{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis (EDA) for Crop Recommendation System" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "##importing libraries\n", "import pandas as pd\n", "import numpy as np \n", "import seaborn as sns \n", "import matplotlib.pyplot as plt \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df=pd.read_csv(\"C:\\\\Users\\\\saipr\\\\Crop_Recommendation\\\\data\\\\Crop_recommendation.csv\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NPKtemperaturehumidityphrainfalllabel
090424320.87974482.0027446.502985202.935536rice
185584121.77046280.3196447.038096226.655537rice
260554423.00445982.3207637.840207263.964248rice
374354026.49109680.1583636.980401242.864034rice
478424220.13017581.6048737.628473262.717340rice
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" ], "text/plain": [ " N P K temperature humidity ph rainfall label\n", "0 90 42 43 20.879744 82.002744 6.502985 202.935536 rice\n", "1 85 58 41 21.770462 80.319644 7.038096 226.655537 rice\n", "2 60 55 44 23.004459 82.320763 7.840207 263.964248 rice\n", "3 74 35 40 26.491096 80.158363 6.980401 242.864034 rice\n", "4 78 42 42 20.130175 81.604873 7.628473 262.717340 rice" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "shape of dataset" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2200, 8)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 2200 entries, 0 to 2199\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 N 2200 non-null int64 \n", " 1 P 2200 non-null int64 \n", " 2 K 2200 non-null int64 \n", " 3 temperature 2200 non-null float64\n", " 4 humidity 2200 non-null float64\n", " 5 ph 2200 non-null float64\n", " 6 rainfall 2200 non-null float64\n", " 7 label 2200 non-null object \n", "dtypes: float64(4), int64(3), object(1)\n", "memory usage: 137.6+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stats" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NPKtemperaturehumidityphrainfall
count2200.0000002200.0000002200.0000002200.0000002200.0000002200.0000002200.000000
mean50.55181853.36272748.14909125.61624471.4817796.469480103.463655
std36.91733432.98588350.6479315.06374922.2638120.77393854.958389
min0.0000005.0000005.0000008.82567514.2580403.50475220.211267
25%21.00000028.00000020.00000022.76937560.2619535.97169364.551686
50%37.00000051.00000032.00000025.59869380.4731466.42504594.867624
75%84.25000068.00000049.00000028.56165489.9487716.923643124.267508
max140.000000145.000000205.00000043.67549399.9818769.935091298.560117
\n", "
" ], "text/plain": [ " N P K temperature humidity \\\n", "count 2200.000000 2200.000000 2200.000000 2200.000000 2200.000000 \n", "mean 50.551818 53.362727 48.149091 25.616244 71.481779 \n", "std 36.917334 32.985883 50.647931 5.063749 22.263812 \n", "min 0.000000 5.000000 5.000000 8.825675 14.258040 \n", "25% 21.000000 28.000000 20.000000 22.769375 60.261953 \n", "50% 37.000000 51.000000 32.000000 25.598693 80.473146 \n", "75% 84.250000 68.000000 49.000000 28.561654 89.948771 \n", "max 140.000000 145.000000 205.000000 43.675493 99.981876 \n", "\n", " ph rainfall \n", "count 2200.000000 2200.000000 \n", "mean 6.469480 103.463655 \n", "std 0.773938 54.958389 \n", "min 3.504752 20.211267 \n", "25% 5.971693 64.551686 \n", "50% 6.425045 94.867624 \n", "75% 6.923643 124.267508 \n", "max 9.935091 298.560117 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.duplicated().sum()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "label\n", "rice 100\n", "maize 100\n", "jute 100\n", "cotton 100\n", "coconut 100\n", "papaya 100\n", "orange 100\n", "apple 100\n", "muskmelon 100\n", "watermelon 100\n", "grapes 100\n", "mango 100\n", "banana 100\n", "pomegranate 100\n", "lentil 100\n", "blackgram 100\n", "mungbean 100\n", "mothbeans 100\n", "pigeonpeas 100\n", "kidneybeans 100\n", "chickpea 100\n", "coffee 100\n", "Name: count, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['label'].value_counts()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ ", module='', lineno=0, append=False)>" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import warnings\n", "warnings.filterwarnings" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([0,\n", " 1,\n", " 2,\n", " 3,\n", " 4,\n", " 5,\n", " 6,\n", " 7,\n", " 8,\n", " 9,\n", " 10,\n", " 11,\n", " 12,\n", " 13,\n", " 14,\n", " 15,\n", " 16,\n", " 17,\n", " 18,\n", " 19,\n", " 20,\n", " 21],\n", " [Text(0, 0, 'rice'),\n", " Text(1, 0, 'maize'),\n", " Text(2, 0, 'chickpea'),\n", " Text(3, 0, 'kidneybeans'),\n", " Text(4, 0, 'pigeonpeas'),\n", " Text(5, 0, 'mothbeans'),\n", " Text(6, 0, 'mungbean'),\n", " Text(7, 0, 'blackgram'),\n", " Text(8, 0, 'lentil'),\n", " Text(9, 0, 'pomegranate'),\n", " Text(10, 0, 'banana'),\n", " Text(11, 0, 'mango'),\n", " Text(12, 0, 'grapes'),\n", " Text(13, 0, 'watermelon'),\n", " Text(14, 0, 'muskmelon'),\n", " Text(15, 0, 'apple'),\n", " Text(16, 0, 'orange'),\n", " Text(17, 0, 'papaya'),\n", " Text(18, 0, 'coconut'),\n", " Text(19, 0, 'cotton'),\n", " Text(20, 0, 'jute'),\n", " Text(21, 0, 'coffee')])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "sns.countplot(x=df['label'])\n", "plt.xticks(rotation=45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no imbalence in dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Independent Feature Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nitrogen" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1047093309.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(df['N'])\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XiIgsBgMkolrI9h1vbolVl+8f2FFVrjZVXdpX9O3ilQIUlZZr3R0iIovAAImoFjtPpyMmLlNtDPv0LeEwZW1cHeHt5gidHojL4CgSEVFzYIBEZESn0+OtytGjqVGdEOBlerlHdU+zMQ+JiKg5MEAiMvLt0WScSM6Bh5M9/jiyC8xB58pptrNM1CYiahYMkIiqKS3XYdEPFaNHM4aHoa2bI8xBmI8bpHxlWm4xcrntCBHRdWOARFTNun0XceFygcrpmT4sFObCzcke/l7O6jLzkIiIrh8DJKJKsgLs79tOq8tP3dxFBR3mJMS7oh6SBHhERHR9GCARVfosOh6pOcWqIGRzVuNuLSE+FQFS/GWOIBERXS8GSEQA8ovLsGznOXV59uhwONnbwdx08nZV5ynZRayHRER0nRggEQH4NDoel/NLEOLtinv6BcIceTo7oJ2bI/QAEjI5zUZEdD0YIJHVk1VfH/382+iRvZ35/llIgCcuMFGbiOi6mMQnwdKlSxESEgJnZ2dERkYiJiam3vbr1q1Dt27dVPuIiAhs3ry5xu3r16/HmDFj4O3trTbzPHToUI3bMzMzMWvWLHTt2hUuLi4IDg7G008/jezs7BZ5fWTaVu26gKyCUoT5uuHOPuY5emTARG0iIgsJkNauXYs5c+ZgwYIFOHDgAPr06YOxY8ciLS2t1va7du3C5MmTMX36dBw8eBATJkxQp2PHjlW1yc/Px7Bhw/Dmm2/W+hhJSUnq9M4776j7rVy5Elu2bFGPSdYlp6gUy38+ry7PviVcbUxrzjpVBkiyL1tZuU7r7hARmS0bvezKqSEZMRo0aBCWLFmirut0OgQFBakRnrlz517VfuLEiSoA2rRpU9WxIUOGoG/fvli2bFmNthcuXEBoaKgKpOT2a41K/eEPf1CPbW9/7eXdOTk58PLyUqNOnp6ejXjFZLB6T0KLPG5jVqC9t/U0/r7tDMLbu2PLM8PrDZBaqr/NSf6c/7b5JPJLyvHY8DDMu6271l0iIjIpDf381nQEqaSkBPv378fo0aN/65CtrboeHR1d633kePX2Qkac6mrfUIYfVF3BUXFxsfqhVj+RecsqKMEnv8Spy8+MvsHsR4+ETCkbRpHiOc1GRNRkmgZIGRkZKC8vh5+fX43jcj0lJaXW+8jxxrRvaD/++te/YubMmXW2WbhwoYo4DScZ5SLz9s//xSG3uAzd/D1way9/WArDcn+uZCMiMuMcJK3JSND48ePRo0cPvPLKK3W2mzdvnhplMpwSExNbtZ/UvLILSrFy14Wq0SNbCxg9MujYtiJASrxSoKbciIio8TTdS8HHxwd2dnZITU2tcVyu+/vX/o1ejjemfX1yc3Mxbtw4eHh44Ouvv4aDg0OdbZ2cnNSJLMNnuy8gr3L0aGzPmiOS5k4qgUu8l1tUhuTsInRo46J1l4iIzI6mI0iOjo4YMGAAtm3bVnVMkrTlelRUVK33kePV24utW7fW2b6+kSMpBSB92LhxoyoZQNahsKQcK36tGD16YmRnlbdjSRztbeHvWfH7fCgxS+vuEBGZJc1345Ql/lOnTsXAgQMxePBgvP/++2ol2bRp09TtU6ZMQWBgoMoBErNnz8aIESOwaNEiNTW2Zs0a7Nu3D8uXL69R5yghIUEt5RexsbHqXEaZ5GQIjgoKCvD555/XSLr29fVVo1pkudbtT1RVszu2dcH4iABYoqB2rkjKLsLBhCu4zUJfIxGRRQdIsmw/PT0dL7/8skq0luX4UpPIkIgtgY6sbDMYOnQoVq9ejfnz5+Oll15CeHg4NmzYgF69elW1kREhQ4AlJk2apM6l1pLkGUm9pT179qhjXbp0qdGfuLg4VbSSLFNpuQ4f7ayoeyTL4M25anZ9gtq6Yk9cJkeQiIjMtQ6SuWIdJPOsg/T1wYt4du1h+Lg74pcXb4azQ8NHC82hDpJBem4x3vvxNJzsbXHsL2PhYKGBIBGRRdZBImpNOp0eH/5UsefatBtDGxUcmRtvd0c4O9iiuEyH2JRcrbtDRGR2GCCR1dh+Kg2nU/Pg4WSPh6I6wZLZ2tioaTYheUhERNQ4DJDIKshM8j9+OqsuPzikEzyd6y7pYEmJ2uIg85CIiBqNARJZhb0XruBAQpZaAv/IMOtIwg9qW1H/6DADJCKiRmOARFbhn/+rWLn2+wEd0d7DOmpeGQpEns/IR35xmdbdISIyKwyQyOIlZhbgx5MV1dcfudE6Ro+Eh7ODKhgp61RPJHNzZSKixmCARBbv893x0OmBm8J90KW9B6xJr0AvdX70YrbWXSEiMisMkMiiFZSU4cuYivpFDw+1ntEjg16BFTU+jl1igERE1BgMkMiibTiYhJyiMgS3c8XIru1hbSIqR5COJTFAIiJqDAZIZNFL+z/bHa8uT4nqBDvZ4t5KA6SzaXlqNI2IiBqGARJZrMMXs3EyOUdttyGr16xRe09n+Ho4qRws+VkQEVHDMEAii/Vl5d5p4yMC0MbVEdbKMIrERG0iooZjgEQWKbeoFP89kqQuTxpc9+a11rSS7VgSR5CIiBqKARJZpI2Hk1BQUo7Ovm4YFNIW1qwqUZsr2YiIGowBElkkw9L+yYODYWNjfcnZtS31P5OWh6LScq27Q0RkFhggkcWRZORjl3LgYGeDe/pbZ3J2dVJN28fdEeU6PStqExE1EAMksjhfH7ykzm/u1h7t3Kw3OdtARtAMeUjHOc1GRNQgDJDIouj0enxzqCJA4uhRLSvZGCARETUIAySyKOfS85CaU4w2rg4YZYWVs+vSs4MhQOIUGxFRQzBAIotyKCFLnd/eOwCO9vz1NojoWBEgnUnNZaI2EVED8BOELEZxWXnVnmN39+P0WnUdvJxVPlaZTo/YlFytu0NEZPIYIJHFOJmci9JyPTp5u6J/cButu2OyidrMQyIiujYGSGQxDIUQ7+jdweprH9WmV4eKekgsGElEdG0MkMgiFJeW43RqxdTRbREBWnfHJHElGxFRwzFAIotwMiVX5ddIQcTuAR5ad8ckGabYJJCUfC0iIqqbfT23EZkNw7SRBAFfxiRq3R2T1LGtiyp/kFVQqhK1e3dknhYRUV04gkQWNb1mmEaiOhK1K+shnUhiPSQiovowQCKzd6pyes3bzVHtO0Z161GZqH2cARIRUb0YIJHZO165AauMHnH1Wv16VgZI3LSWiKh+DJDIrJWV61R1aNE9oOLDn+rWo/JndDI5BzqdXuvuEBGZLAZIZNbiMvJRXKaDh5M9Atu6aN0dkxfq4wYne1sUlJQjPrNA6+4QEZkskwiQli5dipCQEDg7OyMyMhIxMTH1tl+3bh26deum2kdERGDz5s01bl+/fj3GjBkDb29vNeVy6NChqx6jqKgITz75pGrj7u6Oe++9F6mpqc3+2qjll/eLbgEesOX02jXZ29mim39FGYTjlduyEBGRCQZIa9euxZw5c7BgwQIcOHAAffr0wdixY5GWllZr+127dmHy5MmYPn06Dh48iAkTJqjTsWPHqtrk5+dj2LBhePPNN+t83meffRb//e9/VbC1c+dOJCUl4Z577mmR10gtQ6/X41RlLk13f06vNVQPrmQjIromG718yjTS+fPnERYWhuYgI0aDBg3CkiVL1HWdToegoCDMmjULc+fOvar9xIkTVQC0adOmqmNDhgxB3759sWzZshptL1y4gNDQUBVIye0G2dnZ8PX1xerVq/H73/9eHTt16hS6d++O6Oho9XjGiouL1ckgJydH9VMey9OTH85NsXpPwnXdPzm7EB9sPwsHOxvMH98DDnaax/sm54HI4KuOfbY7Hn/ecAwju/pi5bTBmvSLiEgr8vnt5eV1zc/vJn2idOnSBaNGjcLnn3+upqqaqqSkBPv378fo0aN/65CtrbougUpt5Hj19kJGnOpqXxt5ztLS0hqPI1N2wcHBdT7OwoUL1Q/UcJLgiLQlicaii687g6MmJGpzBImIqG5N+lSRqbDevXurqTF/f3889thj18wbqk1GRgbKy8vh5+dX47hcT0lJqfU+crwx7et6DEdHR7Rp06bBjzNv3jwVbRpOiYms1mwK9Y8EV681juQgSbpWWm4x0nN/GxUlIqLrDJBkuurvf/+7ytv55JNPkJycrHJ+evXqhXfffRfp6emwNE5OTmoorvqJtJNfXIZLVwrV5Rv8uPdaY7g52avVbIL1kIiIandd8xL29vYqsVkSnSUh+uzZs3j++efV9NOUKVNU4FQfHx8f2NnZXbV6TK7LyFRt5Hhj2tf1GDK9l5WVdV2PQ9o5m5YHSZ6TytmeLg5ad8fscJqNiKgFA6R9+/bhj3/8IwICAtTIkQRH586dw9atW9Xo0l133VXv/WWaa8CAAdi2bVvVMUnSlutRUVG13keOV28v5Pnqal8beU4HB4cajxMbG4uEhIRGPQ5px7D3Wrifu9ZdMestRziCRERUO3s0gQRDK1asUEHFbbfdhk8//VSdS4K1kJVjK1euVLWNrkXymKZOnYqBAwdi8ODBeP/999UqtWnTpqnbZSQqMDBQJUmL2bNnY8SIEVi0aBHGjx+PNWvWqEBt+fLlVY+ZmZmpgh0J0oT0U8jokJwkyVrKBMhzt2vXTk2Xyao5CY5qW8FGpkUWXsoIkuD0WtP0rFzqz1pIRETNGCB9+OGHeOSRR/Dwww+r0aPatG/fHv/617+u+ViybF9yll5++WWVIC35TVu2bKlKxJZAxxB4iaFDh6rl+fPnz8dLL72E8PBwbNiwQeU/GWzcuLEqwBKTJk1S51Jr6ZVXXlGX33vvPfW4UiBSlu/LSrh//OMfTflxUCtLySlCbnGZWt7fqZ2r1t0x6yk2qUReUFIGV8cm/VdARGSxmlQHSeoLyZL46oGLkIeS1V1ym6VraB0Fav46SDtPp+P74yno6ueBqUOvPUppzWqrg2Qw6PUf1Sq29X8civ7BbVu1X0REFlkHqXPnzmqJvjGZ2pLpNaKWZNic9gbmH10XJmoTEaF5A6S6Bp3y8vLU/mhELaWkTIf4yxWbrIYz/+i69KxM1D7OAImI6CqNSjyQpGYhG8BKzpCr62/5H1Lwcc+ePTW29CBqbhcu56Ncr0cbVwd4uzlq3R2zxpVsRETNFCDJnmaGEaSjR4+qZfoGclk2mpWl/kQt5Xx6xeq1zj7uKlCn659ikw1/y8p1sOd2LURETQuQduzYoc5lhZhU0mZyMrW2c+n56jzMt6ISNDVdiLcbXB3tUFBSrkbmurTnlCURkUGTvjJKDSQGR9TaCkvKkZRVsb1ImC8TtK+Xra1N1T52zEMiImriCJJsKSLFHyUwksv1Wb9+fUMflqjBZJRDlgf4uDvCi9uLNNs02/74K2ol2119A7XuDhGR+QVIUjPAkPMhl4la27nK/COOHjUfJmoTEV1ngCTTarVdJmot5w35R5U70VPzLfWXESRZfMHEdyKi68hBKiwsREFBRS0aER8fr/ZQ++GHH5rycETXlFdcprYYERxBaj6yl52drQ0u55cgNadY6+4QEZl3gHTXXXepDWpFVlaW2mRWNo+V47JPG1Fzkz3DhJ+nE9yduG9Yc3F2sEPnyhWBJ5K5cS0R0XUFSAcOHMBNN92kLv/nP/+Bv7+/GkWSoGnx4sVNeUiiel2oDJBCOb3W7LjlCBFRMwVIMr3m4VFRM0Wm1WRVm2xcO2TIEBUoEbXECjZD7R5qXj07VCy6YKI2EdF1BkhdunTBhg0bkJiYiO+//x5jxoxRx9PS0lgfiZpdUWk5UrIr8o8YILXcSjbWQiIius4ASfZhky1FQkJCEBkZiaioqKrRpH79+jXlIYnqJJvTSv2jdm6O8GT9o2ZnKBYpP+fcolKtu0NEZBKalO36+9//HsOGDUNycrLaf83glltuwd13392c/SPi9FoLk8AzwMsZydlFOJWSi0Eh7bTuEhGR5pq8HEgSs+VUnaxmI2q5AMlV665YdD0kCZAkUZsBEhFREwOk/Px8vPHGG9i2bZvKO9LpdDVuP3/+fHP1j6xcabkOF69U7L8WwhVsLbqS7ceTaTiexKX+RERNDpAeffRR7Ny5Ew899BACAgJYfZdajARH5Tq9qn3k7eaodXcsFrccISJqhgDpu+++w7fffosbb7yxKXcnarD4atNrDMRbfqn/6ZQ8NWrnYNek9RtERBajSf8Ltm3bFu3aMU+BWp6srBKdmKDdojq2dYGHkz1KynVVmwITEVmzJgVIf/3rX9VS/+r7sRE1N9k8NSHTECAxQbslyehcd0M9pEucZiMiatIUm+y7du7cOfj5+alaSA4ODldtRUJ0vTLySlBYWg4HOxsEeLlo3R2rSNSOictUeUj3at0ZIiJzDJAmTJjQ/D0hMpKQWZF/FNjGRe04Ty2/1F9wTzYioiYGSAsWLGj+nhAZMUyvBbfj9Fprr2ST6U0mxRORNWvyUpWsrCz885//xLx585CZmVk1tXbp0qXm7B9ZMQZIrSu8vYeazswuLMWlrIraU0RE1qpJI0hHjhzB6NGj4eXlhQsXLmDGjBlqVdv69euRkJCATz/9tPl7Sla3QW1aTrG6HMQAqVU42tuiS3sPnEzOUdNsHdvy505E1qtJI0hz5szBww8/jDNnzsDZ2bnq+G233Yaff/65OftHViox87cNaj2cuUFtq+chsWAkEVm5JgVIe/fuxWOPPXbV8cDAQKSkpDRHv8jKcXpNu5VsgonaRGTtmhQgOTk5ISfn6v9AT58+DV9f3+boF1k5Q4DE6TVtErWPM0AiIivXpADpzjvvxKuvvorS0lJ1XVa7SO7Riy++iHvvbXwFlaVLl6p6SjJdFxkZiZiYmHrbr1u3Dt26dVPtIyIisHnz5hq3ywocKWQp+8S5uLiofCmZDjQO5u666y74+PjA09MTw4YNw44dOxrdd2p+Or0eiVc4gqRlgCRJ2tkFFX/fRETWyLaphSLz8vLUaFFhYSFGjBiBLl26wMPDA6+//nqjHmvt2rUqp0lKB8gquD59+mDs2LFIS0urtf2uXbswefJkTJ8+HQcPHlQ1meR07NixqjZvvfUWFi9ejGXLlmHPnj1wc3NTj1lUVFTV5vbbb0dZWRm2b9+O/fv3q+eVY5wi1N7lvBIUlepgb2sDf8/fctyo5Xk6OyCoXUVRTuYhEZE1s9HLcEsT/frrrzh8+LAKlvr3769GahpLRowGDRqEJUuWqOs6nQ5BQUGYNWsW5s6de1X7iRMnIj8/H5s2bao6NmTIEPTt21cFRPJyOnTogOeeew7PP/+8uj07O1tV/V65ciUmTZqEjIwMFdxJQvlNN92k2uTm5qqRpK1btzbodcgUo6zik8eW+1Hjrd6TUOvxgwlXsG7/RTV69PiIzq3eL0vyQGRwo+/z2Gf78P3xVMwf3x2P3hTWIv0iItJKQz+/Gz2CJAHMJ598okZbJFH7ww8/xC+//IKkpCQVnDRGSUmJGr2pHpDY2tqq69HR0bXeR44bBzAyOmRoHxcXp0aBqreRH4QEYoY23t7e6Nq1qypHIMGWjCR99NFHaN++PQYMGFDr8xYXF6sfavUTtYzEKxU1eILacnsRLUQEeqnzo5eyte4KEZFmGhUgSQAk+UePPvqoKggp+T89e/ZEfHy8WvZ/9913N+rJZSSnvLxcje5UJ9frmuqS4/W1N5zX10Zypn788Uc1RSfTgpLL9O6772LLli1o27Ztrc+7cOFCFWgZTjLKRS3jYmX+UUfmH2milyFAusgAiYisV6MKRcoUlUxLbdu2DaNGjapxm+TySC6QjMpMmTIFpkwCvSeffFKNGP3vf/9TidxSFfyOO+5QJQwkuduYVAyXXCkDGUFikNT8ysp1SM6uyBULYqFCTUeQzmfkI7eolHWoTHQqWovpVyJr0qgRpC+//BIvvfTSVcGRuPnmm1XO0BdffNHgx5MVZHZ2dkhNTa1xXK77+/vXeh85Xl97w3l9bSSYkxymNWvW4MYbb1T5U//4xz9UoLRq1ao6SxvIXGX1EzU/CY7KdXq4OtqhrSs/mLXg7e6kNggWXO5PRNbKtrFbjIwbN67O22+99VaVtN1Qjo6OKudHRqSq5zjJ9aioqFrvI8ertxeSWG1oHxoaqgKh6m1ktEdWsxnaFBQUVOU7VSfX5flJ++k1GT3iZqna6RVY8QXgGPOQiMhKNSpAkk1pjXN7qpPbrly50qgOyLTVxx9/rEZuTp48iSeeeEIlTk+bNk3dLtN1Mr1lMHv2bJUrJKUGTp06hVdeeQX79u3DU089pW6XD9VnnnkGr732GjZu3IijR4+qx5CVbTIFKCRQklyjqVOnqoBOaiL96U9/Ugne48ePb1T/qWUStDsyQdskptmOMA+JiKxUo3KQJKHa3r7uu8h0mawIawxZtp+enq4KO0oStSzXlwDIEIhJAcrqIz1Dhw7F6tWrMX/+fDXdFx4ejg0bNqBXr15VbV544QUVZM2cORNZWVmqCKQ8pmHfOJnak+v/93//p6YGpeClJJt/8803qh4SmUCCNvOPTCJRmyNIRGStGlUHSQIVmUaTfJy6lsJL4CGBlKVjHaTmTz4tLCnHX789oS7/323d4ebUqPidmjER93JeMQa89qO6fPSVMUzU1hCTtIm0+fxu1CeQTEldi6mvYCPTJdtbCEnOZnCkfaJ2By9nJGUXqUTtIWHeWneJiKhVNepTaMWKFS3XE7J6SZUBkmEFFWk/zSYBktRDYoBERNamSXuxEbXkCBIDJNPQu2NlojbzkIjICjFAIpNhCJA6cAWbSejdsY06P3IxS+uuEBG1OgZIZBIkQTszv0RdDvRigGQK+lQGSPGXC6reGyIia8FMWDIJSdkVo0dtXB3gygRtk1kB5ePuiIy8Evz9xzPo6u9R4zaugiIiS8YRJDIJTNA2TYZ6VIb6VERE1oIBEpkEJmibJkNF84uVFc6JiKwFAyQyqRGkDgyQTIrsiScSrxSgETVliYjMHgMk0lxRabnKcxEMkExLgJcz7GxsUFBSjisFpVp3h4io1TBAIpNJ0PZycYA7E7RNir2dLQLaOFeNIhERWQsGSKS5pKwidc78IxNP1M5kgERE1oMBEplQ/lHFSAWZlqDKRO1EJmoTkRXhfAZp7lLlBy9HkEw7UVsC2TKdDva2/F5l6nKLStX7lVtUhvziMkh6vYOdLVwc7eDj7gRfdyetu0hk8hggkaaKVYJ2sbrMBG3T5O3uCFdHO5WoLdOhwe0qAiYyHbLCMCGzAIcvZuFUSi6yGpBQ/+99iYjq7I1burdHVJi3yjcjot8wQCJNJWcXqW+3ns728HB20Lo7VAsbGxsVFMkHb8LlfAZIJkSn1+PIxWzsiE1Dem7FFw1hA8DXwwltXR3h5mQHWxsblJTrkFdUpr6Q5BSVITY1V51W7rqgRpUm9O2Ah6I6oZO3m6avichUMEAi09iglqNHJk0+NCVAis8swDCtO0PK+fQ8fHM4qSowcrS3Rc8AT/Tu6KXeL2cHuzrvm1dcpoqA/u9MOrYcS1FB0z9/icO/fo3DLd3a48lRXdAvuG0rvhoi08MAiTTFLUbMQ6fKUSPZuFamc2RUibSrG7b5aDL2xV9R110c7DAs3EdNk9UXFFUn5TRuiwhQp1fv6oWfT6fjs93x+Ck2HT+eTFOnkV198eK4buge4NnCr4jINDFAIk1xixHzENjWRRWMlJEHKRjZzs1R6y5ZpZScInyxOx6X8ysKqw4ObYdxPf0bHBjVt5HxmB7+6B/UFjtPp+Ng4hUVLO2MTUdkWDuM7u4HV8eGfVxwE2OyFAyQSDMlZbqq6QFOsZk2WQElZRhkqX/85XwGSBo4cjELXx24iNJyvSqqev/AIIT6NG++kI+HE+4d0FGNHn1/IhXHLmVj9/lMlef0ux5+GBTSTuUzEVkDLlsgzSRnF6oEbQ8ne3i6MEHb1BmSdyUPiVrXrnMZWLM3UQVHXdq746lRXZo9OKrO290JDwwOxvRhoWjv4aRWMH5zKAkf/nROjWIRWQMGSKQZJmibF8PqtYTLDJBai+R7bT2Rgk1HktX1IWHeeHhoCNxaaUuezr7umHVzOG7vHQBnB1v1N7t0x1mVsyQr6IgsGQMk0nyLEQZI5qGTd0WAlJpThMKScq27YxXe23oaO2LT1WWZ4rqjd0CrT3HZ2dpgaGcfPDP6BnTz90C5To8tx1Ow/OfzVTXMiCwRAyTSDFewmRepUyW5RzJuEJ+Zr3V3LJ6M1CzeflZdHh8RgFFd22u6etDT2QEPDemEe/sHwsneVhWm/GD7GcTEZaqRLiJLwwCJNFuqnJZbuUlt5V5fZPrCKvNe4tIZILWkL/bE4+3vY9VlWaV2YxcfmAIJ0AZ0aoenbwlHmK+byonacOgS1u5LVFXxiSwJAyTSxMnkHOj0ULkUUkWbzIN8KIrzGQyQWsq2k6n484Zj6rIEIsNv8IWpkQrdj9wYqoI3WxtZYZeNJTvOqoUXRJaCARJpQpYPi8A2ziw6aEZCfdyrpkezC6+93xc1ztGL2Xhq9UH15eG+AR3x7OhwmCrJhZLgbcZNYarsgNRmklVuUl+JU25kCRggkSaOVgZITNA2L/JB6F2Zh7Q3LlPr7lgUqQk287N9KCwtx03hPvjbPRFm8eVByj/MGtUFXf08UKbT46Wvj6qT1DkjMmcMkEgTRy/lqHMmaJvvNNvu85e17orFkGDiic/3q82b5ee79MH+qjinuXB1slcb3Y7t6Q+J6b6MScTkj3dX5RkSmSPz+Qski0rQPpOaqy4zQDI/YZXTbLvjGCA1l7/897jaW02Kpn48ZaBaMWZuZMptxA2+WPHwIHg422N//BXc+cGvqgI4kTkyiQBp6dKlCAkJgbOzMyIjIxETE1Nv+3Xr1qFbt26qfUREBDZv3lzjdpn/fvnllxEQEAAXFxeMHj0aZ86cuepxvv32W/V80qZt27aYMGFCs782ulpsSq4aind1tFNTNmReQitHkI4n5SC7gHlI1+u/h5PwxZ4ENfKyeHI/VZzRnI3s2h7fPHkjOvu6qarbv18WjW8OXdK6W0TmFyCtXbsWc+bMwYIFC3DgwAH06dMHY8eORVpaWq3td+3ahcmTJ2P69Ok4ePCgCmrkdOxYxaoP8dZbb2Hx4sVYtmwZ9uzZAzc3N/WYRUW/Dfd+9dVXeOihhzBt2jQcPnwYv/76Kx544IFWec3WzpB/JKNH5pBjQTXJ6IaPuxMkD3cPR5Gui+xrN2/9UXX5jyM7Y1S39rAEYb7u+PrJG3Fzt/Zq+nD2mkNYtvMck7fJrNjoNf6NlRGcQYMGYcmSJeq6TqdDUFAQZs2ahblz517VfuLEicjPz8emTZuqjg0ZMgR9+/ZVAZG8nA4dOuC5557D888/r27Pzs6Gn58fVq5ciUmTJqGsrEyNWP3lL39RgVZT5OTkwMvLSz22p6dnk1+/NZq3/ojKUZDheMlZIPMjIwJ74jIxJaoTXr2rl9bdMUvFZeX4/YfR6gvDwE5tsWbmENjXknckq8LMyQORwVWXper269+exCe/xqnr8vuy4I6eqjo3kVYa+vmt6QhSSUkJ9u/fr6bAqjpka6uuR0dH13ofOV69vZDRIUP7uLg4pKSk1GgjPwgJxAxtZKTq0qVL6rn69eunpuJuvfXWGqNQxoqLi9UPtfqJmoYr2MzfDX4e6nzn6YptMKjx3vwuVv0ttHF1UFNrtQVH5k4CoZfv6IH547urKcRPo+Px+Of7uVUNmQVN/yIzMjJQXl6uRneqk+sS5NRGjtfX3nBeX5vz58+r81deeQXz589Xo1GSgzRy5EhkZta+dHnhwoUq0DKcZJSLmvatWXKQBBO0zbuitoOdDeIvFyCORSMb7ccTqVWjKm//vo/Ff1l49KYwLJncH472tth6IhUP/HM389fI5FneV5YGkGk88X//93+49957MWDAAKxYsULlw0gCeG3mzZunhuMMp8TExFbutWU4nZKntieQ5Oy2rkzQNldODnYYFNJOXd4ZW3u+INVOimw+/5/D6rJUo5ZNaK3B+N4B+OLRSPW3fzAhS5UByMwv0bpbRKYZIPn4+MDOzg6pqak1jst1f//ac1PkeH3tDef1tZEpNdGjR4+q252cnBAWFoaEhNrn++V2mausfqLGO5ZUMb0WEejFBG0zJzlkgtNsDVdWrsPTXx5EVkGp+ht48dausCYSVP/7sSj4uDviRHIOJi/frQpkEpkiTQMkR0dHNXqzbdu2GqM7cj0qKqrW+8jx6u3F1q1bq9qHhoaqQKh6G8kXktVshjbynBLwxMZWbAYpSktLceHCBXTq1KnZXyddnX/UM5ABprkb0bUiQIo+f1nVtqJre//HM6rekbuTPZY80A9O9nawNl39PbBmZhTaezghNjUXk5ZHIzWHBSXJ9Gg+xSZL/D/++GOsWrUKJ0+exBNPPKFWqcnyezFlyhQ1vWUwe/ZsbNmyBYsWLcKpU6dUHtG+ffvw1FNPqdtlVOKZZ57Ba6+9ho0bN+Lo0aPqMWRlm6HOkYz+PP7446q0wA8//KACJXlecd9992nyc7C2Pdjk2zOZN9lawt/TGUWlOsRw25Fr+uVMBpb+dFZdXnhPhNqiw1p1ae+OtY9FIcDLGefS8zHxo2g19UhkSjTfRl2W7aenp6vCjpJELcv1JQAyJFnLlJesNjMYOnQoVq9erZKrX3rpJYSHh2PDhg3o1eu3pcYvvPCCCrJmzpyJrKwsDBs2TD2mFJY0ePvtt2Fvb69qIRUWFqpVbtu3b1fJ2tQypB7KqeTcqgDp17OsoWPO5MuITLOt3ZeIn2LTTXLXeVMh00jPrD2kakdNHhyEO/p0gLUL9XFT022Si3ThcgEe+Hg31j0+FL4eTlp3jcg06iCZK9ZBarzjSdkYv/gXtQ3BkQVjVC0kMl9S72bLsWQ8/vkBBLVzwc9/GsW8slrodHpMXRGD/53JUKNuG568ES6ODZ9aM+c6SA1xKasQ9y+LVufd/D2wdmYUvLiAg0zg81vzESSyvum1Xh2YoG0pZNTI2cEWiZmFauuRXlY6dVpfEPNTbJoKjqQswrhe/vj6ILfdqE7Kfcjqtvs+isaplFw8vDIGqx8d0qggksgic5DI+hK0Izpa54eoJXJ1tMfIGyq2x9hyrPbaZda+lciPJytW1N7RuwP8PH+b5qffhPi44fPpkapoppQAeHrNQVWFm0hLHEGiVnPsUkX1cWsdZbBUt0b4Y8vxFHx3LBnPj7WuZev1KSgpw5q9iZDP+b5BbTCgk3XkN17PlODEgUH41y9xqpjkg//crYLK6qPNjZ2+I7oeHEGiVqv/cjK5MkDqwJwtSyIbkjra2arVSGdSK5LwrZ2kdn61/yKyC0vh7eaIu/rU/KCn2snKvvsGBkF+UrvPZ6oSEkRa4QgStYozaXkoLtOp+i8hVry82RJ5ODtgWLgPtp9Kw3fHUhBeuU+bNfv5TAZOpuSqvcgmDw5WlcepYWSFa1Yvf/W7tPloMtp7OKuyAC2ZsM6RKaoNR5CodQtEdvCELXfytjiSfCzkA83anU3Lww/HK/Kxbu8dYPH7rLWEYV180C+ojZqe/DImAZfzWG2bWh8DJGoVxw0r2Jh/ZJHG9PBTq7RkFZJhKtUaXSkowZq9CZD0Ysk5Gly5Xx01jkxHTugXiKC2LigsLcfqmASUllfsoUnUWhggUeuuYGOAZJHauDpidPeK4q7r9l2ENZIP8C/2xKOgpFwtXb+TeUfXxcHOFg9GdoKbox2Ss4vw38NJWneJrAwDJGqVBG3ZmFJwBMly3TewozrfcOiSqppubUnZGw8lISmrCK6OdiqnRT7g6fp4ujhg4qBglbQte9jtj7+idZfIivAvmFrc+Yx8tV+XfBMM82GCtqUaHu6rNiDNzC/B9lMVtX+sxZ64TOxPuKI+yCcNCkZbV0etu2QxJEH7lu4VtbY2Hr6EjFzmI1HrYIBELe7oxYrptR5M0LZo9na2uKd/R6ubZtsRm4ZNRyqmf8b09K9acUXNZ2TX9urLVWm5Xu39xyKS1BoYIFGr5R9xes16ptkkaEjNKYI17C/41BcH1Gqr/sFtMDzcR+suWSRbGxv8fkBHuDjYqT3bDNXJiVoSAyRqtT3YmKBt+Tr7uquVWxIwrNx1AZa+jci0FXuRX1KOMF83teqKSdktuxBAfsbi59PpSMgs0LpLZOFYKJJalAyFGxK0GSBZh0dvCkXMhUx8vjseT47qooqDNkZL7l7fXAUBk7ML8eA/9yAttxhd/Txw/8Ag2Nvy+2ZLk/9DTgW1wcHELFWp/KmbuzAZnloMf7OoRcVl5KllzzI0HubL3AxrIMv9ZUQlt6gMa2JaLtjRSlpOEf7wzz24eKUQId6u+OzRwdx5vhWN7x0ADyd7pOcVq+rtRC2FARK1Sv6RJGjLtgtk+SQRf8ZNYeryJ7/EWVSBv4tXCnDfR9Fq37kOXs74/NFItRUGtR5XR3vc1fe3qbZLVwq17hJZKAZI1KKOVK5g4/Sadbm7XyB83J2QlF2k6gNZgrNpubhvWTTiLxcgqJ0L1j4WhY5tXbXullWSL1y9O3qpiuVSd0un56o2an4MkKhVAiT5z4ysh7ODHaYPC1WXF/0Qi8KScpgzGam4+x+7VEXnzr5uWPfYUAS1Y3CkpfERAXB2sFWr2nafv6x1d8gCMUCiFq2gLcugRe+ObbTuDrWyaTeGqC03ZBTp4/+dh7lWyJZpwmkr96qcqkEhbfHvx6Lg78VpNa15ODtgbM+KTZK3nkhFdmGp1l0iC8MAiVrM6dQ8VUFbEipZQds6R5FevLWbuvzhT+fMri7SlfwSzPh0P17ddEKtxrynf6DKOfJ2d9K6a1RpUEg7taFtcZkO3x1L1ro7ZGEYIFGLOXIxq6pAJCtoW6c7egeoAoqyI/tr356EuYwafXc0GWPf/1kVJHS0s8Urd/TAovv6wMmeq9VMrYDknX0D1RYvMp3P2kjUnBggUYs5XBkg9Qni9Jq1ksKJC+7oCYmPZTf29QdMewuS8+l5mPHpPjzxxQFV40jKFXz95FA8fGMoi0CaKJnG7R/cVl3+9kiSCnCJmgMDJGoxhxMr8o/6MEHbqkmAPPuWG9TlP284hriMfJiaxMwCzFt/FL97T0aN0uBgZ4Onb+6CzU/fhJ4d+Ptr6n7X00+N9CVeKaxaGEJ0vRggUYsoKi1HbGquutybI0hWTyoeR4a2U9tyPPnFAeQWaZ9QKyMN++MzMevLgxj5zk/4MiZB5RqN7t5eBUZzxnRVeVRk+jydHTD8Bl91ecvxFIuqvUXa4VYj1CKOJ+WoDxsfd0dVUI+smxQJfX9SX4xf/Ivaekb2MFv1yGC4NXIbkuYgI1ibjybjqwMXcT79t9GsYV18MHt0uEr8JfNzU7gP9l7IVKvZfjmbgVFd22vdJTJzDJCoRRO0ZXk/czdIBHi54NNHBuOBj3djX/wVtXT+44cGwsvVoUWfV0YTLlzOx9m0PHwafQGnUipGNoVsgSNbVzxyY6gqPkjmS/Zkk2X//96XiJ2x6RjQqa0aWSJqKgZI1CJYIJJqIysaP5seqfYyi4nLxK1//xnvT+qHwaHNN2pTXFqOi1mFakVTXHq+Co7KdPoao1lDO3vj9t4BGN+7Q6M30yXTJfmO0ecyVC6S1Ea6t39HrbtEZoz/M1CLOJxYuYKNBSKplqTtL2cOwVOrD+DC5QJMWh6tPsgeGxGGLu09GvVYssXE5bwSFQxJorWcS70l43VMns726rGnDu2E4eG+aOvm2KyviUyDjFZLhe1lP5/HgfgruLGLD/w9OcVPTcMAiZqd5ACcr1ypxBEkqmskadPTN2HBN8dVLtC6/RUnqVTt6eKAoLau8HJxgKujnQp2JJ8tv7hMVbNOzy1WQZAsw0/LLUJp+dXLutvIY7RzRSdvV3TxdYevh5P68DRsckqWK9jbDb06eOJYUg5+PJGKPwzppHWXyEwxQKJmd+xSxfRax7YurDpMdZKprUX398GDQ4Kx7Kdz+OFEKvZeuNLox7G3tVG1cILbuaqgSM4lyCLrdUt3P7VQRBYEXLpSiMC2Llp3icyQSSzzX7p0KUJCQuDs7IzIyEjExMTU237dunXo1q2bah8REYHNmzdftXz35ZdfRkBAAFxcXDB69GicOXOm1scqLi5G37591bfLQ4cONevrgrUXiOT0GjWAFPlbPmUg/vfCKPzt7gg1uuTn6aQSqIVNZd6QTJNJIBQR6KWW4j8wOBhzRt+gClE+NqIzbo0IUPdlcER+ns7oW1leZOvJFK27Q2ZK8xGktWvXYs6cOVi2bJkKjt5//32MHTsWsbGxaN/+6mWau3btwuTJk7Fw4ULcfvvtWL16NSZMmIADBw6gV69eqs1bb72FxYsXY9WqVQgNDcWf//xn9ZgnTpxQQVV1L7zwAjp06IDDhw+32mu2dEcqC0Ryeo0aQ0Z/HogMvurLDldBUlPc3K29+rIme0JeyMhHCPeDpEay0Wtcl12CokGDBmHJkiXquk6nQ1BQEGbNmoW5c+de1X7ixInIz8/Hpk2bqo4NGTJEjQJJkCUvRwKe5557Ds8//7y6PTs7G35+fli5ciUmTZpUdb/vvvtOBWdfffUVevbsiYMHD6rHaYicnBx4eXmpx/b05PLg6oYu3KZ2cP9yxhBEdfaus93qPQmt2i9qXsbBTHPh7wU1l68PXlK1kUJ93PDosLq3i2mp32UyTQ39/NZ0iq2kpAT79+9XU2BVHbK1Vdejo6NrvY8cr95eyOiQoX1cXBxSUlJqtJEfhARi1R8zNTUVM2bMwGeffQZXV9dr9lWm4uSHWv1EV5OkWQmO5P+hCI4gEZGGRnX1VdOzUhz0XLWioEQNoWmAlJGRgfLycjW6U51clyCnNnK8vvaG8/rayCjTww8/jMcffxwDBw5sUF9lSk8CLcNJRrmo7uk1WTnE+jJEpKU2ro5qixux9UQKN7Il80vSbm0ffPABcnNzMW/evAbfR9rKcJzhlJiY2KJ9tIQK2kREWhtxg6/afFiKR1avok5k0gGSj48P7Ozs1HRXdXLd39+/1vvI8fraG87ra7N9+3Y13ebk5AR7e3t06dJFHZfRpKlTp9b6vNJW5iqrn+hqhysraPcJ4vQaEWnPw9kBQzv7qMvbTqZyFInMI0BydHTEgAEDsG3btqpjkqQt16Oiomq9jxyv3l5s3bq1qr2sWpNAqHobyRfas2dPVRtZ4Sar1mRZv5wMZQJkRd3rr7/eIq/VGsh/PBxBIiJTIxsRO9rbqvxIjiJRQ2meJCKryGTURkZvBg8erJb5yyq1adOmqdunTJmCwMBAlQMkZs+ejREjRmDRokUYP3481qxZg3379mH58uXqdlml8Mwzz+C1115DeHh41TJ/Wdkm5QBEcHDNFQvu7u7qvHPnzujYkXv3NFX85QJcKSiFo50tugc0bssIIqKW4uZkj6gwb+w8na5Gkbr5e7B8BJl+gCTL9tPT01VhR0milmX2W7ZsqUqyTkhIUCvbDIYOHapqH82fPx8vvfSSCoI2bNhQVQPJUNtIgqyZM2ciKysLw4YNU49pXAOJmteBhIoqyL0CPeFkX1Hkj4jIVEaRos9frhpF6h7ANAky8TpI5op1kK72f18fxRd7ElS9kfm397hme9a7MW+sg0Tm5vvjKWoUqUMbZzw5skvVKBLrIFmXHHOog0SW5UBCRf5R/05tte4KEVHtuUh2tkjKYi4SXRsDJGoWecVliE2pKJ45gAESEZlqLlJldf9tp7iijerHAImaxeHELOj0UJuJykaRRESmPooUy1EkqgcDJGoWB+IrErT7BXN5PxGZ9ijSkDDDKFIaR5GoTgyQqFnsr1zBxuk1IjJ1w8IrRpEuZRVyFInqxACJrptOp8dBQ4J2MAMkIjJtsk/kkLCKPdo4ikR1YYBE1+18Rj6yC0vhZC8FIlnygIhM37Dwij3aZBRpR2ya1t0hE8QAia7bvguZ6rxPxzaqnD8RkTmMIkl1bfH+j2c4ikRX4acZXbeYygBpcGjFkDURkTmNIh25mM1RJLoKAyS6bjFxFQHSIAZIRGR2uUgcRaLaMUCi65KUVYiLVwpha8MVbERkfm4K94WLg50aRfopNl3r7pAJYYBE12Vv5fRazw5e6tsYEZE5kf+3pkR1Upff//E0R5GoCgMkap7ptRBOrxGReZoxPEyNIh3mKBJVwwCJmiVAYoI2EZkrH3cnPGQYRdrGXCSqwACJmuxKfgnOpOWpy4NCmH9EROZr5vAwODvYqn0lfzrNUSRigETNkH/Upb07vN2dtO4OEdH1jSINMeQicRSJGCDRddjD/CMisiAzh3fmKBJVYYBETfbr2Qx1HtW5oo4IEZE58/X4bRTp7xxFsnpcl01NcjmvGKcqd8EeygDJKq3ek6B1F4haZBTps93xOJSYhZ2n0zGya3utu0Qa4QgSNUn0+cvqvJu/h5q7JyKylFGkP0QyF4kYIFET/Xq2IkAa2tlH664QETWrmSMqVrTJKNLPZypSCcj6MECiJok+V/GfBqfXiMjStPdwrjaKxOra1ooBEjXapaxCXLhcADtbG0SGcQUbEVnmKJKTvS0OJnAUyVoxQKImr17r3dELHs4OWneHiKhlRpGq6iJxFMkaMUCiRttVGSDdyPwjIrJgj1UbRfofR5GsDgMkahSdTo9fDAnaXZh/RESWi6NI1o0BEjXK8aQcZOQVw83RDgM7Mf+IiKxjFOkAc5GsDgMkapQdsWnqfFi4Dxzt+etDRNYzivTGd6dQruMokrXgJxw1KUAaxeqyRGQlnhzVBR7O9jiZnIOvDlzUujvUShggUYNl5peowmliRFdfrbtDRNQq2rk5YtbNXdTld76PRUFJmdZdolbAAIka7H9n0iE5irK9SICXi9bdISJqNVOHhiConQvScovx0c7zWneHrCVAWrp0KUJCQuDs7IzIyEjExMTU237dunXo1q2bah8REYHNmzfXuF1WGrz88ssICAiAi4sLRo8ejTNnzlTdfuHCBUyfPh2hoaHq9s6dO2PBggUoKSlpsddoCXacqphe4+aNRGRtnOztMHdcd3X5o5/P4eKVAq27RJYeIK1duxZz5sxRAcqBAwfQp08fjB07FmlpFR/Gxnbt2oXJkyerAOfgwYOYMGGCOh07dqyqzVtvvYXFixdj2bJl2LNnD9zc3NRjFhUVqdtPnToFnU6Hjz76CMePH8d7772n2r700kut9rrNjSQmGlZwjOL0GhFZodsi/BEZ2g5FpTq8/u1JrbtDLcxGr3FhBxkxGjRoEJYsWaKuS+ASFBSEWbNmYe7cuVe1nzhxIvLz87Fp06aqY0OGDEHfvn1VkCMvp0OHDnjuuefw/PPPq9uzs7Ph5+eHlStXYtKkSbX24+2338aHH36I8+drHzotLi5WJ4OcnBzVT3lsT09PWLqYuEzc/1E0PJ3tsf/Pv4OD3fXH1qv3JDRL34iIrscDkcENbnsqJQfjF/+ivjR+Pj1Sregl8yKf315eXtf8/NZ0BEmmtPbv36+mwKo6ZGurrkdHR9d6Hzlevb2Q0SFD+7i4OKSkpNRoIz8ICcTqekwhP6h27equ67Nw4UL1OIaTBEfWZMuxFHU+urtfswRHRETmqJu/Jx6qXPa/YOMxFJeVa90laiGaftJlZGSgvLxcje5UJ9clyKmNHK+vveG8MY959uxZfPDBB3jsscfq7Ou8efNUEGU4JSYmwlrIqNz3xyt+duN6+WvdHSIiTT37uxvg4+6Ic+n5TNi2YFY/FHDp0iWMGzcO9913H2bMmFFnOycnJzUUV/1kLY5eysalrEK4ONhh+A3MPyIi6+bl4oCX7+ipLi/Zfhbn0vO07hJZWoDk4+MDOzs7pKam1jgu1/39ax+pkOP1tTecN+Qxk5KSMGrUKAwdOhTLly9vltdkydNro7r5wtnBTuvuEBFp7o7eARjZ1Rcl5TrMW39U7VNJlkXTAMnR0REDBgzAtm3bqo5JkrZcj4qKqvU+crx6e7F169aq9rJ0XwKh6m0kIUtWs1V/TBk5GjlypHr+FStWqNwnqn16zRAgjesVoHV3iIhMgo2NDf56Vy81si6LWL7YE691l6iZaR4VyBL/jz/+GKtWrcLJkyfxxBNPqFVq06ZNU7dPmTJF5f8YzJ49G1u2bMGiRYvUcv1XXnkF+/btw1NPPVX1S/vMM8/gtddew8aNG3H06FH1GLKyTcoBVA+OgoOD8c477yA9PV3lJ9WVo2TNzqTl4XxGPhztbLm8n4iomqB2rnhhXFd1+W+bT+FCRr7WXaJmZA+NybJ9CVCksKMEKLJcXwIgQ5J1QkJCjdEdmQ5bvXo15s+fr+oWhYeHY8OGDejVq1dVmxdeeEEFWTNnzkRWVhaGDRumHlMKSxpGnCQxW04dO3as0R+Nqx6YnG8OXVLnN4X7wMPZQevuEBGZlKlRIfjheCqiz1/G8+sOY+1jUbCztdG6W2QJdZAsvY6COZM59Zve2qEStD+Y3A939OnQrI/POkhEZG51kGojVbXHvf8/5BWX4U9ju6rNbcl0mUUdJDJtMRcyVXDk4WSP3/WoWTaBiIgqdGzrigV39FCX3916GvvjM7XuEjUDBkhUp/UHLqrz2yICuHqNiKgevx/QEXf26aAqbD/95SFkFXBvT3PHAIlqVVRaju+OViSt390/UOvuEBGZNFkg9PrdvdDJ21WNvD+/7giX/ps5BkhUq60nUpFbXIbANi4YHFL3FixERFRBFrIsfaA/HO1t8ePJVCzZcVbrLtF1YIBEtVq7t2Irlbv7BcKWKzKIiBqkV6AXXpvQqyofSb5sknligERXkbL5v5zNgI0NMHGQdW3KS0R0ve4fGISpURUb2j679hBOJudo3SVqAgZIdJXPoisqwt7Srb0qhEZERI0z//YeiArzVkv/p63Yi+TsQq27RI3EAIlqyC8uw1f7K1avTYkK0bo7RERmycHOFsv+MADh7d2RklOEhz/Zi+zCUq27RY3AAIlq+PrgJZWcHerjhmFdfLTuDhGR2fJydcCKaYPg6+GE2NRcTFsRo76EknlggERVZEnqql0X1OU/DOnE5GwiomYoIvnpI4Ph5eKAAwlZeHTVPlVGhUwfAySq8sOJFLU5rVTOlqJnRER0/boHeGLVI4Ph7mSv9myTIKmghCNJpo4BEimyJd/ibRU1Ox6+MUR92yEioubRN6gNPnl4EFwd7dQq4amfxCC3iDlJpowBEinbTqbhRHIO3Bzt8MiNoVp3h4jI4gwObYfPH42Eh7M99l64gskf70ZabpHW3aI62Nd1A1nX6NEH28+oyw9FhaCtm6PWXSIisgir9yRcdWxqVAg++TUOxy7lYOx7P2Pq0BC093Bu1OM+EBncjL2k2nAEibDlWAoOX8yGs4MtHr2Jo0dERC2pQxsXPDGiM7zdHHGloBTLdp5DbAqLSZoaBkhWTlZTvL75pLo8c3hn+Lg7ad0lIiKL5+3uhMdGdEZwO1cUlerwaXS82r9Np+cGt6aCU2xW7uOfz+PilUIEeDnj8RFhWneHiMgkpsFag6xqe3RYKL49mow9cZnYfioNiZkFmDgwCK5O/HjWGkeQrJiUvv/HT+fU5bm3doOrI/8giYhak72dLe7qG4j7BnSEg52NKrWyZMdZJGQWaN01q8cAyYoTs1/86igKS8sxoFNb3Nmng9ZdIiKyWv2C2+LxyrykrMJSfLTzHL47lozScp3WXbNaDJCs1Od7EvDz6XQ42dvijXsiYGPDqtlERFoK8HLBH0d2UTWTJBPpf2cysGT7WSRczte6a1aJAZIVOp+eh9e/PaEuvziuG8L9PLTuEhERAXBxtMP9A4Pw0JBOaleD9LxifPTzeWw+moxiblHSqph0YmWkcusfvzigVk3c2MUbDw8N0bpLRERUy/Yknbxd8e2RZBxMzFLVtw8lZmFMDz/079RW6+5ZBY4gWZFynR6z1xzCqZRctbv0O/f14Ya0REQmShbO3DcwCFOjOqncpLziMqw/eAn/2HEWu89f1rp7Fo8BkhUlZf910wm1jFTyjv45ZaCa7yYiItPW1d8Ts0eH47Ze/qqgb1J2ESYt343pK/eqUSVqGZxiswI6nR5/+e9xrIqOV9ffvb8v+gS10bpbRETUQPa2thgW7ou+wW2x7WQq9l7IxLZTaep0U7gPnr4lHINC2mndTYvCESQLJ0tE564/ooIjWaj2t7sjML53gNbdIiKiJhaXlLpJP84ZgXv7d4SdrY1a7XbfsmhM/CgaW44lo4ylAZoFR5AsWGpOEZ5afUDtGi2pRpJzdE//jlp3i4iIrlOYrzsW3d8Hs28Jx4c7z+I/+y+qatxy8vN0wqRBwZg8OBj+Xo3bBJd+Y6OX5BRqtJycHHh5eSE7Oxuenp4wJfKWfn88BfM3HENGXolaKvruxL74XQ8/mBKtyvsTEZm7ByKDa1xPyirE57vj8e99ier/fSGjS8PDfXB77w74XU8/eDo7aNRb8/z8ZoBkYQHSmdRc/PXbk6oIpOjm74EP/zAAoT5uMDUMkIiImidAMigp02HL8RQVLMXEZVYdd7SzxfAbfHBbRABuCvdVK5mtVU4DP785xWYBJMbdF39FbTz7w4nUqj8G2Xz2j6O6wNnBTusuEhFRK3C0t1VbR8npbFoeNh1JwqYjyeryjyfT1Mnw5XlYFx/cGO6DgZ3awoOjS6aZpL106VKEhITA2dkZkZGRiImJqbf9unXr0K1bN9U+IiICmzdvvipgePnllxEQEAAXFxeMHj0aZ86cqdEmMzMTDz74oIoe27Rpg+nTpyMvLw/mlHy970Im3vk+FsPf3qES9AzB0diefvj+2eGYM6YrgyMiIivVpb07nhl9g0ro/uHZ4WqlW4+AihETqYf3z1/iMG3FXvT+yw+4ZdFPeHbtIXzyS5waecrML1GfpdZM8ym2tWvXYsqUKVi2bJkKjt5//30VAMXGxqJ9+/ZXtd+1axeGDx+OhQsX4vbbb8fq1avx5ptv4sCBA+jVq5dqI9fl9lWrViE0NBR//vOfcfToUZw4cUIFVeLWW29FcnIyPvroI5SWlmLatGkYNGiQejxTmmKTJfpXCkrUzs5xGfmITc3F0YvZOHIxWxUNM3BztFOr02YOD0OX9uaxdQin2IiImneKrSEu5xVj17nL+OVMBn49l4GLVwprbefl4qDSM8J83NCxnatK/vb3dIafpzPaezqp253sze9LuNnkIElQJIHJkiVL1HWdToegoCDMmjULc+fOvar9xIkTkZ+fj02bNlUdGzJkCPr27auCLHk5HTp0wHPPPYfnn39e3S4/BD8/P6xcuRKTJk3CyZMn0aNHD+zduxcDBw5UbbZs2YLbbrsNFy9eVPfXKkD6NPoCtp1MQ0ZeMdJzi3E5v0RVwK5NG1cHNUQqyddjevirPXzMCQMkIqLWD5CMyWfNsUsVX7yPXsrCiaQcVYyyIaTwsKeLAzyc7VUSuLrsZK+m+iTVw8HeBo52dhXX7W1Ve3XczkYlkctG6bY2chlVl2XVtZxLaRrZuLeTt5v15SCVlJRg//79mDdvXtUxW1tbNSUWHR1d633k+Jw5c2ocGzt2LDZs2KAux8XFISUlRT2GgfwgJBCT+0qAJOcyrWYIjoS0l+fes2cP7r777quet7i4WJ0M5Adr+EE3p2NxKdhxNPGq4+09HNUviUTzMkTaM9ATN/h5ql8wUVqUj9KG/T6bjIL8XK27QERklprzs0fStQd0cFYnoGK1c2FJORKv5CM+owBxl/ORkl2EtNxipOXIl/ci9eVdvrsXFgOF+UBFgkfze/mOHmrz3pb42V1rfEjTACkjIwPl5eVqdKc6uX7q1Kla7yPBT23t5bjhdsOx+toYT9/Z29ujXbt2VW2MyZTdX/7yl6uOy2hXa5CQaX+rPBMREZm6GbAOM95vudeam5urBlDqwlVsDSSjXNVHrmQqUBK9vb291bDg9UazEmglJiaaVMmAlmRtr5mv17Lx9Vo2vl7LIiNHEhxdK51G0wDJx8cHdnZ2SE2tOTgn1/39/Wu9jxyvr73hXI7JKrbqbSRPydAmLa1iqaNBWVmZCnjqel4nJyd1qk6m6ZqT/CJa4i9jfaztNfP1Wja+XsvG12s56hs5Moll/o6OjhgwYAC2bdtWY2RGrkdFRdV6Hzlevb3YunVrVXtZtSZBTvU2Eg1LbpGhjZxnZWWp/CeD7du3q+eWXCUiIiKybppPscm01dSpU1XC9ODBg9Uyf1mlJsvuhZQACAwMVDlAYvbs2RgxYgQWLVqE8ePHY82aNdi3bx+WL1+ubpfprmeeeQavvfYawsPDq5b5y1DahAkTVJvu3btj3LhxmDFjhlr5Jsv8n3rqKZXA3ZAVbERERGTZNA+QZNl+enq6KuwoCdIyDSZL7g1J1gkJCWp1mcHQoUNVraL58+fjpZdeUkGQrGAz1EASL7zwggqyZs6cqUaKhg0bph7TUANJfPHFFyoouuWWW9Tj33vvvVi8eDG0IFN3CxYsuGoKz5JZ22vm67VsfL2Wja/XOmleB4mIiIjI1JjEViNEREREpoQBEhEREZERBkhERERERhggERERERlhgKShCxcuYPr06aoUgYuLCzp37qxWDsgeddXbSOkC49Pu3bthrpYuXYqQkBC1qlDqTsXExMASSCkK2XjZw8NDbWUjZSViY2NrtBk5cuRV7+Xjjz8Oc/TKK69c9Vq6detWdXtRURGefPJJVW3e3d1drRQ1LvJqTuR3tra/RXmNlvDe/vzzz7jjjjtUqRPpu2F/SwNZzyOrjaUAr/x/JftXnjlzpkYbKbb74IMPquKCUkhX/n/Ly8uDOb5mKf/y4osvIiIiAm5ubqqNlJ1JSkq65u/FG2+8AXN8jx9++OGrXsu4cePM+j2+HgyQNCT7zUlxyo8++gjHjx/He++9p+oySfkCYz/++COSk5OrTlJg0xytXbtW1b6SQPDAgQPo06eP2mzYuLK5Odq5c6f6sJTgVYqXyn+wY8aMUSUnqpP6W9Xfy7feegvmqmfPnjVeyy+//FJ127PPPov//ve/WLdunfrZyAfLPffcA3O1d+/eGq9V3mNx3333WcR7K7+n8vcoX2BqI69FSqHI/1FSeFeCBvnblUDYQD445f8y+dls2rRJfSBLuRVzfM0FBQXq/yipoyfn69evV1947rzzzqvavvrqqzXe91mzZsEc32MhAVH11/Lll1/WuN3c3uPrIsv8yXS89dZb+tDQ0KrrcXFxUoZBf/DgQb0lGDx4sP7JJ5+sul5eXq7v0KGDfuHChXpLk5aWpt67nTt3Vh0bMWKEfvbs2XpLsGDBAn2fPn1qvS0rK0vv4OCgX7duXdWxkydPqp9HdHS03hLI+9i5c2e9TqezuPdW3qevv/666rq8Rn9/f/3bb79d4z12cnLSf/nll+r6iRMn1P327t1b1ea7777T29jY6C9duqQ3t9dcm5iYGNUuPj6+6linTp307733nt7c1PZ6p06dqr/rrrvqvM8JM3+PG4sjSCYmOzsb7dq1u+q4fGuRaRsperlx40aYI5k6lO1dZGjeQIp0yvXo6GhY4nspjN9PKVIq+xBKcVPZBFm+qZormWKR4fqwsDD1zVIKuwp5n2UErfp7LdNvwcHBFvFey+/y559/jkceeaTGZtWW9N5WFxcXpwr5Vn8/ZS8rmSI3vJ9yLlMusiuCgbSXv3EZcbKUv2l5v4334ZQpNZlK7tevH95++221t6e5+umnn9RnTdeuXfHEE0/g8uXLVbdZw3tsUpW06Tdnz57FBx98gHfeeafqmORuyLYqN954o/ol/Oqrr1Rui8wd1zbUa8oyMjJQXl5eVSXdQK7LdKMlkalT2fJG3rfqVd4feOABdOrUSQUVR44cUTkOMmwvw/fmRj4cV65cqf4jlaH4v/zlL7jppptw7Ngx9WEqey0af5DIey23mTv5+5Mq/ZKzYYnvrTHDe1bb367hNjmXD9bq7O3t1RcES3jPZSpR3tPJkyfX2MD16aefRv/+/dXr3LVrlwqM5e/h3XffhbmR6TWZBpe82HPnzql0j1tvvVUFRrKxvKW/x8YYILWAuXPn4s0336y3zcmTJ2sktF66dEn9cko+g+QxGMi3UcnZMZAkYMnlkG8p5hYgWRPJRZJAoXpOjqg+Vy/Jn5LwKtvdyH9GkqRvTuQ/ToPevXurgEkChH//+98qideS/etf/1Kvv/rejZb03lJNMhp6//33q0T1Dz/8sMZt1f9/lr8D+WLw2GOPqUUb5rZVh+xHWv13uHfv3up3V0aV5HfZ2nCKrQU899xzKgCq7yRTEgYS8IwaNUrtM2fYdLc+8kEko03mRoI9+RZivJJJrvv7+8NSyB5/kry4Y8cOdOzY8ZrvpTDH99OYjBbdcMMN6rXI+ynTUDLKYmnvdXx8vFo08eijj1rNe2t4z+r725Vz48UWMtUkq57M+T03BEfyvkticvXRo7red3ndsgLZ3IWFhan/tw2/w5b6HteFAVIL8PX1VaND9Z3kW4Zh5EiWB8uqtBUrVtTYmLcuhw4dUt9OzY28Znmd27ZtqzEVJdejoqJg7uTbpQRHX3/9NbZv366GqRvyXgpzfD+NyVJfGS2R1yLvs4ODQ433WqabJEfJ3N9r+TuVaYbx48dbzXsrv8vyAVj9/czJyVF5J4b3U84lIJb8MwP5O5C/cUOwaK7BkeTaSVAseUbXIu+7/D9uPBVlji5evKhykAy/w5b4HtdL6yxxa3bx4kV9ly5d9Lfccou6nJycXHUyWLlypX716tVqBZCcXn/9db2tra3+k08+0ZujNWvWqJUv8rpkRcTMmTP1bdq00aekpOjN3RNPPKH38vLS//TTTzXey4KCAnX72bNn9a+++qp+3759anXiN998ow8LC9MPHz5cb46ee+459Vrltfz666/60aNH6318fNTqPfH444/rg4OD9du3b1evOSoqSp3Mmay6lNf04osv1jhuCe9tbm6uWi0rJ/loePfdd9Vlw4qtN954Q/2tyms7cuSIWu0kK24LCwurHmPcuHH6fv366ffs2aP/5Zdf9OHh4frJkyfrzfE1l5SU6O+88059x44d9YcOHarxN11cXKzuv2vXLrWCTW4/d+6c/vPPP9f7+vrqp0yZoje31yu3Pf/882qVqfwO//jjj/r+/fur97CoqMhs3+PrwQBJQytWrFC/pLWdDCSQ6N69u97V1VXv6emplslXXzptjj744AP1IePo6Khez+7du/WWoK73Ut5nkZCQoD4w27Vrp4JECY7/9Kc/6bOzs/XmaOLEifqAgAD1PgYGBqrrEigYyAfnH//4R33btm3V7+/dd99dI/g3R99//716T2NjY2sct4T3dseOHbX+/srSb8NS/z//+c96Pz8/9Rrli53xz+Hy5cvqw9Ld3V39fzVt2jT1wWuOr9lQYqW2k9xP7N+/Xx8ZGam+GDk7O6v/q//2t7/VCCjM5fXKF7kxY8aoAE9KdHTq1Ek/Y8aMq768mtt7fD1s5B+tR7GIiIiITAlzkIiIiIiMMEAiIiIiMsIAiYiIiMgIAyQiIiIiIwyQiIiIiIwwQCIiIiIywgCJiIiIyAgDJCIiIiIjDJCIiIiIjDBAIiIC8PDDD8PGxgZvvPFGjeMbNmxQx4nIujBAIiKq5OzsjDfffBNXrlzRuitEpDEGSERElUaPHg1/f38sXLhQ664QkcYYIBERVbKzs8Pf/vY3fPDBB7h48aLW3SEiDTFAIiKq5u6770bfvn2xYMECrbtCRBpigEREZETykFatWoWTJ09q3RUi0ggDJCIiI8OHD8fYsWMxb948rbtCRBqx1+qJiYhMmSz3l6m2rl27at0VItIAR5CIiGoRERGBBx98EIsXL9a6K0SkAQZIRER1ePXVV6HT6bTuBhFpwEav1+u1eGIiIiIiU8URJCIiIiIjDJCIiIiIjDBAIiIiIjLCAImIiIjICAMkIiIiIiMMkIiIiIiMMEAiIiIiMsIAiYiIiMgIAyQiIiIiIwyQiIiIiIwwQCIiIiJCTf8P66K3XuinqKQAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df['N'])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['N'])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5097213691539147" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['N'].skew()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Skewness (0.51 - Moderately Right-Skewed)\n", "\n", "A skewness value of 0.51 indicates a slight right (positive) skew.\n", "This suggests that the distribution is not perfectly symmetrical, with more values concentrated on the lower end and some higher values pulling the distribution to the right.\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 2200.000000\n", "mean 50.551818\n", "std 36.917334\n", "min 0.000000\n", "25% 21.000000\n", "50% 37.000000\n", "75% 84.250000\n", "max 140.000000\n", "Name: N, dtype: float64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['N'].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Central Tendency & Spread\n", "\n", "Mean (50.55) is greater than the Median (37.00), confirming the right-skewness.\n", "Standard Deviation (36.91) is quite large, indicating a high variation in Nitrogen values." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9+/a913EBABz82Hn44YfbPFZdXR1LliyJpqamAzEuAICDHzsTJ078l32bN2+Oq666Kh599NGYOnVqXHfddQdmZAAAxVyzs2PHjpg+fXqMHDkyf9lq06ZNce+998aQIUMOxLgAAIoTO3V1dXHllVfGhz/84Xjuuedi9erV+azOMcccc2BGBABQrJexFi1aFAsXLozKysq4//779/uyFgBAu42dbG1Ot27d8lmd7CWrbNufhx566ECNDwDg4MXOBRdc8G8vPQcAaLexc88997x/IwEAeB+4gzIAkDSxAwAkTewAAEkTOwBA0sQOAJA0sQMAJE3sAABJEzsAQNLEDgCQNLEDACRN7AAASRM7AEDSSj52Xn755fj85z8fffv2jW7dusXIkSNj/fr1rcebm5tj3rx5MWDAgPz4+PHjY8uWLUUdMwBQOko6dv72t7/FqaeeGp07d46f/exn8fzzz8f3vve9OOyww1rPWbRoUSxZsiSWLVsW69ati+7du8eECROioaGhqGMHAEpDpyhhCxcujEGDBsXdd9/dum/o0KEFszqLFy+Oa665JiZOnJjvu++++6J///6xcuXKmDJlSlHGDQCUjpKe2XnkkUdi9OjR8ZnPfCb69esXxx9/fNx5552tx7du3Rq1tbX5S1ctevXqFWPGjInq6uo2v25jY2PU19cXbABAmko6dv70pz/F7bffHkceeWQ8/vjj8dWvfjUuvfTSuPfee/PjWehkspmct8qetxzbnwULFuRR1LJls0cAQJpKOnaamprihBNOiO985zv5rM6MGTNi+vTp+fqc92LOnDlRV1fXutXU1BywMQMApaWkYye7wuqoo44q2DdixIjYvn17/nFlZWX+uHPnzoJzsuctx/anoqIievbsWbABAGkq6djJrsTavHlzwb4XX3wxhgwZ0rpYOYua1atXtx7P1t9kV2VVVVUd9PECAKWnpK/Guuyyy+KUU07JX8Y6//zz45lnnok77rgj3zJlZWUxa9asuP766/N1PVn8zJ07NwYOHBiTJk0q9vABgBJQ0rFz4oknxsMPP5yvsbnuuuvymMkuNZ86dWrrOVdccUXs2bMnX8+ze/fuGDt2bKxatSq6du1a1LEDAKWhpGMn84lPfCLf2pLN7mQhlG0AAO1qzQ4AwHsldgCApIkdACBpYgcASJrYAQCSJnYAgKSJHQAgaWIHAEia2AEAkiZ2AICkiR0AIGliBwBImtgBAJImdgCApIkdACBpYgcASJrYAQCSJnYAgKSJHQAgaWIHAEia2AEAkiZ2AICkiR0AIGliBwBImtgBAJImdgCApIkdACBpYgcASJrYAQCSJnYAgKSJHQAgaWIHAEia2AEAkiZ2AICkiR0AIGliBwBImtgBAJLWrmLnu9/9bpSVlcWsWbNa9zU0NMTFF18cffv2jUMPPTQmT54cO3fuLOo4AYDS0W5i59lnn40f/OAH8dGPfrRg/2WXXRaPPvpoPPjgg/Hkk0/Gjh074rzzzivaOAGA0tIuYue1116LqVOnxp133hmHHXZY6/66urq466674qabboozzjgjRo0aFXfffXc89dRT8fTTTxd1zABAaWgXsZO9THXOOefE+PHjC/Zv2LAh9u7dW7B/+PDhMXjw4Kiurm7z6zU2NkZ9fX3BBgCkqVOUuAceeCA2btyYv4z1drW1tdGlS5fo3bt3wf7+/fvnx9qyYMGCmD9//vsyXgCgtJT0zE5NTU18/etfj+XLl0fXrl0P2NedM2dO/hJYy5b9OQBAmko6drKXqXbt2hUnnHBCdOrUKd+yRchLlizJP85mcN54443YvXt3wedlV2NVVla2+XUrKiqiZ8+eBRsAkKaSfhlr3Lhx8fvf/75g30UXXZSvy7nyyitj0KBB0blz51i9enV+yXlm8+bNsX379qiqqirSqAGAUlLSsdOjR4845phjCvZ17949v6dOy/5p06bF7Nmzo0+fPvkMzSWXXJKHzsknn1ykUQMApaSkY+fduPnmm6O8vDyf2cmuspowYULcdtttxR4WAFAi2l3s/PKXvyx4ni1cXrp0ab4BALT72OGdlf+9cLE2AHT0nxViJzHdtq4t9hAAoKSIncT8fejHoqlb4U0WAeDtMzsd6ZdjsZOYLHSaun+w2MMAgJJR0jcVBAB4r8QOAJA0sQMAJE3sAABJEzsAQNLEDgCQNLEDACRN7AAASRM7AEDSxA4AkDSxAwAkTewAAEkTOwBA0sQOAJA0sQMAJE3sAABJEzsAQNLEDgCQNLEDACRN7AAASRM7AEDSxA4AkDSxAwAkTewAAEkTOwBA0sQOAJA0sQMAJE3sAABJEzsAQNLEDgCQNLEDACRN7AAASRM7AEDSSjp2FixYECeeeGL06NEj+vXrF5MmTYrNmzcXnNPQ0BAXX3xx9O3bNw499NCYPHly7Ny5s2hjBgBKS6coYU8++WQeMlnw7Nu3L775zW/Gxz/+8Xj++eeje/fu+TmXXXZZ/PSnP40HH3wwevXqFTNnzozzzjsvfvOb30RHVN5QV+whAFDiyjvYz4qSjp1Vq1YVPL/nnnvyGZ4NGzbExz72sairq4u77rorVqxYEWeccUZ+zt133x0jRoyIp59+Ok4++eToKLLQ69ylIuJPTxZ7KAC0A527VOQ/OzqCko6dt8viJtOnT5/8MYuevXv3xvjx41vPGT58eAwePDiqq6vbjJ3GxsZ8a1FfXx/tXf/+/eP//ve+1n9GwD9s27Ytbrjhhrj66qtjyJAhxR4OlIxevXrlPzs6gnYTO01NTTFr1qw49dRT45hjjsn31dbWRpcuXaJ3794F52Z/edmxd1oLNH/+/EhN9n13lH9x4T+Vhc6wYcOKPQygCEp6gfJbZWt3/vCHP8QDDzzwnr/WnDlz8hmQlq2mpuaAjBEAKD3tYmYnW3T82GOPxdq1a+Pwww9v3V9ZWRlvvPFG7N69u2B2J7saKzvWloqKinwDANJX0jM7zc3Neeg8/PDDsWbNmhg6dGjB8VGjRkXnzp1j9erVrfuyS9O3b98eVVVVRRgxAFBqOpX6S1fZlVY/+clP8nvttKzDyRZVdevWLX+cNm1azJ49O1+03LNnz7jkkkvy0OlIV2IBAO00dm6//fb88bTTTivYn11e/sUvfjH/+Oabb47y8vL8ZoLZFVYTJkyI2267rSjjBQBKT6dSfxnr3+natWssXbo03wAA2tWaHQCA90rsAABJEzsAQNLEDgCQNLEDACRN7AAASRM7AEDSxA4AkDSxAwAkTewAAEkTOwBA0sQOAJA0sQMAJE3sAABJEzsAQNLEDgCQNLEDACRN7AAASRM7AEDSxA4AkDSxAwAkTewAAEkTOwBA0sQOAJA0sQMAJE3sAABJEzsAQNLEDgCQNLEDACRN7AAASRM7AEDSxA4AkDSxAwAkTewAAEkTOwBA0sQOAJA0sQMAJC2Z2Fm6dGkcccQR0bVr1xgzZkw888wzxR4SAFACkoidH/3oRzF79uy49tprY+PGjXHsscfGhAkTYteuXcUeGgBQZEnEzk033RTTp0+Piy66KI466qhYtmxZfOADH4gf/vCHxR4aAFBknaKde+ONN2LDhg0xZ86c1n3l5eUxfvz4qK6u3u/nNDY25luL+vr6gzJWOoaGhobYvn17sYfBP23btq3gkeIbPHhwvuQADpZ2Hzt//etf480334z+/fsX7M+e//GPf9zv5yxYsCDmz59/kEZIR5OFzowZM4o9DN7mhhtuKPYQ+Kc77rgjhg0bVuxh0IG0+9j5b2SzQNkan7fO7AwaNKioYyKt31qz/5kDbf83AgdTu4+dD37wg3HIIYfEzp07C/ZnzysrK/f7ORUVFfkG74dset5vrQClo90vUO7SpUuMGjUqVq9e3bqvqakpf15VVVXUsQEAxdfuZ3Yy2UtSF154YYwePTpOOumkWLx4cezZsye/OgsA6NiSiJ3Pfvaz8Ze//CXmzZsXtbW1cdxxx8WqVav+ZdEyANDxlDU3NzdHB5ctUO7Vq1fU1dVFz549iz0cAOAA/vxu92t2AADeidgBAJImdgCApIkdACBpYgcASJrYAQCSJnYAgKSJHQAgaWIHAEhaEm8X8V613EQ6uxMjANA+tPzc/ndvBiF2IuLVV1/NHwcNGlTsoQAA/8XP8extI9rivbEioqmpKXbs2BE9evSIsrKyYg8HOMC/+WW/yNTU1HjvO0hMljBZ6AwcODDKy9temSN2gKR5o1/AAmUAIGliBwBImtgBklZRURHXXntt/gh0TNbsAABJM7MDACRN7AAASRM7AEDSxA4AkDSxAwAkTewAAEkTOwBA0sQOABAp+/8H2xUOQGH4sAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df['N'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No outliers Detected which is positive sign" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1805240145.py:16: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n" ] }, { "data": { "image/png": 