potential areas where there are fewer players.\n", + "- This plot is particularly useful for understanding the demographic distribution of players in terms of age, making it easier to identify which age groups are more prevalent in the league." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "LBNt3_b2STA0", + "outputId": "a8696c12-66e2-472c-d64e-25f576bef005" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count Plot\n", + "sns.countplot(x=df['Age'])\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Count\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Count Plot of Age of Player\")\n", + "\n", + "# Showing the Plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Swarm Plot\n", + "\n", + "### Swarm Plot of Age and Weight\n", + "\n", + "### Description of the Output/Graph\n", + "\n", + "- A swarm plot is a type of data visualization that displays individual data points, often used to visualize the distribution of a variable across different categories.\n", + "- In a swarm plot, data points are plotted along the categorical axis (e.g., age) with a jittering effect to prevent overlapping and to show the density of the data.\n", + "- Each dot represents an individual data point, allowing for a detailed view of the distribution and frequency of values.\n", + "- In the above dataset, we are plotting the swarm plot between two parameters: weight and age.\n", + "- The swarm plot visually conveys the distribution of weights of NBA players across different age categories, allowing for easier interpretation of clustering and gaps within the data.\n", + "\n", + "### Important Conclusions that Can Be Made from the Above Graph:\n", + "\n", + "- The swarm plot allows for visualizing individual data points, making it easier to identify patterns, clusters, or gaps in the distribution of the data.\n", + "- It highlights the density of data points at certain ages and weights, providing insights into the overall distribution of these parameters.\n", + "- Outliers can be easily identified as isolated points that are distant from the main cluster of data.\n", + "- This plot is particularly useful for comparing distributions between categories while maintaining the integrity of individual data points.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 764 + }, + "id": "ubScW0QRSYfz", + "outputId": "a57178a5-5b3c-47ac-9bbd-5a2ab61735e7" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# To ignore Warnings as swam plot gernates a lot of warnigns\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "# Swarm Plot\n", + "sns.swarmplot(x='Age',y='Weight',data=df,hue=df[\"Position\"])\n", + "\n", + "# Adding x and y labels using matplotlib\n", + "plt.xlabel(\"Age of Player\")\n", + "plt.ylabel(\"Weight of Player\")\n", + "\n", + "# Adding title labels using matplotlib\n", + "plt.title(\"Swarm Plot of Age Vs Weight of Player with Position as Hue parameter\")\n", + "\n", + "# Showing the 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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/20-10-2024/Question.md b/20-10-2024/Question.md new file mode 100644 index 0000000..a660bf5 --- /dev/null +++ b/20-10-2024/Question.md @@ -0,0 +1,33 @@ +### **Question: Memory Allocation in Structures** + +**Difficulty Level:** 🟢 Beginner +**Domain:** Programming Languages (C) + +**Input:** +There is no input required from the user. The program assigns predefined values to the structure members and outputs the calculated sizes using the `sizeof` operator. + +**Description:** +In this task, you are asked to determine the size of the individual members of a structure and the total size of the structure using the `sizeof` operator in C. The structure contains different data types, such as `int`, `float`, and `char[]`, each with its own memory requirements. Additionally, compilers may introduce padding bytes to optimize memory alignment. + +### **Steps:** + +1. **Define the Structure:** + A structure `student` is defined with the following members: + + - `gender`: a character array of size 10 (`char gender[10]`) + - `rollno`: an integer (`int rollno`) + - `marks`: a float (`float marks`) + - `name`: a character array of size 20 (`char name[20]`) + - `address`: a character array of size 30 (`char address[30]`) + +2. **Initialize Structure Members:** + In the `main` function, an object (or instance) of the `student` structure is created, and values are assigned to each of its members. String values are assigned using the `strcpy` function, while integer and float values are directly assigned. + +3. **Print Member Values:** + The values of each member (such as `rollno`, `marks`, `name`, etc.) are printed. + +4. **Calculate Size Using `sizeof`:** + The `sizeof` operator is applied to each structure member to calculate and print the size of each element (e.g., `sizeof(s1.rollno)`, `sizeof(s1.marks)`, etc.). + +5. **Determine Total Structure Size:** + Finally, the `sizeof` operator is applied to the entire structure (`sizeof(s1)`) to determine the total size of the structure, which includes padding added by the compiler.