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alQYqqGSQAkoU2KBAAZUE0XJXXHFF1eWtC42CLbZti55i5T5jjxw5MvZc0ntppuecSp4IfTaWWx8FZigYSv2j6HO0aNu2bWMBtyIKBlFwudL9bD7RazsRBbXofUz7TblAE+1f3/3ud8X+RWVwM30+UDkifV5S6R4FMykYTSWOv/vd70R5L5VQ0nuIbjubzyTGGGNLCweEGGMrHjUBpUwaat5KfUHmQ7lMmeLZ66myaIoZE8Xliv8W+w+Vu4/SgFA0GhUZBtSsmM6yT4WyJCYq17+GDpwIHdjNpHimmQ6UK0XBFQqAfeQjHxH9QWZSbHBdy9HnxSlJ1FdlOtSDhA5KKZOLmgzTQTuhAy0KLla7H1WSSVXN7YrXF5tbnwnV7s+13N9Km0lTAKgU9ZahA116veggmBoalz431Gj3TL6P6XHdfffdIpBBPYwoQ6m4z9FoeMrwKmaKUV8dyuigTEG6vvhcURYJXV+rfb/S/X62qH8QoSypchli030WlXtei+ubqZ/ZxPVN1ZeLXpNK97PpUEN4Qp+5s1GL/Wum9RWvpwwrysCjDCAKNlKGEfUc+va3vy0ySimwTcEm+rs4U+8kxhhjSxeXjDHGVjwKXlDAhErGpguczEW5rJHiwcnEiVATyw+KyxX/napEauJ6istT9gUFhqa6UIPaWqPMIMpiKB64VYIa5FIDbMrcoAPhmRTXXcuD2OLkn3Jn6ieijCwqu6BSF8r2Kpa9vec97ylbhjed2WQVTbfvFK+nwBUpZp5YljVp2VoFjardn2uJgoPF55xKaEonQ9GlmFFSDBqVZq9Vc/Bei/cxoYNwmkJF902N3SkgTRlv1MCYSgeLKOBD2U2UIUIX2n4q5aSm8zQtaiH2+9koPnYKfk33WVTawLmS55yCsdOtr5JMw1qiZtnF53M25Zq12r8q+Xyg+6JJeUVUZkfZmXQigTI1qbSPHgdlbi6G7CnGGGPzgwNCjDE2ehBJmQOUek/9PipVPJM/m7PLxd4XE0ceF89sUwkMBauKvXyKE4XKnWGn0pOJY9vpyz6VGRw4cGBBvtDTxB7KWCr2QKoE9XKiPiqUDVEueFGKykUou2Nif5HZosDO//7v/4r/phKKSlGwhc6gU2ZTMShB06JqsY/MpNw4dQpsUvkIHSAWpyxNF/woli5OVO12F8dhU3kQlStOVNzP5yPbgKZ5UWCL1k3T88pdaNtoYlJxfyyWIlFW2lzM5XHTQTm9RymISGVlE/ediWWFb3vb28RBO5U9TbXcmdrvq0GBJnqsNPmrFq688krxb63WV85s3rdUnknlpDQJbqaJiVQ+V4ni+5j+LpV7/063f5X7fKA+dLR99PeOysUmor8bFASicfNvectbRPCokoxNxhhjSxMHhBhjbPTLP5VgUF+davoIFYMR9AV7NmeTN2/eLM7GTmymSlkB1IeHGjkXv7RT7yDKSqGz4hMPhKgpb7kDFyqHo4PUd77znWXLMShgQ6UD84HOztNBT7H3USWovwWVW1FPkXJNT4so+EVnxungqxaolIh6yVD2FQUHS/uOTLV8ubPvxesoQFCLfWQmtN/Q2OlS1CycAoBUOlXMDKKDSgosUmPy0oAnlYxcf/31Zddd7XbTfkr7K/V0+uxnPzvud7fffrvYTjpgLmZR1FIx84dKXr73ve+Vvfzd3/2d2LZiIIVeZwqsUEkMBdAmqjRzqNrHTe+3cu+5ifsOBWr27t07aTnK4KD3Vek+dqb2+7mUUl133XVirPoXv/hFkb0zEQUdygXUyqFsFvospNebxqdPRJ/jtK/PxWzft5S9RYF8Kv+jRtrlUKCGGmxXil4bekz0Xi197vbs2SM+JykTkHpRTUSN5WmZIrotDVKgvxUU7Cmi57Dc349iNmot9jXGGGOLE/cQYoyxUS9/+ctF0KWaAwnKDqCmzTTBiDJbqOknnQl/3/veN1auMxU6WKcv8zQliprHUh8HCohQsIfO+lKwiPrqlAatqL8DbScdTLzmNa8R/SMoY4AOXimDqPTLP3nXu94lymXobDVlFtGEJNpeOvikBq50EEb9STZs2IBaowPwr3zlKyLzoZpSFMoO+sEPfiAmsE2lmE1R7iBoOnTQXgz4UQYSBd127Ngx1mCYyiSof8ZM6P5pwhEd5FOjWioBopIeCjbQwRNlfBTRa0UNy6mh8Stf+Uox6Yhe54kNYGeDGvDS1LlXvepV4jWk15pKAGnf+dSnPjVuWSrXoW24+uqrxb5GJS0UjJzqtaHtpswb2maahEePi/Yxur+pUNkc7Y8U0KSDf8rkoOAHlQBS+dMPf/jDSROz5ooCXHRAS4+/XIP2Iuq7QxlcFDyi54t6cdEBM2XFULYQva8oaEb7CL0vaH3lJjfN9XFT8OkVr3iFuM9zzz1XBEvo/Uv3RcsUS8HoOsoipOecmlBTNhztr3/4wx9EcOBDH/rQGd/v5+Jb3/qWyOqjTDrK1KL9kDLXKOBC2ZAUBO7t7a2oLxJ91tK+SfslBZ5pX6XG+/TZSxkwFHCh92S5hvmVms3+X8zUoaA9BcBo36L3IQWuKcBEZa70OUzN/qtp9k7P2a233iqeN8r4pKbPFKyhgBO9npTZWlr+VUR/W+h5pu2g0tq77rpLPNfUU4v+RpWeOKA+UvT3j/Z7eh7p7yDtH7RsuUEGjDHGlomFnnvPGGNn0okTJ+j0qnvNNdeU/f1DDz0kfk+XN7/5zeN+Rz/T9bSOUo8++qj7nOc8xw2FQmO3LS4z1W1K7dmzx33Vq17lNjU1uZqmuevXr3ff//73u4ODg2WXv/vuu91nPvOZrs/ncxsaGtxXv/rVbmdnp3v++ee7kUik7G1uuukm9wUveIFbX18v7mP16tXuc5/7XPfLX/7yuPu54YYbxPbec889k9bxwx/+UPyO/q3UueeeKy5Treuzn/1s2dt95jOfGXsuy90fbXtLS4trGEbF21JcX/Hi8XjEOp7xjGe4H/rQh9zdu3dPu8+U7g/79+8Xr9Ell1ziNjY2inVt2rRJLLNv375J6/jCF77gbt26VTz3tC7aX0q3q/Tnieh3E/9cl74WN998s3vFFVeI/YG25S1veYvb29tbdl3f/OY3x7Zj3bp17ic+8QnxHJbbBtM03Y985CNiOVVVJz0HU2037U///M//LPZjuh/ar2n/fuqppyYtO937Y7p9sdT1118vlqPlp2Pbtrt27VpXlmXxfinauXOne91117mtra1ie9vb292XvOQl7i233FLVvl/p4+7q6nI/+tGPuldddZXY/3RdF8/xK17xCveRRx4ZWy4ajbqf/OQn3Wc/+9lim2i5VatWuS9+8YvdP//5z+5C7PczPRczPU+ZTEa8Fy677DI3EAiIfXbjxo3utdde6/7kJz8R+9x0+/1Ep06dEu9D2qfpcYXDYfecc85x3/GOd7h33XXXpOdhqvcZvWZ0qWb/n8nw8LD76U9/WrzO9LlL66D3J312fe1rX3NTqdTYsrSPz7QP0/If//jH3W3btol9oa6uTuynDzzwwLTvne9+97vueeedJ54f2o/o+UokEuOWv/HGG8V7YPPmza7f7xd/Ry666CL385//vJtMJit+zIwxxpYeif5voYNSjDHG5oZKf2hyDJ0lX0z9Higbg7IP6GxzrUqFKJOAMjko44GmfDHGGDuNPhtpQAJlC06XNccYY4xxDyHGGFtCqA8QBX9KUe8HKl+iSUvVllDNN+pTQc1Lazm9jUowqFSuOK6bMcYYY4wxVj3uIcQYY0sIZcdQPwfqDUGTZyg4RP0yaHQ1BV6oF8RiQn2PqB8Q9aqhbS3X56Ia1DuFsoMo0ES9eBhjjDHGGGOzwwEhxhhbQqixLDUEpga2NMGIGorStB1qMEvNmBdjkISa5xZHfM+Vpmn42Mc+VpN1McYYY4wxtpJxDyHGGGOMMcYYY4yxFYZ7CDHGGGOMMcYYY4ytMBwQYowxxhhjjDHGGFthuIdQjTiOg56eHtEwVZKkhd4cxhhjjDHGGGPLHHWAocEdq1atgixzvgerDgeEaoSCQWvXrl3ozWCMMcYYY4wxtsJ0dXVhzZo1C70ZbInhgFCNFEcp0xsxHA4v9OYwxhhjjDHGGFvmEomESEwoHo8yVg0OCNVIsUyMgkEcEGKMMcYYY4wxdqZw2xI2G1xkyBhjjDHGGGOMMbbCcECIMcYYY4wxxhhjbIXhgBBjjDHGGGOMMcbYCsM9hBhjjDHGGGOMMbaouK4Ly7Jg2/ZCb8qSomkaFEWpaFkOCDHGGGOMMcYYY2zRMAwDvb29yGQyC70pS7LB+Jo1axAMBmdclgNCjDHGGGOMMcYYWxQcx8GJEydElsuqVaug6zpPUasiq2pwcBCnTp3C1q1bZ8wU4oAQY4wxxhhjjDHGFk12EAWF1q5dC7/fv9Cbs+Q0Nzfj5MmTME1zxoAQN5VmjDHGGGOMMcbYoiLLHK6YjWqyqfgZZowxxhhjjDHGGFthOCDEGGOMMcYYY4wxtsJwQIgxxhhjjDHGGGNsheGAEGOMMcYYY4wxxpaMvr4+vO9978OmTZvg8XhEA+qXvexluOuuuxakZ480zeWTn/wkFiueMsYYY4wxxhhjjLElgSZoPeMZz0BdXR2++MUv4oILLhATtf7yl7/gPe95Dw4ePFj2drSMpmk1357e3t6x/77pppvwiU98AocOHRq7LhgMYrHiDCHGGGOMMcYYY4wtCe9+97tF5s3jjz+OV77yldi2bRvOO+88fPCDH8Sjjz46thwt8z//8z94+ctfjkAggP/8z/8U19N1mzdvhq7rOOuss/DTn/503PqLt3vJS14Cn88nspB+85vfTLk9bW1tY5dIJCJuT/8dCoXEtt1+++3jlr/55pvF9iSTSRHcouVvvPFGPP3pT4fX68X555+P++67b9xt9u7dK7aHgkutra34+7//ewwNDc35ueSAEGOMMcYYY4wxxha9kZEREWChTCAKqkxEWUOlqFzr7/7u7/DUU0/hbW97G37/+9/j/e9/P/71X/9VBFne9a534a1vfSvuueeecbf7+Mc/LoJNu3fvxhve8Aa89rWvxYEDB6raVto+ut0Pf/jDcdfTz6961atEwKjowx/+sNimnTt34uqrrxblb8PDw+J3sVgMf/M3f4NLLrkE27dvF4+/v78f1113HeaKA0KMMcYYY4wxxhhb9I4ePQrXdXH22WdXtPzrX/96EfChLJ9169bhS1/6Et7ylreILKNt27aJrKJXvOIV4vpSr371q/GOd7xDLPPpT38al19+Ob7+9a9Xvb20DiplK5aVDQwM4LbbbhPBqVLvfe97RQDqnHPOEdlJlGn0/e9/X/zuG9/4hggGfeYznxGPm/77Bz/4gQhiHT58GHPBASHGGGOMMcYYY4wtehQMqgYFckpRlg/1Hyr1jGc8Y1L2D2XpTPy52gwh8rSnPU2Us/34xz8WP//sZz/D+vXr8exnP3vK+1NVVWx38f4oS4mCP1QuVrwUA2LHjh3DXHBTacYYY4wxxhhjjC16W7duFT13pmocPVG5srIz7R3veAe++c1v4qMf/agoF6OMJXoMlUqlUqKE7POf//yk37W3t89p2zhDiDHGGGOMMcYYY4teQ0MDrrnmGhFgSafTk35P/XamQyVZDz300LjrHnroIZx77rnjrittTl38mW47G2984xvR0dGBr33ta9i/fz/e/OY3T1qm9P4sy8KTTz45dn+XXnop9u3bhw0bNmDLli3jLnMNeHFAiDHGGGOMMcYYY0sCBYNs2xblWL/97W9x5MgRUV5FAZeJpV4TUfPmH/3oR6JPz5EjR/Bf//Vf+N3vfocPfehD45b79a9/Lfr0UI+eG264QUw0oz4/s1FfXy/6FNF9v+hFL8KaNWvKPiZqeE2ZT9QwOxqNjvUZop+pmfbrXvc6PPHEE6JMjPoSUaYRPQ9zwQEhxhhjjDHGGGOMLQnUIHrHjh143vOeJyZz0Zj2F77whbjrrrtEoGc61157Lb761a+KJtLnnXce/vd//1eUcT33uc8dt9x//Md/iFHwF154IX7yk5/gl7/85aQsomq8/e1vh2EYk5pJF33uc58Tl4suuggPPvgg/vjHP6KpqUn8btWqVSKLiYI/FFC64IIL8C//8i9ioposzy2kI7nVdmViZSUSCdEJPB6PIxwOL/TmMMYYY4wxxhhb5pbjcWgul8OJEyewceNGeL3eM37/kiSJbB0KHtXKT3/6U3zgAx9AT08PdF0fu/7kyZPicdK4+YsvvviMP3/cVJoxxhhjjDHGGGOsxjKZjBg5T9k/73rXu8YFgxYDLhljjDHGGGOMMcYYq7EvfOELYkR8W1sbrr/+eiw2XDJWI8sxVY8xxhhjjDHG2OK1HI9DF7pkbCU9f5whxBhjZwDF3vP5PEzTFP/NGGOMMcYYYwuJewgxxtg8o0DQ0aNHkUwmxc8+nw9nnXUWn/FgjDHGGGOMLRjOEGKMsXmUzWaxZ88e0VCuvr4eDQ0NIkvoqaeeGgsQMcYYY4wxxtiZxgEhxhibJ47j4MiRI2J0ZUtLC/x+v8gOam5uhqIoImuIlmGMMcYYY4yxM40DQowxNk9OnTo1lhkky6c/bum/6+rqYBgGurq6FnQbGWOMMcYYYysTB4QYY2ye+gb19vYiFApB1/VJv9c0TfyOlqGyMsYYY4wxxhg7kzggxBhj84ACPVQqFgwGp1yGfkfZQrQsY4wxxhhjjJ1JHBBijLEao6bRAwMDCAQC40rFJqKAES0zODgobsMYY4wxxhhjZwoHhBhjrMb6+/vhuq4I9sykuAwFkBhjjDHGGGMF9H2aze/zxgEhxhir8QcwBXdomhhNEpsJLUPL9vX18R89xhhjjDG24lGvTULDWVj1aHANqeRYRJ3F+hljjE0hlUqJD+FwOFzxbWgc/dDQkLgtNZpmjDHGGGNspaJABk3kLWbQ03dlarXAZuY4jmhHQc+Zqs4c7uGAEGOM1RB9ANMfsXKTxaZCy9JthoeHOSDEGGOMMcZWvLa2NvEvt1WoHvUwXbduXUVBNA4IMcZYDSPyFNShErBqzmLQsl6vV9x2/fr1fAaEMcYYY4ytaPR9uL29HS0tLTx8pUp0snm6wTalOCDEGGM1Eo/HYdu2SNGsFgWR0uk0l40xxhhjjDE2irLoK+mFw2aHm0ozxliNRKNRUatbbIRXjWLZ2MjIyLxsG2OMMcYYY4yV4oAQY4zVAE0Io4CQx+OZdVos3ZbWwRhjjDHGGGPzjQNCjDFWAzQWk+qbqRfQbFFAKJfLjY2KZIwxxhhjjLH5wgEhxhirgVgsNpblM1vF21IvIsYYY4wxxhibTxwQYoyxiVwXSJwCTt4H9DwJZGbu61MsF5vLhLDiuHoKLjHGGGOMMcbYfOIpY4wxViqfAHb/DEh0AZICuHbh341/A2x4DiBPnnJgWZaYDlZXVzfnu6eAEGUIUU8iHj/PGGOMMcYYmy8cEGKMsaL0ILDj+4CdB1ovAnyNhYBQ7CRw/E4gMwicdx11gB53s2QyKf6dS7lYEfUgouAS9SQKBAJzXh9jjDHGGGOMlcMBIcYYI1Ye2PUjwLGA9ssAdbQ5tKQCDVsAPQj07QL8TcCm54+7aSKREOVedKlFhlAxyMQBIcYYY4wxxth84R5CjDFGDt8C5OJA64Wng0Glgm1A3cZCplC8c9yvqMSLAjm1KPGiddC6KMjEGGOMMcYYY/OFA0KMMTZ0COjZDjRuAzT/1MtRQMgTBg7cDLjOWP8gKu+qRblYEQWEimVojDHGGGOMMTYfOCDEGFvZKLBz5DbAWw8E26dfljKAGrYBqV6g+wlxVTGTp9YBIdM0kc/na7ZOxhhjjDHGGCvFASHG2MrWuxNIDwANmyc1iy7LGymUjx2/S/QbqmX/oHJ9hBhjjDHGGGNsPnBAiDG2cjk2cOwOINACeCKV3y6yHjCSQN9uERCqVf+gIgouqaoqpo0xxhhjjDHG2HzggBBjbOUa2Avk40DdhupuRxPH/E1wT96HTDo9ltFTS5qmcWNpxhhjjDHG2LzhgBBjbOXqfBDwNQB6qPrbRtZBygyizh6Yl4AQ9SSiZtW2bdd83YwxxhhjjDHGASHG2MpEo+MTp4Dw2tnd3lMHW/WjxewQ2Ty1VlwnBYUYY4wxxhhjrNY4IMQYW5m6HimMmPc1zu72koSsUod6uw+KnZu3gFA6na75uhljjDHGGGNMXegNYIyxM87KFfoHUXPoWTaDduEihQACAPzJI0jVXwjTddGRzWPYsEST6VZdxRqvDmUW90G3p6AQB4QYY4wxxhhj84EDQoyxlad/T2HCGI2PnyXq7WM5Mgw1jED8AO5XtuDReApZ24EqSXBpGddFRFXwvIYwNvs9Vd8HBYR40hhjjDHGGGNsPnBAiDG28nRvLzSTVr2zXoWRNwr/ehoRSh/HvqFuhLwNONvvhVcuZASlbQedeQM3D0RxdV0QT68LVnUf1Kw6FovBcRzIMlf4MsYYY4wxxmqHjzAYYytLZghIdAHB9jmtxjANSLKEpwwPTMh4gdovsoC8ilwoQ5MkBFQF5wR8WOfV8UgshftGklXdB/cRYowxxhhjjM0XDggxxlaWvt2ArAL+pjmtxjAMZFwg6QBJJYStZueUy6726tjg82B7Io39qWzF98EBIcYYY4wxxth84YAQY2zl9Q+iyWKyMutVUEPpnGEg7rho0BSk1AjqrRgC1tQZQO26imZNxV+HExgyrIruhxtLM8YYY4wxxuYLB4QYYytHehBIDwCBljmtpjeTg+wCsqzAp8hIKSE4kLEm3zH1jSQJm/weeGQJtw/FRdPpSnBAiDHGGGOMMTYfOCDEGFs5aNQ8lYtRhtAsWa6LXSNx8d8etZBl5EgKkkoQa/Jd095WliRs9HnQb5jYm8xWHBDKZrNw3UpDSIwxxhhjjDE2Mw4IMcZWVv+gOZaLbY+noTs2bAlwqXn0KMoSajQHoTn5aW8fVhVROnZ/NImc41QUEKJgUC6Xm/U2M8YYY4wxxthEHBBijK0M2SiQ7kfOF8KIMYicU3lz56KUbePReAptigRbGv/xSY2lKTzUZvTMuJ51Ph2G6+LJeGbGZVVVFf9y2RhjjDHGGGOslgpHGowxtswleh9BEMB+qwsOpfcACKphbPRvhUf2VrSOB6MpEfQJuw7yE7KMLFlHVvahPd+DLu/GadejyzJadRVPJtO4POKHR546Nq8oirhQ2RhjjDHGGGOM1QpnCDHGlr2jqQMiIJTSVDR4WtHmWY16rRE5O4uDyT3I2KkZ1zFsWtibymKzRxMfnBMzhEhKCaI9fwqooN/PKo8G2wV2JCrLEuIMIcYYY4wxxlgtcUCIMbasDeb78FD/rViVteB466HLHsiSDJ/iR6PeLEa7H07th+kY067n0VhKTAhbpRSyi+yS/kGlZWNeN496a3jG7aIsoRZNxZOJDMwZAkjURyiTmTlwxBhjjDHGGGNLOiD0zW9+Exs2bIDX68WVV16Jxx9/fNrlf/3rX+Pss88Wy19wwQW47bbbxv3+k5/8pPh9IBBAfX09XvCCF+Cxxx4bt8zIyAje8IY3IBwOo66uDm9/+9uRSs2cNcAYW7wMx8BfBn6PjTlJfNjlvYFxv1ckBfVaE1w4OJE5AneKYfAjpoWD6ZzI6vG4NpwJDaWLMnIANmS0Gb0VbR+tL+84OJjKzRgQMgwDlmVVtF7GGGOMMcYYW3IBoZtuugkf/OAHccMNN2DHjh246KKLcM0112BgYKDs8g8//DBe97rXiQDOzp07ce2114rL3r17x5bZtm0bvvGNb+Cpp57Cgw8+KIJNL3rRizA4ODi2DAWD9u3bhzvuuAO33HIL7r//fvzDP/zDGXnMjLH5sTP+KLJ2BmfnVBiqB7aqTVqGgkJ1agMSVkxkE5XzWCwFTZLQomvQbJowNsVHpyQhrQTRkq8sIORRZNRrKnYm0hU1luY+QowxxhhjjLFakVyaZ7yIUEbQFVdcIQI4xHEcrF27Fu973/vw0Y9+dNLyr3nNa0RvDQriFF111VW4+OKL8e1vf7vsfSQSCUQiEdx55514/vOfjwMHDuDcc8/FE088gcsvv1wsc/vtt+Nv//ZvcerUKaxatWrG7S6uMx6PiywjxtjCSpgx3NT9A7TqbXjJoYPIeYNIhpumXD5mjsBw8jg/fBlUSR03Wew7XYNY69WxyqthdToBS5aRU8r35KfR8y1GP37X8jo40szj7WOmhQPpHF7X3igyhsqhj+menh5s3LgRra2tFT1+xhhjjDG2/PFxKFs2GUJUEvHkk0+Kkq4iWZbFz4888kjZ29D1pcsTyiiaanm6j+985zviTUPZR8V1UJlYMRhEaJ103xNLy4ry+bx485VeGGOLxxPRB0VgZ6MTgmabyHv80y4fUiOwXRt9+e5x1+9KZCjxB60eFbLrQnXdsv2DitJyEAocERiqRJ2qwKfI4n6mQn2OKEuIM4QYY4wxxhhjyzIgNDQ0BNu2J50Bp5/7+sqXctD1lSxPGUTBYFD0Gfrv//5vURrW1FTIFqBlW1paxi1PB18NDQ1T3u9nP/tZEVQqXiiLiTG2OCStBI5lDqLVswoNiWE4kgxD9017GyodC6ghDOR7RO8hQs2edyUzaNE0KJIE3bHF9bS+qeRkL0xJRWuFfYQo2tSsqTicycFwpk7YpM8kbizNGGOMMcYYW5YBofn0vOc9D7t27RI9h1784hfjuuuum7IvUSWuv/56kZZXvHR1ddV0exljs7c3sQOypKBRb0E4PoA8BYOmyeopCiohUF/pwdFgzoFUFjnHRZunUB6mObZoO21jmnVJkmgu3VphHyHSpKuwXRdHMlM3l+YMIcYYY4wxxtiyDQhRxo6iKOjv7x93Pf3c1tZW9jZ0fSXL04SxLVu2iP5C3//+98XBFf1bXMfE4BBN86HJY1Pdr8fjETWapRfG2MKj8fEHkrvRpLVAtx0E01HkPeOni02lMI4+IJpLU/nYzmQG9aoCr1L4qNRFQ2kJ08WDSEoJosEahuqYFd2vR5YRURXsS2WnnTRmmiZPGmOMMcYYY4wtv4CQruu47LLLcNddd41dR02l6eerr7667G3o+tLlCZWDTbV86XqpD1BxHbFYTPQvKrr77rvFMtTkmjG2dBxJ7YflmmjxtCOUHBKxm5n6B5UKKEFYroUTmT4MGhZaSxo9U8mYU0GmUUYJQIZbcR8h0qSp6MoZSFqFsrSpJo3lctOPqGeMMcYYY4yxJRcQIjRy/rvf/S5+/OMfi+lf//RP/ySmiL31rW8Vv3/Tm94kyrWK3v/+94uJYF/+8pdx8OBBfPKTn8T27dvx3ve+V/yebvvv//7vePTRR9HR0SGCPm9729vQ3d2NV7/61WKZc845R5SRvfOd78Tjjz+Ohx56SNz+ta99bUUTxhhji8eh1F6E1TrosgfhxBBMVS87bn4qqqzCq/gwbPTCI0ui6bPgUsmYM/XI+RJ5ySP6CDWblZelNuoqZEnCwXT5gA+PnmeMMcYYY4zVUvm5yQuIxsgPDg7iE5/4hGjoTOPjKeBTbBzd2dkppn8VPf3pT8cvfvELfOxjHxOBn61bt+Lmm2/G+eefL35PJWgUKKIAEzWtbmxsFGPtH3jgAZx33nlj6/n5z38ugkA0hp7W/8pXvhJf+9rXFuAZYIzNVtyMYsDoxUbfNvFzJDEwYzPpcrxyADlpCOs85ljrIc11RLbRdBPGxvcR8qPZGF/OOh1qWk3Bp8PpHK6ITC5xo88l+jzjgBBjjDHGGGOsFiTXdacea8MqRmPnadoYNZjmfkKMLdyo+d2JJ3Bh6DJ4jTwu3Hs3RurbkfMGq1pPX96E4QzARR0caY24zm+ZaM5lENd0uBUEhahcrMXox+9aXgdHGs0ymsGQYeJIJo9/WNOMUDEzqfT3Q0Pw+Xw4++yzq3o8jDHGGGNseeLjULasSsYYY2w2KLZ9JLUPdVqDmDAWTgyKiWBiwliVBgwLOccDTYpTx7GxCWOORJVjFWQIUbmqHIACB/XmcMX3W6+pYu1HM4X+ZhPxpDHGGGOMMcZYrXBAiDG2LAwZ/UjaCTRoTeJn6h9kaF64cmXZOUVZ20HKpsbOFEiyISMxFhAS/YMqiwchJ/vEravpIyTKxjQVh6boI0STxqgZPjW8Z4wxxhhjjLG54IAQY2xZOJE5AlXSEFIilC6EcHIIhmd22UH0weiVNbjQoSAqrtcdB4UuQhUSfYQCVfURIg2qgu68gYw9OejDk8YYY4wxxhhjtcIBIcbYsnAicxgRtQ6SJMGXTUK1TeT1ysfNEyoxGzRM+BVZNJN24YGMFCTXgiomjEnVZRspvsLo+SpatVHZmHg82cllYxwQYowxxhhjjNUKB4QYY0tezBwRF+ofRCg7yJEkGLq3qvUkLBuG64qAEKGAEP2/5sZFbhCtsxqUIeRxDQTtZMW30WRJNJQ+VqaPEE0aowv3EWKMMcYYY4zNFQeEGGNL3snMUciQEVbrxM8h0T/IB1DPnyoMGRZUSYIuF2+niLIxWYqJn0QPoSpkFL/IOmqqoo8QofHzJ3N52BMyiyj7ibKEOEOIMcYYY4wxNlccEGKMLXknM0dEMIimi0mug1BquOr+QY4LDJlWoVys5HrKEnKlDEzJgVtdgpAYN0/NpZuobKwK9aoC03HRnTMn/U5RFM4QYowxxhhjjM0ZB4QYY0ta3sljIN87lh3kT8ehOHbV/YOiliUycvxj2UEYVzaWV2cXhMlSQMioLkMooMjwyBKOT9FHiDOEGGOMMcYYY3PFASHG2JLWne2ACxdhra6kf5AMU6NATnXlYrokiR4+4ymQXRV5NTOr7cvIfoTtODTHqPxGNH5eVXEsmysbELIsS1wYY4wxxhhjbLY4IMQYW9JOZU/AK/vgkQsNpEM0bl6n/kGV13dRZlDUtOAbbSY9ngvVUWEqlCFU+bSwoowSECVoYtpYFSKqgphpi0bXpXjSGGOMMcYYY6wWOCDEGFuyXNdFZ/YEQmpE/Cw5NoKpKPIUEKpC1LThULlZmYCQ7FJASBPBIEeqPkvIkHRYUNBgDlcdECIdWaNsQIj7CDHGGGOMMcbmggNCjLElK25FkbaTiIz2DwqkY5Bdp+qG0sNmoVyMJoxNpLguJFeG5Cqw5VT1GylJyCr+qjOE1NHx8x0T+gjR2HlqLM0ZQowxxhhjjLG5KJxqZoyxJehU9iQkyAiOZgiFksOwZQWm6qm6XIyCL+VQhhAVikmuBocCQnbrrBpLi4AQjZGvopQtoijoyBmF+y+5nhtLM1a9dM5GXyyPaMqErsqoC6hY0+SFXMV7kjHGGGNsOeGAEGNsSTeUDipBKJIy1lDa0LxVBV2mKxcjikvj5iVIrg5HzsGRcpDdQr+iahpLt7gDCNgppNVQxbeLaApO5Q0MGCZade30NvHoecYq5jgujvSmceBUWrQB8+oybMfFsT4Xh7rTuGRTGE1hfaE3kzHGGGPsjOOSMcbYku0f1JPrQlANj/UPCqSjNS0XO50hJI3GzyU4crrqbaWSMdJgDVV1u5AiQ5Gksn2EKEOIngPG2NQo8PPwwRj2d6VRH9Cwtd2P9c0+bGr1Y0OzV/z+oQNR9MfGl2YyxhhjjK0EHBBijC1Jw8YADDc/1lA6mI6K4E1eLwRfKmG7mGa6WElASKJQkDRaNlZ9QMiWVOQlDxrN6gJCkiQhrMronNBHiAJCjuPANM2qt4WxlZQZ9NjhGIaSBtY2etES0SHLpwO/Xl3B2iYv/B4Fjx6KYSgxPvDKGGOMMbbccckYY2xJouwgGTICSmhc/yBLrbz0I2ZZolxsqoAQNaimw8dChlCxj1AaLmxIKN9zaNo+QkZ1jaVJWFHQnTfhuEDxWLY4aSyfz0PXxz9eK5pD6qEeZHb2Q9IVaKuCqPs/m6A2VFfmxthSt7czhYGYgdWNHgS8U/QIkySsavDg1HAOTxyJ4/kXNYr+QowxxhhjKwF/62GMLUk9uU4E1BBkqfAxFkoMwaBx81X0DxoxLWiSJC5TZQcRZ/TX1EdI/DyrsjEf6q0RSC6FoCoXVhVYros+wxzXQ4hMbCyd70ig/ys7kH6sF0qDD3JIR/54HP1f3YHs/urG3jO2lPVG8zjWl0FzREfQO/25LwoKtdd5YNoOdp9InLFtZIwxxhhbaBwQYowtOY7rFPoHKYX+QTL1D8rECgGhitdBASF72nIxGjlfCAmNZgiBxs+rswsIyX4ocBCxopN/adtT3i4w2keoq6SPULnR8/mTcQx9/ynIfhWBp6+Cd1s9vFvrEbiiDUpIx/DPD8Dsq367GVtq8qaDJ4/GEfQqqA9UlgitqTJaIpQplOd+QowxxhhbMbhkjDG25IwYgzBdA6HRhtKBVLF/UOUBobhli5HzPnn6/kHOhOwhUTYmZareZioZo+BSgzmMuBtC5LFHUX/P3fCdPAE1mYTR0Ij0Oedg4JWvQn7tugl9hBR05vK4EoGx6ykgRCVjxMmYIuAj+zX4LmqGVBLkkjQZ3vMbkdnej+FfHETr+y6GpFVX7sbYUrKvMwnHddFW5xHvn0qFfQpiaRl7O1Ki31A1t2WMMcYYW4o4Q4gxtuT05btFk+eAEpx1/yAqF6PJYlpJk9myI+dHs4NKA0KuZMORqssicCUZOdmH1t6DOOtf3od1X/sK9P4+5NatQ+Kyy2A2NyG0exe2/esH0Pazn1BH3LHbhhUZPXlTBLDKjZ6P/uEY3JwN73mN44JBY9usyOJ31lAWibs6q9puxpaSkaSJjsEcmkI6VKW6gA4FgJrDOhJZC11D48sxGWOMMcaWI84QYowtOb25U6KZtCwVMl3Cyer6B7mjASHKDpruFpQhZE0KGJ0ePy/bnoq3WaKMpJEUWtJ9GJEVDF1zDexwYUJaUer88+E/fBjNf7gZ2sgIut79XuogLTKEOnIG+g0LqzxaYStUVQSEqDdQdvegCPjI0/RKUYI69HUh0XA6+Kw1UAKF9TC2XLiuiz0nE/BqMuoqLBWbiCaOhbwK9nelxAQyzhJijDHG2HLGGUKMsSV30NebPzWWHSTbFvyZWFXlYinLhknlYtNkEFAwqHTCWNHY+PkqysbkbBYN99wFt3sInvYwEs955qRgUGFBBZmzz0H8yqtQ99CDaPvlL8b1EerOne4jRAEhyzQRu+0ElAYv1Fb/jNuhrQ3BdVykHuqueNsZWyr6onlE05bI8plLIKcxpCFrOOgZ4V5CjDHGGFveOCDEGFtSUlYCWTuN4Gj/oGC60D+omobS1EyaAiz6tP2DCiVbp4u0TiuMn6dyrZknhlF/oIa77oKSTiMdaIAkSwgWYllTyq9bJ7KFWv54M0I7d4iD25Ai49SEgJC/y4U9lIVnc6SiA2CZxtCvDoosISdrzbg8Y0spULy/Ky0yfPyeuX218eqFdRzprb5XGGOMMcbYUsIBIcbYkkLZQSSohEr6B6lV9Q8aNi14Zcr1mRoFmSgY5JYJtFBAiEJFjlTo4TMVNR5D/d13QXJsZDdsRA46qA1QKFQuzDReZttZyLe3Y+3Xvwo5TQEwBd15cyxApUBGeL8NqVGHEq68dE1fF4Zr2Ejv6K/4Nowtdt0jedH7pymk1aTMqz6gIZoyRU8ixhhjjLHlinsIMbZMUWnQqcNRHHqkD6lYTgQi1p7dgK1XtCDSPHN50WLVn++GT/ZDlQs9cEKJIeR1b8X9g7K2g5zjoEmb/uNPjJyfcp3Ue0iBI2cg26cnf5VSYzHU33uP6AGUXbeOukCL6/N5t6KAED0eajbdePvtaPnD7xF99WtxynFE76NGTYV8PAs5B7hbKg8GiS33KFCbfMjs6EfoGaurui1jizU76NCpNAIeWWQI1QKNrNdVCcf60mgI1WEpyBgWemI5pPMW1jf6UeevPEg+34xcFtv/9Huc2LUdw6c64QtF0L5lGy5+8Uux+qxzuVcTY4wxtkA4IMTYMpQYzuIv392LgZNJ+EIafCFdBIi233YCT9xyAk97+UZc8qL1kKeZsLVY9eTG9w8KZGKIh5srvj0FVOhRe6YpFyvNECpH5Ba5Kmw5DdWefN9qPI76e++Fq6rIrVsPlEz+Mk3KEJq51Iw4Pj8yW7ei6ZY/YfBFL4akekUfoUZVgbQrASsoQZrFMZ/aFkDuqSGYAxloLUs3OMgYGYgbIjuImkDXCgUoIn5V9BEyLQeaujgTqg3LwR92deP3O7vx2IkR2M7pT62tLUG86zmbce3Fq6CWmT54pnTu3Y0/f/O/kEnEUd++Gu1bzoKZz6Nz3x4ceuQBbL78SrzoXf8Mf7m+aowxxhibVxwQYmyZ6T4cxW3f2iN61Zx1ZStCjacn5Ti2g54jcTz6h+PoORzD3777QiiL9ECnnLyTR8wcxnrfZvFzMDUigjuGx19V/yCvLGOmWBj1ELKlqZ+bQh+hFFxQgOn0R6maSBQygxRlUjBIPIa8hMZGF7LswnFmDshlzjobvhMn0PbrXyH4929Fd87EhUkZ0rAJa70Kyaq+FxBlCEmajMzOAUSu2VD17RlbTA53p8VkMb9e28+ysF/FYMLEqeEcNlbQtP1MZ0VREOgLtx9CXyKH9Q1+PGtLE5qCHmiKhGjGxOH+JD706934zfYufOuNl6EhcOYzhjqe2oXff+6TCDY04qIXvgTewOkGaq57MUa6u3Bi15P48Yfeg1f++6fQsmHTGd9GxhhjbCVbOkeCjLEZDXYmces398Ab1HDuM9sRpgP/klR8WZGx5ux6bLuiFV0Ho/jr9/eJINFSMZjvFf/SyPli/yCL+gcplY1QNxwXSduGd4az5ZLrig/HqUvGin2EIMrGipRUSmQGQZaRXU9lYpPvxzAK1W3BYAVlY7QNmiayhOrvvxcNmRS68gawKwHXJwMhBdYsAkIULFSb/aJsjDLHGFuqqM/PUNJEQ416B5XSFBkBr4KOgel7hZ1pxwdTeNW3H8EHf7UbIa+KN1y5DtdeshoXra3D6nofWsJenNUWwssuWoVXXroae7rjePk3HsRAIndGt7P/+FHc/IVPIdTUgrOf8ZxxwSBCr1fjmnW48PkvhqyouOmT/4buQwfO6DYyxhhjKx0HhBhbgujscC5jIB3PwRk9oE/H8vjT13ZB96nYclkLVG3qXhqRZh82X9KME7sG8dgfT2Cp6M/3QJVUeOXCRLFwcqgwXazCA8HoaPDEN0N6EJWLkelCJRL1EXLVsYAQTRETmUFwRzODyj//FBByHCBUYUCIZDduohcdW++7F07KAk5mgGYdkiLDtu0ZtrQ8tc0PO27A7ElVfVvGFotjfRmRERPy1qZ30ERUNkaj7BMZa1F87v/44ZN4yVcfEEGhV1yyGn97QbvICprKmno/XnP5WsSzJt75k+3ImfR5Mf9MI49bv/5FeAMhbLv6GZCn+Dwkus+Hc571XHiDYfz2Mx/HwMnjZ2QbGWOMMcYBIcaWFDog6Dsxgu1/OYwddxzF7nuP47FbD+LgE1244wf7YFsOtl7eUlEZWH2bH6u31WHHXzrQcySGpRIQ8itBcWZZsUz4M3EYnsrHzUdNGx5ZEiPnMcsJY6VEQEjKQM5kRDBIsm3k1q+Hq053cCqJoFBFjaVHuR4PcuvWYe0dt+PcLkoxAtCoQx7tg2RZ1R/kKRGPKBvLHRyp+raMLQY5wxblXHWB2mcHFVGgiRL96H4W0lAqj7f96Anc8Md9OLsthNc9bR3WNlRWxhb2aSJwtL83gRv+sA9nwkM3/hTx/j5svuJKKMrM3QlUTcPZT38WPL4AfvuZTyAxOHBGtpMxxhhb6TggxNgSQcGe/Q934viePmgeFY2rQ2heG0G40Ycjjw2g+3AMbVsi0KqYstO2OSJ6DFEwycgt/BnwmYJhFBAqlosFU8MiLpLXKzsookSqmBg3P/PHngIKCFVygKnBlSyEnnwIkmmOBoNmPvipprF0UXbLFujRKC56ZAfSIQVQJcijPY5se3ZlY0q9F1kOCLEl6uRAVrxL6wLz1w6RAk1Br4pTQzSpcWHKKx88MoRrvnI/Hj8xgpdftArPPatFlLNVoy3sxbO2NuOm7V147Pgw5tNQVweevO0PWHPuBVU1ilY0DWc941lwbAs3f/HTIsuIMcYYY/OLA0KMLQHU5+Xw9lNIjGTQtCaMhvYQfEEPPH4Nmq6h+2ACgXodRi4vRsxXc7Cz8cJGZBIGdv61E4tZ3IrCcPJjE8bC1D9I0WCrlfUPils2KATjqyAgRA2l3QriQYohIlUw6nXk1m8Q/X4qQY2l/X5qNVT5AaZVVw+rrgH60UcwEC5s3FwyhIja6IV5KgU7RQ+EsaWDSmWP92cR9qlQqpyW6LgueuJZ7OiM4o4D/bh5Vzd+t/MU/rC7B3cd7McTHSM4OZxGfvR9FfIpSOftM142RhPEPnPbAbzx+48hqKsiK2hjU2DW6zt/VRirIl587Oa9MOexd9yDN/5E9Atq37qt6tvqXh+2XfVMDHd34Y7vfGPBgnCLBT1+2l8ZY4yx+cJTxhhbAk7s60O0PyWCQd4Jk2IOPtwveui0bgrBytuI9ichKxL8oan7SpSioFLrhjB23tGJc5+5CqGG2o1uriXKDiIBtZAhFE4MIk/9gypE/YNUSYJawcFjoWRshnIxw4Cv4yTctSFkNjYjdLLyA6zSxtKJRBUHs5FVsLv2YtBNY4MbEOugTJ/ZZAgRpbHw/OWOxBC4pGVW62BsIfRG88ibDtrrK/ucI2nDwq6uGPb3JJA2bCgS4NNV0YNIliQ4roXBpCv67FhO4ROgNezB5uYgwroH3SN5RAKVBX3nal9PHB+8aReODqbF9LBL1tXNuSyObv+cs5px4xNduPHxTvz91bWfMNh79BCObX8MW664CrI8u75Ogbp6bLr0Chx44B6sOec80XR6JclYNg7F0ziRzCFpWqJ8OaAqWBvwYlvEjwbPmdkHGWOMrQwcEGJskUuOZNB3PIpIS2BSMCg+kEXX/hha1gehqrLoHURnFEd6k1B1Bbqnsrd4++YIhk6l8OjNx/DCt52HxWgg3wuf7BdNpVUzD18uhWhda0W3pS/UIwaVi0kVFYJRQMiaJnAk5/PwdnRQ6hYkW4ERVuBKBiS38oAQnfQtBIQquw2lN3n0NljOXoSP7kCm5UUIKLLIEprNpDHxODwKlIgu+ghxQIgtJSf6M/Dpshg3PxPLcbD9ZBTbO6Li56agjg2NAQQ8Ksq9zeltTEGhZM5CLGvi0eMjOKc1jHjWwEMnBvB/L1mFltD8BM6zho2v330E/3v/cTQGdNEQurnC4H4laLvPag3hW/cew2uftq7q0rOZPPLrX8AfqUMTNdafg+Z1G5AcGsTdP/xftG85C83rN2K5o7/dhxMZPDYYF38f6nQV7X4d9FcrZzs4msjgQDyNrWEfrmiKwFPj144xxtjKxH9NGFvkpWLHdvdC96oI1k0+ADnwcD90n4JIS+F3dGxDQSPKGhnqToxNIJuJoslYtSWCI0/0IzZweoz64msoXSiXCCWHxL+V9g/K2A4M14VPqaxcjJ7HqTKE5GwG3hM0mc2FVVcH2ZTgKoDlq+bs/Whj6SomjXlTNhTZCzfchMiBR5EcLWehs/6zDQgR6iOUPxJd8aUZbOlIZS0MJsyKegdRM+ZfPNaJx06MoCXkwcVr60QwiMa1TxXzpat9miKW39YSxGXr66AoEsJeHT966CSu+sxdeOsPH8ete3prNrXLdlz89slTeN6X7sV37j+OK9bX47oaB4OKLl1Xj954DrfsKWRd1kq0txsndj2J9q1nQRrtbzYX6y+6RJSe/em/Pwczv7BNvecblYU92B/DwwNx1Okazq0LYF3Qi2avjiavhjUBD86t82ON34PjySxu7hjASN5c6M1mjDG2DHBAiLFFrL8jikwij7oWKg+SJmUHDZ5MoWGVXwSAimgxKhezTQfxoXTF99W0NgjVo4jSscXGciyMGINjDaVp3LypeuBUML2GRE1LfNh5KuofVAiMOGUOFpVkAr6TJ0Fjh6xIHTXxgWy6kBzADFX3cVqYNFZ5mZk/ZsFWJVgtqxHsPIh0vDAZjjKE7Fn2ECJKnQdOxoI1mJ31Ohg7k04MZMXkr5Bv+vf/0YEUbnqiC3nLwQWrI1jX4K+oZHQiKiejbCQKmr7pyo14zrZmHOxL4j2/2IHL/7878aFf78I9BwdmFRxK5S38/LEOPP/L9+Jff71bBKrecOU6XLmpsereSJWiIBP1IvrmPccqPmlQiZ1/uQWa14umtXPLDiqi6WRbnnY14oP9uPcn38NyRfvVwwMxHE1msS7gwdqAp+x+St8BKDh0VqRwIuTWriH0ZLjxNmOMsbnhkjHGFin6on7q8JAI7ui+yT0DjjwxCM2rINQ4+Qwy9RCi3kCpaFbc3lPm9pNvI6N1fQgHH+7F0166EYFI7c9Mz9aQ0S/mfvnVoKi1isSr6x80IsbNyxWXixUOkcYvrQ0PQ+/vg+PxwA6FCpG30aUoKGSGJKC/8sdkGBLq611Ikgt3hg7WFHDyJWwYPhl2aBX0o7vhHt0NtLxABIQcx4FLmU2zOCtP4+fpQeRPxKG1VJZxxdhCfi52DBaaSVOgZip7u+O46+AAGgI6NjUHoNRgLL3pOIh4dFy4pk5comlDBIbuPjiI3zzZLbKKrt7ciCs3Nojfn9UWQr1fGxfMp0bVJ4bS2NkZwwNHBnHXgQEYtoMtzUG85oq1YhrYmXDpujr8dke3yJyibZ4rI5vB3nvuQMuGzZCV2fUOKoemlG248BLsufN2bLjwUmy98ulYbnaNpHAkUQgGVdIfSJdlbA77cDKVw509w3jx6ia0+MaXkzPGGGOV4oAQY4vUcE9CjIKvay1M1SqViubReySBlg3BKRuN6j4VlmFhpC+Jtg0NxfjFtJrXh9F7PIE9d5/C1X+3GYvFoNEHGbLoIeQxMtDNHJLB+opuazguUraNBq2yjzuFAkKlT5brwtPbCzUWhePzww5OnvIj511YQRmuXAjeVLRdhkgwQiDgIpWa/sXxJm3IlIXklQHVCytUD+/RXbCvfv7Y6HmaNKZV0E9lIol6T4V1ERAKXtle9e0ZO9PNpE3LRV3D1AfOe07FcPehQbSFPVjfGKgoEFwJ6kXkUwuBKCrxqQ/oIphy1aYGDKcNEeihrKQHjgyNTfHSVRkRryayfbKiL5EJSsqhjxgK/ly2vh5nt4UQ8p7ZRsGr63xo8Ov49faumgSEDj50P8x8Hq2btqDWWjZuRqy/D3/59lfRunkrwk3NWC76MnnsGkmizadX1SyaApwbg14cT+bw155hvHRtkyg1Y4wxxqrFASHGFmkKefeRIXgDmugfNNHJ3cNQNRnh5qnPJhf7CaXjOaTiWYTqZs6ooXU2rQli34PdIkuIegstlobS1D+Igh+hxJDI4DEqzBCKjZZTUUNpVJUhBEiWBW9XF+RsFnYoDMfrmXL8vCkDZkCGnnSqbiydSk2/rD9uwdYkOGrhMTj1LQid2ItU3kR49CCAJo1pFY69n0iOeGAcj8/qtoydSSf6s6J8yzPFZ9Ph/hTuEcEgL9Y3+msWDCKmY8MHFX5FRcoyx5fyBD3icsWGQhYTNaMeTufFuHoqJaMAEjVwpiwiCiRRY2uPWrtMmmrRNlMG0217e/Gpa89HsMIBBFPZd99dqGtth8fvn5dt3XTZFXjqzr/gtq9/Edfd8NlZTzCrtVwqhaPbH0XnU7sw3N2FbDIh+h7Vt6/CpkufJqatefyTTyKQvO3gvr4ogqqC1lkEBOXRoNCRZBZ39ozg5WuboXOjacYYY1XigBBji1BiKCN6B9GY+Yks00HnvhgizV7IMwQ5aOqY5lGRGEwjEPKKUrKZNK8Lov9EAsd2DWDbFW1YPA2lC5lS4cSQCAa5FR4QUP8gXZYqLhlRXAeWJBeaR3d1QXKoeXQE7jTBFslyIdnUR0iCnqzsMVGZmGG4orF033QLOoB3tFxs7KqGNuidh5DqPITI1gvGMoTm0kfI7EzCiuag1p+ZkhXGqpXO2RhMGGirK18e0xPP4i/7etEY1GseDCIUKLapOb2qjQsITUSfy1SqRpfF7Jz2EB49Poxb9/TgNVesm/V64gN96Dl8QPT7mS+a7hHBlX33341Hf3sjnv7qN2AhxQf68djvf4X9D9wD2zQQbGgU5W2hxiZYhoHeI4dw+NGH4AkEcNUrXotLXvwyKOr4r9yUGZR3HJwV9k+Z6TsTyjyjoBBNJ7u/P4rnt1M28Pz0nmKMMbY8cUCIsUWovzMmxsZTH6CJug/GRMPo4mSxmYheQjEbiZEM6prLn6ks5QvqCDV5sfe+7kUREMrZWSStOJp8LSKlJpwcRNY3OVBWDpVmUIYQjWevhOQWZosp8Ri03j64mgqzPlKo7ZrudnQQaFAfIVqu8sCMaVJjaXfG6WJULmZRudgoN1QPW/fCObQT2HZBobG0PYdJY6P9ovInExwQYotW52BWTAaj/kETpQ0Lt+zpFaPkNzUFax4MGpclNOHAfqmiMjUKnP16+6k5BYQoKKKoGhpWrcF8Cje3YO055+OR396INeecj3XnX4QzjaadPfKbX+LJW/8AVdewattZoqRN907OWM1n0ug+uB/3/+wHOPLYw3jZB69HsL5B/C6aN3EglhalYnPN6qHx8+sCXpxI5XAwnsE5dTP/nWeMMcaKOLeUsUXGthyM9CTgD3smnemjUrKTu0cQqNeheSrLkKGz1VR2loxmxbor0bw2iN6jcYz0Vj6lbD77BxHKEApkYlBtC3lPZWUJSdsunNGvYLpYceS8PDAArbcXjtcLKzJzMKhIMVxYfgmOUl1jaeohVMg9KI+aSdN0Mbt0vZIEO9IsmkuLH2VpTpPGZF2BHNRgnOSyMbY4ic++wayYLDYxM5LKsWgEvG272NISnHKcfK36CFGpjqeGjZMXEj1fT3ZEMZjMz/p12X//3WhYvWZSBsx8WH3OuYi0tOKWr3weyeEhnEld+/bgRx98twgGrTrrbFx8zf8RgalywSBCpWKbLr0C5z3n+Rjq6sDPPvp+RHu7xe8eG4yL5tDNNeodFdFVNHk0PD4UR8zgcfSMMcYqxwEhxhaZ4d6E6EFBAaGJ4gM5JIZyolysGh6fKs6YU5ZQJepbA2IE/aFHe7HQBvN9UCQVHtmLcGIQjiTD0LwVl4tRqZhWwRGiZNsIdpyEFI3CDoZgh4Jjk8QqQRlCpJrx89RHiI4rx7fdcBFGD9ZLj+E86RZsafgD2jb8BasjjyDs6RjLQLLrmuEZ6kY+lRS9law5ZAiJ7Q/pMDorrHdj7AwbiBvIGQ7qApODDttPRtEbz2FzS3Dee6hQgJkCUD5leWQJ0fh5+uNw54EqRiSWGOo8iVhfLxrXzj7DqBo0SXHr066G49j4w5f+ExalWc4z2zJx/y9+hF99+v+JvwkXvuDFWHvuBSIrqhKhpmZc8Dcvgus4+NWn/h3HOrvQmzXQ7tennZRXrVV+XQSZ7u+LiX2UMcYYqwQHhBhbZAY746LMS9Umn4E+dYBKyWQEpuihMRXKNKKpYzSG3qogS4h6DdW3+nHo0T64VHe1gAbyfQgoAfEYCuPm/RUHamjcPDWTnmlpyTQRPn4USjoDJxyB46u+bEq2qZcQYAalqgJCJBgsvCaNOIbL5J/jUuVXWCc9gaA7CE1NQ/eOoNG/H1sab8GFbT9Ea/BJyPURSHCROb5vzhlChCaNmf0ZuGaFY9IYO4M6BrKikbR3QjPpvkQOjxwfxqo6H8JlGvDPBxo/T32ElgO/rmJNnQ+37522k9mUjj7xKFRdF1k7Z4rm8WLblc/AYMdx/PV/vyaylOZLYnAAN37iI9j+p99h3XkX4txnPxe+UKjq9eg+H8551nNFAOu2L/wHPJaBSJm/8XNBwaW1AQ+GR8vRGGOMsUpwQIixRYTGzMeH0vCHJmcHUdZQ96EYgg2TS8kqQWVjdLtkhVlCjasDSMcN9ByJYeEnjAWh2CYC6WjF5WJZ20HOceCdoeRLzucROXYUsmHCpubRcxjdS2VjZrjyj1XHkUQfobA/h3OkP+MC5U9QYaLPORtd7qWIpbchGd+EaHYbBtMXYDB9HvJWBKtCj+G89b+Hdx1gH98negg5jgPXnX0wRwnpoumS2ccHEmxxMSwHPdG86B1U+tlH5Vt/2dcn+gbRGPUzxXJsUTJWy+yOhc4SevjYEJK56rNtDj/2ECKt7Wd86hc1cd58+ZU48MA9ePhXP5uX+zi6/TH8+MPvFRlQVPa1+uxzRYbSbOk+P9Y97ekwokPI/v7HmA8BVRGlY08OJ5A055Y1yhhjbGXggBBji0i0v1Cy46WD8wkGO1IwsjbCTeVHn8+EDqQ0r4pULAfbnjlwEKz3wBNQcejx2Z05roW0lULWSYuAEI2bp8OvSgNCUcsWy083bp6CQeHjxyA5DvIN9YX6rTmQ8y5sjyRGxFfKTKXQ3v9rNEnHMOhsRr97FnKIiFbVWt4pjJoXB54SLMePRH69CA7ZroaNT+/BavXPkEd7ENn2HPoI0T4nA8YpLhtji0vXUE602Yr41UmlYrGMKQIa89k3aCIKRJHlUja2uTkI03Zx76HBqidtUcnYfDeTnkrT2vVYd8FFePR3N2H7Lb+vaYnYvT/9Pv7wxU8jUN+AC55/jZgeVgsJ1Qvv2RchtvsJ9Dx0N+YDlaJRqTT1KWKMMcZmwgEhxhaRkb4kPD4NSpk+GKcOROHxq+IyW1Q2Rqh0rJIAUmN7AEefHIBlzq0caa4NpQNKEJHEIExVh11hqQb1D/LI8pRn8WXDKASDXBf5+noxxp7+ey7FB5QhRGj8fCVUKwHvod9BtrPodc9FGnTQIY2VoMmWC0eZvC7b9SCa3Yp4vAnN6/rR0vFRSA6VA87+jDCVnSlBHcap1KzXwdh8ODmQRdCrQC15L4yk83j85IgoFQvoZzY7xR0NCi2XaWNhn4aWkAf3Ha4uIHRs+6MiM6iurR0LZdW2c0Tmzn0//T6e+NPv5ry+kZ5u/PLjH8aO2/6A9RdegrOufqYoiasFw3ERNyyEV61BcM0GHP3tz5GLDqPWKBjU7tPRlc7jVDpX8/UzxhhbXjggxNgiQVk7sYE0vMHJAQ/LdNB3PInQLMvFiig4onsKE8eoBG0mDasCMHM2ug5EsVANpTVJA/0vEu+vODuIGr8mrEL/oKkaSIdOHofkOqPBIHmsz1Bh8PzsSC4gm5WVjclOHq1DfwQcC1LLWXCV8SUvat4RsaGpp5ZJSNmrEe/wwpvdifUDH4djpObeWLorMad1MFZLsbSJRMYalx1EYdt7Dg3Co8pYXVd9v69aoICQd5lkCJHV9T7cf3iwqn48R7c/inBLK1Rt4fop0d/DteddiNVnnyfGu9/5/W/BnkVgnJpU7/jzH/GTj7xP9A06/7kvwKptZ8/p7+1EwzlDfKb7VAX155wvMj8P/fIH89IDqU5XEVIVPDoYh73AfQAZY4wtbhwQYmyRiA+mRQNnb7BcuVgSjuUi2Dj3M5WUJUT3k47PfObQF9LhC2k4tmMAC9k/yJ9LQTfzyHkCFd0ubtniLL633MQh10Wo4yRk00S+rk4EgwhlBxX+Y27bLOcLGULTfgV3HTQP/xmKnULavwVQdXj08bcQ5WKUETHNAYmkasjn/IglN8FrHEH9sX8F7NmfEZbDOqzBLBxjYTLCGCvXTJoygwLe05HRYwNpdEWzWNcQWLA+PhQQUmUZ2gw9ypaKdQ1+DCTzODZYWVDZyGXRfXD/gmYHFVHQZt35F4oR73vuvB03fuLDGD7VVfHtTx3Yi59d/wHc86PvoGndelEiRj2KaoliMkN5Ez6lcPJB0XQ0nHshhvfuxMj+3ZiP54SmjqVMGwfi3BeOMcbY1JbHNxnGloFoXxKqrkDTJ5917jmSEKVi1Bh6rmRZgkZZQiMZio3MqK7VjxO7hyrqO1RLdNaUSsb8SgCR+EBh3Lxe6bh5Gxr1TCpzsOjv64GaTsOIROCWnOGfIYRTVdkY9f2xfVMfqEaSO+DNn0LGuxm25AO1JNFLA0IuoJjly8VK0fw0R/fCHMkhEXwePJm98B35fyLgNKttpz5CLmB2c9kYW3iU2UD9g0qbSVMghkqb6v2auCwUy6Um7u6yyRKiptyKLOGBI0MVLd+17yk4to261jYsFq2btojmz9TbiDJ97vzeNxHt65myTxA1xP7Vp67HTZ/8KLLxOM5/3gux6ZLLocxDKWDCtGA5Lvwlfer8ravgbWzGkd/8TDyXtUaZSA0eDbtGksjNw/oZY4wtD8vjmwxjSxwdWIz0peANTD7AsS0H/ceTqGupXWkEBZYoQyibzMMfnr5JdX2bH71H4+g+FMXac+qQTB1ALPYE0umjyOW64dg5SJIKr7cdgcBW1NdfhVDo/DlNYyEpO4G8kxMZQpH4AeR1HzW6mfF2FFYZGe0fNOlxx2LwDg3BDIXgaPqkcq9Kx9lPR6Y+QhRUCclQs5O/hOtGP+oSjyGvt8NSw+I6+q5e2qZCHV3H1OVixY0GXN0LOT4EW25CKvgMBIfvhNPxdeQ3vL/6baf9T5Zg9qTg2UiNrRlbOD0jOdHsuK6kXGx3VxypvIUL1yz8/mmNBoSSpoGlTlOo/K5QNvbWZ2yccfmTu5+ENxgSl8WEmj9f8IJr0HfkEPY/cA923/Fn0fS6dfNW+MMRmPkcor096D1yCJaRF8tvu/qZYplalodNNJI3ockS1JIyZrq/+rPPR+9D96D34Xux+lnPr/n9tvk0xAwTu4ZTuKpl4d8zjDHGFh8OCDG2CORSBsy8hUjz5B45Q50p2KYjxs3XiqLKUDQFiZEMfGHPtFVS/rAOj1/Gjnv/io6Rr8AwhkQASNcboShB8d9wbWSyHejr/xNc14TXuxqrV70ea9a8EaoanHX/IBJ2PQimo4hHWiq6XcZ2YLou6iZk18imgUD3KdgeLyzf5OeZJnXVIkdIlAMYLoyQBN/ESjvXRtPInbBlP3L6qrGrKflK97jjysVcWRKXmbgeXyEjKJNAPrAG3siV8HZ/H3boPFiNL6hu22UJclCD2Zep6naMzVczab9Hhq4VgrtZ08ZjJ0ZEA2SfdmYbSU81fn65NJYma+p9ePT4CAzLga5OH3w/vnM7Ii2t8xpEmS1FUUVPobYtZ4mR8bG+HnQf3AcznxfZP5rXh1VnnY36ttXwR+Y/SEKZQQnDQqjMPuuJ1COwai1O3PobtF31LFFKVktU0tji1XEwnsa5dQGEy2QgM8YYW9n4LwNji0B8qFDjr/smZwj1HktA9yniUkuUJUQZQkbWFJPNyskbQ4hGH4Xk9aLvUCtWXb4aDQ3PgddDBwKTPz5c10Yu34tU6gCOn/hvdHZ9H1s2fwTt7a+q+sBh0OiHLnnQlIyKIEul/YNouhgtPy5DyHUR6Cr0lDDC5c9o021qVRRH4+etoAxXBqSSlYZTe6BZUST9543LdrJtCV6PC9pkKh9T81QuVuGdURmdJMNNjMD1h2EHL4JsDMJ/5GNI+bfC8a2vbtsDGoweLhljCyudszGUMNFed/oA+YmTI6JhPAUuFoPCpDEJuqzAcJZ+Sc7aej8ePjaMvT1xXLqufsrlqAwrMdCP9i3bsJhR8KdxzVpxWUgxw5q6px2VZW85G93334HeR+7Dmme/sOb33+zVRP+iJ4cTeF57Q83XzxhjbGnjHkKMLQKxwbQIylB/n4mlZFQuFqjTa34mlvoVyYosJo5NZDs5DA7die7uXyKf70WoWYadD0E1Xwyfd3XZYBCRJAU+7xo0N70Qa1b/PXS9BQcOfhR7nnoXDGOk6gwh6h9UF+uDoXnhVNirg/oHeUumhhFPdARaOgUjHJ667KyGk14UAyIYZAZO35dip1GXeByG1gJHGZ+hZI8OxaE+QjRqXnIKfYgqQfuFrXvgJArPrwMXZsNz4Eoe+A99CHDM6rY9qMEayIjG44wtlI7BLFUvIuQrvO+pTGx3VwztYa8ob1oMKDhV6CO08NlKtdAc8kBTJGw/Of1ndceeXZBkGeHm1jO2bUsZlYt5FHnKBuhaMCSyhDpuvxnOLCakzYTut82n42QqhyGadMYYY4yVWBzfqhhbweiAgjKE9JI+GUXxgRyMrC0CQrUmlWQJWdbpNJZU+ii6un6CVOow/L71CIUuQJim+agOBo5W3i9CVUNoaX4RWlpeimj0ETyx/VpkMicqbyid70NQ8iGSGETOW1l2EJWKJW0b3pJyMcmy4O/the31wSlt1FOi2FB6LiPnx62Pgjp2YdpYUV38UfFvzrN60vKUFUTxKNo8Le/CpXHzFX46i8bSmhcYDQi5tDJZh9n4PMjpI/B0/W9V2y4HdbimA2tk9tPKGJsLx3XFdDFqJl0Mkj9+cqRwYBtZmDHz0zWX9i6TsjFqKt0e8eGJE9Fpl+vat1tM4VrIcfNLhWE7SFv0N2n6D/TI5rOQj0XR9/iD87IdDboqtmH7UGJe1s8YY2zp4oAQYwssk8iLHkGeMhNz+o8noKgSfMH5+eKteRSRYZKKZuG4lsgKGhi4DariRzh0ITxUGkb/kwB/XR4DRwtNkKsR8G9Ce9t1sO0cntj+SiSSe2e8TdKKw3DzWJ21oDh25ePmzULZBmUIFfn7ekW0xQxO3ctILibD1CgJSxptLm2GC9uhWjEEMweR19vgTpFdVWgs7UKl/kEzjJufeGfUR0jKZwAjD2c0s8fVW2CFL4Pn1PegJCsfa0w9hIjZy6OK2cLojxnImQ7qAoX3SjxrYm93HO0R77imvIulbGy5TBojFHCj4BsF5cuh6zv37UG4sfmMb9tSROVitMfOFBDSQ2H4W9vRdddtUz73cyGNZgn1Zg30ZvI1Xz9jjLGliwNCjC2w+GBaHPt7vJODPn3Hk/BHdNHsdz7Ql0QKCqViGfT0/Aap1CH4/ZvgD2yFLI/fnkC9geSgD7lk9Qc/mhZGe9sroSg+7Nz5ZjGhbDo0bp60JxMwVR2WWlmGVNSyoEsS1NFgipLNiHIxKxiEW2bq2LgMoRqX5CnUR8hH2TsS6uJPwJU05LWpG2NTQMijuxWNm5+IJo0J6TickpHzdvgSuHozfEduqLh0TNYVSB4FZt/pgFA+P4iBgTtx8uT3cOzYV3H8+LfQ3f1rJBJPwXFqX+LAVraT/Rl4NRlevVCKtb1jRASCWhdZdlAxIESZS9RHaDlYFfGKANyxwfJ9xIZPdSKXTCLcUlmT/5UubljQlfElzFMJbdiCdO8pRA/NfNJkNiKaAv9oltB8BJ0YY4wtTRwQYmyBxYfTopn0xKBPLm0iMZhDIFL7crFSsmaKIVV2vh7B4Lnw6M1lv7xShhDNZh84Vn2WEFEUL1pbXg5ZVrFj5xuRG50iVg6Vi3kkHQ3xQeQ9/oqCNe5o/yDPhOwgV1Fh+aZvQitRLxDUFk0aE7QYAtnDyOltU/cvGm0srWqFRSpuKF2k6nDpgDQdL5SMFUkyzPpnQc6ehKf7BxWvTkwa602JJuGDg/eiq+unSKUOQlH88HrXQNebYFlJDAzcgY6O7yGVmj7Ax1ilsoaNvpiByGh2UDJnYl9PAm1hL5RFONFqrI+QujwCQlQyRk/zEyfLl4117dsj+geFOENoRqbjIlVBuViRt6EJeqQOnXfeOm8ngNr9umgw3ZXmLCHGGGMFHBBibAHRgURyOAt9tHFqqYGThTO0/nnoH1RkmnFkMgfgSmkoznnigH8qiubCFzIxeHx2Y+RPB4X+Lxwnjz17/hG2nZ8yQ2h9XoZmGch6K+tbRF+8LdeFbzS7Rk0moaVS05aKFc3HYSZNF6Oysbr4TpEdZGjTH0BRhpAoNQtUNm6+FC0u+gil4mMlY0Wu3gQ7dJHoJUSBoYrWF9Bg9qRw6tRNiMd3wudbj3D4Yvj9G+D1tsPnW4Ng8GyEwxdBlj3o6/sj+vv/KgJIjM111Dztz9Q/iGzviIpAUGt48WUHjesjtEzKxmjcfGvIiydOlG8sTeVioYYmMcGLzZwdhIkTL2cI2ITXb8bI/j3IDPTOyzYFVUVcaOIYZwkxxhgjHBBibAFRFpBl2tDLlIsNdqTgDapQtfl5m5pmDOn0YciyDlV34NoeOOb0B12+OgPDHUE49uxDKKoaQEvzS8Ro+kOHPjFFQ+l+bKRm14oGU/NUtN6YZYsPNH30y7e/vw+OpsP2zHz7+cgQIp5UBnUDB5DXm6fNDiL2aGNpeRbxNtFYWvcAqei4krEi6iXkKgF4j3++omlqckCFHTNgpEYQCp0ngkBSme2nEsBAYJsoM0wm96Gn52Y4Dk+xYbNvJn2yv9BMmhocpw1L9A6ivjb082K13PoItYY9IhA3EWUfdu17CqFmzg6quFxMpulild/G374Gsu5Bz4P3zF+WkE8XvY1OpHhwAGOMMQ4IMbagkiMZ8a9nQoaQCIp0puALafMYDDoCWfZC0xohKxZoLJaZmb4cjMrGbFNBtHvqTKJKULPqxobnorfvN+jvv2Xc7xJWDJaTx6pEHDlvsOLePiOmNTZunrKD1GwGZmDmZtQl88hQa00du8Rqs/6ZxzPTVDLXAhT/LLaDMoSoj1A+C9co8yVfVmFFroIWewhq9L4ZV5dXBsS//vw2qGpwxgMMj6dFZAzlcqdGg0LcV4hVry+aH9dMeldXTOxfizk7aDn2EaLnu3MkI3oJlf5NGujqRD6dQriJ+wfNhBI1k5YFT5X94GRFQXDVWvQ8ci8cs7K+b9UKaArCmoIdwwkRhGWMMbaycUCIsQWUjGZFU2d5Qo8B6h1k5ux56R9kWSnR1JlKfTStoRAHkagkLA8rH4AzTQMbT8CCotkYOjn7srGiYPAcBAJbceDgx5DL9YzrH7Qqa0G3LWQpIFQBw3GRtuks/Wh20EA/HE2bcsz8xOwgQqPea0lyLDT27UY21ATbN3NgT7Zd0fdZnW2srZhJlUrAnVA2RhzfBtjetfAe/xwwTRaPYQzDkgcL2xSvfGM0LYJA4CzxWvb306ScyZlKjE3nRH8WPr3QTDpv2djdFUNLyLPoJotN2UdIWR4BIerXRB48MoRv3nMUL/rv+3DOJ27H07+9D79YfR3uMNciw9Wh00qZlkjG9FTYP6hUcN1GWOkUBnY9gflCE8eSpo1jiey83QdjjLGlgQNCjC2gxHAGundyqQFlB1GTaW+NM4Ro9DtNEpNk7XQwaJSsFoIEVnbqLCFK1vFFDAwer6yvz3TozH9jw/PEv/sPfHSsnwH1D9qWsmBWWS5GvLIENZ2CmknD8lc2ql5MGJsHoegxqFYO6WAbbM/MB7SyDTiWC1U85Flsk+aBS2Vd6VjZsjF68ay6qyHne6H33VR2FVTulUkfh0zZRl7AHa5yE7SwCPJRwHF4+KHqHwNbsVJZCwNxAxF/4fPwqe4ELMcV5WJLAfUR8iyTsrGITxVBuPffuBNfufOwyH66YkMDztZTUGQZfxzw4/1PhbEzvjwe73xImLbofVWceFkNPRiCt7EZPQ/chfniVxXUaSp2jiRglzmBwBhjbOXggBBjC4R6B2WTeTFhrFz/IH9Yg1zDM+OuayGdPiR6weha4+RSLMkVQSEzG4I7TfmUv85AcsCHfHruZ8OpyXRjw3MQjT6E/v4/ietGsj3YmMwh5wtVXC4WM6lXgyS+gHuHhuCoakW9g4i4h3mYXlQ/+BQMPQxX8cLRAHeG0gHKELItCdQCSZlFYphULBtLTZg0VsLVGmAHzoG389uAlZj0+2y2C9RNSdPqIXkBZ7j6AwVdr4fPtw6x2BNIpQ5X/0DYinS8Pyv6BIX9qjhA3dkZRVPQI0Z2LwW0zcth0phhOfjj7l4RjPPrCt72jI245rw2XLquHvWJTpyvRfGi5jzCmosvHQ3g7sH5nYK5lPsHVVsuViq4eh1iRw8gO1zI1pwPbX4dacvB4UShdJ0xxtjKtDS+aTG2DKWihVTtiRlCtuVgpCcjAkI1vb/0UTiOKXoGTRUAkdU8XEeFnfdPGxAiQyfnniUk1uffKLJKDh/5FAxjBP5oJzTXRYYCQhWgxKIojfal5p1GHnoiDttXeamTPA8NpfVcFIFkN3L+Zkij7XRsz/TZQWKZ0X9pYFi1qHuSQxlVKcoQmvoRWZHLAScPb9d3x11v2xkY+UGoaqjQQNoHuEOYFY+nHbreiP7+v4hJdoxNx7QdMV2szq+KbJTD/UmkDXusdGkpoD5CiiRDq3Ci1GKUzlv41fYunIpl0eDXYNkuvFohyGVkMzAyaXj8AfgU4Ko6Exv9Nr7X6cf2GGcKlcrZDgzHqXi6WDn+ttWQVBV9jz2A+UIl1vW6il0jSbH/MsYYW5mW7jcXxpZBQIgygFR9/FnlaG8Gju3CF67dmddsrhuWlRBlYtI0jU8lxYYkW9M2l6aJZJ6AieHOykqyKtFQ/2wRkNh38hvYHM8gq3lgq5U9/qRtix4eFBDyDg/BlWVY3soPJCk0VuuAUN3gXjiyiryvodCiyaaAkDRtdhD1MKLtcOzZBYTojlwKCOUy0zcjVfywQxdA7/0lpHz/2NWZTCckSYGiFF5XyQ+4CWp0Xf2zQ2WAFOij9XE/ITaTrsGcyLChZtIUnqUJV/V+TWSoLBVUMlboI7Q0gyNZ08bvdnYjmbNwbnsIjUEPMqaNVL4Q0U6OZqroo8F2OqdwUdjCKq+Nb50IoCfHXyeLqDcPfdrPJbtNVlUE2laj95H75nU8PPUSytsODsQ5S4gxxlYq/gvO2AJJxXLQvKo4eC413J2Bokrw+GtzMGRaCeRy3VDVMGRl5jIqWaNJYj441tQBGW/YwPDJYCUTzCseRR+JXI7+4cexJmsVysUqRP2DqFTMQz08RkZge33VlYDV+su266Bu6AByPsrEKnzESpYrAkJTNa6WLQoIFX5JA7rUWSZGuDR6Hi6c1PRZOVboQor+wdP1HfGzbadhmVGoWnhsf5R8hUiZO3n6dEUkSUUgsBm5XC+i0cdntxK27NHB7tHeDEI+BZoqo2ski+G0saSyg4ooMO1Zgo2lKUPrZhEMMnF2Wwh+XUXAU3gc/YnC1MLE0BBUjweKdjpzlT4qLouY0GUXXz/uF5O1GAWELJEpNtdC5MDqdcgNDyJ+7NCkP1mUvWVarijxMyxX/DybP2XU9LrBo2LPSBKGzYF7xhhbiZbmqSzGloFULFu2f9BQV2Hc/MRA0Wz7BmXSx6DIXqhKZUEWWTFgSz6Y2TA8ofI1Q/6IgXhvAJmYjkD91BOrqhEJXwQ9d1JkyeR8U2colRs375EleOIxSI4Dy0+RDFTVUHq6nknVCiS6oFpZJOs2jW8YLXr8SFDy47+1S27hUhzuZs82Q0j0CCoE/JxUDGhdNfWCsgdW6CLo/b+DsfotSNk5EcCR5ZLnbvQ/qY+Q3Dy754fKz7zeVRgZeRTB4FZRRsZYqb6YgXTexrqmwk5PvYMCuoJwBZP5Fhsqu1lqGUIUkPvLvj4Mpwyc0x6CbzQri7JbNEXCQCKHzc1BkSGkU7B9Ak0GLomYuG/Yg7uGdLywuTZ/D5YqCsqkTBs+VZ717ankV8Rmgg1QfH4cf/ABNEbWi6AP9XaaqrqLPqVVVYJXk0VAL+hVoakzf3a3+nRE8xnsi6VwSWPlf3sZY4wtD5whxNgCMPMWjJxVtn9QrC8rAkK1kMl0wHVtqFrduIli05IKE8fMHGUAlf+I8IVNEcUY7pj7+PnTd6tgUy6EqEZj5NMV3SbvuMjQuHlZhmdkGLbugTtNSdxEcjE2U8Oe0pHhg7BUHyytpKSOvsA7gO2VymYHkWL2EI2ep2NKWa3+dK8sy3BVHW565r49dvA8QPFC7/o2TGMYihocF4SUNAnQqp80NpHXuway7BH9hLh0jE10pCctRs37PQqiGQMnhjMiO2hxD5qfumxMleVZTZZaKI8eH8GxwTQ2NwcQ8Kjjyz51BYPJPBzbQjoWHSsXm6hRd7HBZ+HGUz7EzaXz2OdDdrSEWZ+mfxCVR1JWT9ZwkM7ZSGQtRNMmhpOFSzRlIZGxkM47UBpXIb7nMVimKZqu+zQZQS8FTBVE/HRRxYV+DngVMR0uZzrojxk42pdB51AOmfxoc7op0LY2eTU8FU0jOzqxkzHG2MrBASHGFqhcjEwMCFEwqNA/aO4BIcOMwjCHRTCIerlUg5pLw5Vh5coHfChY4Q2ZGDpZu4CQL5OD33YR1Rxks6cq6utD08VIMJ+Dms3C9lWeHTSWIVTD4xfJNhGOHhW9g0rL1ui/ZKvQR2ji46LsIREMKgaERr+PF8bPV3n/IktIB9LU/GeGhWVNlI7pg7dCNYegKGUO9qix9Ej12zFumyQZgcAm5PN9iMd3z21lbFmJpgoHwPXBwufdrq4YdEVCY3BpTq6yR1M3lsr4+RNDaTx+cgRr6n2oD0x+zql0bCCZRzoaFakrUwWEyHkhC7YL/KlvFh9cy7B/kDY6IZSCPznDQTJrI5q2MDQu4GMjbzqwbcpRlaAqEnRNgkeTR4OkMgKr1sDNZYCugyLrhzK4KANIVymDq5DFRRf6uZgZFPGpaAhqInBE6+8YzKF7OCcyjKbS4qXX38XukdQZfLYYY4wtBhwQYmwBpGNZyIoEhfLtSwx3p0f7B83tgIKygrKZk6JUTCktA6qQJDuQFANGJjJlXMEXNjDSGahZC55gIouUIsHSdNh2CpYZm/E2NF2MysV80RGRGVTpqPkiSUwYq11EKBQ7AdmhHkhNk++LejwohbKxSdePHjwUA0L0nM6mbEwqThpLJ+BUkI1DI+hdWUfd8F8Kk8Umrs8HOENzf4GpdMzjacHw8EOwrMqyv9jKyA6ikpYQHbhaNvb3JNAc8opJY0uRu4TKxhJZE7fv6xPNu1dFyn/YUIYQTXsbGRyEJMvQpmnWTy2HNgVs3DnoQcJamq9frfoHUYZYKmuPZfukcrbo0yQCRUpJwEeX4dVl8bOuFgI7lOFDvaiLbwE1GBaX2O5Hq9oOuj0FiGhyH72/aBtODGSnzBai+6Wg0MF4WjwGxhhjKwcHhBhbqIbSnskNpWvVP0hk2LhWdaViEyhaHq6twTbKB5R8ESorU5EcnHvzV80wEcoaGPCo0CRNlBhlc9NnCVED07hli1Y3nlgMdhWTxYpqfdgSjh6GqQXhlOkKTZPG6AGVThuj60RWz4QNsa3ZTxoTASEzDyefnXFx27WR925EIPoA5PzA5NVRhpBIDph7UMjrXSuegKGh++e8Lrb0pbIWukfyIpOBPu/299Loaxet4aWdYWK7FBBa3I2lHccVwSD62NnUFJjy701ALwS2ooOD0H2+Gf8ubQ5Yojr29v6l/RrOhmm76I/lRYaQbbkiAEQlXsXgj7ck6FMa8JkJPeeellVI7NsBx8jPattoG2iCH90nlZBRsKocKhujwNCTQ4lZ3Q9jjLGliQNCjC1QQ2kKCJWiUrFoXxbe0fKJ2aLx7XmjX0wVq7ZUrBSNn5dke8oR9FQyJsluTcbP18XSMGQJcV0WX1qpATY9jumyhIrj5iPpFCTHhuWbRUBIZAiVJxp7uo74t6J12SaCsQ7kvfXlf18sG/OeLhsT4+bLBIRo0phWfWLXuMbSdmLmDCvbSiPv3ySyhAIDv528AD2ldOxQgyoCWdbg861FKnUA2Wz33FfIlrTDPWlRIkP9TyjgSOVijQF9TqO6FwPKENIUZVFnOVGZWG+cmkUHoE7zfFMQg5IXs7Hhsg2lJ/LIwEa/jdsHPJgi5rDsUBlWXzSPY70ZDGfMscldxQBQNcGfqXhaV8M1DSQP75n1Omh/DPtUEZA6NZITJWwT0bTONq+OE6kchnIruzk4Y4ytJEv7mxdjy6ihdGIoB8dy59xQOpPthCypUJQ59vcRzaVzsI0AHHtyCQT1zPSGCmVjc6FYNoL0BdSjii+khXXrkCUd2Vz3lAGbqFkYNx+Ix+BoOtxqyzRcF3nXwrCTQoc1hINmN3YYx/GwcQj35/fjfmM/HjAOFP7NH8DjxhHsM7vQZQ8j5eQnlcoF4x2QXQsG9Q+aAo2fd1UK2ow+TioPoyOuMgEhRacDiVlk5lAPIUmGTZPGpn34DhwnJyaLmf6t8A/9BfKEAJwYPU/bM8vR8xPperPYLwcH76lJ1hFbmrKGLTIV6gOqOFA9OZJBPGuidQmOmi8XECKLNUuoJ5bF4ydGsLrOh5BXmzE7Jaw4gJGbtn/QxCyhvAM8PLI0+0BVij6+qAfWsb4M4hlL9Pvx+JTCpK8aBwNVfxBqqA7xPU/MaT20VcWgUM9ITjSfnohG0HsVGY8PJfgzmjHGVojFX+jO2DKTjhcaSmsTAkIjPWk6jocnMPu3pWnGYFkJ6FpjTeqhZNWEbbgwsxF4gsNlp42NdNE0stmfBaXsIMqQ6ffI0IsbTVlCakg0xbbMODQtMul2UdNCwLGhJZMwQ6EZ78d0LSTdLFIOXTJIuhmYbuEsqQwJuqRChQwfdCiyLK4j9JXYgQPLtcXth6yEuM4v6WiT69Gu1EOTFNFM2tT8sMuUi00qG/NKkA0XsuPCLjMWmAJC4sDCC5gzV36Nvw9JEo2l7eT0ASHKwBLLyxpM/zbo6YPwD/wBqdVvPr3QaOWHG3WBdXPfocTkIv86JJP7xSUcPm/O62RLz+HutMg8qQsUAhJ7umIIjo7JXuros4EyC6mxdMZaXL1YDMsRI+aDHhWr6yoLvtW5hc+JSgNCfgVo8zi4c1DH85fpCHrKCqImzRnDGWvkTH//0rYpTlLMR3KYp7kNiYO74JgGZAr6z0HIqyKetXBqKIcNLT6RqVf6Gb3Kp+N4KofOdA7rg7NMVWWMMbZkLP1vX4wtMZlEHpIsQZ3QUHqkJwNvgPrnzP7bZDbbKRpJy3KNzrRLLmQtDzMbgh4YmZSxIhpLdwWRGPAi0loIdFVDNS2EExmkvBpsSRr3gUR9hGRJQy7fOykgROPms46DllSh14HlPd2zwoGLrGsg4+SQcXNIOzmk3AwMt3BwpkCGJqnwwwOvpECTNSgonNmd/rko/ENFXjnXRMrN4YTdjw57AGulOpwVO45coGXGVVDZmOWV4KEgS5lysWIPIfqtaAdUbUBIRNM0uDRpbIaAkCSpheVlD0zfZvgHb0G67dVwRyeO0X4KnzvnSWOlqJRR1xsxPPwAgsFtopSMrRzU1Jaa2zaFNNFjhTKDTg5nsJF62WB5oMlSizFD6P7Dg2Ky1fmrqZy4smc7YKdhSQqkKjIwN/htPBLVcTytiEbTy23/7R7Oi1JimuZFTdGLDNeBNk+lglQ2lj5+EMlDexA5//I5rYs2MexVEMtY6I/nsbph/PeFkKaIyxODCawJeMcydxljjC1PXDLG2BmWTuSg6XRG8fSXLErNHunOwBucfYzWMIZgOzlxwF3LI6vTI+hDU/QRcmZdNlYfTcGVJERH+ymNO4SSAEUNiownazSbpTQ7yHUs2Il+dPkMEZjZb5zE9vwhPJLbi535wzhkdqLHGhJBIa+ko1EOY5XSiFVKE1qUOtTLAfhlL9RKgkHjNkuCT9LRLIexRmlEUPLBTRyF4piI6jNPXSuWjdGnb+m4+XJZQtMkG029fmosrXogZZLTTqFzHQOSdDoYYwbOguTk4Bv+6/j1eahkrLalA9Rg2rZziMWerOl62dLoHURlYsXsoKe64yIwtFRHzU9VNqbL1X2uzLfjgyns601gXYMPXq3yYJXHSMKUNGTNygM7lCHkVxzcNbR8XlNCo+I7B3PiM5b239JgkOW6oqH2fL3qhbKxCOJPza1srIhOPAW8ChIZG8ns+Ey2YpZQ0rJxIMZTIRljbLnjgBBjC1AyptGM3hLZhIl8xpp1/yDKWqF+OzRinkqAamm6EfRU4kZBoeHO6vsV6XlT9A7KeTXk5EIwaOJXafF4JAX5XC9SRhonoifxRM9OPNl1PwYHH8IOtQ8HtSgG7Ciybl6UbtXLIbQo9VitNGG1Wgj+1MlBBCj4Q2e6T1elzRllG1Fg6ZxkEnlFQ69sYNCJi5KRmcrGLL88btz8RHNrLK0DlgF3iqk0jl1IO5Lk0wFIVwnA8q1HoP/3wGg2leBFTTOEiKJ44fG0Ihp9gsfQryDpnI2TA1k0BFURBKLAyd7uOJqCnmWVhWC5TmE61CLJEqKeTXceGECdX0NzqPIJYHSiQsklYciaWEel6KVc63PwyIiOMm1qlqRYujAVjxpFUyP0iR/d+dHP/PkMA3qa2pGksjHLrM361ELj676oIbLaSvlUBU0eDTuHk8hYyyvLizHG2BIICH3zm9/Ehg0b4PV6ceWVV+Lxxx+fdvlf//rXOPvss8XyF1xwAW677bax35mmiX/7t38T1wcCAaxatQpvetOb0NPTM24ddH/0Ba708rnPfW7eHiNbmWjcbzaZnzRhbKS3kAHjm+WEMcoOcpy86LszH06PoPeX7SMU7QpgmhjIZK6L5sE4bEVGXleRg1u2fjVnG+jMGHiw9wjuPHEv9gzsw0guCsg66ihDx/BhrdKMdqURzSLrJ4Sg7INX0qBQtGqmzahik6d7LG3xHmQ9IZFxROVqPU4UedecumzMdGEE5bLlYuMyhDyz20oREKLSlSn6CNl29nS5WAnTfzYUcwje6IPjR8/HAXfCAcNceb2rxWMbGXmkputli9eBUykRCKofzQ46OpBGznKW/Kj5iaiciC7UR2ihUVDnzoP9Ivi2sXHqEfNl5TOQbAu24kGmioAQWeu1kXMk7E4s/HNQi8yg3mhe9AsK+co/njwFz+gTdR7jmp6WdjF6PnV0f83WSb27aFrnSHLy36s2X+HvCI+hZ4yx5W3RBYRuuukmfPCDH8QNN9yAHTt24KKLLsI111yDgYGBsss//PDDeN3rXoe3v/3t2LlzJ6699lpx2bt3r/h9JpMR6/n4xz8u/v3d736HQ4cO4eUvf/mkdX3qU59Cb2/v2OV973vfvD9etrLkUoXpVBMDQtHeDHSfAmVCX6FK5XM985IdNH4EvVV2BD31EbIMBcmhyuubqG+Qx7CQ8elwJAnGhDOrKSOHPUMduL/7AE4mo4VxuP4ItjZsRmtwNXS9HnWmBE3RqjvAKVWjCSrBXAJ+M4O0JyQaU4dE/yYXfXYMaad8ho5iAo5W6CU0FeojRJPcaNpY1URASIJVbtKYmC6WFwGhiRytHpbejkD/704/P/RwHMCdugJtVmRZhde7ConEUzCMGo0xY4tWPGOiayiHxuDpPml7TsUQ8WnwVVHCtFTYjrMo+ggd6E3i+GAaGxoD0NUq/75kRgMBmo6sUV2D7LDmIqIWsoSWelZbz0geHk1C0Dv160kZQiW9meeFEghB8QeR2F+7Ult6L/o0GcMpE6Y9/m+iKksiKHQ0mUV/dnk2CGeMMbYIA0L/9V//hXe+851461vfinPPPRff/va34ff78YMf/KDs8l/96lfx4he/GB/+8Idxzjnn4NOf/jQuvfRSfOMb3xC/j0QiuOOOO3DdddfhrLPOwlVXXSV+9+STT6Kzs3PcukKhENra2sYulFHEWC2lE4UAwcSSMQoIeWc5XcwwR2DPY3bQ6RH0eZEh5Fjjv+B7gtRHyMVIV2XvF82w0DCSRE5XYasKjNEMGHr0lmPjwEg3Hu49hKFsEo2+ENaHmtHsC8Ir2yL4k3McaI4N2bLgLIIz8M2JHjiSjKxeePw0nywoFcrTqHws7ozvfySWMVxIDvXtmb5kDKONpatG2VGaDjMZn/Qr6jNVWKT8c2cGtkHLHoOWPlBYbrRsrdZlY8TjaYMs6xgZeaj2K2eLyr7OlChPqRv9nBtO59ETz6GlihKmpVY2ttAZQtSw+97DA2gK6mgIzCIwk4kDqg5FVZGpoodQ0WqvjSfjmhhDvxTlTQenhnNiTDtN5poKDTKwUcgQmk+iDLGpDYl9O+A6tXtSfdTTEMBQfHLQp9Gjwq/IeHggJrLeGGOMLT+LKiBkGIYI1LzgBS8Yu06WZfHzI4+ULyug60uXJ5RRNNXyJB6Piz+sdXV1466nErHGxkZccskl+OIXvwhrmpGx+XweiURi3IWxmWQSOZEFJCun33q25SAxlIN3luViOZEd5Jm37KAiWTVAUQzqJTTuegXwBs2KAkKS46K1P1oIoIymo1OIjL6MxnMpPNRzCKdSw2jwBrE22IiI7hcNaGVJh+s6otSJpov5jMIXV3eWB1wThqXNSWu8GxlqJl1SokalWH7JA4+kIeqkEHPSpxOS3ML9U1CI+ghNhZZ37Nn1ERKHJaoGJ1UmIGTnAOqlNMXHv62vgq1GEBi4uXAFHa9Lo6Pna0ySZFE6lkodRi7XX/P1s8VhIJ5Hf8xAU1gfy+h7qjsBXZFQ71/aGSRToRIt+uzSKc1vAVBPmD/v7RXZlesbKxsZP0k6LgLLmiwjbzmT+szMZI3PgeFI2BlfepME6bFSMIh216nKxIqM0Q/3M9FGnMrG7EwKmY4jNVsnPUYKCsUzFkxr/GtM79c1AQ9ihoV93GCaMcaWpUUVEBoaGoJt22htbR13Pf3c19dX9jZ0fTXL53I50VOIyszC4dPlL//8z/+MG2+8Effccw/e9a534TOf+Qw+8pGPTLmtn/3sZ0X2UfGydu3aKh8tW7ENpfXxXy7jAznRf2c2E8YsKynGhyvKPGYHTcgSsnJBOM74DCcvjZ/vnGHClugbFINm2kgHPIVvofSepPKq+CCe6D8mvnxSIKjOM6HXhejrpcKyU7AcF7qRh6sqs+4MLYmozNy/vKu2ifr0EDKeyc8/rZ2mkdGEMwoIxdzCl2lp9EmiPkKuAli+abKE7NlNGqPH5qo6pDKj5x07B7lMuVjpbU3/VnhiD0PODxReBx/glG9HNGe63gxF8WF4+HTfIrZ8UA+bp06m4NNlhEZLbihYcqA3IZpJT9NXfUmjviz02BcqS+jxEyMYSOSxqTkAdRZBKQrAI5sUjcwoQ4ZU01iaBFUXdZqD7dGlFxCiACYFR8I+dcY/FTRufpqBkTWlhushe3xIHNhZ0/VSfyR6nCOpyb2E/KqCZtFgOoFElaWDjDHGFr9FFRCab9RgmkrH6Eva//zP/4z7HfUteu5zn4sLL7wQ//iP/4gvf/nL+PrXvy4ygcq5/vrrRaZR8dLV1XWGHgVb6iVjE8vFYn0ZUeHjmeEsZDm5fB9kiXpynJmyC2ouTcwJWULUWNrMqUiPTLEdrovGoQQC6TzSfg+c0QwpSrXfN9KFjlgv6j0BrPLXQ6WUozKotMh1THicPJRFUi7WkOwXwaW0PvWUNWpwTUGhOAWFnLQoFaMjB/pXsgAzKE8/aWw2AaHRxtKSkYVbkunoOJRZRROQpu9tYnk3AZIG/9AtY6Pn5yNDSKxbkuD1rkE224Fslj9HlxuaKpbIWmiJnM4OOtKfEhkny7VcrDQotBB9hLpGMnj85AhW1/kQ8s4yGJNLj6YoeqAqsgh2ZGYRDKAR9LsSKia0p1nUKFOGLtQziJqgz0Q0lBYnLeZ/2+g9pDe2ILHvSdiWheRgH/qP7Effob0YOnkEuVRCfMetfr2FoFAsbZbNBGvz61AlCQ/2x2a1fsYYY4vXwh9RlWhqaoKiKOjvH186QD9TT59y6PpKli8Ggzo6OnD33XePyw4qh6abUcnYyZMnRe+hiTwej7gwVinLtGHmLITqxx/hR/uof5AGqcpT5XRwb5pRaGrdmTk1SSRXZAmZ2TD0QAySiG4URs/T76hsLNiYn5wZNBBHKJ1D2qfDHM2QomDQI8MdGEhH0eQLI6JPXxtFQQwXMgJGdk7lYmJdqI2mZB8MRYelTl/2QkEhqhWjgJDqSghTyo1oLu2KxtKuXAgQlWssrfupLM+FY1e51aPNh5x0AkqkofDfVC4molEzHKTKKkzfRviHbkeq/Q2AR4c7TxlCYlO1BihKUGQJrV792tk3CmeLimE52NeVQtivipKUoqe646KZtHcZNpMuRZlQZzpDKJ238Oe9feL5XVU3y2gyyYx2kdc84vOSgkLVZgiRNo+NgykVR1IKzg4t/vHl1Fi5L5qHR5XgqXDIA2UI6RVMtawVNdKAVE8Htv/k67DV0YAffWaOBmoCjS1Yc8HlaFi7sarPUq9Or7GDWMpCY3h8IFEZLR07lszhYDyDc+q4xyZjjC0XiypDSNd1XHbZZbjrrrvGrnMcR/x89dVXl70NXV+6PKEm0qXLF4NBR44cwZ133in6BM1k165don9RS0vLnB4TY0U0bp6oE0rGor1ZeGbRUDpP5TyQoSiz7A8xSzJlCbkyzOzpMikKWJTrI6QZJlZ3DyOYziHl98DwFL5k0tfWR4c70JWOot4fQXiGYFCRBRWqYcKls+5ziRlQOQfmrjnRi8w02UGlPJIuegoNSSmkpfxY2RgxA/K0jaVnUzZGJWPEKukjRA2ly42bL8f0b4Nkp+EbuQ+Sd3T0/DydGaaDFp9vDXK5XmQyJ+blPtiZd/BUCrbtoqXk4HJkmTeTnthYmsq1KLPiTKDMjtue6hX/bm6ucsR8uQlj9BkyGuigiVOzaSxdr7nwyu6S6CNEH2/90cJnc3CaJtKlrNG/JWcitOlYFqKnOjA80AdXkuC3DLRsOQerz79MBIDaz70YDes3w8pnceje23Dovj/DMspnuZcjel5pMqIZs2z5d0hT0ejR8MRQHHEuHWOMsWVjUQWEiqVb3/3ud/HjH/8YBw4cwD/90z8hnU6LqWPkTW96kyjXKnr/+9+P22+/XZR4HTx4EJ/85Cexfft2vPe97x0LBr3qVa8S1/385z8XPYqovxBdqIk1oQbUX/nKV7B7924cP35cLPeBD3wAb3zjG1FfX79AzwRbbjKjASGt5Ex5PmMhmzThq7J/EH0FzRsDhWDQGc6mkGQHsmKIsjG3JLBQGhCiSWJNg3GsOTUMxXKQDHrHMoPIrlg3OtJRtPgj8GveimI71OvSdhVRZkW9dxaaL59CwEgh46nsTKnoKeRq0KFiAEnkQQ+kEBSaqmyMKjboi/msysYoaKaoMFKjfYRcB65jzFguVuSqIdie1fAP/BHw0JNP6QeYN6oagaqGMTz8EJckLJMx88f7smgMaSK7pGhvT0L0pKn3L/4AQS1Gz5MzlSX0wJFB9MZz2NISgFbynM9KttBQuohes9lkCNGfp1aPje2xxf96J7MWkjkbAa9S8Z9VGjd/JhpK51NJURaWHhmEJxSBEoxASYxA9wchjfaIUlQN/kgDmjedjcb1mxHr7sTuW25CPp2q+H6obIx6J2Xy5V/rVaJ0TMZ9fVGeOsYYY8vEoioZI695zWswODiIT3ziEyJoc/HFF4uAT7FxNI2Kp8ydoqc//en4xS9+gY997GP493//d2zduhU333wzzj//fPH77u5u/PGPfxT/TesqRQ2kqW8QlX5RQ2kKJlHPoI0bN4qAEAWnGKtlhpBK411LSsNi/YXyJyoZqwaVirmuBUWZ37RtCQ6CehZeNQ9NtiDReCxXgu1XYOUDUCQTqp6BKjlo2xiFknWw+uQQPI4FR5KQ9WrIU1ZQybfro6lhHEwMoN0XgkfzijhDpWdiVWO0AY88+9KDWk0Yo3IxWlW2wgwhcd/UoBM6Usih341jlVQPxVRgBgDbK0HJuWXLxmbbR4jO8Ns0KUhkWxYCkpQhVClqLu2L3gvdPYgczhGNpZXKH+6segmlUvuRTh9BMLhtfu6IzTsK6O06nhRj5htKpidS5sp+aiYdoGbSy78s0B0tG6M+QmlrcrPeWqIyvN2n4tjQ6J9936BRIiBLJWOB05NYKdPJsC3xGlbSV2diH6HHYjr68zJaPYtzBj3F7gbihthnPWrlwTRzdNz8fO3O9FKkhvoQ6+mCqukINDZDVlTYRh2snpNwchnI3slZwr5IAzSvH4MnDmPfX3+P81/8Cui+mb8vUOCPYomxjCkCYxOJqXVBD44ksnhyOIErmsb3E2SMMbb0LLqAEKHsnmKGz0T33nvvpOte/epXi0s5GzZsmPFs86WXXopHH310llvLWOUZQhQQKkUBIRpDr3qqO5ubzw+KUeySXPu3sC6bWB3qx6rQIOq8SSgVRlCoD2U2p8O0FJhBBSb1B5nwLXkon8aT0U406H406gHExJfpygNCXipZkOnLtwO49sy9cMqiCWOYs8ZkH3KaH84UTbCnvGsJCMCLJLKFoJBVB8lWYARl+HJ2TRtL0+h5jE4as0VAiJoVVf7gbb0djhKGP3GrCAi5cRdYM38H8poWhqbViSyhQGCLGEvPlp7OoZyYVrS2yTuubOn4UBo500Fzy/IvFyuy3fnvI3RiKI17Dg6gNeSpTSle/nRD6SK1ZNJYpeVURS0emsLlYm9CRWtzITN7sRlOGbBsF3VVlm9T/6D5mpRH312j3R1IDw+ITCBPMDz2fpJDhUCM1dsJfePZZW+verxo3rgNg8cP4cBdt+CCl7wKcgVNzqm3VzJri+ej+LpPnDrW7tOxN5pGm8+DtYE59KpijDG24BZlQIix5SiTyMMzoUwi3p+Fx09jbaWqmklbVhyaWttyRkWysbWhA5vquiFLDjKmD0OZOuQtHaajwnHlsb4ChUwhGa6tQtWzcBU6Tyoh3udHsCGPlobRhqQl8o6FB4eOw6foaPeGQOeJaXVyhcEmSk9XDBuuJov7kl0TziwCQoVneo7f4F0XTcl+pLxVnB0dfe5o2+neA/AghTyG3BQajLAYP+8ok5OfRECIsnJGs7OqujtVh5yKih8cOy/KxSrpHzR+BP1m+OIPQtbfCTd2OmNgvlCWUDK5F8nkQYTD5877/bHaN5Le25FE2KcgMGGi4t7uOEIeFf4JgfHljDKEApoOmtNFjfRrrTuWFX2D6vwa1jf6a9OQvdhQWj0dENJGM7OzZvUBIerN3KAVAkLPX4QBISqRGk6YoqlyNdlP9GqargvPPASuXcfFcOcxZONReEN10P3js3skVYPkD8Ls6ZgyIFQMCjWu34LBYwfQseNhbLziWTPeNzXTTudtUUJXX5LhV6rZqyFl2bi/L4qXr2sW/YUYY4wtTXz6lbEzwDZtGDmrbIaQN1DdwVHeGBIH9YpSWSPmStR5Enjuuu3YUn8K8XwQx6Nr0J1sQSwXRtbywioGhFC4OK5Cw8tFT5+8ERDXUZBF1R1kE3rZL86PDXfCdBys9dWJgxarig8hCy7U0YamruiNQYENWsMsxuti7oK5BHTbQFavvGRPmpCpqECBb7R8LG1kxHXleglRQIiO8UpO1ld6j5RyA8m24BgZuK5Zcf+gUqZvkwiABbQ75nXSWJGqBsXUsZGRh+FSFhhbUvZ1pkRmQXNk/OdAMmeicySD5hXQTLpUcYS3Zx7Gz/fGs/jDrm4RYNvcHKzddD7RUFoDSsrzadXUWDo3i8bSpMnjYG+S/o5g0RlKUG81VB2oLDaUluchGCRGyMej8EXqJwWDiuRgWGQIufb0rwndPty+Fr0HdmPk1MkZ759iYlQ6l8hO3Tia9rV1gUL/vzt7RsTfdsYYY0sTB4QYOwMyqcJZUc1z+ixaLm2KptKeKvsHGcYgZAoG1ejLf3twEM9cuwuy5OJkrB1DmXoR6KmEpFhwHQWOVXgMmseGkVVhm+M/Wo6lhtGdjWOVLyx6URSDPJU+AstxoVH/IJkSkyS4o2dkJddakAljDakBsfVZrYoJb3SnEx4wNZj2QMOwm4KVM2GG5ElJQNRDyJ3NpDHp9KQxIzlcdf+gMbIHlm8dAs5tcKJnJkBDE8csK4FEYi8WjUwG6OoEThwHenoAi6fsTERlYicHsmgK65OaGh/oS4oDzYbA5IDxYkfZiRR82d0dxX1HB3DHwT5xuf/oAHadiuJUNAPTLn9ATFlBVDbmVWubQdExnMbvdnSL8p5traGq+/pMKxMflx1UNNvR86RFd5C2ZXRmF1d2WN50EMtY8FF/vyqfQioXq3VD6WIwKJ+Mw1dHfYCmPvEjh+rEHwhrsGfG9QYbW+ANRXD8sXthV/DZpasyMnlHBHenQgHCDUEvEqaF+/tiPAyAMcaWKM7xZOyMjpxXxpWLEW8VPQssKy2aA+taU022a22oDxe3HkLC8KMvReus7ost9fKhi236IKsmVE/hYCGb1ETpGElZBnZGT4m+QeGSZjhWFRHpQv8gC27JGWvKSpJcE66kTZuVIzJzxBfVYkRm9JzuHAJqjal+ZDXfuO2Z1tj35Mn36YMGGzaGjTiaPY0iS0hPOmX7CBX2mCoUR88no1ADTbPuyWP6tsCfvQN6bCeAp2G+0fQ8XW/CyMijCIXOhSwv0IQiOvN+5Aiwdw8wXAiqjaHXftMm4IorgXAYK12hkXRCTCmqn/CZRiHYfT0JEQyig8il8nhODKdFwOfwYBJ5q/Ce1BV5rK8KHSwbo4EgelhtIS+2NIewrSWEVRHfWMYOZQlRY+labRc1kL738CAiPg1bmoM1DQaJg/psEvBP3qdnO3qeNOgOVKlQNrbBby+q7CB6OalcrFq1bihNz/1wx9GxYBCVe01H8vhE6qjV0wGtbe30y0oSIqvWYeDwXnTvfRLrLr5y2uWpsXYatsgSKm0MP5FPVbA+4MWJVA5PDCXwtGZuMs0YY0sNB4QYO1MNpTUFcumEsYFcoaF0FV9EDZPKxWg9cy+7aPaP4KLWQ6JErD/dMOtiKsoScixdZAlRUEhWHeQShYAQxUGeGOkUE4XavKGx29D1dEigVThuXrFdUB9ph5pRnL5jERCa1FyaRrk7NqTRs7fjH1chMCQVS5Gk0Wyjar7Ruy4aq+wfVOzLXf78qQQ/PEi6OcQzCSihMPQJLZhEf9dZ9O2kbCoKCkmZBCSpMKlxNhytCbZcj6D5Z6TNKyBp0hnpJZRI7EY8vgf19ZfhjOvqAu6/F0ilgLo6YMNGIBikaBWl6QHJBNDRCRw/DjzzWcA5K7vf0Yn+LOIZC+snNJImPbEc4lkT57Sd/gxYrOig/GB/AvceGcBAKi/KiCjQU+/XEfSok4IvFOzJGBaSeQuxrIlHTg7h/mODolfS+asiOL+9DuvrZPipfHNWRa6nUbnWvYcGcKg/JZpHU8+gmk9rM7KFtMQyGUKaLCGdt8RzVG15GgVdGvVC2dhL2wonCxZDdlAiSz2RZpfjU8uG0hSHG+k6gWwiVlEwiNBrQGVjZs9JeC95xoyviebxItjcJgJCLVvOgTc4dSBblClT2Vhm+oAQiegqVvt17IulEVAVnFc/T6MoGWOMzQsOCDF2BkfOl4r1ZapqKE1n2U1juNA7aI5fQoNaBle070Pa9M0pGFQ2S0i3x/oInUiPoC+XxIZA/bgDF7ua/kFi3DwFfah/0Ol1FArOJMiw4IzOKpPt04EgV9wfBXyk8RlDYt6N+E1h6pcIKElwK5wWNpv+QeLb/jRPsQxZjKNPWznojg6P3wMt44zPEPJNUXc2LQoIaUAmPav+QadXI8H0bILXfhyZ3mFgXW0y1KajKF54PM2IRh9DJHJ+TYKgFaFyiocfAg7sB0Ih4NzzqIZt/DJU/uP3A83NwKlTwP33AckkcMXTalbKuZTQgfW+rhQifhW+CY2kCY2a96oywr4FyvSq0FAqj1v3dePkSAb1Pg0XrY4g4tWm/YymABGNeacLZQVRsISCX4PpPJ7sjOKRE8No8Ot42romrG30wl9mlPdMHIeCVEk8eGQQhu1ic3MATcF5ej8UG0pr5UvG6BOIJsVRiVW1mnQHB1MqqAqpzPCqhcsOKj3RsAANpenPQ6ynA5noEHzhehG4qRRNG7M6B+EkY1DCMw+aCLW0Iz0yhFN7tmPL0/9mxubSNG3MtF0xjn46zV4aPuHi8aGECBxui1Tx95ExxtiC4oAQY2coQ0ibcKAUG8giWFf5l3rLTMBxLWhKFX1ryqAJYpe174ftKOhNVl8mNn2WkA7N4yAT1ZGzbOyKnkKd5kVwwtnmYgcDqcKAkM+0C9kukx+N6CMkQYMsSjfcsYyfcmfix+cKSeIKMXXLdUTzZREUmuGAvur+QRWmBGhQocNGPJuEL6QhUugzLdgm4AkAilb472pItQgI0cGPfwM8md3w7P8r8utejzPB612NfH4IsdgONDRcPf93SNlAf7kdGKGg1zqgqXn6/YH2l7XrAN0D7NxRCBxdcCFWmn2dSREIaQ5P7g9EvXUO9yXRGi40oF2MaNt3dEVx+4Fe0fvogvbIrHsdUfCozq+Ly5YmF9GMif5UDnce7hW90Gi9VOa1rsGP1ohnrKdaOamchcP9SezujhVKdwIazm4IiP4u84bKxRS1sG9PUDp6frYBoX1JCR0ZBZsC9oJPwxPZQWUCmGe6oXSivxupoX4xTUzzVff3XQ6EAEkWzaUrCQjJsoJQUysGjh3AmgsvnzZLiMoj6fRNOmehroJehzSKnoJ9Dw3Exftga3hu31UYY4ydGRwQYmye0dndfNaEL6SPayhtZGx4Vlf+FjTNKGSJMormdpb9nMbjCOkZdMbbRqeDzd1YlpDhhaKnRMBk51AfLNdBm2/yF05qKF3puHnXdiBbDpwyByAU/KFSMioRK2QDUVPm6g47RbyG1kPZQ7QeWsc0B2kUEMrNon9QJS20aeqYhRyGzQT8/gi0TOHG4uFR0MhbXUCoOHrejSfmHvjTdJjuOvg6b0fefa14nuYbZQV5PK2IRrcjErlI9BaaNxQEuvWWQobQtrOAQIVnuGl/a2ujNyjwyMNAQwOweg1WimjKRMdgDq0RfSxgUOrYYEpkDjQt0uliFLD601PdeKo3jvawF5ubateThw6KKQBEF8oCHEzn0JvIYkdnFI+fHBlrsk3laIHRcjQqQaOyrIFkXmQa0TIUXDp/VVgsM++yNGGsfDBMkSRxodHzs1GvuVAkV2QJLXRAaDhZeG49s+gdREzUpqF0crBfBIQ8wfCU08SmI8mKCArR+HnPWRdVdJtAYwuSQ/3ofupJbL76edOXjSkSkjm7ooAQ7e9r/IV958H+QpNpzhRijLHFj6eMMTbPcmlDHJmXlowlBnPiXyoZqwSdizTMEcjy3MrFIp4kNtV1YygTQd6u7bQfMXHMpUktKjKeGE4aA2jxhqCWCRxYVY2b///Z+xMgWbazuh9dO3dm1tzTmad7zx00WgINGIONjQfCQDgMDsADNgFBYAieTRjbYYyNDXh4Dr/AgQ22MTa2wX8cCDB/EBICC0loQghJSLq60p3vOeeeueepppz3fvHtzKyuqq65srqr++yfotXndteQXUNW7pXrWysZAetqLVL3Kah2jB5DCWGMLwa1o67LErdQqsD0YLmxqQShUVFepRE3i9xKRWnDDwNsFd2DbaP8JDFB0xhBDiEpILzpcjto2wLjKXBvE9Y9Cpc+GvL5y6qraWfnM7O7k7U14DffHf/7DW8cXQxq5+rVeMTsQx8EpnysTwq04Hv2dlWNliz1CcencbGFvKlGxuYNEl7+16du4fm1fbzpQhwGnWlbVxu0a7m8UMTT58t4x2NLSuC5tlJUu4b1mqucQC88rKrvJAbRGBONhr392hJed758NGJQWjnfY1wshUS/SavnlQBmCbxcP96mMQoD32+EKkh60mfbl6rWYKoJ0cbuthoVs4tl9TUpRnkR0eYqZOCPdnnOUU5cQr7TZkXtAdXPN9xInZwZhVQUOpuzlFPoizuxe1Cj0Wg088v8HaFpNKcMN62cb28Y23BhmAxWbrS3YBjSQVWoclUmR+LLz7+ihKBdN/tWpIMsoTzuLb0IW9pY6TFWRUuJUa32qm6eFh+0kug68DYEi8Oa6f/ovofMZo1y3B6PkZHIJMGoYaqLvN9AIXDGzA/CWJjgyDEL1aCBZqkrR2jMpz92CMVndsNGA9MSGWcQGUvIPfd/cVRQw1gudwn7+19AEJDTKWOoQv63fwug3I7Xvx6wJxRKaWX4+PXYKfSZT+NR4MGOh916iPOLds+cnZoX4N6OM7u8mynYc3z8z0/dwnbTx9uuLOF8ZZp962jV9fQIkcOGHisSeC4u5PHkuTLedHEBb72yiC+7uqi+v/FiBdfPxDlBlNtzVChBIfD6OoQIEswmdQgRK7bEizUzLn48JvYasc2yYE0uTFF+0DQ5SM39XezcvQW7UFTuoHFDurtzhEj0D9fvj3yd8so59X3jxgsDL0fjifRcNb3Rn3P6Wyhk+kLewue2a/jU5r56/Ws0Go1mPtGCkEYzY5y6B2YwGG0H9vubzliB0oG/qzJgGJvc1fPYwhqW8nVsNChnYEZnwXmADWMNNWsfC86ZnvcSjrHzieigm/KDuo68SQxSmdDqW/K7tDmsL3KsETJ1y12i0HJjS313x8wPGmVcrJ2CpEYihjU1fje5IMTaBSFnekEIJkPAnoT92qfAmns4KvL5S+r1v739B9mLQb/zPoByO55+Os5OmQYSky5dBl54HtjYwGmGRpsoO4gamkp9clheXqsrnWzSPJ5Zsdv08fN/eEs5Xb78ypIKhJ415PKk9/KgzKBjh/KDiB4NYymUsTSpQ4gegLNmhHpk4MFuCLHXRLRdR7ReRfRwD+H9XYR3dxDe2UZ4O/mif9/bUb+PNmoQu02Ihq9GiSeBnC479UC52qZx9wTUMDbh56hT3cfOnRsqPDpXWZpKDCKYnVMV9MHq3ZGvY5gmiktnsPrSlyDJfjpAAKRDl7oTjrdNjOFSMYerxRxe3m/igw934E34nGk0Go1mtszxkYlGczpw6r5yB7Uf9JFDKFcYJz9oB3yKcTGDRXjjmdvY94pwwtmdCRcsxE37BRRFGXZYQhgYE+cHUd28QeNiJPy0iWntYtABJJ8MOdgcWP0+mii0XN+Ex3OIRhQOKJdoMqiK3oYfBdiuxONH1ARNodKMyzHH1RikaUE26xNuS9vtmYAfXVf/zr30oalvb+T7ZVwFTNfrL8LzNrO50bVV4P/+NkC5HUoMymiM5fz5uIGM8oROMa+tN9H0RM8gaYLkDxoXo4Ytc0ZjWJOKQb/wqVtK0KIWsWlcIuNCLoleI7RzA+UH0fYlInIv6Lkk52bYvrinXRLt6+hnJOBTNb0bQDZ9yLoLse/EQs5uA0uNhtovvbwaQmzVIfed+HLUJJneJr1eaJ9PJwKMZH/vR5AND2K7DkHi0K0tJRZFdBtOMLLjqNYM1d0UJswOIiIaUZ7wANqt7WP79ivgdg75xeWpxaAUqp8PH94eazyLsoQCp4Gde7cGXs4yDdTHcAi1czZv4clKHhuOj/fe3cSON2Yrgkaj0WhmzhwfmWg0p8chxNsWHaEfobnvI9cnc6ObMGpAyAAG1c1PyPXFh8hxH9vNJcyS+8Y9+MzFckTtZRKhd3ixFY7RLqbGxWg9kCwoe4tBBw6ctHK+F+MedvcShVSgtD3G8zBuS3wbpuSwDBPbRgOBIZRDiBjHJdQao+MW5JCsiNE2ip6YHKKlq8g///54EXhE5HLnVYbW9vbvT39jmxvAb/923Ar21FM0l4bMoAXepUux4EQOpFMIiQEvPWhgsWQqp0Uvtmo+dho+zszRuFjNDfCLn3lNCRpfdmUROfNos2yUIDTPDiGqnG/LD6JHh+Q+2uPRkGwFEue5gaeKFmStU+gRO02IPQei6kLWvVjk8QLIMG5/VOKOxWHnDSwZEV7lFbDlIthiEWyhAFbJg5XzYKUcWJG+7OR7Lv4Z/Z4uR9dZKgD0uiKxe99BdH8X0Z0ttS2Saq6GhKBTLs40WVE0LhY/PuPdhlPdw9ZrryoxqLC4kpkYlOYISdeB2Nse+TpqXK1UwdrLzw2+HGcIQgmfztJMQMUy8bqFgnL8/ta9Tby839C5QhqNRjNHzPGRiUZzOnBqsUMopbrljRUoHQR7YNRRM+G4GGcRXr9yF/teGYGY3WiEDx+v8VuoyAVY1IZmMARdghAtDUY9s0qCkKnGxeJLs0QM6n0MnghCKqEoO9pFIStwUXH34VqlmY6LtUMB08RapamaxugYekDe6yGUa4ru3rTAmhmMjCVPZ7DwFPjeA5irg/MnsoQxA4XCNTSbt9Fs3pn8hra3gfdRZlAOeCpDZ1A7i0uxS+hzn8Vp5OaagzCUOFvuvz95ab2mGooWC7MfxxoFGnP63390W+XffNnloxeDunOE5glyMpZpf+tUkTMtnJcSl6XEBSlxVkosS4lFKVGSQJEBZRJ30pRh+jc9luSCzZlgeROsYIHlLbCcBWabYJYJZnIw2pcbBpZMgVc92rdN8jiQa8iIb5eEoqVYTKKfkXsour0Fsd2A7JGC7PoCTiBUYPc0UKA0G3Prm3s7iRhkZy4GEYxCqQ2OYG30sTGiuHwG+2v34TXqA8cEiaY33thYOzluKFFo2bbwyY19fGR1F64eIdNoNJq5QAtCGs0MITdQGERdDWOOMhHkCnzk/CDDyE/sNHl8cRWmEWLbWcQsuc1fU2MiS5Js8AIGjRaQICTHzw9Sx/KRAIukyg9irQDpQSNf9ADRgbqciSi02NhW9+CM6BCafFys/TYY8oaNhvTQsEPlEhq5aUwtWpJtMC0YbnP6YM9EwxT8AkS+ghy5hI4Qy1qGaS5ga+ujkAPcYH3Z2wPe917ANLMdE+tZRX8JePggbjA7RQShwKsPY3cQjZL0gl5nL9G4GNWts/lwNP3K5+6oIOm3Xl5E/gjHxHrmCM3D2JiUqEiJJ0SEt8kIr48ChF4Ttmkr0Z46DslTSDIySQWULtRgQJMBO6FAk6ZRLR4LPaaRiD1JU+MQlnmEtdBEk0T+qYmdRyQOYSGPiAPRTgPBrQ3s3F/H9vY2mk1HOVJ2G4HSrygoeRooPygOBx9+Wdrl1jbXsE2ZQfnCTMQgghmGqp8PH44nlqvtMQxsvvby0Pr5xoRjYykGY7hWyuF6OY8HTQ+/eWcDd+sHbZoajUajOR7m4KhEoznd42JEuyC0v+nCpkDpEVZKQviIRBPGhO1i5BB5aukean4JoZhdbbHDHDUutigXwclGQidxuYQUDGFgdeQHjXJmVdXNU6aE+iOMEcSg9nDpw0LBtIffdL9Lzg4ixhEY9szHxdrJCQ5ucKwVGipHaNSRsVQMipvGbLAoROiPVkvcl+RlLH2G8MwTyN34OJifgfNoRGghRS4h399Grfb8eFeuVoHfek+8unnd62JRaJYsLVEaNvD8l3CauLnWVCNXZyr9nT8Pdh00/Ggu2sVICHjvcw9wb6+JN19cQMk+ovr2eR0bkyTaC7xZCrxBRliERBMMD92G+l1k5uAxIGBAREYg2u927bRpYR+M2kPegxVOKTwMt5RLaDpEFKFarWJ19SHu3r+HB9sbeFjfhuv7WHAYwod7eOazn8Unfv8TuP3K83CrG/C96USIYMQcPHIp7d6/jb2Hd5ErlpFfmD5Aemj9/PY6pO+Nfh3OUVhYwsaNFweOcSlByI0ymRJesk28YbEAy2D4vdUdfGx1B26YrbtXo9FoNKOjBSGNZsaB0ocEoQ1ndHdQEDc5cXIITcDl8hYKlo9dJ/ua+XZuGTfAYWBRHmQUGWYszPjNfEvJCceom6dxMTrjTC4ZYvhxaLxq6T02Nv1R7FJjG66VuIOGHRW3fp3Bwb9kKDAbgQxRM8K4AEgpZINpd0qxtGlsyrExenSVS8gDonNPkQUO9isfx1FimhXY9llsbX0CQoy48KnVYjGIRhSeJjHoCMaYaOF39ixw6xbgODgNhJFUgtBi0WyNkfTi5fWaGssp545XfCF+/+YmvvRwH284X8FS4fjbzo5TELKlxOukwNPkcIHEFhg2wFADg+PEI0PGgMr5dkGoI1R6TMqGgM0EbnqTvw+FiLC7s4P79+9jd3dHiS+FQgHlShmlShlBjqHBAizny3jnpdfh3OIZhKGP3fW7ePWFz+PmS89ie2MVUTheyLFMxpmHNYyFnqcq3Zs7m8hXlpCrLM5UDEqDpemzaZz6eaK4fBZudQ/17f7NiOQGpKfcU5lQ02MZBp4o5/FYKYe7DQ+/fmcDr+hsIY1GozkWtCCk0cwQt+GDW4YanyLooLW27Y2VH2QYcXjm+Eg8tXwPdT8PL5rdQqjOalgz1uJRsfaDZJoeMCRCn0FEtjqQjsaqmxetsN/uEOl+tMKluxvHxmgY633DEkvN0QWhdFwsq0NbMzJgcRObRlO9FAa0Qh9sgxpPSR64RACJsqiepylAD5B2EWLxMnIv/C6OGnIJkRi0s/OZ4Reu12MxKAiA178+roY/Ks6cTRSSl3AauLvpqGDZlQHZQdTe9epGXbWLHfe02Aur+/jIqxt4fKWI85QzMwccV44QuYL+mIxQggQNv27DgN/m1wycuhKDRnGu0kVIFJkU+tOXuMCNiRxCEo1GHQ8ePECtVoOds7GwsIBiqQTbzoFzU+WN0d8VMvp8CtWf+FTxDB5bvoQzFy5jYemMqlpff3AbL3/ps7j32suo1+KTL6MHSvfZOilR21zH2stfQuh7KK6chU1NhkeAqp/Pj1c/T+TKC+CWhe3br/a9jEmj2zQy6Gbn5CGBbCVn4Y2LRZRMjj/Y2Mf77m1hy53SyarRaDSasdCCkEYzQ5yGD7Mtr6Kx70NEUo2MDYOW82FYjfODJmApV8NSvo49t4JZcoPfgAULZXn4fgwOiEAg8gsI5Gg7HSoyUWIQPQaGMbIYFNN7bGzapVfRb8CO/FgQShdyQsx8XKydgrTRlHEK0yjB0h1ZSgaHpK+MgqWlG992eO5JWOsvg+9MEfI8ASSS5vOXsbf3Ofj+7mBn0Ht/E6BRudcdsRhE0Fja0jLwwvNH2sg2KyHjlYcNLBT4wAyWOztN5SI47nGxtaqDd3/xPs6Xc3h8uYh54ThyhC4kriBaZm+Cweuxcwqc6kjuoNQhFLfMT/6aphwhEoTGeVtQbtjW1ha2NrfAOUelUkE+X0gEoD7XIVFIhmiKCFesAi7wAnL5IhaWz2Ll/CUUK4to1qu4c+MFvPLc57Cxeg+e6wzMDyK6HUIkBDX3dpUQtPfwjsoLKq2cA7eOdp9jlBYQrt4Zy2lDwgy5mLbv3Ox7PdVNwBma6Sh3hpgGw+PlPJ6uFNAII/zWvS38/toumnqMTKPRaI4ELQhpNDPEqXkw2xpNqltxdsEoDqEwrEFCgJNDaMIwaT8y0Qgmr6sfxh7bxTbbwrLocgclkMGHdBMRMQSSj5YfJCVynuiomx8P2hKRabj0UnNLfW85hFJRqNfBc5bjYm0YgsE0TDgyAkpipEDpjohty4bMwCHEkpExgurnpZVH7vkP4KghQcgwbGxufrj3IoYyg9rFIGoVOw7OnY2FqdVVnGRWdzw4vhjoDiJeWauhZHMU28Zkj5qGF+KXP3cXBYvj9ecrMx/VmeexsUtS4JoUaixsV+0PDj8WtKdQDiFrdEEoHe2dJkeoLjg2w9FeJ1EYYnV1FY1GE8ViEcViSYUhjwJtZy0KlTC0xCxcMvLqUTAMjmKpguWzF7C0ch7cNLG1/gA3XnwGN178AtYf3kWjtq/G0zrzg2K3DO13/GYD+2sPsPris9i+86ra95IQpPKCjmE0cJL6eaKwuAyvUUNjJ/6s65cj1PSyyRHqRZnerwsFXC3mcLvu4v+9vY5ntqvwdRuZRqPRzJTjH/DXaE4pdLDoNgOUlw4cPrUtVwlE7SJRP8JgHwwcjI2fs0CtYlcrG9hV7qDZLIZoEXGT30BO5lBCuedlGI+tMkKECFmauzD4aNIIGIwwbI2Ljb9dJAjJ2CXEslmULjV34PEchNG2y4xXBAf/ntG4WDt5YcExIoiKGjrpe7meYhiNUjjN6c1LdLdkVIrIysURrjyO3EsfQvNPfre6j6OtoX8MjcYraDRuolx++uCXOztxmxg9F2pM7BjdKqVyLEbdvAFcvoyTyq21Jgq2gfwAoScUAjc367i4eHzjWUJI/NoX7qqa+bdfXQKfh5qzYxKEzkmBK1KgCob6gHd95LuQIgQf0SGU7u7o+c5NeF6RHELELd/GeWtwxlYQ+FhfX1cj15VyWQUhjwMJQmQichGpx77CqNQhj1XhJntKBsvOqa/yglCh057rYmdzFVtJHo9l2TDtHCJmKKdSnUL6PU/9m/ZFZi6PfGXxyB1B/ernw7V74MvJyOoI5MoVGNzEzt2bKJ85N0AQAvxQIDfCMcwkkHh7Nm+p4OkN18ezO3W8uNfAl61U8MbFknITaTQajSZbtENIo5lh5bwIBaz2yvktahgbNVB6Hwan/KDx75vEIIMJ7Lm9hZos2Gbb2GN7KjuoH3QQTjlCURRBsAiMOoEHIAKAk9AgqG5+0t1TGi4dn1XM4vBxqbEFr1e9l9K3SHySMx0Xa92dZPBpQWNw7JeDEQShtkBu0wJ3HZXPNBWJ5kM5QkR47ikYbhXWnT/CUUM19Ja1pFxC1MinePgQeM+741Xr699wvGJQKzBlKRaEopM5AlFthtiqBVguDRanb281VfsU1c0fFx98eQ13d5p408XKsdXLz0OO0IKUeEwKNIaIQQS5g4hRR8Zos1WOEO2rJyRnSJQMgdtDgqUD38fa2praiZUnEINorI12eamryYdATYYoM7PlFGqHxB01Ura0gjPnL2H57EVUFldg2XkIIRAFHmQYqsvZ5YoKZC6fu6gcNsctBrXXzwdj1s/T30Oupq07N/peJhUxySk4a0j4uVzM4U2UL2SZ+KOtKn7t9jqe260jGDSurdFoNJqx0YKQRjPD/CCCW12V84XhLgohgrhufsJxsWsLa2pULJLmDN1BryIv8yhicD4HiUKhkYgzwoQUvbdJRiz+SlpfJhsXS7cvdiLFwsh0jh1DRFhw9g7GxTroGh1rfZvdQk8IhhwzcOv8ft+/6dC4GP3LtGD4LoJpRYn05ZwIQrK4jKh0Bvnnjz5cOq6hv44oamJ7+5PAjVeB3/6t2JFDziDrCNrERmFlBfA84OEDnERurTdVfkhlSDviKxvxuBiNah0HX3q4h0/d3saTZ0tz0Sg2NEdoRi4hS0o8JSP1Ft0f4fKBUwMzOFi7A3KUprEpRsaIBR7hNd8a6AxaW19T8n6pPPqIWDtRJJWA1a69tYtCFwZ+xjKYpoV8oYRSZRGVxWWYi8vILy0r8YSq5Mk1NG8jidQ2Fm2vQQbjhTOTqEVtY8393rlsqtAgGRs7KmxuqCYyEoaKnOOzW1X8n9fW8bmtqs4Y0mg0mozQgpBGMyPcrsp5cgw51WDE/KDqxHXzJauJ5XwNVW92zSYbxjrqrI5luTL0sipY2oqUu4UxCRGZh2rDSAgid5CgsTI6yFNi0DQH2alQE009u1Vx92FA9hGE2uYnhIjHxWa8NvDSwGzpYudM2HuTuv9o1t401pxuA5K1vmxba0Rnn1QOIdbYme62J9kcnkchfwX8c18Cfu9DwPJyXC1/hONrQykUKfQIuNH/7Pu8Qi6Qu5uuqpoftPANIoHXNhvH5g5ar7p475ce4EIlhyuLs8tNy3RsbBbB0lLiiWQfQZlBo+yQArcWN4yNse+atnqeWDIi3O4TLE2ZQTQm1hKDJnmspFQOoV7nFkgUokyhRWbjrDHaazY1RPXKy5snKEdokvp5Ghsj0W3vwe2+l7FmFCw9jBwJQ+VYGFq0TDy/V1fC0EdWd/Cg4ar3k0aj0WgmQwtCGs0sK+fNg8p5qpsnciOMjAXULkbZQRMcBF+trCMSBur+bBZFAgI3jRsoyiLyGC5YGVyC5UMlCIGJJFPo4KywFLEYRH9qRL6WMJpiXKxXuPR0LDZ3lNvGNwf8ra2V1OwPSqmFjYK3z/ECXl7ZPdzCpjSpw3NrjGcjCClRgB84hNQ2nXlcPQa5lz881W1PtD1ugHOfcbB8x4RzxoB87LGJ86dmBj1mJFS9duvEjY093HHVopoEoUHc3j6+cTHKC/qVz99RI2KvOzd/IdJHmSN0DhILkNjrEyDdzyE06rhYVtXzBFXPN6VxKFiaQpzTzKBSaUIxSI2LxXvkdFysGw8CDRniDMthcYSsPtFKHJpvVP18Lo9w9d5Y16OQ7Vypgp37/QUhcggFoZxqXHBax9CVUg5vXizhctHGmuPjAw93lDj0qY19rDa96ceiNRqN5hFjzo6aNZrTJQil7iCiuh03jI0yMkaB0pONi0lcW1hHzS+oLpRZ8NC4D4c5I7mDFKYAKFw6jCOlGYsgBYeUPBaD/CSfOXUHJXXz05LV2NaiswPPzEGOsCg5GFCbLZQjdMEoYMPdxc4F2dMddGg7lCDEIKZ1CKnbOsgQUpg5RMtXkXvhd4+0Xt1aq2Lpg6/A3HXgXi3DWfDhuHM6lrW4RDMwwPoaThJ3NhwUc4Or5okbxzQuRuH9v/HsPTT8EG++uDCXIdKDcoTMDMUrU0pcTXKDelXL99wOESHynLHzb1rV81O835eSYOnb7WNjUmJzcxNhFE48JpZCodfDzKYOItXcSKNjxSElBPHpjJPx+qL6+WDM+nmCgrFr66uI+oybkUOIOMqxsV7Q+/xc3sYbFgqqmaxkctyoNfH+B9t41801fODBNp7dqSn3EI2Wjfs4aDQazaPEHHnqNZrThVP3wduaOGpbHuwCbzmG+iGEByF9mAY1hI0HjYoVLQ9bzSXMghAhbvFbKMsKbIy2gKBxMUIGsbOExsbooF+GFmTkxfkOPLbjG0EYq0OZLJKmHTs7cAh5/cbFOu6NtaWDpPc/u7Gxs0ZO3eerS7tY3lyBEfUOlD7YQAZpmoCbjSAEr9OFFJ59CvmXPwxz/WWEF9+IWcKCCMUvPkT+tR1EJRvetSVaqcAMI7juQ9j2Mkxz/PfPTCkWAdsG7twBLl/BSaDhxmHSl5btoQvvW1sNXFg4+naxj9/YxKubdbz10uKxZRdNmyMUZuQao0YxekfWxrhO6MSXHtchlLqwKKOHm5Pt6/KGRJEJvObb+MpSfMJkZ3cHrusqZxA5ViaFBAByCI0iEDYQgksLl40C7kQNVS3fCxK/ToYcBDCqn9/ZgKjugi+ujCUI7T28i/3V+1h57MmeQiAZeF1fYGFwfOCRQK/DosnV1xVpw4kEakGEahBizSG3UHw5El5JNCqaBgqcw+YMtmHAMph6D9oGQ84wUDANdbk8N06E01Cj0WiyQAtCGs2sKucbPkptlfOqYWwEdxCNixGTOIQulzcRRBxOOJtmpbv8jhKFLg5oFutGkiBEGUEUGJ36dsglRIHXBtX/hq2D7VxA42JZHoRNd1uGCFFxq9ioXBwrzPrAn8Nm5hBa5gZWWAEbzW3sXT6DlXuyT6B0G6YF5jhq9CH2a03hEIrXby3EwgUIu4Tcix+cnSAkJez7+yg9+wDMj+BfqCBcLrQERBKBhHBRr7+KxcUvBxtyxv9IoW1cWABuvwZ89Z/ESeDulqscFpX84P3WvR0HQSSxUjzacbFXN2r46I0NXF8pHmuz2dRjYxkIQkUaI4XE/piDsoFLDWNsopExgoKlp3nkFylYOmkaq9dqqFVrKBQLKsx5GmjMsX07h1FDgEVYuGIUcFc0k47KTmi/yU+IJERNYzSHHa7eHUsQMnN5mPkCdh/c6SkIqctwBieYv9HXdnHoQnIc5gsJNxLwIqH+TW4hEozoeIPefyQY0b+7Py8txnAmb+FiIYfr5TyWc3NSUKDRaDQzQAtCGs0MCOmAIxQdI2O1bRflleFCTRhQfpA9gUtG4nJ5A/WA3CzZH7R6zMUd4zYW5CLMMXYdwozAQh7LJHQMaSTfKU+ImZCg/xBgKvCBbEJZLuLbs33Gf0yoXYyklaEOoY6jydmLQl5Su3vFKGM7auL2YhVLqxWQttZLCmr99dwEd5sIBWBPMZXHKBe8kbSrpa9TZiA6ex25lz+Cxtd8L2Bl6xbhu02Unn0Ia6uBsJJDcHUJ8pAjhMGyVuB5G2g0bqFUenq+zvIuJvXze3txFf0cQ4up+1suygVzqKvxxmYdRYuj0La/mzU7DQ+//uw9nCnZeGx5DqwKUwhC6R5jGi5LAZLW6W05DlQ5b5BQPOb7pFU9r/ZFfKqxMXIIkStoe2cbds6GbU9/QoOEqnG6Cejxp+YxyhI6b+SxJtyejq552p0MgkbtGNXPr91F7o1vG+u6+fKCyhF6khxRPf5gqoSn6vn23f88Qtue4/Q1/MMuFoekykEj4YgEpGYo8KXdGr6wU8NKzsSXL1fweDk/X58pGo1GkwE6Q0ijmWXDWLJg9d0QvhMhN6S2OW0YM0ZsPWlnKVdDwfJRc0sQIRD5QOQBkdv15UGFOMuQAp1Hv/2bxk01orQkl8YSg+iAnIl4oCoKUzGIDtboziWktEAnc43kjOM0dfOHSZdaYuJxMTrbThlCw+6l90/kzBxC9BctGRZKyGGtvoXqFbLtpPfZ5zGk6nkShKbNU6CXMd1E0PljGhtjgQP71ieRFUbNQ/nTd7D0e6+C11y415bg9xSDYhgzYVlL8P0tJQzNFZVKHHh99w7mnWozRN2NsDBkn0ULqZsbdSwVrSPzTvihwK98/i44Y3jj+ZMRIt2LKBnxmjZcmtxBS5CoTTAmO0mgdGfT2HT7kkUKlhYGbm7sg3MThXwhEzGTdKpxXxdUatBIRKGlrpDpk9Iwdqh+fnMVMuzaUQ8hV15A4DTg1vZ6/t7khvrMpvfhaYFey5ZhKHfRkm3iQsHGE5U8/thSCU+U80oo+sjaLt53bwt7/niPp0aj0cw7WhDSaGaA24wPGMwkQyhtGBs2MhYJqk8Nxh8Xk8Cl4pYaF6s3ckrsUW1TST5P64s2hwKcBZRoRIHOLYFowLFdjVWxajxUYpAxxm5D2Entu6ANiRvFaBtaphIla1CpuwlO+UHqTN5sDrj7DFENZNHZhUdOl0GB0snNHr719O/I/qCZ7suXAhXOsYACvMjHg+UmhJmOjKG/IBQGCCjcOIvq+fZgafrvfAVR5QJyL3xgutunV0XdQ+mzd7H0gZdUeLR3sQL3iTMQ5eHvDc6L4LyEZvM1hCGNxMwJnMeiEOUIzTkPdjz1dizlBgtCD/YcuKE4spEtWuy/90v3sdP0VYg0LU5PMlnUz6fuIGfM69GeQjmExgyUTiHBhZw4mHJkjHggCyhRzlYG4t6442LdzWMUMn3OyCHX9ryclIaxbkGIlLFw4+FY16OmMXoe9ld7B/STQ4ggl9Bph4SiRdvEU5UCnq4UUA8jvOfOJm5UM8ji02g0mjnhZB9JaTRzitfwYXAGg7cJQgyw84MXV2GYBHyOIQiR4yaoA5fKm6i7BTDO1EiPik9J9ZX0i8QYIxGH0sukAlEfcYgWDa/wl1WIdEUujPU4CCsEiwylidBxfjLp1L716lDbEFyNjGXrDiLS25tsKEMFSg+qmx95gZC9U4hs7YtUEwwTeVhYb2yjcZn33Sq1BUkuRzRtsHSqa3YJQkR49gnY95+FUV2fXAj6o7tY+t2XVF5QcK4M98mziJbHWyySS8gwLNRqL6mg9rmBBCFqGgvj7Ky5HhfLm0NdFrc2G8hREGvuaCbQ//C1bTy/VsUbzleO7D5nLQiRM2FS8lO4gyLfhRQh+MQOoXRkbHKY58BChG1raapGsWnGxbppIlQCEIVMGyewYSyF2XnAziFcG7N+nkKXi2Xs9amtp12CyhHy5y9HaJaULa4azchB9Pvre/jCdk23l2k0mlOBFoQ0mhk5hNJxsTQ/iMbF2BDBgwShcfKDhM8Q1BgqdhPlvIuaT4vmMTaUtQlEfcShdaxjj+1hRZwZ/YBYkilIAEZcNx+PiCXbfGj9IMACL7O6+UEbxcYMlC57taGC0GDaR8dk5k1jZR5HnFaQx75bw9YFAcH7eKGo3S0RhKaunk+dZj2aiaOVxyC5hdyLH5pcCHqwj+B8Ge5TZxGeKU12ql/lCZ1RjzuJQlLNKs4BlQUVIhyt3kWzeQ/V6gvY3/8iqtXn0GzemQtH034zRMOLUBkyLkZi8c3NOpYKRzMudnOrjg+9vIZrSwWcG8EpdhJQAe+MTRzyfkEKlcI2rjuIIHcQMc3IGJlxSNSaBHIqer6LCkI8lNnkQKXjYrRtE99Gkidkgqk8oZPWMJZCYi7Vz4er4zsSySW0v3a/r+CR5gg9atDr6loph4sFG8/s1PDc7vHvrzUajWZaTv7pNY1mDnEanZXz1DBmDWnqaQlCo+QHUTOGy5RoQ0LO5TPbiARD059CvGhve4+b4RGKEK+ar6AoSshHBch48qu/8Sa5nhKEcvG4GOUHxZeNs22U+6hN91GdWCQIUQgmo/DpbA4yWd8sodFEp4q7PzxQuu+42OxDpilHiOSgosEhRA47aGDd2cGFi8soP+gjfhhkC2OA05wwZjuGhEHJ5aGRMQW3EC0/htwLvwvnK7998LgdbVLTR+GFdeTu7EByA8H5CsKlwoQiUNd2Mq5CpilPiEShSuVNYFOO50xVgx014MstkFFw/4X3Yeep3i4h2z6LcvmNWFx8KzifPlNlXFZHHBfbrvuouiEu0/M1Y3abPn7tmbtYLtp4gkTCUwKJKWn9vC/GEy25lDhDuTcTuIOI0K2DGXSiYrJDwfQtSiNa5IgdByEEms0muMFRYRHuR9mE0KfjYtNOnrXnCTVYiBqiE3kGlcbGwns3IerVeIRsRPLlCmobD9HY2UL5zLlDvyeHUMONYvHtJD4wUwptJAjRPv2z2zUUTI6nF05msL1Go9EQWhDSaGY0MpYrHoRS0shY5czgM9pCBGq0xbRKI4tBan3PgUsLW2j4+TE9MMPFodesmwiZj/PhhZamMdK5YHKP5EIw0XmkqMbGIgZuHtyKaiqhTBvlXqHLZ3XWsfuxGG9sbMHZjbN6BgRKj/5oZy8KkUOIqBgcDRGpcOmt2jb2L51H+WGS3XRoKxgk5Qh5jjrjbU6zaiKtwOstK4XnnkT+xQ/CvP8swmtv7339MELhpQ0UXtlUK0saDQtpLCzjsUESWG37jBKF6vWXUS6/4UhFIXImeR4FXK8iisjHwWEWTJT3iggXnlDbp4RQ5WzwEEV1BMEednY+id3dT2Fp6SuwvPyVMCZctE/Cw10PxRwfPi621VBOgYURxO5p8MMIv/y5O3GI9IWTGyI9bGxsXEHobLLHH7dZLMVPAqUnfThTFw6NaPXJeO8JSWCNRkPtOkzLRCUKcScqwJMMOXXi4PjGxbrzhGwZ4YKRx6bwJ3ZCHSfkEKInWLWNPf2Wka9HI2M0wkcuoZ6CkBE7Ub1AoJB7xBShBBKFAgH8wcYeVnKW+tJoNJqTyKO5F9doZoiIhGoVS0fGvGaIwKWGMTOT/KDI6xSDbO5jpVhF3cv2DBUFST8w72IxWo5r5tuziIZ9kXvEFEDU5dNJRtJSlJyQBByTO0RdZooK48O0H8CzscKlF509NS4m+4kHI7mDZjc+Rq03gZRYoKDiZGwskBG2ZR3O8oDHkJswXCeTpjHZ2czcQpTPQRQWke8VLi0l7Pt7WH7/Syi8vKlEIOfJM1OMhg2H3lMkCgXBPmq1F49kfEzKEI5zH3t7n0ezeUsJn+T8yecvQpZLsPYCmCIWgwgSOTjPq8uUSk9jcfHtsO1z2N39NO7d+3/gupNlMo2L40WqYawygshD42ILBWuq8ZxhkFD2G188CJG2TniI9KD6+bGQEuelgKui+Sd7/OOGsckXsaq0QGm74+1LHMdBJCJYFo0aMiwwcsoxPJzSJTRpu9gg6iquG3iCF2e1e5opjMaKi2WEffKA+l7PMJArxmNjveCUVUjj8Uk76KMIvc6ulmzkDAMfXd1BMGWelkaj0RwXp+/ISqM5ZjwnFji4nQZKx6tme0geR5wfRMKLMTAziKrjW5k/lCFR2VHf6352YxsCAi/az8OWOSyIxfGvb8cH0SpQulsQassRUuNiVImrVhapi4YONLM48mZ9fjbaQdtCcycjd1AMCQJSsuQrXrxMKwyppjEjfiFQuDR9bVd3ULsyYJFnWuAZCEL0UoXf75cM4ZknYN/4BJhbO/ixE6DyB6+h8qk7EBaH++QZlRUUt8vNFsOIxRbK6KG8nojeSDMWgug7iVG53EUlSNE2qG69kh3XjW/2z5+gQOxi8XEsLLwVQkS4f/9X1HbPmrW9eA6wNCQAv+GHWK96WG5zQs6Cj93YxMvrNVUvfxpCpPsJQur1MIZzraze85O7g6SIEHkODGu6LCZjzKYx3/fVl0VOxeTvLbNQCfUPphSEpmkX6wfdYlUGWGAWzrGTmVulcoTW70NG44k3dqmE2sZqzxwhdd6HM7hkkXmEodf/4+U8akGEZ7YPPus0Go3mJKEFIY0mY9xGWjkfL6jqO6M3jLEB+UFkaoiasV7UPj1yYWEbTpBDJLJz1tw2b6Fp1HEmOjeROCNoXIzEoO7jyGQcIHUJ0XGm4QdtIQSpSJKlS+gww1xCjIQWd39wftCIck4s/gz63eTCkNfmECIqyGHXq6FRkQiKfXbv3AT3HOUumgq6W9L9+iwGw7NPqhet/crH1H+TK4gCo82tBryri/CvLkHas32eu4nFmXMQwke1+iX4fiymZoEQJATdaxOCCkoIsqxlMKWeHSAtrgQxa3P4cp7zIiqVNyOXO4ONjQ9gZ+czM222ebgTj4vxIavqO9tNtWegQOlZ8eLaPj52YwPXV4o4e0pCpHtBwvi4bWNnkqr5fprsMAKXXnsSnE8WKD1J01gURWg6TXDO1VcKxQ+RKJSFIJTVuFj3eG5dhrjI88idwMNmlR0UhYi2x3MZ2qUKosBHc2+75+9pbMx9BIOlu8lzAxcKNl7Ya2DHi4//NBqN5iRx8j7ZNJo5x2366oCUm/Hbq77rKXfQoIYxGmGJRBNGvzOQFPDciP35Rsf6S+JCeQfevo/C+h3kN++pxf407Bt7uGu9pkbFbDnBYqHPuFh3jpAiCpUqItsWB6k4Ms3oWP9HOl0tDF5Ql9wqOI1j9GkYGyXmolsI6jddd3DZ8Rf5vhDIMwNpxxPlCBHb9V00LnSJEOk/TEu5sqJgytrz5Onp1TSmsAuIFq8g//z7UfrcvdgVVLCUKyiqZBMgOwmMWWoUi0QayhSq119VAtGkRJGHZvN2IgQ9aBOCllrjYD02Qj0W5tZoDTWUeVQoPIF8/ip2dj6h8oVmAY3+bFV9lIeESROvbTVQzpkzG+Far7p497P3VZvYY5QtdcoZRxBiUmIFEs6EYdJE4KYNY9bUYzOjjIwJElUaDeUKIndQN2UWTScIUWh7xuNi3a1jFDR9jZ+81yLLF9V+P1y7O9b17GJJ7auq66s9f08OIS8UfU94PEqcy1vIcQN/uLGnq+g1Gs2JQwtCGs0MAqXJHZQemFKgtD1k1CGMYqdAv4YxCpEmVw1rO45moY8nX30vbDMCbtxG8cErKN99AcvPfRyLr3wWXJ0BHo8AAZ63v4iczGNRLGESyB2k2sW6xsU6BCERH2QrdxA9TIcWQtOOjg27Ho1o9D9oW3D21Hd/wsr5XkJQP9p/N+6BJDmEiIoS1Kh1zEARNrZrsSBErXCHti1ZjEXudMJhS68boKVEy9dhbt1E7tXn4F2swL+yeCTjYcMgoYZGuMi94/u72Nt7Rok6o46RkYDr+9uquWx//xmV72OaxeFCUBuiaMHcc1S49mjbzFAoXEWh8JjKFdrd/RyyZrtGwbnDx8UokPzOdgOLM3IHNf1QhUjnLI43nD99IdL9BCFVPz/C37qk3uuTVc23V86rQOkpK6LoPEfalDY0RJpEL6v3a6bCQqxGuYnFhTAxqswi5yfdpKoIUWAGzg/J+ZvP+vkKgofjCUKGwWEXSqhuPOz5exUsLeNg6Ucdet9eKdrYcAPcbcxmHFmj0WhmxekcyNdojnlkzGyrnK/teCgtDnbaRGEdDFS7bvYeFUvq5dO1gtnYw5Xf/Z+49JUliKCCmnUB8iIHEwKG14RV28HyC3+A+mNvhnv26kjbTQftL9rPIWQhLoVXJhZjonwQt4v1ObBnSf08FeqYFCidZOB0b02SUpDMJU2CHCHcufffuODuwec2RI9tS91BckQxaOy4acoTGXEBTNXzdCi+YHDsRkHLJbQRVeGwAO6KicL2weOn/mKeLMhcqp5fmlx0S16qVD3f6xYMJ4C9nYNkOUT8OUTLfdrGjg0KcS4pR08U1ZSo47qr6mck6tCoFue08DMgJZ0F9xFFTQRBLQmAF2DMhmUtqsuOe34lKliwJWDuOAgpR2lE8vnLKqdoe/tjMM0SKpU3Iis29n1YnME2B78mVvcc+JHE0gzyg2js5/98/i6cIMLbry4NHV07LQi1B4ZyCXlDsl7OSKl0WEremZTAnS5Qun0hLJPnjQSCXjQbTUSRgG1bffdtNDLmgmNfmlhSIdPzMS4WN2vSCQSGEAIN1TqWQ00EcDJrxJw9RnkR4YPXINwmDHIMjdE2Vl1/0PNzKX2+KUcon2QmPspUqDHP5Pj8dg2PlfKPhJCt0WhOB3oPrtFkjNPwwZP8oMCL4DXCEQKl67E7iPUYFWsyJQSluUGG7+Lab/8X2NUt5N/+JJw6NXTFty8NA1GhDPfcNYSFCsp3nkfxwY2RImpuWTewzbdwNjwHU06mFUtLAAYFRQ/YtSTNNJKcEUK02sUOEx9sk1A2G/q7hKhyflCgdN9bTG5u0nXJwQjZ6KfJPSFQ4WbruuQQMsCwu7+L+kXzsJqlXitMVc+HUzjb1cEuPTVxBnEHvOYhd3sH0uAQ5avgW38IJILVvEHjWKa5qNq/yDFErzvXXUOj8aoKca5Wv4ha7TnU66/AcVZVNbxpVpDLXUAudx6ck5gz/mtU5kxIzmBtje/ky+evqYDsjY3fzbR9bH1vtLr529tN2NyYScjz+198iLt7TbzpYgX5cbrMT83Y2OC/2ZASi61xsckggSNuGJsuP0htTyIK9MsRokaxIAyUMygNke5FxYhFIHIJTTYuNrqQPtZNJ9/TW27IEGEyOsZOWo4QPU9r47WN5UplBE4TXv1wYDI93CpH6BFuGuuGsoT2/BC369olpNFoTg5aENJoMoQW8l6TRsYO8oOIoYJQVFPZJt2IgCmHUMs4JAUuffh/w6KRoDe/E5WLFtxajwNxxuAvnENQOYPi2k0U1l8beP+r/AHumrexEp1BQU6ekSDyAdScUp/8oIPtA4ykbr63QyhFDZZNIK8Mu/yALCEKak4q58dxB7WLQVkwqihELiFyCKWQGKTGxpp7cJcpvLhri+iMfkZNY/TUdGcI8X0H9r1dFZwcLeYhFq6DhQ74ZvYjTtliJO6gM8jnLyGXu6xEH9s+n4g/l5RoREIMCUK93q9joXKE7JFzhDqvylAsPqncTaurv4komnL8j87y+xFqTqQEoWHcVuNiByJkVnzu7g4+e3cXrztbxlJherHipBFJAZMN9uyRGKTqvqe4HxH4kGGQjSCU7POiHjlCruvC8z2VGcSHjKYVIGBCTFQ9n971LMfF2qmKADlm4IJqDTwZMMqOK5QQrI6ZI1SqqO/9xsbo/IIOlj6gbHEsWFw1juksIY1Gc1LQgpBGkyFhEEFEsuUQUg1jdFCV738mPRKuyiShBqQOJEDrPDqpmp5YXX7+EyjffR61629F5XqcreHU+s1mAUF5CUF5GaUHryC3/aDnxdb5Kl6yX8CCWJioYr79/qhufqA7KL0okzBCL3GrDCINmB59V8WmdAnlQhd25PcUhPreSobHfZ3bL0eqni9z3nE9GhtrCBdu4KJ5tvMxZiTYmSYMz0UwRl10T+im/YPboEwc+8G+cr9EC7n4FLJVhsifhfnwozhJkHOIRB9y7tH3OBco2xUnjY1Z282+TW3Dtq9cfp0KxF5ff//Uiw8aFyNKueF181t1P/P8oLu7DfzOCw9xeaGAS4uD2/1OK2kWzyCX0HIyLhZNNS4Wi5A8A0FIOT5V01jn68/zPLieC5NaDYfu5+PboLGxhxM4hGJ30AzGxRI3VfdNk0OoLiOcM2wUR8gLmxcoRyhauzfWvoKbJsx8AfWt3k5EcghRhpDWPjoDpveDEKvO5GUFGo1Gc5RoQUijyRCvR+W8leMwqFd3QH5Qr0DpyIsDG9NRMd6s4uwf/Tbcs9cQLJ7D0mWOwJWIhhxzBOWV1viY2awecgZRblBZVLASncU0KHcQLQ5GEYRkpKrdaaRohFtOAqZH3V2Nk9xz2CVU6RMoPSw7aJx7HmXL1H2pO5NDg6XpkSm2PZaFdGysuofmuR5iJC3SsnAIcUC6B2KQ9XAfMm8hquQ6Hg1Rfgx872WwZnbjTacBCpZmkQCvTub3IBG5VHoSzeZrquVsWkEobxkwB+yriLskYJFTJUNBqOoG+NXP30Ulb+GpcyU8ygxqG6N2MQqUdqfc01CgNJ1laOWJZZAj1C4IkTPIcR0lBpnm6GOF1DT2UEzgEIqS/KAZkJ6S6KYpQwRS4ppRODGjY5QjJH0PYndrrOvZhSJqm/2bxuipH6Vp7lGhbHIUuIHnd8d3f2o0Gs1xoAUhjSZDXCcVhIxWoLSVHyE/iMZP2vMPJCCSIOn0aPP8p96jFgTNy0+r/166bMCtj3AQxgB/8RykaaNy8wuqcpzOet4ybyhnUFks4Gx0DtMSFYK4WWyETTISFUuMvAtKR8dGRU7sEqJA6YgZCHouluLLGm1f9JzM4uT0qKIQZQgRFSUIsY6xsV1nH94iR5Tr2jozO0GI7Ao0JtYSg8r2YZ9T8TKkYcN8+PHp7u+UIfKWembNnVhkmQTKPaJxtu3t34fnjbfQSyHHwOa+j2Ju+Hvszk5T1dJnVTcfRkKJQUJIvPnCwkgtW6ddEDINegcfZkHtc6YbF0sFIW6R8w2ZQE5VcunQa7npNGNnkDmeGESQQ2gtyo1lmKPXjQrLn9Hrpn/1AFCVASxm4NIJGR2jkTEa0Q7Grp8vo7G7jSg8nANHI45psLQmhl6LZ/MW7jc97PuTlmJoNBrN0aEFIY0m48p5ZjD1RdS23RHyg+pghtXbHZRclca9Fm98Do3Lr1PCjlUAiktG7/ygXjAGb+kCjMCDsfocvpD7LO5Yr2E5WsGZKZ1BhMxFcZh0MNouxaAMC/rjevWi974H9f+s1XU+iHEWBqmUIzocQmpcrG2BEYs+vYUfla1MI3BkIZrZWlYm23h4pSSSHCEKlm6HBKG6cOEHPppnO39HGUIs8BAMaTMaBmVbmfAPxsR6iEEKCpcuXYG5+vuA0AfILQwGkTenEoSIQuEaOM9jff3/qvHTcWl6Qi3oCjYfKhxR3fxCPjt30O++tIq1qoM3XVyAbepDEsoRInq5hJakVJ2L07SLEYFbzSQ/KIU+7iIh0KjX4fu+ygwid9C4ULB0CAPbYvRtI2cS7YNnsutNGsb6EanRsRBnjRzKJ2B0jBmGGhsLV++NLQjRAUlje7NnqDg9/7p6vpNl21Ri2Uv745cGaDQazVGjj740mgzxmgFMO27piUIBpxoMFIRogSUiBwazB7qDzjzzQUS5Irwzl9V/L12Kb3Mkh1BCaJl47ukiPvL0Jhqo4mJ4CYtiCVkQFXxAUIjQ8MNyFoWtcTFVsz7mudqJa9KHbVeyJYtdDWPdOk+6zXFF/MG/CeUYylAYOnAJdRTTH7pcIEXiEOoUhOix2q/uw0lyhFqNOYn7iXmuqrueFMMIUCjtQ1rmoTGxbkTlOlhQA9/6wsT3d1pdQub2dIsGyhOikGnf38Lu7mfGvv5WNXbsDQuU3qx7cAKR2bjYFx/sqRDpp86WMxWZTmXbWEbjYlIKhFQ9nkHlfAqXEfLwEEURbNseKTOo38gYMU6O0Czzg4Y5hAhHRvBkhKtG8UQcUFPbWLS9BhmMnm9j5QtKTKptrfUdG/N001gH5HRczpm4WW0i0gFLGo1mzjkJn18azYnBbfrgyVnu5r6vBAN7wMhYFDXVGcj2/CDhd7qDrL0NVG59Ac756610aRoX85tyJLNF0wzxysoufu/xu3j5fBOLTY4nVwUKUTZniKUdQZoCRjDaIsAI6UCUQaZnwEc+Vkov2P9+JlsTHLiEuIhQ8uqtQOn4N7K3FEMiTeeUX2vxQMJQ5guUPqIQbZ8nBRa6FmEGDBRgxWNjlc62MZmMchhqbGyyzWEiRDHagxQGwvxgMUhhL0DkVmA++Mhkd3hKEQULvOYBUy6oTLOMfP4ydnY+Dd/fHuu6W7U4P4gPCWK5v+uAIoYqA0LyR2Wz5uK3nnuAC5U8Li2cjJGb4xwbo5htknDimoLJCb2maqs0+PT7fxlFEL4DQ/jKP2la9sBq+WHkIGBDYE3kRh8Xo8/KGY6LjUJVhsoNcsUonIz6eXKabfQumegFneCyiyXUNntnwNF+Q4+MHWbFNuEJiXsNXUGv0WjmGy0IaTQZ4jaCtsr5+AycXRjQMBY1Ys9L2itPzWLkDmprWj/z7IchrDzcxB1ELF2i/CDR9yB2P+fhxvIe/uDKA3zk8Xu4ubSHUmDh8f0FnPUq4AKw9w/bvychKiXuoGFV822CkEzECxXpPNZxZHzh/gHTky4M4uuVvH0lsKSB0jQq1nNhMCDX55BbaEraZaDO/zq4bV9IVYNsdS2MyCW0HzURihDOyoFglDqEDN891A400jbJCAVnTy0CgyBHsxMjISqPg+++ANbcGPs+T7NDiJ41c3f66vh8/ooKmt7Y+MBYTUJb+z4K9vDDgbs7TRX8PO0C3A8FfvWZu8iZHK87V55Z/svJHxvjHXXzcipBSEKKEH5tp7V/Er4LGdCXB0n75SiEFNGB9fHQTdBtROqywmtChm4S72YilEoGnwp6GZSSHKFRIOfFDM1BrXGxYbdPLsuaCLFs2FhMP8vnFGbn1de4Y2NWgQShtb5NY0EoJylLPNUUTI4iN/Dq/nQjwRqNRjNrtCCk0WQELcA8JwA3k4axXQ+GycBNNjg/qC1QWoRMCSRpHIHhO1i48Vm4Z6+2LEN2EchXDHht42K+EeFepYbPX1jHB5+4g09cfagEodCQuFgv4om9RZxrFmAJA5LG2XJFcLehvqZB5EJIPro7iAKt1aIiXeiw9nEoZBQwPelRKUPFTRvGcjD6iUEHFx+6BWqxkqEoFN/wYVGIHEJEr7ExWtTUajU4Z8y2m2Bx05jnThAsLZF39tXYX2iRcEZi4IjXLF5JwqVPVgX9LJE5DmkwmLvTLxri0bEn4LqrqFa/NNJ1HC9C0xcoDBkXo9GcB7sOFjJwB73/xYfYawZ408XKUFfSo+wSsttyhBbp80X9a/z9pQhcRPVdRPUdBI1dMNpPqM8cEngSkYfEoNBTApHwmxB+A8Kjr2by1VA/VwJSFKrrU/Yd46Z63dFm0TZPS4lFWI3yI7eLHee4WDsuIrg0OsaLiCXe+YWVKghWxwuWzhVLCJwGvGa9pyBEj5WvXUKHWMnF4dLNUI/UaTSa+UULQhpNRgRepA6uWw6hHU+Niw06+02V8+2B0io7iCaRknfmwo3PgYkI3pkrrcssXowXbk5DYqPYxGcureFDT9zFl85vYS/voeLZuFot44ndRVyql1DxbRhdooswbRUsTC4hWthPhCERlf24WWxkd1D8B5IoFZOILmOtIwYFTE9zIM5QcarwaZRi0NjDiKuE9hGyLESh9DbTbW3/CdUfix6CkAmOHEzsN6twl0l4SEKRkrGx8QWhWAwyRIgwDd6mYrlRj3VVuPTVuG1MHG6seSRhSbD0lDlCKZa1ANs+p1rHaCR1lHExojgkUHqt6iIQEgtT5ge9sLqPZ+7v4amzJZTs+XZTHLdLiMbG6C1L4nSZRkPH3L9RwHjU3IdwqkoYZlYOYRio/CBmmPEXCTrcSr7s+Hv6OzozocQeQ4lI8eWTyxpmZ/A+mBrhmhZqGlsX9lC3icrfm+G4WLsfFWOMjhEkCs372Jhs1hDV9sdyCBG9gqVTUVcHSx9myTbVK+h2fXoHqEaj0cwKLQhpNBnhNeOFFbcSh9CQynl1sC7cVqA0LaopE6hVVkIhoi98UlXGC/vgjOniRQOOG+HjFx/gjy6to2b7ONcoKAHoarWCM04ehTA+CBkEuYRIbLKSEYKJRsVokeGP6A6i3AqqvKeFROuHrT91TGYTMF129xG0ZWtkIeNkJQp1uoQOfpKONVD9fKVHmGuB6ueDmhKD3KXk9zJ1CDlKTBoV22uARx5CM3eQAUWbMUZxmFi4DhY2wDf+aPQrPQI5QtaUTWPtFAqPqf3L1tbvD73sdi2AbTKYFA40JD/IMhhKuclFnKob4L3PPcC5Ug4XdW7QQMhtQ+9Mi3NUkobDcZJIaDyMXEEyCpQQZFg5JeoEXmNIoHRyRoK+lAgUf6kPpvZZ5sPXymRkqGxEqmlsR1hDHWvqfmdoxhnHIRRfXqIqAlSYiXNtuYDzhlFaUA9cuD762Bi3bHDLQn378LivMpzS54sWhHq6pyoWx2s1LQhpNJr5RQtCGk2GDWMEOYTo7CWNjA0KlA6j2BGQBkpTmDSRCkL5rXvI7zyEe+Zq6zoRE+CPh7hp1ODzSDmBrlUrWPRy4GOOXklmQOQKMBv7qo5+rOvmIjUuxmhUbMRFQHofaX5QSjy5MMnYGH215eJgehac/VbDWM8/qytIelSydAp13sKBKETCzkK72JZAwdIBIjSbTeUSal3LNJNQ6dG2yQwc2EEDEbcPRv7ST5Fx3PBWBaJwDub93xvjSqc/R8hwQzA3G9eUYVgoFK6iVntejY8NE4TyQ9xBxN2dhsoPmvR9RvvE93wxDrJ93XmdGzRqRo5tcFRkrLlG44hBjV31b8PKx4KOCmGOIAIfRpIhliUso5ExcggRw4KlSRAyZhsgNLByvh8+BBoyxEUjj8KAAoTjhHEOVigjXBtdEKL3K7mE6lv9g6UpG0zT2yW04QZo6LExjUYzp2hBSKPJCLcZwOAMBjfgOxFCXwwJlG4eBEpT1bzf5g4iceLVzyKy8ggWzqr/bpoBfuGrvoTzhTzqzUgJQeQEmga6fVrc2/ujh/xSo1hYdtWoGAtH34WQIJRWzXfdYt8M0yFb0hUwPd3KwIx85EOnFSjd++4mX/BkIQqxAT+j6uMS72wmIvKwQD+t1uOxsdb2cAsG1c6rcbPB22REPnJeFZFhQrSNOLY2YMzjXFG+Dl69BVa7g1ONemEPf75pZIww97I7i2zbF8B5CZubH+4bMB1GErVmODRQOhQCa/suFgbsz4bxuXu7uLVdx+vPVWCRnUAzFCEEOGPIMwZ/xPhkqpWPGpSFxpQrqN1CQ3XzRJaV8yn0WZaFozIPARMC64OCpaVERFl7MxQV23PgxqUuQyXQP87nt4reKFcQrj+IQ8RHxMoXlUOo1/6EBCE9MtabBSt2bN/RY2MajWZOmdfPKo3mRI6Mmem42G7shhlYOR82wGhcjCVh0rJ9XExg4eYz8JfOqwN6h4f4T+98BhfOxm4ivzbCoTcFNpsM0mbqe78j2yhfhBH4sNQiYjAUIB0uULMMG3lUjDDSMGneY0GZbtdEx5LdAdOTL0nKblV9J4fQJEHSo5KFU6jX+p6CpTkYim1BtPH9MTU2tudVERaoIj75I6h6XkRgQYBBJ3ZprLDg7EMyjojTArPrAnR36vqj/02yeBHSLMK6/yGcNljtLqyXfxH5P/gHKHz0+1D4/b8L+0v/GcbOC32vI604WJpnKAjRYrlQeByet45arfd97zUC9awVhjiEVvddRJLq5icTEvYdHx98aU3Vy6+U5neUZt4goZb+55nmiO1iUuUF0Q6iWwwiAqqcZ2xmDiESCqY1CdHtlFk00CFEr0Vilnnk04pbVRmoKvp5zRNSY2NhgKjHCFg/7EIRoefC7xMsHUQykxyp0zo2dkuPjWk0mjlFC0IaTYYOIW6mlfPx4fugDCGqnKfRDkK5g0izSQ5wC+u3YTo1eMsX1ZjYz77jWTysNPD14VU0ghAenR7tBRU+lQx4Fy00H7fhXLPhXIm/N6/n4F614Z811WXSdz9l+ggrp7KEGLXH9EFaAuGSq+7D8GJX06gYgaPyJw7CpA9t9gRtY2qrkuvT4zzd6mBB1agDXluGUMfdsIzPOk89PhbniqS35ycrse5g6XRsrCYcRFF0kCOULAoHBktLkdTLQ+UG9bUoyTFdQjSuWH4cfO1TpG7iVBA6sF76RRT+6Mdhrn0KMncGYvlNEKXHYOzfRP4L/w72iz8PRF7/YOkMqucPB0yfUQHTgnYyPcbFaFGdG9CESDzYi/ODhgVP94JEgvc991Dt2548EwfTakaHCYk6J0Fo+A5I+I6qhGcWnWg4fPnQayoxKOvsNbWd6TZk4BOi6vnVAQ6hWbeLjVM5348oyRNaYhbOJDmB8wSjkGhujpUjZBfj92+vHKFWsHSoBaFeLNomNt0Ajh4b02g0c4gWhDSaDB1CPGkYa+z6Sgwy+pzCTAOlVeW8iAuXOsbFbj6DyC4gLC3hPa+7iZvLe3jn6gW8oVzBvtdbtBE5BveyDe+8BWExGJ4Eb0Qw65H6zh0RW+1JMDpvoflYTglH4QJHWIzPYvYcHePUJuYhXHTUwt9wxxSDohAsiiB6uYNS1NllTEg2ak3FrcbjYoMaxjIg/TPVvUyw2a1+MSWgHUhMNPpFYwrlnoIQ1c8DjXodTjo2Rg4henr9foKQRN6levkIYQ+3QYtUWBx3bKzyuLoP8+HHcNJhzgbyf/QvYK7+PqKVtyK8+nUQK2+BWHgSYvmNiC79GYRnvhx87Q+R++J/7NmwRjlCWQtCRD7/GKLIxe7u4RDvnbqPvG0MHb25v+OgnB8eVN+LF9aquLFVx9PnyjD1qNjYWFQJr4TqwWIcfaYIt5E0gPW+bOA2YAzaD09D8hrKwiFC1fNrUa7vZ0IrP2iGpLUF0+AleUKXeR7F9g/4OYDe80apgnB13GBpe7AgpMfGerKQuMepgl6j0WjmDX10ptFkAJ0F95ywo2Fs4LhYFC/8yCEkgiRMOn03UltUMi72pfPbqlL+DdsruOAXcLmcx753+Ex/WOFwL9mQHEoAUiKQK2AEEiyU6rvhCfCmgFmN1JfhCiUc+WdMOI/lUH3jOXgXc5C5umoQo0r5cMlBsNxsBUiPKwapv9EnVxE7aKXqRVqFLqeWWCbCoHEYZy+unO918xkvPg62mOYEp7+dGAafRg3VwrHzNyYMWOCoNsl1xuMMb9UcxGD2dAhJ2F4NPPITZ9Cg5y75Pu6JT56DKF2BSWNjVK93QqEcpPxn/zVY2ER4+WuVCHTo8aLXf+U6ovNfCWPvZdjP/zflvmqHHEK86YMF2Z5B5jyHfP4S9vY+iyCIxyLTfdZOLRg6Lkb5QatVFwsTjIt5YYT3v7iKs6Wc+tKMDyWamVIgNM2Bu17h1uOCsD75QDJ1CM0gP+hgFJaEaWQSLO3R/koeFq9IcFK75BmHkmflc2nPE5pMUp1t/Xy0swnpjy5SWIUi6lv9m8Z8LQj1xDIMlEwD9+rjdAVqNBrN0aAFIY0mAwIvghQSZtvI2LBxsThQmgShzjbf/OYdmG4d+2fP4l1vfhHnqVJ+bwHXKgUYjGGvq4mIxCAaAzMCoYQgEoBGGUPgXnx5cz92ELEIiAoWoqKEyAcQdhgvMHwSgiywYPzdBeXPsCgY7A5qo2uNfDQRoOR6gkTJI4fQ0S1aO0ShiSvoW34h9f80NlYxaOFID+TB7dJrjcKl94I6BGfwSxQzTdlSFCx9uHre8qlRzFGZQR2NYv02ZoJgaUIsPAXD3wff+CxOIqzxEPln/h2kYSG8+DWAVR54eVk4h+jsO2Bufu6QM4ocQkSWOUIp+fxl1ci3vf2J1s+anoAfyqGB0utVTzkyKknw9Th89NUNOH6Ep87qUbFJoGeGXhWGEHErZB9RnarlZeApd1A/Igr1F9HMBKHWtshsHELEenRYoA9FPC42a2kly/MA+zJQwf7XeXGuJCGVIwSJcCNu/xs1WLpBIlK/YGndNNaXimXiQdNT7YEajUYzT2hBSKPJAM+JRRpyCNEZzGbVh50bXDmvxsWoXYx0l7Z3YvnuCxCmjfd82Q7qdoA3b55Ri/fHF4sIIoF6m4OAxr+UGOTH7p8DDYAN+OqEUQBpINVIGW9I2NtN2DuecgMxj8dNYhMev/AkxHSoqNAKJWVHvksjd5AVurAjHz6FJs/YHdR982obJswTkj2CpQuGkZyJlodyhJrSQxAG8BaTx4mbhzKEOD0Wfg0RuddGEPJaWR6TGFvsBYjCeZh3/+80M4PHAnN3kCMxiMK2z3+VcjyNgixdRlR+HNarvwrmbh/83CbnFpvJ2BhjXNXQ1+svwXXX1M92G/E+K5+4GvvxcM9Roail3HiC0Fbdw2fubOOxleLQ+9D0xk7eEmrxTSOhyZhnN8JrqA8RNuD92moYm0GgdArtBrJwCBVZpDrL1nsES5M4Oev8oEkr5/tBuUp7IkCecVw1CpgXmJ0Dy+XHqp9Pg6UDp3Hod7ppbDCLFleftWt6bEyj0cwZWhDSaDLAa8aLK9My4FR95XSxCkMaxtrHxdouWr7zHF57bAkfvn4PT+8soRjGB/DXF4rY9w7cQdJi8M6ZYCTmkBgU39IIR8r9xSF1u6atXD1UEz8NRhSokGox6gJkqrExdc30nke+BlPVxUCprWHsqMlOFJLwRfw6qHByCcmO3+YRn22v12ptwdImDNdRizhatFC9fN6tQhgmol7jc/0gzXDCSSdyCfH6XTVKdWKIfNhf/Gkw4SO6QGLQeKGxYuWPqZE9+6VfPBwsPQOHEGHb58B5EVtbH1UCw149gMUZTD48ULqcG3/Y5QMvrSJnclxdnJ8F8EnDavP6GVJAGByia1RKuYMoSLqPWNTeMMYMo2++UBbQplGW2bRQHA25hDa6gqXptunmySk7S6apnO9HCIGqCLFs2DhvzM/4JCtWEIwhCNHIGNHY2eopCMVNY5lu4qkhzw3YBsM9LQhpNJo5QwtCGk0GeI4PZjD11diLM376ZQhJKRAJBwazaF3Z4Q4y63vI76zi//3qAIXAxBN7i60DU3II7aWCEEMsBkmAN2klPukp08PXo6wfcvSQu4dGviaBtdxBdFvj7WbGX0+0j02NbukhMSi+tlSV8wIMQfvCntxKR+Tvby1AxhCFOsOl0RoZkx1NY7IjRygHEzW3Dm8pmVE0yQUWCxAyDOJGMWb0rpcftjETCkIyfw7CXoRFLqGTgJSwX/oFGI0HCM/9ccCcQPAwLETLbwbf+SKM/RutH4ucOZORsYMa+sfgug/RaNxUDqF8EoLfDxKOHu65KlB6HG5u1fHqZh1PnCn1DdbXDCfX9raisTGCsoR6uoOMwc9R6DVm1jCWQredlRaggqWFfdgdNGNzEDErr6KHSGUKXTTyWCaH8JzkCMlGDaJ+kC82CAqVpmDyXoIQOQkJX4+N9d0HU/38g4bOEdJoNPOFFoQ0mgwghxC5g+gDv75L4hBg9snmIDGIYMxWrop2Qah07wXcOc/wucdqeGpvSeUOEOeKNgombzmEqBlM5AzwhgCbesxKbU3Hf1G2jAocdupqpGxcDN9R4dhizLwKNTYm2Mx3bbHuQhlO8X+38oM6zjwf7QhTKmWNIwq1Xzf9FwVLl5PFYbdLKAcL+35D5QgFJQOSBCHfR04EqLj7SgzqWy8/7OGeNAuZnDELT4JvfxGsfh/zjvnwozDXP4XozNuA3NLEtyOLlyHsBVi33n3wMxKEaq5678wC01yEaS5ha+vj2KuHyA3JD9pu+PAjgcoY42IkIn3wpTUs5i2cLc1f3fZJwup6WxkiQkjuv+T9SZlAyh00wmhn4M4uUDpF7T4TF8+0FFmI9S6H0FHUzWdROT8Iah1ryhBXeQEVNqPGtzGgpjH6S0d1CdExjgqW3tkcUD2vBaFBOULVIEIj4/IAjUajmQYtCGk0GQlC3IxdGY09ahgz+7agRFGc5YBkFKxzXOx5/J+vzaHkm7hSPQiofaxSVAstqpyXFAq8zFVrWJK9mRGdR9qUY0Szb9ytjXVgTDXz1Cwm1cJlzEPqTMbGWtJK/7tQ7h+pAp3pP8vO/rG5g6YRhQ42sdMltMBpxKczcJqgYGkHvsoRcsklpBaSElednbiF6JAoNnuHkNrC0lVIswjrzm9j3hvFrFfehahyHbJ8dcobYxCLrwfffQHG3qvqRzQyplx/NW+GLqFraHiRCuctDHEIPdx31VM7jkOIaubXay6unynOvAnqNGP1eFulLqEgGcOVAZ1cYEMFIeVK9d2Z5gcR6bOdxdhYmUXYlRb8RP2izz9xBONiWVXOD6ImQ5X3Rs1j5WOuo6fXDiuWEK6PLsZb+YIKlj50W4yaU3XT2CDKyXHiQz02ptFo5ggtCGk0GeCSIGQdNIyZuf5vLRKEaFyM8oM62qlFhFrzFXz2qVCNiqXuIOKxhQJqfqjaKYKV+IDCcOVgTaTf11DYwYLVojyhCJycQqNcU5CARPXHhhKEJmXytjF17eS7MVAMavspyu0NY+pXxxdwPIlTqH39RTlCByNjnS6hPOLnpFGvw1vgMFRFPSB8Hw0SxCZdbKk02SmUPGpQoiyh9U+DNQ9XGs8FoYvcc/8F0ipDLL8lk5tMXULmvfe3RsYIvj+7kQLTLCHAdfXv3BB9YHXPUWHSfMTXBQXqf/iVdawUbSwVtDtoGuxk/LN7V0iiUFxBLyF8ZyR3UKjGQuXMHULp/iMLQajEQrVj2UjGxmhcrO0uZspR7P2peSyQAtd5CaVjFoXIJUSC0KgNceQQ8upVREE8Ht+ObhobDI3VFbmBB009NqbRaOYHLQhpNBngO+QQSgUhv29+UCtQmgShrnax/OZdfOjLIliRgSu1zvpqyg8iQYiCpMMyB3dlp6bRyxzTr2BsJGEoFYWMVsg0d6oDx8dIDDKdmvo3CUmTMl7b2GEXTOd/s55iUHvSkNmrYeyYjQ3p9o0TNJ1eks48m4whr15cnX+ICQ4bHHW3oZrG8onFrBEIRNOMHiav40mDpQlRflw1dc2rS8h+9ZdVs1h07p0qEDoTqIGv/Dj45hfAvF1aTUHYfGbB0im+uALOPPj+6kiB0qPyxYd72Gn6yh2kmQ7ag9LbqXsPQGNjhE9WDNofjzgupq57BA4hcoVl0TSWVs+nwdIkCKmJpCMShI7iI2AvEYWe4CWUj3F8TNXPBz7E7uFcoH7V84OCpXWG0GDKFlcOoVEFOI1Go5k1WhDSaKYkDCJEoYBpcfXdrQWDBaHIARNxEG27IGStvoTf+3IDV2tlcHnwC9swcL6YU/lBAbVD0YGxJyerRekWhoZeOA6ZTp1CZnMfRo+zgtRIRr+jG1WjZtOcZZ16bKz93o2eYlD8m2RcrL1h7KhWAuO2j7HRx8YoQ4igHKGDp7o7R6iOyGLwi5QVRR5/H9E058XTlyud1J/4NnjsElr7BJhzeBzhOOEbn4W5+nFEK28BrE6xdlpE+Zp6DvjD34//2+YzdQgRdb8Ii4cqYFoIv/dlvBBVN0RlxHExcoV8/OYmzpRsVIZZjzQjC0K9IJdQZOVisX4Ey0xIBQEUKN1hSZ0dWSx0bSaRQxRXz0uJSDVCHo0alGXl/CiiEO2zr/MiFo9JFGKFkpr1GnVszMrn1XPR2O0nCGWTI3VaoWBpT0jseNN8YGo0Gk12aEFIo8mocp5Gxpr78eLK6iMICeFB0tI7ogP5TvHh2fwzcHLAY/sLHde5Wsmr3IS9MIzdQZOKQe2k9z2GU0jQAoQWrl4DVn1PBU7Tl9XYU41i1ExGl8nC0682bepw6eSPI3GtSww6EEoYyu7+4YaxOaFdvBo2QpYegIe0eIJEJRkHO3ii46+CNNGQHkIRobGYi+uqPXpdTiHCpQ/olJlWonIdMGxYr70Xc4O3B/ul/wVRvAxZfiz72zcsiNJlFVZNs5IyZ8Hcn51DiJ7juptDbPxhaDq9w2TXElFq1EDp51f3sdv08fiydgdlcWDGBwpCtJCUiEpxC+UwAmoYG1JLnxVqejQjMSCunreVGEQcZWHdUZ4XoPExcnY+xos4y47+c4gZBgyqn18fNVjaUC6h3g6heB9D9fOa3pRMrt7jq47OEdJoNPOBFoQ0mowEIWoZG1Y5H1KgtErv5R3vPhb6+PiT27hQtVBMwqZTHlsoIogEdkvxaq7DHTSJGNROu1Yw8ELJeItpxcIQ52AyUl+pEKSaybKCxBs6UzvSMaUc/HPWKQapH7X9m/KDApUfdDxB0sNof4qHikI9coQO/iQJQwoU1VITaNZrcBdMgIQjP178T2r0VxrgNE1jKYYJsfg0+NonwZprOHakRO7F/6lm4aIzXzazABNZuQ7D24Wx87wKljbcEGxGZ4/d0EQkDdimgGlW4HubB0H3baxVXeRMupwxkiPk4zc2VHZQJa/dQdNiJ2/kvu/HKALzPYhcEWLUhrEZj4ul0FskiwwhosgirEY5FYB+FO1ixHHJGFUZoCkjXOYFXDEKR/5RxEoVRJtrkNFo+x0zn+/tEEr2kXpsrD90gq9ocqxpQUij0cwJWhDSaKbEc4K4XYPHgpDBWStguhtaeDHklNDR7t6v7z6LW5cYrtQPj6NQoHTVDxFWjMOjYsS0R44jjZC13QkJQ9xUo2H0pcKjuxbKUx9Up7XKo25Tr99K1so8ImdTO+m4GJKRMX8O3UH94qFohKxbGDo8NkYOoYOFIqeokeSx4IzDhIGG24S7GAtC0o0PTKdayFH2Uwatd6J8HTBzsG79Bo4b88GHwXeeiyvm2zOmMkbaS5BWBeb6Z2YeLN3w4r/DNkOYvATGOJrNu4cut7o/en7Qq5t1bDV8PKbdQZlg0ejtAEGIFu2U60aOsqBQHri/jcIAkjLgZh0onUDtXCIjWYUcQlvCVnXzR9EuNuvK+WHUZYh9EWDFsPAUL8E6wq0wyguq2CLaWh/p8uQQcvZ2Do0H0sgYPVW6aWwwJdPAuuPrHCGNRjMXaEFIo8lAEOIWj2fqVeV8/O++gpCIF03tGsWX+KdhhcA5t3LoOtcqBeyR9YIxGH6XOyir48WRc4WODhUuPdHYGAlBSf5R6/8PTi93iyclcgjRYn8O3UGD3EKpMKTEoa7njzIpSgZXIhB9HRjB4schBxM1rwG/yCHzNuDF9eJTHcJPWT3fwuCIFt8Ac+OPYOzfxHHBGg9hvforiCpPQBYvzPjOGETxEvjm5yBNqSYcZzU2VvdscCaSbCoG01pAEOwiCOMsrVQYXK96qmFsFD55axMLeQsLY9TTaybLD4qtk5Ea26E8N8ktRHZ+YH4QcZQOIZXDk8FnSZGF8MBRIwn7iPbPxx0j5yLCjghgMwOvNytHlivEcgWyOSPceDBy9byIQtU21o0Olh4tWNoXEru+zhHSaDTHjxaENJoMRsbaG8bM3JCGsSjXIQbRGcnPXLyHS7u0gO+8bsU2sZCzsGMJsECCiRkKN0NFoSM+TJ4oXJrEoPhf8pCK0ikI0Y/NyEcu9ObeIdTOQRrQgcxFjifO6Cx6LPlQcw29xIoGb1VXH4hjcf18TTiQTMJbKUCGgQr+mMohlMXIWPo3lh+DsBdhvfrL2awsx0WEyD3/3wCzALH85qO5y9IVsMiBsfuCcgnx6uwcQpYZtkx93CiCGTaazTstd8RWnTKm5EgOoYf7Du7sNnF1qXA0ob+PACTd9F1Oq/ygeH/GpACLQoT58iEXZEfDGDNGqqfPgvQVkE31fLxD2Zb2kX38HJ8/6IAQQolCtB9/nJdwzSiAz3ib6L1rFMsI1+6N1zTWM1gaunp+hBwhekb12JhGo5kHtCCk0UyJ1/RbghA5hKxc77eVlBGECCCF2SEIPWCvYasS4Uo1bh7rdgcRO2YEw+s6wGLzKQpluXxXJ5sjNuKG9hCDOrYqlk9Y27hY0a2p737SjHbSkH2+vGQxVuZmz+cjD0sFTzuuA285dheoTJJ5cAip22JKiOHVm+Abn8FRQ+NqrHEf4dl3qFyjo7nTCqS1AHPjM5C2ObORsRoJQrztiWKAZS4iCusI/B31o7Wqp57O0gBxO+VTr22hYHGcLZ3M99C8YQ7RViXVztMHSCK+GWGcWxcUKz3f66EKlKbhoyMSOZLtykIQogwh2qNtydmNa86bQ+hgO6QKm6YRsgXDwhvMClbYbF1eBuUI7W5C9mgSPXRZ01Svq+budt+mMU1/aASSRKG15vDHWqPRaGaNFoQ0minxnFBlBqnK+XrYN1A6rpuPD2zbBaGX5CdR8CRW/MP5QVcrBThCwCXHR+osnvVx1jw5hZIw6KFrC5UXlPyz5++Tm6Oz6vG/WvlB9Ks4VPoUkPydkZQIpEQ5CZbuvkxOnW9maDYb8JdyB4LQNK8tek2L7F6gsnBejVFZr74LCGfXutUNBTtbd/8vxNKbgNzSkd3vwdjY5yEsxA6hjN1RYWTAD03Y7YKQGifKweB5lSVE6TXUMEZiUBoQ2w+qpn9+bR+XFuIaas30WOl7uN8FlCDU+ViTKER5br1GxwK3AeOI3EEH4fcsk6Yxuq0iImzJ/iNxWXOUlfOjjpBtC1+5ha7yIl7HyyjPaIyMlRbUPifcXB1+WcbU2FijjyAURhJRVnVzpzhHiBxCOkdIo9EcN1oQ0mimQAiJwAthmhzN6uDKeRKEIGjh1BaaDInniy/j4g6DtPI9HUL7LIIRdB0wzHrtNbSW/qjONo9QQU9iUPrPgTcmO0QjOgaL84PsvuMWJ46254wWEOVW9Xw7NFZGOUIcdbcBdyE566wcQnG721T3neGkQLTyVrCgCevWu3EkeHtqVEyQGLXwFI4aUbwIFrlAcBtGKMDcMPP8IKLDIZRALiEhXHjuhgqULtnDF52fv7ejXksXF45uwf4oBErHvphB42Kd+ysmotbomGgTgWmhGfqOcnIcNVkscuk2Ckmw9JFA2UeYP+g4gVrISF2KStoAAQAASURBVBgiKf9JXlJfJTbcwTcOzM4Blo1wfcQcoVwezYFNY/P4aM4PJYvDExLVICtrrUaj0UzGKVkFaTTHg+/GlfN8hMr5SFCgdL7jXbfJ17FdcHCxSouvbtGD4epiAbskCKVh0kd9fDVQFDrMTDbvUAV9Wyx0Igalo1LDNi7uv6G06lhIUpXzJyg/aDTamsYGjDtRsHQ1bCLKGYiKOcDzpnsOU5Ezy2NbyvBZegPM+x+CsX8DM0VEyD3/XwERIDr79plVzA/EXoTkBbD6C+o/zYxzhBp+To1M9hKEmGGB8xKazj003OGB0iSGf/buDs5VaARNH0pkhT2wXSxxB/V4bcajYxJBaREy+X3oxy4zfkSB0ikqoD6DDwO6DRobWz+ikbH20P55hLKFdqWPXeEjxww8xcuqjWwhI8dQnCNUQbh+f6TLW4Ui3FoVURgecggRgc4RGkgpOWGz4eixMY1Gc7zooziNZspAaYIyhEgQYsaAyvmADs4784NetJ5T7WJnnMN1zSt5C0XOsS+oYrjtF2xeRKEjdgl1ZQkNHBHre1PtQdVSjYydPkFItprGCtQ01utpknGOkCsDhFEI/1xZOYSmyv5IX9cZn+wUC09C5pZhP/9zQDS7AE7r1q/D2HsF0bl3AvyYHC+MQRbOgu9+SS3qsw6WJocQiUH9tC5qHKOsszdfcIcGSr+yWUPNC3F5UbuDssQcOi7W/7DNCDxIw0BQiPOEKD9I/fyIM9Lo9TVthlAqKBURYlvYmQhMwzgpfhZfhU7HwpAFA9d5CW/gZZxh9tQH9ZQjJPa3Ibzh+x4aGaNHzdnbPvT8kyakm8YGQ8JZgRvYcLUgpNFojhctCGk0U+A7qUOIo7nnwy70r5wXiS24/dcv8WdwYVeAWYWe7iBiP5iDWtK+Nhx2tFlCIs4Kml4MYjBkhELQgH9a8oO68IWIg4F7uoSkGhkjGk4T/pkiZOIQmvgQPn0pZO1+Z4Zy7DBvR9XAzwK+9odxbtDymyHzZ3GciMIFGM1VCGM/c0GokQhC/WCMw4vyePN5B+WcHDoutpAzUckd/TjSaQ+U7vkeFElX4ABBiEmpquiFlUOYL6mGMWoXo4r6o4R8myKjkbOSESGCgT1pHVl+0Lw6hHoJQ+QYInGItvwyz+NN5gIuGXnYE/4VJAgR0Qg5QqYShIDmXhxG344Olh6NomlgXTuENBrNMTOXgtDP/MzP4Pr168jn8/gTf+JP4DOfGdwy82u/9mt44xvfqC7/1re+Fb/zO7/T+l0QBPjhH/5h9fNSqYTLly/jO7/zO/Hw4cOO29jZ2cHf+lt/CwsLC1haWsL3fM/3oF6vz+xv1JwOPCeAwRkMg6FODWN273GxuF3MAlNqRvyzGqviQX4dl7cB0SMM9NLZIuqIEPpiPupP+gb1sCPMEjq4eznp5iePY9Gvq5/5/JQJQol4Rw4homewtMoq4eDSgOM24K3EgpBajE54DK+Ezgyr5zuwyohW3gLr4UfBV/8g05s29l6F/eLPIypfO5bcoG5k/nw81hi8mmnTGL3um/5gQYjYcWI3ydn84bDYlJob4MZmHRd0dlCmmAMCpVW7WCvcrT8qTyj0EeWKkIUKjCMeF1PboPZBU+SRJfshup24aQzYTAoZZkn80XBS5KADAgjVSLYlfLgywophq1ayx3kRxUT4HydHiL7CjeE5QobBYdo5NPcPC0J0TKSr54dDTWN00s+L9GOl0WiOj7kThH71V38V//Af/kP8+I//OD7/+c/jy7/8y/H1X//12NjY6Hn5T37yk/j2b/92JeA888wz+Ct/5a+or+eee079vtlsqtv50R/9UfX9N37jN/Dyyy/jm77pmzpuh8Sg559/Hh/84Afxvve9Dx//+Mfxfd/3fUfyN2tOdsOYaSVOi10fVr7PuFjUBIs684NuWq+oI9Bzdasr1Dg+IL26UEBVRmDzdJwwIL15lucC6SCdFgcqs7hNFBrvNmiBkihLdCDmnezK+cHEZ+hJFKLq+Z4kbWN1rwlvJQ+pRsbilKUp7jbbDKE2ZPlxJdrYL/0vsOrtTG6T1e8j9+x/UCNpYuXLjyc3qBtuQebPgDVfzLRpzA1NCGkMFYSqboQ9z8Zibh82733m+gsP9lRt8vnyKRNT5yBQOvEB9W8XG/QSlXG2kwwCIAxgX3kdrOVLqu3pKJuM0k2cdF+SitJ0O3nlD5LYPIJg6ZPuZ6HHuy5DbAkPNRGq0OmnzfLYAdSsWB5JEEpdQr2r53WG0KiCELGpx8Y0Gs0xMneC0L//9/8e3/u934vv/u7vxpvf/Gb81//6X1EsFvHzP//zPS//0z/90/iGb/gG/NAP/RDe9KY34V//63+Nd7zjHfjP//k/q98vLi4qkeev/bW/hje84Q34qq/6KvW7z33uc7h79666zIsvvoj3v//9+B//438oR9LXfM3X4D/9p/+EX/mVXznkJNJo2vGavsoPEpGAUw/6NoyFAdVmc5UxlHLDfhnLDQMWO3yWnXSLa1YO+xQiqn6AOReFZrOQVufD6cFo1cbH6+NJ1jZKEGr9l1QNY6FhQgwIXj65xH9p3+r55DIULF0LHQjLQGRRC5uYvnp+VoUpVGW98uWQdgX5Z38SrLk23c3VHyD/zL+D5Dai83+cutcxL9DYGmvcgBGEMDJqGmumDWNm/9ujqmg6q+8EeQjJcSZ/uEGIhAUaFztbzsHUYdKZYg96+5DSOkiwlLKV20PPCvNdRE4N+et/DJyCplOxCEdAsp10f5PQyh9KsmiKjESOo3IInQ6cpK5+ry2A+gleRG6Ew/44R2hnpBwhk5rG+oyMkemF9ima/tgGg8mYzhHSaDTHylwdzfm+r4Sar/u6r2v9zDAM9d9/+Id/2PM69PP2yxPkKOp3eWJ/f1/lvNBoWHob9O+v+IqvaF2GbpPu+9Of/nTP2/A8D9VqteNL82iGSpMg1KwG6mjSzvVpGEsCe1MjkIDADetlnN+NVN7DAfHh6OK5PArMQK09P2iejlTba+l7tH9lc/Ok/rCO+0tPkCuX0DjtZz0WJmWvdgoDpQ+PjQ1rGgsQwQ99+MtFMJ9SKaZYNNL9zrJB1+CIzv8J9dGVe+YnJhaFyGGU//y/VcHN0YWvBoz5ysFRDiHhAuFqZmNjDd+GwQR4GsDV8zLx/samfVpYQMWqI2923v/9PQd7ToCLFe0Oyhqrb35Q8qbqlwWkxKDkIsm+UoQBgp01SN+FeflJGKWF+KJHIAqxNCB9wjui67VrXwWI2TuEVOX86RMvvCSAmoShAuN4vVnGRSM/8NOamsaIaPPhSMHSfrOOKPB7Vs9rl9BgaC1CLiGdI6TRaI6TuRKEtra2EEURLly40PFz+u+1td4H/vTzcS7vuq7KFKIxM8oLSm/j/PnzHZczTRMrKyt9b+ff/tt/q9xH6de1a9fG+ls1pydDqL1yvp9DSKiDooODzXW+iqbRxIVdCWEddghdvBC3jlXnIVB6RLdQHI/EshOC0tO1XTdJa6JRRSH6PZms0h1d+8VL7n4iCM2T0pYlTFXP5w1DnYHsRV7F2CbB0ssF1TSmND45hw6hFJ5DeOGrwESI/Gf/vyoDaKyrr34S+c/9G0ieQ3ThT6rbmzdohE0yDunfAq9nJAgNaRiLLxMqRwY3DHiRjVCYOJvf7LjMFx/uIW8aWCzMl4h20uED3j4D84PI+dMuBiWIKC48EPU9yMCDefkpGOWleKzziEShSZrG0uu0/6UFFs48Q2jeK+ezEIbIMVSXEc4ZNl7Pyyj0WQIc5AiNIAjlkmDp/d2e1fM6WHq0YOktNzjSsU6NRqOZW0Fo1lDANI2O0U73Z3/2Z6e6rX/6T/+pchqlX/fu3ctsOzUngzCIICIJbnI09311MG7avd9SMqJxsYMzZTesV2AKAys1BmHZhw5FrywW0JCRWtDPvY+ddQtDKvFn5E1ORaB4NKy/ENRXFOpzApJ+R18q61i1lLXdoJQo+fW2QOl5foAnRcJTzUTU1NNbqORgsKSBptuEvxILQsTEOUIth9CMD2zNAsKLXwNpFpB75v8H69a7qcZv8KZ5u7Cf+y/IvfjfIUqXEjFoTh1iJAblVoDgFngtfk6mpeHnhuYHNfwIVmsMjCmXUNF0ULTi+vJICDz3cA/nyrm+bYqaybCSt4wYMz8oXUR2Px3kEGKGEY/Z1nchA3IKPQFeWYmvN+Me91gQmjBMOr2BBAqW3pE2Zjl99KgsxZsyVMIQfeY+ZcZV9f1zhIYLQmY+PqHV7FE9T7sSXT0/miAUSjkfjbIajeaRZK7CM86ePQvOOdbX1zt+Tv998eLFntehn49y+VQMunPnDj784Q+33EHpbXSHVodhqJrH+t1vLpdTX5pH2x1EKIfQPgVK966cD0MKhjWBtsUYjYudqZtgJr0FO68T5Rke4zZq4aytFjPMFkqq3bsP7A+pW91H4WOsMdX0RHp2nNZL6fUTDU39Zzpmxmik4uDGc6ELU4QITmWg9AGBjKUdGhvbj3ofbNow0fBJEDoL3I3dKOoxnWS9z9riTmYdyUPZPxe+Gsb+KzBvvw/84ccRXv06ROfeAVm8EL9AIh9G7TbMtU+Cr31SbVR49h2QpavzESA9bGysegt8n/LHpoOeT8e3sFRsDrwcOYQOBCHAFxYCYeFsfgt3g5JqFnNDgQsV3S6WNWYSKN1z+Uyqd6/RT2ry6vNWJYcQa3sTyvoeUFqEefE6wE1EuxvKjUPh4LOAbnZch1DqTuzeJBKEBJiqnj/DBgu/k3OyKuenIYJUdfUVmLjCC8gJAw9pRLVrbCx8eFuVDZBbaGDTWC4PZ2+3x+8YfN2eNZQij9+n5BJasrXzUqPRPOIOIdu28c53vhO/93u/1/qZEEL991d/9Vf3vA79vP3yBIVIt18+FYNeffVVfOhDH8KZM2cO3cbe3p7KL0oh0Yjum0KmNZp++UGEyhDa82H1yQ8KvfjsehooHSLEXes2zu+GkK38oIPDUP8Mx3XksB+e0LNFqbunWyBSX4kDqD17qPvy49wVhY6SW6gr6Lr95xQm3U2rYUw5RE7psEASwE2iUCk54OyXI1QPXYQlG5E6c9xnUTrOJ8pRaZnMgFh6I8LLfxbSXoD12rtR+PSPoPCx70fhY38HhY/9f1RWEN/4jKqUDy//OcjytbkXg1rB0sID37o19W2RGEQOuUEOIWqiokBpm7c/NgzNoIA891Cxa2pcrJwzUcrN1bmkRyQ/iPUdFTu065IHDqGOHzf2Idw6zHNXwc9ejoOmZzSmQqcDZAbjYkRaPT/LYOl5N+LOgpoMUZUBzhg2HjPi0a8Uo1hW38OttRGDpXs0jTEGP3hUvFeTQ+N1eW7opjGNRnNszN1RHVXOf9d3fZcKeP7Kr/xK/NRP/RQajYZqHSO+8zu/E1euXFEZPsQP/uAP4mu/9mvxkz/5k/hLf+kvqWawz372s/i5n/u5lhj0bd/2bapynurkKaMozQWijCASoaidjJrKqN2MWs3oOj/wAz+Av/E3/gYuX758jI+GZp7xU4eQaaC+58HK9dZXQ58+5AVYEgj6wLyHiIU4tyMQdQRKx1TO5lGEgSqF35z0o9Qj2vY0SHXQJnTkB3lVtUA+taHSXTlCg4OlOUJE8EIfXk6C4kbjMZRJFLrk+1Gb2+wKxNm3Q6y8RY2GMZ8EPwFpWJD2EmAv9A/knVNkbknlCBn1V8CCr4O0JrdcNf2kYWyAINT04t+1O4SIQFrwhY2yuYlXNhxcW47zzTRHIwj1yw9KU4B6u4PoZIIE6zEqKps1dbLLXLkIxk0EG3fV+z3rEUDWllU06i2nI77dV6DqeZKXtoSNN2A2PDr+oE4cGSkhbtGwQEmY90TiSCRXkGUj3HwI6/LjA2/D6icIGYATiJ6uL00nBSUIzcr9ptFoNCdMEPrrf/2vY3NzEz/2Yz+mhJu3ve1tqhI+DY6mqnhq/0r5k3/yT+Jd73oX/vk//+f4kR/5Ebzuda/Db/7mb+Itb3mL+v2DBw/w3ve+V/2bbqudj3zkI/izf/bPqn//0i/9khKB/sJf+Avq9r/1W78V//E//scj/Ms1J3FkzLTi16JTDVC80nuhJAI6yqVD/fiyd8xbMAXHUl3AO9cpCJGB5tJSPI5R7TPio5mkbp4dcggpd1CHtai9Ou20IOELgfIAh5Ct4myhcoS8IgOdJ544qyN9CI9r2pEEoMJ59XXioRwhewnMv6tyhMKV4lSCEKeGMWNwwxg9dWaXq0RdPyjgpfUdhEKq/CBN9tC7MOirknTlB9FY7ABjo4hip0G3Q6h1dbehRCFj8QwsbiJcvT2Bn2c0SGxIG6cG0Wqa73HRuHo+mrlD6FGFAqf3RYAlw1LjZDQ+RgKhUSgjGilHqIDa5ppqGuOtTMR4ZIxevuQ+NDuch5peOUIPm756rNJAbo1Go3lkBSGChBn66sVHP/rRQz/7q3/1r6qvXly/fn2k5H5yC5GwpNGMiu+EKlDabYQqXLpXwxi99qSgdMWD1+Bt6yaW3RyYEUGadF744MM/XDBwjeXgRAKebpzIBBUo3ZYflDqE+ruDTpcoRNXzK8xSTWMUXNmNCQYTBhxqGisXYz1nwteecgUcpyB0yqC2MdRvw6g6wFSCkAVzSKB000/yg3qsRUJp4pN3gOUCQ2EKp5KmN+mnQO/8IKpJ5L3dQX3WjSIMlSN1kOtH+g5kTcAoL8O6+jSChzdh9Evon4D0rmmsbRQtYNjoWgHRTKvnT7oZNwtRqCZCnDVy8KTAtvRhlMoI1+5B0vihOlYZ3DTm7O+ifPZCj+p5LQgNo2hy9Rrc8QOcy59257JGo5k3TpaHXqOZI1wngGEy1TBG9MoQioKg4+A4QoQ71m2cqabtYp0HSf6KicelhRq5gx71I9QMSM96dy81yl6tR6D06RGBWjAKBo7/rnLfsTEGW1KwtAN/MdcKqp2mep7WsJrpkfkV6g2Hubk61e00/LhyfhB1jxrGeu9wKFvo2YcRLi8AOd4ZPquZHjMJwj8kxyQtgd3jjsPemyL0+7qDOgg8iNo2WL4I6+rrIPu0EU6CqhRQOWZy9HaxAaO/5BCaWfW8evxP4f5/TBxEaMgQl3keRcbBihX1You2O4tbemUIDaye18HSI42M0aOlx8Y0Gs1xoAUhjWZC/GYQV87vJYJQD4dQ6DWTLIf4wGiNP0TAfJzf9iDNwwe3wRLH49JGLQ0S1UxFr/wgQ0TIB80kULqb0xcwHSQCz6CxMcoRaoQugsW8WiQSEx/CT5VKrWlHVc/Tgmv9xclvQzWM2QMdQrQYd4MIttn7kOCFNQ/UHn2xYqJgTt96pumEIr/pLdMtSUilrHapJOlo1YDb624YG0gYQFS3wawczKuvVw1kWYpCo4RW9wuTbqfIQuxIa6Iq+2Gcvr3+5NRlqHLnHjOKMMn5QyOFQ4KlDc7B7ZxyCLWjyh0YOYT0B8IwqO2PRKFtHSyt0WiOAS0IaTQTQGc9fTfOEKLKeTNnqHn5bkLfA1jUCpS+bd2CIQ2c3fUhVKD0wXWkAeQWLCwzMw6U1swkP6jo19VPAj7sbPPpWB7QI0BjYyVjcI6QD1oIRAiQCEKTWoToYdPxV9nAc5C8BL776sQ34Qbm0IYxxw/Vorg7UDrl2YcuFvIGbNOCwQRyPH6NaI6gYawrP6jluOmze5JCqCDqkRxCKVEYi0KmFYtCZjaikNKGR9ACoj5h0u0UGPlrDVU9nzXaG9QJNY/RiPE1swijWEI4gkNRBUvv7xz6ObmE/FA/wqNQMA1sedohpNFojh4tCGk0ExB4kTrzrirn9/tXzosw6giUvmfexqJfAmW7xoLQAeECxzUjPtitntTK+TmjV4RGWjl/eGQs5fQdvAZieNMY0aSxMTOcvnpenxDODGktgjVutXWMT9gwZvR/Upp+LBaZvURtIfHCuofzZRKWDESCXELkfNRkhdlXEEoCpVOS0bKB7qAwGVMed/xLRIiq28oRYl7OximkMsWGCMvpy3pY7vRB9Xz2+SqDGtseRQQkqiLAIrNQKC4g2lpTQuMgTHII7R0WhEiX9LVDaCQKnGPfD9U+V6PRaI4SLQhpNNNUzlsc9V2qnD988C2iWDSKBaGYu9ZtLDsckhkQXYKEv8zxuLBV8G+j1b+rmdoh1HVsVfRqiBhXX4/EEAHlCMnBTWMWDHAwNJ0GPFvEgtA0DiG1dtMHtVmNjbFgFcZ+LGSOSzOwwVTD2GBByDJYzxDiG5s+vFDifDl+/QTC1C6hjA/C6JE99Oyo91+3/DN8XozGxdQFunKHRoGlopBpwrzyOmDAPmPkkbEhlxl1P0Oh0rQ/356JIJRkHmk6QqZdGeFS+WzsINs/XCvf3TTm1qsQXePusUNIC0KjNo3Ra3HX1y4hjUZztGhBSKOZsHKeUA6hagArd/itFPnJLHhynLlv7KFu1LBSlT0DpYNljsciS9fNZ0S/GuWSX4NPYtwIVcjpLZ10KBMixww1BtAbBhsmHM+Blx9tIdeX9C701GMmiALlCAnY91+auGHM4mLgy50axsw+42JfWnVRtBgqyT4udglxnSWUYaB0z7dLmsze9sSNop2QQ4jGxUbevfUQhWh8DKYNfvnp2OIxpUOo32bT30Nfypg2ZHvpMiQKbcnsg6W1dN2bmgxRKS6okfdwc23oyBg9mW51/5AgRCOBQrtehpJPgqW3dbC0RqM5YrQgpNFM6BCig90oFAjcqKdDKAxIEKKFWHyke8+8o76f23Ehu9xBlB9EI2OPw0ZN5wfNLFA6HRkLjVHOMp+eA1g/sfuXB+UISY5G4MIvxZeZ+Pg9+VTRTWMZkVtQIoy59spEV296Nkxj8JPR6NMwRov5L666OFc2O9xDobDAWQSb6wDUaaHBrF4NY/GIDjl92MjjYgeC0HTOHhlFiKh9zM6DX3xyak28nwsoGtOFSDlC29GsHEKaXqNjDpMoFReArWFNYwfV8+2k1fM6R2i0YGkShbZ1jpBGozlitCCk0UzoEKJxMacW9G0Yi0gQaguUvm/eQUEUUKo7h/ODKgboBP0FgyrnKXfoiP6QRyxQOhWElENoJE7H6Fgg6dB+UPV8HCztSh9+3oA06LGbsIhZO4SyhUYb+QLM7ZtjX5XW25QhNChQmsY5aGHeK1D6/n6Iqita42IpInUJce0SyqphrG+gdELr3ThoVyTThrHpDu3U3YYhRG0XrFAGP//Y5LfTx9mkBuKGVM33EoQ2ZfaC0GkS/7OmKSMUixXIrcHB0oZpwuAmnGqnIJSWbejq+dGgprFN3TSm0WiOGC0IaTQT4DlhEiidCEJdDiF1xjcIlSCkFnSUH2TewYJfjA/auyrng0WOK4IafJhuGMsItdDoOs43Ix925CPoWTl/ekUhSdW/1DQ2IBOEBCH6S53ARWDHAtJEMULpAk+/jLPDrMCo3hr7akHEEUljoCCUBkr3EoReWHNBTfTLxcOvm0CaMI0QlqHPZs8kUFoeDpQeRpwfJKd2CLXGvQIforEHo3IGxvKF8W9DOZx6O4TSESI2rkNI2JPtl/qROK80/eGFCjynjqVm/9wwchBSjlC3Q4j0IHotBdohNHLT2J4fItIjdhqN5gjRgpBGM6lDKGkYMzgDNzsPa0UQxA4LcgjBQIgQq+Z9LDuxQ6M7UJoEoceCuGGspjOEMoC8QYcdLq2GsbEEoXbYic4RGlY9TzjUNGbFIkEsC41H64y/FoQybRqDt0GzqmPnBxGDBaFQLdoo66Ob59c8nClxJVR3I6ShxKa8dgllXzlPYhAx7riYEoQoTzq7QzvpuRBODfzMZbDS4tjXV3lkXbsREnTEmO6gtGnMB0dDTi94tbaltZ2aflD1PHF+rzMfqFfTWHPvcPg07VsCHSw9EkUen5jRwdIajeYo0YKQRjOlIETjYt3tPFGQHJgnP17nDxGxCCtVAWFaHUGd9OEfLnFcExbqlN1wtH/KqaTfwX3Rq6vv/tiCUPuK5mQuHQIhBo6MUZwl5Qg5ThOBGU6dI6QzhLJD5JbUq27cHCFHicwS5rCGsR7uoLoncGc3wLlSv9cMQyhM2DxQeUKa8TGSr0OPXqviuysJjY2QH8QoUDqbfVR6M6JZh/Qd8AvXATs/3m0kWVS9soPG3UoKlSa2Mhwb0z6M4XDLhpUrwN9ewzKLReZ+wdJOdf/Q862q5yP9SI9CniyZJAh5+sSgRqM5OrQgpNGMiRQSgRuCWwYa+z5M2+iTHyRbWQ4PzHtgkmFl1z3kDhIFBmEzXAPlB9GY2ZH9Kae+YeyQQ8ivITAsyIlGKk62KEQOoYJhtEI++9XPN30HnhnGC7lJ70z11k96Zc0h8guqnNx+8PJYV3N8CpQe3DDW8MOegdIvbcTjIWeTkPFeRJIrp1BeN45N1TB2KFCa1FR60pInbtQRqSwCpbtJXztRfV+pvObFJ8ZqHlO7grY/QIzRLNbLIURsi+yaxlIf6cnbox8tVr6MB+u38RaT9kW9MXN59RoMnGbHz+kzR1fPjwZPg6W1Q0ij0RwhWhDSaMbET87ccJPHDqGeDWP0YR613mIPzQcoiwpydKa1K1CaxsXomPSqmdMNYxkRixm9A6UD3v8M53BO7llOPxlDGTY21ghdeLZIRj0m/HtVKO2kW6rpRpomYJRhrr8yQeV8/30KLc69QPTND1rMG8hbgw4TyCXEkeN+S4TVjBco3athLHYItQdKjyZYpA6hmSClCpmGZY8VMk1upXanIWWjsAkVGJNJ5Kh6XmTrEFJZR5qB5IoVbO+s4jIsVJjZVxAiuoOlaWQsDGW22U+nGBKEdnT1vEajOUK0IKTRTFA5T1B2ULMaHA6UpgPnMABY2NYwdhflsAAWRT0DpVd8Qy3UdaB0Nhisd1JoyatOkR90slMnyCE0rHo+BxMhBBweqqaxqarn9Qnh7GAMklfAt26MdbVmYA0cF3P9SL2auwUhEgJfXI/zg4YRyXhxmOPuWNumGTFQesT3INXUk7Moa4cQ0dqUKIJs7MMoL4MtnBn5+vSZSH9GGpQ7zURbGiydFVqjGI1cqQIpBda2H+D1ZrlvhhB9LjrVvY6fk6FMjcbrsbGRm8aoer579E6j0WhmhRaENJoJGsaI0BdqfMzKGz3zgyhQmt5iAQJs8nUsuUmgdHfl/BIFSse/q1HVsGZKeo+L0elJyhCaXhBqv/UJ5h6OCVqSBSpYenD1POH4LgIrmihUWtEKldYHtFkGSzNnHQhGE15i948Fc4BDyAni35ldgdIP9kM0A4mzffOD2rYLTFXQ500tCGUiCHUFSo9UN5+4g7IOlO6ZJ0Qh014T/NzVkfKEWiNnQk4UJN1LEMreIaQZhpUvKrHx9vpreJqXYfZ41Oi1Ry6h7qaxdExZj42NLgiFUqIe6uNBjUZzNGhBSKMZE9+lnAYGpxYfgNtdDqH0wJxWxOQQWjMfQjKJ5RogDQOybUFOZSlhyVCB0r4QcNLFgGZiumJYW9ihB1NGCLoynCbn5GUK0djYoJExyhAyJGtVz4tpqucJfTybHVYlDpbevj3Sxd2ABpLY0IYxEoO6Q4hf3vBU3fxSYbRDBAqX5kzAMvyRLq8Z0DDWHSg9cn4QPfaUOzS7w7qWKNTYV9vJLzw+dNeX/prcIW2xSBNDwdJZhkpr0Xo06FjGLpSxunlXiUFP8Lh5rBszlztcPZ8IzoF2CI1cPU/seHpsTKPRHA1aENJoJmgYM00Dzn78YW12CULkEIoPfOntxfCQ3weTBpaqfhwo3XZAHFYM9d9XmK3dQRnRL8uk6E9bOX/yRSFyCFX4oJESahoz4LoOAitemMopPll001h2SHtBCTx869ZIl3eSyvlhDiGzV6D0uoflYu+6+V4IpBX0cRC1ZvSGscOB0sm4GH2NWDefVs6TgyOjgrG+qNun2vj6HliuAGP54pArpP/oleo2PhQsXZcWfJnBrfWeLNb0wS6UsL/9EPsywBvMSt+xse4MIXqmaCpVV8+PhskYLMa0IKTRaE6GIPSN3/iNeNe73gXH0Q0jmkcH3wlhUOV8NW4YS89+dYyMMTqoTwOl76MsynGgdJc7JVjgakVwldto6PygGQdK12cgCJ0sUYhcaAWDq4r5YU1jvh2/HicKltYOocyRpgVmlGCu3xg5P4gxAU55Wv0u40WwukaM/FDi1raPM8XxsmgiYcLiPgza92mGkvpEDzuEogE+x2ENY0dzjk9pVWGg6uiNlYtArtA/O0jpW4lMn8HukUbGiJ0MxsZOZhrc8QZL+80aVhu7WDIsnGGHnwMzV4BXr0N0Hc/QcZKunh8Ner9Q/TzlCGk0Gs1RMNXRw61bt/Ad3/EduHDhAr7ru74LH/rQh3QImubU4zV9cDOunO8VKB2FISSotrstUFpUwN3mocr5sMJheQIXLFs3jGUE6xMoTQ4hn1uQMxmp6BaF2NyOjNGWFQcsHG3J0Yw8eFYiCE1yR+mfr7WBzJDk5CFBaOPmyJXz1oDKecp08SJqGOu8wM1tH7RuGyU/qJ2Q5l/BkNMuoZEr53s2jLUFSrf2KsN2J1RkEIUzCZQeKAo5dSAMwc8/rrY1Do+mNinKC0pC6dPJt4wODVNBaDuDsTF9tDoediF2Ba1t3VOfJU+ah8fGLNU0JuHW9jt+rqvnJwiW1k1jGo3miJhqZfTyyy/j05/+NL77u78bH/jAB/D1X//1uHr1Kn7oh34IX/jCF7LbSo1mjvDcENwy0NzzYea62nlCCpyWkIxcQnGg9BbfwIJvxwft3YHSiwYuB5S/wXTDWCbE3qBeB/rkEAozdwd13ve8C0Np09iwYGkKk27AA9hkTWNqPUtvDf2Szg6auTDK4Lt3DoKHh1TODxwX85NA6a6GMcoPypsMJXvc124cLq3bxkbDhIwzugYFSo+aHxTFnzszq5zvA20m5QmxXB7G0gW1r6AIpHS71eRb6trMSBHKQag9VBZNY2lg93ztpecXbtnqq7a1ij3hqxwhY8TqeToHoUfGxqueb0YCfqQfM41GM3umPnr443/8j+Onf/qn8eDBA/zO7/wO/vyf//P4b//tv+Gd73wn3vKWt+AnfuIncP/+/Wy2VqM5ZqhVLPDC2CFUPewQShvGVKA0DNUuRoHSi434rdbuEBIWEBUMXIvirA+dITQ9gw7sS14NgTFLQWiYMJTVsmPy2yKhh9pLBgdLJ01jgYvQklM1jekMoQyhsRuzAhZ5MKprQy/uDKmc79cw9sqmh5UiZdGM/xoLBU/CpfWZ7akaxtSbp/WvEQOlcaQOoRZRAOk0wM9chGHnQC+ndiFIbVeGZkG6bcoRykYQom3TctCo0D6BgqWrWw+wKwLYzMBVXuy4jGGaMLgJZ7+zep4bJBiTYKh9WaM6hIhdX+9LNRrN7MnsdJJhGMoh9L//9//G3bt38W3f9m144YUX8E/+yT/B9evX8XVf93X47d/+7azuTqM5FnwvTA7UGfxm1EMQ8uOFVBIqTQ1jdPmlWghJYb5tB+wh5QcBuAIbzSgCDZpppqNv8gZVzvv1DBvGJhGGusWhSb+G3dZgVPX8gGBpkyVNYz4JQmIih5BCO4RmUj1PmJuvDbxcJBiCiDJ9BgdKW10NY01fqMp5EoQmgcKlhTRg67GxiQQhqRrG0iqu0RUhcqYyNvtA6X6o0TEhYZ671l/MJIdQRh9xeYhMquf1J+74kCBU316FKyPURYinutrGaH9CLiG3ute7el7nCI1EjsdJf7t0zKnRaDQzJlN/8Sc+8Ql8//d/P55++mn82q/9Wssh9JM/+ZPY3NzEN33TN+HHfuzHsrxLjeZI8Z34bI3vxAstq2tkTDmEDBpbimdmVvlDlGQJuWbjUH4QBUqzSOKKaaOu3UGZQNGlvQKlc6ELTpXzMx0ZGyYMyQyu3++rncHCEGU/lAc4CVS9sDSUIBTY0VQOIS0IZQzPQRq5oU1j5A4iBjmEmv7hhrGbW7HTZFJBSI2NSY6cqp/XC79B8FHzg0ZARP6RBUr3RkI092GUFsDKS4d+O35E9vAcoSwyhAjtDxo/WDoKfTjVHdU2dsnIw+56FE3b7jkyRuixsdGghkcaG9MOIY1GcxRMfQRBLqAf+ZEfwRNPPIGv/dqvxXve8x4VMP35z38eX/ziF/GP/tE/wg/+4A/i2Wefxfd8z/fgZ37mZ7LZco3mGPCc+GyN34y/dzuE4gwh0XprrZoPUBJlmE6tR6C0AcOTuGrldKB0RvQ7Q1704sp5/1gEoXHFnUFizyi3m8L6O4SGjJZYkqmmscCM5aCJ4j+0IJQ50iSXYRnmMEFolMp5P4TZJSK8suWhaDEU7ckPDWhsjILdbR6LS5re7iA2TBAa460fN4wdw7hYO4EH4bswz11tNWx275cnaizsQYGFqmVs2ptLM4Q04zmEiPrOKvZFoF7H3WNj5BByuhxCJHDQ6yAI9WM+jktIN41pNJq5F4Te9ra34a1vfSt+6qd+Cl/1VV+F973vfSpLiBxB9Ltu/tyf+3PY3e08a6DRnCR8lw68GZwaWfTpTNjBWyhuF5MAo98Z6t/r5BCKyuCec6hynhrGij6wZJo6PyhLh1DPhrG6OvQPebxQPt20C0OH3ULkECL7fp7xgU1jbjhl05iRXlEvALJC0hgBK4JvvTbUIUT170afynlqGKPRje6GsVc2fCxP7A5KthFG4hLSY2ODGsYOv69opEqOnR8kRQRJ7YHH6hBKtqVZBUwLxvL53g6hDJvGQhioyfGa8DrIboLtkYLygahavra9psbc6zLC9W5ByM4j9FyEfuc+gD53Aj0yNlaOEI2M6fZmjUYza6Y6glhaWsLP/dzPYW1tDb/8y7+Mb/zGb1RZQv345m/+Zrz22uADWY1mnvGcAKZpwKkFyh3Unr8hkkBpCfpuYM/YhWd4WHBjEUJYnYHSIs9wNQ2U1g6hTMSgfpQoP4jbM6qcn1d6u4V8lVNCTWMDBCHKgqGDfeZOfmY/jUHREwLZoarnyzBqG0DYX3BxKVCaR30dc25wuGGs7gms1SbPD2qH2sYsTu4BvZAZuWEseV+OGwRE7qD4asfsECJInHIb4CsXlTDUDn1WZrWwLSbWw2mCpdslc8142PkSatur6t9VGeCiGhszDjWNdecI0fJAV8+PDo2MUQlEI9THhxqNZrZMtTr6xV/8RfzNv/k3sbCw0PP3juOogOmUYrGIxx9/fJq71GiOFd8JYVDD2P7hyvmIbPvKGUQLMQNr/KH6+WIjPuRsHxkjdxBxRVpqsd3QDqGpGZRTQSNjwSPhDhouCtFZXTFMEJLx75qRi4iLyTSd5AnRTWPZOoRglJTQwnfuDa6cH5If1N0wdnMrFpgyEYSS148eG5usYUyOEyhN+UEkdB9XonSvgGkJ8JVLh34nMnQIEdPkCGmpcrqxscbuugpBT8fGHuOF1u/NXE59d2r7HdczDHIIaUFo3KaxHR0srdFo5lkQotygd7/73X1//973vlddRqM5LXjNQFXON/d9WPbhyvkDA0rcMGZJG6WGA8lNoO0MLuUH0THtZR4HSutDpNkFShMlr47w2PODjovDSx9yCQ1qGuNp01iQNo1NsHxK3wtaEMq4ej7O8OA7d6aqnCcxqN3heHM7UPlBBWt6Fx29DwWNjem2sdEbxtL8oLaCsVFQ+UGMRgkxH0gJ6dZhLJ4lK0nrx+rPysghREa5PKKpmsZS0W1eHraTJgiJKESzuq1OMDRkhKttghCNlXHL6tE0FmcI6Qmo0aAWSHrMdLC0RqOZNVMd+Q37cA+CYOAImUZzEjOEuGXAqfqHK+fJup8cXaYOobKowHSpYazTnUIOIcMXuGTaaOhxsUzouyBKK+cfWUHo8IAEBUsPbBoDgy0ZXN9DYE/YM5Y+H/rlnSmSRh95Eeb27YGV84MDpQ83jN3Y8rBUyG7siMbGTEOPjY3sEEor55N366hChfrcOe5A6S5obAxRCPPsldbPeoZoT0GeRSpYelLix1jLQZNgF+Kq+frOmvpeU21jBfC2x5NyhA4FSxskFMcZZprhkGBf4FxXz2s0mpkzdiJftVrF3t7BTn57e7tjLCyFLvMrv/IruHTpsG1YozmJkADqeyHsgoXAEzDzB2KnEELZp8kExCT9nGHNXEVRNYyt92wYY77ElXwOq4Eeq8gCWngKefgA3z7Wyvl5Il1mMgQydgiRk6Pngp0xWGn1fJkcQpMJdOqtoAWhbCEhh5fAt+8MrJy3hjiE7Lb8IDcQeLgf4s0X41GPLAglB22JzT140YFT5FHHaM9bb4dOsNEJtDHea1JISEFjzPM3DiudGozyMli+FAtE5G4j0WsctWuIIDRNhpBmcsgBZOWKKkfowpNvRVWEuMSZqqC/Lxx1GW7n4OzvHgqVJihYuluQ1vQmxxl2dNOYRqOZMWPbd/7Df/gPagyMvki9/vt//++3/rv96+1vfzt+53d+B9///d8/my3XaI6YwA3VwazvxIfy7Q6hg0DpUFXuBgiwa2yjHJXA/WZHw5gwgahoYNFnKHOOWqTP/kxP/1UUuYOIRzNDqPfj5EuJHDNg9luZpYJQ6CKwaKRxwjO6JArpecjsc4RQBN9+baLKeSEkvFB0LMhe2wnUM7ycoUMIydiYzhHqfRau422h3NbUUNk2LzbCellG8eeOMWcOIUL6LmQYgJ+5PDTjbdJg6a0pM4S0JDE5VqGE2lYcLO1BwJURrnTkCOXh1vY7Jgl4klkW6GDpsYKlq0E42di2RqPRzMoh9Bf/4l9EuVxWO/l//I//Mb79278d73jHOzouQ0JRqVTCO9/5TnzFV3zFuHeh0cwlHglCKkcoPCQIqUBp5bWg7wY2+bo62qy4pjrybHcIReVYh71CVWNkt9aB0lMz6MCeGsYI7RA6gBxCSIKlq2m7UTsMsATVhws0DA8SJeUSassgHg26vH55Z4pU2T8l8PodwG8CdvFQw9igynlyAxFWm0OIAqVzJkPJznaJ3N421i/f61GsnE/knz6B0qMThSS2Ue7QfI7mC6cGXlkBK1TAnJr6GR07tmdXTRMsXRMmQslg9nmtD0ILQtOPje2v34ud0YaBmghxjRfw6eAgWDoKfFU/b+VjoUhFZFGOkK6eHxkaGaNHq+qHWMrpk1oajWZOBKGv/uqvVl9Eo9HAt3zLt+Ctb33rLLZNo5krfCc+0vEaoZqF5ybrCpQ2ICU5hHLY4PFs/UJDHG4YK3N1evgysxFJiWavBbkmw4axOgLDesQq5wch4ScPVCwI9bKjxxlCRF04oH9OdAivR8ayJ2kaI8yduwgvvrFnoHS/NTeNi8U3094w5mOpQMHEGQtC0oANqUQhP9KCbL/KeRUonYxzjhO8rAKljTkKlO4m8BKX0CWI+7EgpITlzJrGGHakhfNsTBeaEuXigVnNZNj5MqSIVLB0aemcqp8/x3I4w2xsS19lCBGUI5QKQul+RzuExnMIEbtaENJoNDNkqs/lH//xH9dikOaREoTowNupB7DyvGPxFIUhmJGcB2cG1s01FEQReacJSW1ObZb+sGzA8CUuWzZqUaQjVzNgkANBB0ofRibB0oOaxkwYasHkhB5Cc8KmMe0QyhxJo15GST2HvXKEnGBIoHQQqSwPI9l/hULizl6Q8bhYsq0gl5kB29BjY+1n4Q69k+ikQNvua1SZQkT0mTR/42LdLiGjUFZf9JmZVdNYq3p+ghyhzoh9zTTB0lQ/r77LCKEUuMzzHdXzbq0rWFo7hMaC2iCpbUw3jWk0mrlxCP2rf/Wv1Af6P/tn/0y1h9F/D4Mu/6M/+qPTbKNGMzcjY9zicKoBTPtAS1X2fxKELJ740A2scwqULoG79Z6B0kYQC0JNPS6WCYPOkJe8ms4POoSMg6WN/sHSBjNgJ8HSqnp+kpdqSxDSAxqZQcKzYQJWGXz33qFfO4GNvNl/8eBS5XxbftD9vQCRyDo/6ICIcoS0IDS4YazlEBoDGkUm942VXRD4TF1CKxeBRm2igPpe5CHUfmuSpjEtR2QTLG3mCqjvrOP8E29RP2vIUAVLfwlVlWvFLRtudb/jeuQQ8rVDaGyX0J5uGtNoNPMiCP2Lf/EvlMDzwz/8w7BtW/33MLQgpDlNDiFuGmju+zBzbQ1jYaj8KaAzlvQNsSC0FJ0Bd9Yg28QIGr2JShzWXoiLFRv3fO+Y/ppHo2EsrZzfK6wcx2bNNRQsTaHmg7QaUxpwAw+hLSCcCUQdepukgSlaD8oIahljqnqe73Q2fNJi2w85yrY3uHK+bVzstR1fFZdV2loTs84Rss0AlhEgSHLTHmVIdgt7CUJKnB09UJrcQfTGYnMYKN2NcOvg5WXwtHEso5MAFCw9WfV8/DjrXdJ0qKaxpHqeqMkIl408LGqyhFQuIQqWbofG7SnHjIxiczvqOGfkDAM72iGk0WhmyFhHgFStHUWREoPS/x72RZfXaE4DnhOog5lmNejTMBYpMchhDmq8ipIog3vNzkDpAi3kgMXAQNHgqOv3x9QMimG1Ih+mCPXIWA/IIUSvwb6wOEfICahpTBx2NYxCcsAv9cs8UyTVkxsl8J07hwKl6UHvOzImATeMOgKlX9v2sVjgrRGyzLdVtY0ZShB61KF3G+vZMJYoHGNYV8gdpK5Gr4V5hxrHohDWysXJ9iODqucnaBrT+nR2Y2ONnfXWGGBNBGo/ctGIx8bIvUYZQu2Q+EwXj7Kyij0CFLiBWhCp8V6NRqOZBSfgSEKjmQ88J4wPZAIBy+5qGGNGq3K+FSjtWWBSQpgHZ8WjSny9KzL+WV2PjM02UFo3jA10CNEHQEGJQqx39bwwEIgQLvcnG/VIb1a/zLPPEUIBRm0TCL0uQYhyJ3ovu6lunp7HdGSMFnK3tgMszsgdFBMLQrp+Pm4YwyFBaLKGsTg/KPsg8Fkh3TqMyhIYjbhlNTbGImxNPDJ2Mh63ecYulFXTnVuPXUDkCqL6+UutHCGqnt/ryI1Khecg1OLGuMHS+74eG9NoNLMh86PAZrOJn//5n8fP/uzP4s6dw4GXGs1JhA5oAjdA4CaVzW0jY3GgdNwwRg4hEoSYZKg048vKjoYxAyyQuMR1w1h29D+wpIYxQmcIHSZIXnvlfi4hqp5PxvCqzFHjLGMfwqdvEy0IZQs1S8mCkhD43sPWj90gjizmfQQhyg8izMRVsutEqHliZvlB7TlCnEUw2KO9vzOT95Do0zA2VqC0ahib/3GxFOk5pGLBWrmQWYYPBUvrDKHjw86nwdIHY2N1EeKyUWirng9U9XxK2m4YUHCZZiTyZry/3tNjYxqNZh4Foe/5nu/BW94Sh8kRvu/jq77qq/C3//bfxt/9u38Xb3vb2/DMM89ksZ0azbES+JFyB/lOvKDqHhlTDWOqct7AJt9AUZZguU1IalXhZmfDGAlCumEsM+jwclDDWGiYkCdo4XRUUPIVHZKXSMykHxxyGpBDKP5ZU7gQTLamW8ZCN43NxCHEkur59hwhqpy3eDSwcp61Lcpe244XGEszF4ToNcYe+XBpepRFz4axSQKl/ZMxLtaGdJswF89mtj8uIIILDkeO9zjokbFsoNBoGgujYOmUugxRNkyUGG9Vz7fnCNFLnb5009joUCukbTDsaYeQRqOZEVMdTXzkIx/Bt3zLt7T++13veheee+45/NIv/ZL6fvHiRfzLf/kvs9hOjebYA6UJrxnC4AyGeTByIcTBAix1CBVECaZbT9xBB4eeYZmrynkShHTDWDaox77PsaWunB+MLwSKabB0N1RNTnk0tOAKvIlyhNRzQ58y+qWeKZJGCJgFaRY6msZIEOrnDkodQhbvDJQu2wbsZH82O3SO0OCGMYwVKC0FnaAQc185341IA6UXzmZye8VJqudl22OtmRorX0Q9qZ5Pm8bouOiCkYdpp9Xzh5vGAt00NhY5bujqeY1GM5+C0NraGq5fv97679/8zd/EV3zFV+Dbv/3b8eY3vxnf+73fi09/+tNZbKdGc6z4Tnxmxq2Hyh2U5jaQHVrBklQClSG03lY5fzCqJExA5BkYCUK2jZoWhDKBDTi8L+rK+YEE1DTWOlvftRJNXuMW4qYxEoTasyBGhkJE9bF/tlDLGK1trVKnQ8i3+uYHqd8HEbjRGSi9MNP8oAMioQWhvoLQuIHS0QkKlO5ug/SaMBZJEGKZjIwRk4yNaYdQNtj5Ihq7G63/pmfEQaSCpQ0eV893B0uTQVE7hMYjbxjaIaTRaGbGVEcTpVIJe3vxjj4MQ3z0ox/F13/917d+X6lUsL/feWZAozmJeG58AO7UAph2Z+V82jBGh5gu81HnVRSpYcxtQLYHSpfi6y3phrHMGBbDWvQb2iE0pGmsRA6hlO7RFcoRAocbuAjNKZrG9Et9BtXzBiQ/EIRIq/NCs3/DWFI5nzqEaEH2sBrOfFwsRUgS0iXMR1gUoke6Y4/VEljHDJRWDWM0e3OyBCFCOA0wEunLS1PflkV5WRDYGaNpTMsQ2WLlS/CdOgLKiEpoCBKEYncQuYR6OYR87RAaO1haN41pNJpZMdXRxDve8Q789//+31VO0L/5N/8GtVoNf/kv/+XW72/evIkLFy5ksZ0azbGPjJmWgeZ+Z+W8ahgzuGoYowGbTR5bp8tBDkYYdFTOU34QHY1ehm4YO4qGMR4FyEWedggNcQjlmAGubDy9kjWoev7AISQmdAhpQSh7JJ1mp+r5vQcqrNePuBrL6ucQoprnQJAgEz/H9/cC1Ti2WDgaUUGosTH2yLqEzJ6V86JDiB03UPqEFIx1EkUQgQcsnJv6pujvp7GxHTH6Pl4vp2cVLL3RkSNUNEyUmQluH66ep6axMJowk+4RbxqrBtolpNFosmeqI0ESgTY2NtSYGGUFfeu3fiu+8iu/svX7d7/73fhTf+pPZbGdGs2xj4wZ3IBT8zsaxsghRONjUlCgNMMWjw+KKk58oC/a3ClRKc4PumjphrHsGDAu5sd5FaF2CPXFTxakJXKbpD9sW2TSa5uaxgQkGoY7mUNIZwjNBk4JT0UwEcKorQ+tnHeD+OdmsrC4sxvQ5Bkqbfuz2UKCEIf9iApCfGDl/HiI6OQFSrdgiUsoVwTs4tQ3l4cYK0Mo/cQ4iVraPGLmCmpUvrG3cShHiFxC1DTmdgtCBjkGY5FaM3qGEKGbxjQazSw4qD+aABKCXnrpJXzyk5/E0tISvvZrv7b1Oxol+zt/5+90/EyjOal4TgAhJKJQwuxwCIXgnCOkynnGsWFsoCCKsN3YPt0+MpZWzpMgRO4gfSg0PYPOq1OgNOFrQWigQ4igEcYqjTCqh7ItpZtGxoShRJ0amhByZfw7SW0RdF8n0tIwvw4hQ8QtPnz3AdyV16t/9xsZO6icj5+D2ztxfhCdrT8qqG3M5n6S+/VovRb6Vs7TCYX0B6M8JFRkEIXgdlztfRIRvquCsbFwBthqTnVbeRZhe8yRMfaIvfZmiTppUCh1OIToNd6UURIsnUcU+Ag8F1Yu2V+xg7FVsy3kXtMf2m9bumlMo9HMoyBEnDt3Dt/8zd986OckEP3gD/7gtDev0cyNIBS48aF86hCSQsQHtZYFGVHTmIUNc101jHGP8oPMVsaDTAQhsyZwybbQ0PlBM28YK/h1RMyAOGFNPEcJOX9CKVFqBUunY2MH2SamoKU7Q1N4iBhdg5wpY5BcWK199VORadMYk7aq8KaxMbdCDWORCmztJwjRQiwNxL+9E2Ahf7RPCI200b3T2Jg/QRDwqQuUVg6J8RbEcX4QfbSczDdTa+/iNYHyMrDzUI08ThMsvRblR9ab9YmY7LFyhY7qebQEoVxH01gqCBnJToqaxgptmYya4WNje54WhDQazRwKQgRlB925cwe7u7s9W2j+zJ/5M1ncjUZzLNBrOnBD+C1BiLfcQQQFpbZXzlfEgqqcF23ZNdJmkBaLK+dLOawG/rH8LacN1VozwCGkAqW1K2UgPglC7cHShGo9SlZYQsBipsoRCk3ZKkUamfR4n9Z8J3MNO5/QmXVyl+QWwPfuw7k4uGHMDaPW2fi6F2HXifDYciaHACNDYmJaP/+oCUK8X8MYzc/I8QOlaUznJCO9JlihDJRXgOrmVIJQAAN1yVFJWscG3q8eF5tJjtDe+h0IEcFIhEoaGzvHc1jMF0HeIa+2j8rZOFOU9CD6DNFNY+ORM3T1vEajmQ1THQ1ub2/jB37gB/Drv/7riHo4HmghTWcje/1OozkpRIFQ42K+E8HgTH0dNIzFkgQRMIF9YwcXwsvg7hpkd6A0ZQsFDGXOUfP0e2JahvXylLxEENIMbRprVc93r5YSYchi/CBY2hvTI5ReVL/kM0UmGTLSLMLYvQ83MMEHVc77UWtcjPKDiMUjdggRqSD0KB5sdb4FZOsNN45IQZXzlB900nVuctgyCpeunJlOEEoeVWoaq8AZ5Z61JJQxNDJGz6ezv43S8nn1s4aMn5cLVgk3TRNurXqoaSyIdI7iuA6hbS9QGZTp2J1Go9EcuyD0vd/7vfit3/ot/L2/9/fwp//0n8by8nImG6XRzGPlvNcIlTsoHbmIG8aMpGGMYZtvq+PMYlQE9xz4lWJn5bwALrLYNaRHxmbbMJY6hFzr5OZsHGWO0BJv/yhoGxtLXusWDDSper4YQbpjrqfosrppLHvIWELPD1XP795TodJ5q7/QQiNj5Xz8PN/dDZDjDAXr6BcVlCOUewRzhEh66xj2SAN1leg6+u1EoX+i3UHxmG/yvHsOWHkZksKl/ebEDiFiR9h4nA8RhKSWg2baNLa32RKEKCXRkRHOqbGxPJxad9MYjYxph9C4ghA9YlU/xHJOt6dqNJo5EYQ+8IEP4B/8g3+An/iJn8huizSaOWwYI9x6ANPubhgzICWNfxnYMuKznBWfVmoSoj1QumS0GsaouruhK+czoP/BJBMR8kETtfzikW7RSXUImYwhxxi89iV6W0CTJTl80YRvRmM3jan1rhaEZgCDJLeiUQScuqqdL+dJrTsMnYmn6QwzcRWRIESB0qm4fdQOIeJRGhvjgyrnxwqUjkfGuBXnspxkVLpA4MU5fJUVYHsyQchiEhaEEoSG3mfyXQtC2WJwU70mSRBqhwSh80YO3LbhVvc7r6MdQhNXz+9rQUij0WTMVKeZisUirl+/nt3WaDRziJ84hJwaOYQO3jKUIUQHNXHlvIEtvglb5JB34nyg9pExcggZScMYiUH6MGh6Yrmi96F9IWiq3wRtOU6a/hlCRJFyhA5pbPHjaycfFTXmKEFzbEgU0i/67FH5M3k0C1fiAPB+lfN+UjlP+yspW4LQcZDmCJmP0NiY2aNyXjWMDR187YTaxdRe74QGSqd0dAH4ThwuPYXriVxCO3L4vl77UWaHlS8eEoQaIsQSs1DMF1WodDukZesMofGg/TedvNFNYxqNJmumOiL8ju/4Drz73e/Obms0mjltGKPcIKcWtCrn04YxNTJGlfPkEOIbKMi4YUyFvSZjOKphrBRXzl+yLDSEXhlnwSBzQ9FvqO86Q2g0hxC9Rg+axoi2wQqqFU5cHTU4k4mZdHXtEMoccggxUUCzcFX9d19BKIxauR37rkDdF0feMPYo5wjRI91dOd9KZx8nUDpKG8ZO7siYIsmsb42N0b6nOLmbM48I2yM5hNICCE3WWDkShA6q59McIXIhXimdQeA21Zh9Cp1Mo0OhKB2d1IzsEiKHkEaj0czNyNi3fdu34WMf+xi+4Ru+Ad/3fd+Ha9eugXe31QB4xzveMc3daDTHiu+GauaFwqUtu6thjAQhVTlvY5NT5XwB3G0k42LscMNYMYfttoMizeSoOO80i6JH5Ty5h0JDO4RGzREq9gqWTtpguCpDMtAUrsqGGBs9MjYbKFw4MlBfflIJDP1CpZ0gDpSmxRm5g4jFY3IIPYo5QmareqANpYiM6RCi3Dp2PKN+2ZPsaEQEGfrx2Fhjd2KH0CiCEHEaHrl5xM4XUdt6gDDwYCYjjT6EOuFwubiIL6rq+SpKy2fU79JQZMoR4rZ+VkaFst9005hGo5krQehrvuZrWv/+4Ac/eOj3umVMcxrwnQCBl1bOG20NYyqsJrmUgW1zA9eC6+DuBmTbqBK5g4hCACyZJu74vXM+NKMzbBlFgdK+rpwfGTpo73QIdSVCp01joYfAFJCSj7ewogvrk5qzcQjRmfjyE7BEo+/L3UsEIeLuro+8yZC3jk8QSnOEaGwseARyhOhAS/asnI/fcyM3jFGg9AkfFzs0MpaOjZFDiD43ExfUuILQfVFQOd3Jy7wn2h8025Exorm3iYVzsWNR/TflCNlx6DRVz6eCUGpyo7Gx/HFs8Aklxw2sOb4a3Tb08Y1Go5kHQegXfuEXstoOjWZu8ZoBfDcWNallrDNQOv55zWggYL4aGTPdBqJc4VDD2AXEIlFdB0pnRt+GMa+OUOcHjeUQKiXuzgODUFsLkhCwmBlXz5Mg5I+ptdHBv9JOdcdPlsgkZLRRuAYrrKnhmUEOIeI484M6c4QYLCN8JAQhfmhcbLJ4YxoZM4ypDtvmivSkIegkSWEhzhLa7xw7GoU8ixDBQE2aWGT9lWc9nDTbkTF6PTd6CELneF45TN36QY4QiRkq508FS598kfOoyBu07wQaYYSKdXr2BRqN5niZam/yXd/1XdltiUYzxyNjgROpmXfD7KycF5IOPhk2eRymWArzMGjRXFrsbBhLAqWJunbMTc2wZRQ5hLQgNJ5DaCF9vDo0m2RmTAjYjKNG1fMFAeHTkp6NbwmgY/8THn8yVyQiD2UIWd4eIC8efnNIwAspM8iKA6X3AlxZPP73hpD8kQmWpgMtr/0HacJ6miE0wluplVtnnvyGsbTAsPWnk0AWeBMLQoVkHnVH2lgcYEXUcvTsoOMhK184FCzdlCEslsf5hbNqZKwdcgnp6vnJmsYoWFoLQhqNJisyOzRfXV3Fs88+i0YjDnPVaE4DUSjUl+dEsPK8ld2gHELtgdLGBphkKLnxwU37yFiUBEpfsGw0BZ3J1EzLwOwRysPxGzpQekyHEAk8hV5htRSQnjiEAhHCNf0Dg8OoJE9VYqjTZAU9NwZDM3cBtr8HFnbIDgo/EuqMMjmEdp0ITiCP3SFExE1jp/8FYfStnKfGt/Hyg05FoHSLrv2374DZBZo9GvuWCsno9sDqeSVAafFh5sHSu4er50mIvlI5A6e61/E7OskW6ur5sbDoxCSLBSGNRqPJiqmPLN7znvfgjW98I65evarCoz/96U+rn29tbeHtb3+7biHTnIrKea8RwrTjtwsd3AhBjiGjVTm/zTdRlCVYrqMuE4dKt1XO+xIXTRsN7Q7KhEHjSnbogctIV86PgZ84FlrB0h3ED7aV2PrrVD0/6SeNfvlnjm+XEPIirLAK5tHYWCduED/oJme4txcee6B0uyBEwq5phI9m5fyYVhXKD4ode8f/3GVFhyAWePHjUl4a+3ZMJmEj+v+z9ycwsm13dT++9t7nnBq6+87v3fvew8YMDjbBGAyBGCGmEGMFJUEgwqCAQRYECQiBiCRGYBMgECAQSHBEiAIkShDEEUJYQSSAAr9EQPhjm4AJBk/P79533516rulMe//13fucqlNjV3VXV51T9f08t/t2dd2+1VV1qvZeZ33XwoE++zWfHUKX3zRGa6Qcet53keLZ3RsTqucFIq6eXwg6KclNYwzDLJsLrSze+c534ku/9Etx69YtvO1tbxt6E6DLnnvuOfz8z//8Mm4nw6yFqOvedLunA0EoD5QeOIQ8PPYeoK6btnLe0BncbGOtA2E/bMNYEHDl/DIdQmb6uBjBDqH5SUjkLFbP9+9b01ffBtXzPRtouRD5LowFoaXTbtyyn/34BKI3SRByrzlKSNw7im2gdM1bv6ig7VEs4M3IfNmkynkzpWFs7kDplMaUyaWKjWAsWJqgsbGd6+f6eRQsTSNj02DZYTXB0imNzPc6Q5d3jcad+hWE7VPrNh0eGeM10aLUpMQRN40xDLNELrQq/L7v+z58zud8Dv73//7f+OZv/uax77/+9a/He97znov8EwyzVsLMIdRrxf1A6UHlPC3oaYfrYV89QtM0beW8KVTOp033WcUGtzyfA6WXwuylfSNyY6sxV84v3jSWBUsPke1ApaHNrUTHhNALbq/sjxibm2GWQafuBCFPdyB7wxkdRC/JAqUFcPcoxl7WlLh+hHUJ+RueI0SV82OCEG2KF1R2bOX8xoyL9csLx8fGqLI8cI1Vi1CHnukQYkHo8qEMIaJzPJIjpBPc8Bs2hy7suBM2ebA0TYzRSCszP+QQopGx4kl4hmGYi3Ch1cV73/te/J2/83emfv/27dt49GjxgECGKZNDSGuDJNJDlfOuYcztbmNoHMtDNPWOdQjp0cp5AzxtPGuP5pGxFQVKSw9mA+qZV50j1Mw2nGbSHU7V89JDl6rnSR1aFDoU+Om/dNr1G5A6hhQaIhxstoojY3nDGAlCZcgPGs4R2myHkDdRB10w3pgcfCnl1m3Oa9pQk2FOHDkHyTnGxqhpbH9GhlCeH7QhBqtS4gUNuzZqHz8ZupyaxmjU6c7OtaGxMZW9LiXsElq4ej7WBj3OX2IYZklcaGXYbDZnhkh/6EMfws2bNy/yTzDM2jOE0tgtJL1ADZ2ppXEx4lAd2lUmVc5bh1AxULrpGsZue1nDGDuELkxfn5ghCPG42Dmr58dGxjKypjEPCr0kROSli59xpweOn/5Lp1u7BT/pQCgfsjuc0dEXhJTAcS9FK6S2MVUqQYiELPrYnsp591X/+JlDoSAxiP4GbbY3nrgH7Fw718jYkQmmuk2cBMdy0GVCog+NjXWOhgUh8pSmxuDOznWEhaaxTA9CzDlC52oaO443W0xnGGZ1XGh18fmf//n4D//hPyDJRmiKPHjwAP/u3/07vOENb7jIP8EwayXsxoh7bgFfHBmz42JZ5fy+coufnSSATOLhQOmmaxi74/uItEbIFt/LbRgrOISYxUfGGpRRMuF7tl2PHEJk+Y9DJJ4+X9MYC0JLpx3cgJf0ABlA9FrDYh5VzscannT5QUSZHEJplku1yfXzYw6hvHJ+AXHCBUrTmHJ5xLxlMTb2Evcg6ATKgmNjJAhRLtWJmfzaz++8q8EL6uiMVM/nbWPPXrk50SHEgtBiBNn9xsHSDMMsiwutDP/ZP/tnuHfvHv7KX/kr+Lf/9t/aTcN//+//Hd/93d+N17zmNfaNnsKmGaaqRB0ShFJb7KL8zOSekv1ZQpMNOssP8oyHepY3ZDI3UD4yZh1CfsDuoBXBDqHzQRZ0eoZPq56njWxQrJ5f9B+gH8uHwNLp1G7CT7swwofQ8VD1vK2ct4KLsIJQoIQNlS4PLkdoU4OlRfa0H9LoskDpRbCuVLE5gdJE/ruMB0tHbhx75+rCgtBZ1fMbdPeVFnII0cjYqNBHgtAzOzfQaw3nnJHZhYOlF4Oyl7hpjGGY0ghCn/AJn2ADpWks7Hu+53vsG8CP/uiP4gd/8AetIPS//tf/wite8Yrl3VqGWTFhL0HUpfwgWowLmx9k/SlSOYeQ8K0g1KD8oKxZI88QopPfui4hqHLeD9DhhrHlbSSmqBFSJ6hRxg0LQudyCBH9YOnRICFNDiF39r0lz9k0xofAUqFHoOtft4KQ86JgqGlsuHI+xh69HpVMVdjkHKHcq6InBEov1DC2aYHSfchpO+Fi2za22NhYPVObpzWNsQdlddXzrmmsPSYIXQ0a0K3WmLjBDqHzNo1t5usmwzCr58JzFX/5L/9l/OZv/iYODw/xgQ98AFprfOzHfiyeeuqp5dxChlkTLkw6RdgZVM6naaFynkI+0XSCkGlAhZ2hynkaF6MVP1XO374W4CNRb62/z6ZAWykaDZjZMFbIcWLmg6RO2rg27fM3Ht6wkkEo1X1B6BTdxbWdXBCiHWDJRImqEssmUlmzgpDIRmVEeALsueaxXjJcOX+1Ub6RI9s0pjZzZExl+9zJI2NzYlzlvCw4TzeFqa8CUQ9i9zqMX3eZQnNAxrcaUhxOahozLlSaM4RW4xAi2kdPEDR2hwQh4no2JjpUPc/hyAtTU4Kr5xmGWb8gFIYh/tN/+k/4H//jf+CDH/wgTk9Psbe3h4//+I/HG9/4Rnz1V381gmDzFjDMdgVKE71WUgiUJhFIuAkaQ21jCvveI9xKb7uGscKiPaWGMQBXU2nHcLhh7OK48+rTafYFIX7tOa9LyAlCI2QZQpQwRNXzbaqeX3T0JdsH0L4g05WYC9IJbtjPftqBoE0vBUv3TvuTeXnDWCfWOOxqvOyaX0pBiI5rJRKkU/Jfqlw5bzXQ4oV03Czg9jE6tSNUG+kQopeVSZfH4WBs7Ki30NjY/gSHUP5vsBy0mgwhGqmn6vnrz7xiKFg6MRpP13YRhz34tfrAIZSwQ+g8TWOPejESKnvYxNcGhmFWyrleRf7kT/4Er371q/GN3/iNeMc73mEFoU6nYz//l//yX/DmN7/ZOof+7M/+bPm3mGFWRNRzbqBeKx6unLcNY27LFYoIbdlCUzezhrHBhiahQOnE4HbmVuEModU0jJF7KOVQ6eU2jRUCPzyqntchFu4Zyx88PgyWRse/bj97ukcJzTAqGBoZCxPaLAjcP3HiNo2MlQ06Xsm74W/g2BgdScNHCX1VCMUXCwRKi/K5u5bB1MnTOAKai+UI1YSemCHEcsMamsaO98e+19EJ7uxS09hwsHSizeIlBVtOPROBTrKxYIZhmIuw8Oqw1Wrhb/2tv4WHDx/aUOm7d+/acbHi5x/4gR/A/fv38Tf/5t+cWUvPMGUm6sZIE404dBlCg4axvHJe9hvGbOU8jYyNNIzlgdLkpuAMocuHRsasO4hHks7tEOoLQpMwNDam0I1d9fy53m14/bo0uv4NSB1DIoGgHVXmEMrpRandcL14nNiK551s9LVcULC02MgcofGGscV3vTQuZuvmN/A1LatpmPxNahurNe1zel4aSKeESrt/Y/PuwRI3jR0PV88TPaPxLAVLj1TP02FBohCzmEOI4BwhhmGWwcKrw5/7uZ/DCy+8gP/23/4b/sk/+Sd47rnnhr5PX7/lLW/BO9/5Tnz4wx/Gz//8zy/lhjLMqom6iRWDiDxDqOgQyhvGiGbsu8r5wqhSuusq50kQapPtf02/x9ZVznN+0IWaxujM49gbQ7YZNRQsDVc9Hy8qCNmfw8HSy6Tj33D5QfnjQ9XzYUEQSlJ4SuLFoxhXatKOZ5SRTQ2WVpMCpReunHeCUEkfuqUwdWyMPi/gEqqLFEfGp/z7sZ+/wXdf6fBrjYmCECXPXak1YVqD1yiZVagn3DS2EOT89IXgpjGGYdYjCJEQ9IY3vAGf93mfN/N6X/AFX4C//tf/uhWGGKaKhL0YaeRWluQQMlq7LAeRO4R8HKjHCHQN9TCvnM8axgSQNiRkBNzxfbTZHbQUztoUceX8xUfGbPV8dvZxKHzDtru5pjGqng9VPLbxOvOx4+r5pY+M0bhYP6dV+hDkKEki29xDjw9tHKhhbDcbey2rIKQEiexmo0fGbC5O9lvOK1CkSdwvKthYJjmn6DI7NnZloQwhGkE8GcmiYn/QaqGRsSTqIcqaV3N62aj9Ts+NQRIqe1PnprHzuYRYEGIYZhnI8+QHnSUGFUUhuj7DVNohJJxDiMbFCHIIaVs5r7CvHqNhmpAjlfO6JmAUhhxCzJIcQtPWjcZkI2PsELpo9XweLD24qzNFSBeaxlRv8e27bStb3u3ddjr+TXi6268x71fPhy2EWbYEPXIPT5NS5gcVBSFCbZBLSE0yxC3YsEeOPKOdK3UTcXfFDBmQGsYae/SmO7cgRIyOjbHUsFo8GvUjR9CIS8gGS2uNK+nwc4A+WBBaHG4aYxhmWSy8yjg4OMCdO3fmuu7t27ft9RmmioTdGFE3te4gGsnQxcp5ahjLRsbqtnK+PV45T2/YEXBDedwwthRmLxhrSQ/KaHYILa16fhg7lmQzhJzo0EIvaxpbANoA8qGwFOie7/nX4FOgdH9nlQlCvVPbMEY8aaeUN40rWQ5aGSFfGn142YZ+E1hG5bxJ3WZPbLhDaHqwdOhed0gUmoN69uJyMNI0xiNjq8UPqEFMoHMyIVg6jXBDDD8+lHMW88jYwtSkxEmcwHAiN8MwqxaEqG7e9+c7A+95HqJoYA1lmKqFSpMgNJQflJ+ptDYHaUfGGtQwNiFQmnYCT0vPLmhbPDJ2Yc5a0JM7iOAMoSVWz482jWkNJah4XjhBaNEfzoLQ0ohVE6kM4KVdd4EQEFrCSAUZnqKXaLvRun/ihOy9Eo+MuWDpzcoR8vqdYlMcQnM3jInB+84GYidRp32TsvfoRMycY2OeAGpIcagL7wH2h/OGeZXQSTOXIzQuCNHY2NP1PeiCa5pihNghtDh1Ja3Y3074TZVhmItxrm7m559/Hu9+97vPvB6FSjNMFaEzLlGYIGwn8EcDpW3htkJPdNCVHTsypsJH/XGxoYYxr2a/5pGx1VTOE+wQWmL1fBE7/0IZWtQI5aFjQmjreFjAvUCHEp8jWAodz1XO5w4hIwVEqmG8mhsZ81NXOX+cYCcQ8FS5PRKb1jSmbAB+8fVqpHJ+DtLUvedscqD0bEWIFP5woRwhCpZmh9D68WqTm8a6JsHLa1eQnp5CXr3WD5aOUz5pdt6mMcoR2vXPtZ1jGIaxnOsV5Hu+53vsxzyb6rz9hGGqRBymdhXZayfYvVErVM4Ll+kAhcOscr6ZOYTS2s6QICQSyg/y0dPabrKZi+I2WNOw+UHSg9ngs+mrcwjJCbsp4ULVDVz1fBIhEQsKQv1QFd6iXZRucMN+ppaxgfvKVc/bkbEgr5yPsVvKuvlhyCHky+jMJsGtqpxPoo12Bw2/sovpY2O1HRi/AcTZc30GdaGxX8gQKubiM+tvGqPkOdoXBCenMJkgRFp1N+E10qIEdBKABKE4wXDfM8MwzCULQlQ7zzCbTtSLobVxGULZZsqkKaQKsoYxyg96bC+vJwFkHCHecYsbItmRUF2Npz0OlF4WbkF/VuU8u4MuComX1xTlZo3sYfsXGHjw0Mur54vjGWeRP3x0SGx2LMql0/WuQ+oY0sSDkTFjoFXgBKGmRjNQePEkwe3d8t/ZxWDpZJHnVFUq57P8oLnFLuMq55XvTkhsq0GImsZsRgq5hI7PFoQaSIdCpVlmWF+wdPT4RaRxBOUPHo+QpumNxk4nhPP0OocQTdWn2lgRm5kPEtZobIybxhiGWbkg9KY3venC/yjDVKJhrOuEHK+mbKC0PW/dbxjzxivns5Ex2tdQy5h3YnBnx0eH84NWVDnfRiKrv5FcN7HOquelRIdGkPoGoewB0BqB8HCStBHWk8VGwAoRXKL8GkXpK+d93R3IC/lGSviQcde+ZvViiVao8fE3yy+UFoOlE/gbsbiKRxrDzpa1B2hNmzx6z9mOA2WmozwfGzt+ONfI2Au6Cbq76ZDIfaUsM6zeIURQsPTezWcK3xFoxyH2hB4IQtnjnqQsCC1KIFkQYhjm4pTOi/z2t78dr3jFK1Cv1/GZn/mZ+IM/+IOZ13/HO96BV73qVfb6r3nNa/Brv/ZrQ9//5V/+ZbzhDW/AzZs37WLjj/7oj8Z+xud93ufZ7xU/vumbvmnpvxtTHcJejKjnBCG/Nlw5nzuEDtQTNGzDWFY5n4VK20BpAZchRJXz3DB2+ZXzdmSsxZXzl1A93ydbp5usep42Wqeyt9gkTNEhxFyIjn8DXhr2vzb5ZjoTRRtpB4/a7o4uc+X8JgZL0yMhJzmEFqmcT/KGsSo8ducnv0tmu4RCgKrM51CRqXpeQ+DEDM53ssSwPkGoO6FprJvGuF44H53Hm8U8NrYwdVs9X/3XTIZh1kupVhq/9Eu/hO/4ju/A2972Nhta/drXvhZf9EVfhEePHk28/u/+7u/iq77qq/DmN78Z73nPe/AlX/Il9uO9731v/zrtdhuf/dmfjR/+4R+e+W9/wzd8A1566aX+x4/8yI8s/fdjqtUwlkRuceIFCjpJqevF5jkY4/68rx6ibgOlOxMr56+l0taCtnhkbAnMXihKnaKe9DhQeonV8/1g6f5dn+/cDHzhRAcShBbyv+U7MzbNXZhOcANeXjlPWDcE3cFeXxB6eEo5QkDTr8aWeFOCpXPZYmrl/BwPR5rE9v1mO3IYKZ9sxrfjKKuf351rZIzIx8bYH7QepPLsuGPn5GDse12d4DoVbmQPOo2MERwsfb5g6W6qEbMTnWGYTRGEfvzHf9wKM1//9V+PT/zET8RP//RPo9ls4md/9mcnXv8nf/In8cY3vhHf+Z3fiVe/+tX4/u//frzuda/DT/3UT/Wv8zVf8zV461vfii/8wi+c+W/Tv3Pnzp3+x5Ur87daMBs6MtbTtnLezreTQyg7U5svXK1DSJNDqJ2Ni7lFTdqkth+D29ItSDlDaHWV8+wQuoTq+RzakGXV855QVhS11fMLWITs3pYOIz4kLkzXuwZPdycEslC/lUBDd/HSSWLr5qsiKhgjIQU9OartFPCymz8aKr1IWLZO4413B+Wcea/k9fONvblCpYm8aazaz6RqM616vmtSKCHRKDhbSLjm6vmLNY0xDMOcl9KsNqIowrve9a4h4UZKab/+vd/7vYl/hy4fFXrIUTTt+rP4z//5P+PWrVv4pE/6JLzlLW9Bp+PGgKYRhiFOTk6GPpjNGxmj/CCCwj3d4pwWmxI90UVHtrPK+Q60Gtif04aEiFzDGG2WOUPo8ivnG7EThDhUejkkxgw3jWVYXYGaxgTgSYU2Vc8vuuUiJwsLQhcilnWkqj5oGMuh1hlt7HHQ1F3cO6pGw1gOjYxZj5NMN6xynjALGVVcw9h25Ac5d9sZJNFcgpAnDGpIcZgFk3Of4frwgsnV873sDaDRHrx+UY4QZQgxi1HP3qdZEGIYZuW185fBkydPkKYpbt++PXQ5ff2+971v4t958ODBxOvT5Yvw1V/91fjoj/5oPPvss/jjP/5j/ON//I/x53/+5zZ/aBo/9EM/hH/6T//pQv8OU62RsaiTwPPdmy09N5VSLlDa5ge5McaG2YHqtZFm8/J5wxhNPTxN+UF0ZnNtv8XmcFYVNTWMUW5EIkvzklb5pjE7MpZXABWq520djKGNl0JXh7YxZqFzC+wQWkp+EOEXR8ayHCGRaqTCQ5DQyFiCv/RUdURSOobpqaZEgqQ8y5OlNYzNK01QTpfRKYRXncfuopxpNKT6+d3rMHSfkDh0RrC0dQgZFyrtyrmZdTiE2keP7fO56HYzSqGXRGi0BHDDufHp2zwytjgUwu1LYavnGYZhzkt1V1xL5Bu/8Rv7f6Zg6meeeQZ/7a/9NXzwgx/Ex33cx038O+QioryjHHIIvexlL1vJ7WUuv+2ERsZ67RTNK7792i7OffozvekqOy5GNJIaZBwioQaUDMoQ8k417vg+2uwOWgk0MmbzgyoyGlN2IqNxherLx/SgTBCixb7w7KI+sW6OBd5K6AexIHQhuv51+9kbdQjRfZsYxMLHYScBnXDfrcmKZclI2zQ2iMuuHt6Myvl5XqFMmgdKb4dDyL3OnOHlSSJ3cqVxBTgdd50UqUPjIHMI5T+fWT1erWHXTr32CRp71/qXC6Vs09hOqIYcQhwqfT4oq5IdQgzDXITSrBRpXIscGA8fDteK0teU6TMJunyR688LtZsRH/jAB6Zep1ar2Zyh4gezGaSJRppq6xDybaB0oWGMqoCFh0P5BL4JUM/ehPOGMVqDGl9A2pGxAB3OD1oKblRp+vebYQsJ5wctdWSM3hwaQo4/EPZUvoEPD2ESIVILPsdZEFpK5bwwCZQZcUqQQwjGumvut91jt5eNvVaFTWga80ZeruikwiKyBAVK2+uPHn8bzkw5gO5DOzZ2drA0OYT2dcDu3JI2jdFaqpOEuJoOO11oZGyh1krGUlOCBSGGYS5EaVYbQRDg0z7t0/Bbv/Vb/cu01vbr17/+9RP/Dl1evD7xG7/xG1OvPy95NT05hZjtI+zGNlCaFiZeTUKnxcp51zB2oB6joV1+EOFCpV1+EOHHwHXloc0W6CWOjGHmyBgLQst1CBGN0aYx0oMKDiEaF2t7C3o5+n3cvPK/iEOI8oPGJIasrUcLDx/pNVD3gMCrlj+CmsaUDZbGZo2MLZIflAVKb5vh0QlnF88Rour5Y+NbhxyzPqhljJ7HY4IQBDppjIZQ8LI1Eo2M0cOVaH7QzuMQOomTs48fhmGYKoyM0QjWm970Jnz6p386PuMzPgM/8RM/YWvjqXWM+Nqv/Vo899xzNr+H+LZv+zZ87ud+Ln7sx34MX/zFX4xf/MVfxB/+4R/iZ37mZ/o/8+DgAC+88ALu379vv6ZsICJvE6OxsF/4hV/A3/gbfwM3b960GULf/u3fjs/5nM/BJ3/yJ6/lfmDWC42LUaA04ddUFu4p7dn3/A1333uMmqlDkiBEl2eh0nnl/NPwrAWaK+cvjksVmYExaMQdHDVdrgqzHIcQ3evUNLYPN74yXD2vrSBEnMieFU/n3rzmbq8Fo4eYYUHI0+NCHGUIWYSP53tN7FUwgkaDhBBjRaHUVMvdhOwpLUYFIV3IQJvjOLElBlvkDnIO0DnuGKqfr+/CBA16o57pEEohcWIUdgQlUzHrgNoN/VpzavU8sRPGOG7W7HqJiBMNX1XvuF930xiJn+0kxa5fqm0dwzAVoVQrjq/4iq/Av/gX/8LWxH/Kp3yKder8+q//ej84moSdl156qX/9z/qsz7JiDglAr33ta/Ff/+t/xa/8yq/YprCcX/3VX8WnfuqnWsGI+Mqv/Er7NVXa586k3/zN38Qb3vAGvOpVr8I//If/EF/2ZV+Gd77znSv//ZlyEFHDWNcJOVQ7nyZJv7a5Xzkvnwwaxrxi5byEiA1uZ24Vrpy/fPw0gqcTxLKCu9/SV89PGBkjtOkLQi3RW6xpLNeU+NC4UKi0NxIoXWxrEvDw4V4TV7zqORRpZIxQFW0ay7djQ0eEddzNKUuYvNVy+zbFZxocKEeIrnSGS6iRyXEULM2B0uVsGqNEqNRo7PacMKSy9xZuGlucOlfPMwxzQUonJX/Lt3yL/ZjEb//2b49d9uVf/uX2Yxpf93VfZz+mQUHQv/M7v3POW8tsqkMoCTWUJ6A8NzJmGzLsalUiRoiWOsFzycuhevf77qB8ZEwmBk/7PiKtEbGF99Ir52lcjIh5ZGzpTWPkEOpjlYZMGNUaUnlQQqEFahojR8ecG69cY6L9Pj9k56LrX8OVnnO9TnIJJVrgYVzDp+4V3V1VQVhRiJrGgOqJvCp7oRqW4uZ/H9DWOWG2ThA6IyZueGysvgscu6bPaSNjxKEO8HLlxrqZ9QVLdycIQi5YuodmmAWoU2SWoKYxXjMtSiCd7Hkcp3hu3TeGYZhKUiqHEMOUgbDnMoRoXIzQSZrlB7nK+UPl7M8N03AOoYIQke6QQwg2UJrHxVZTOU8NY0RCLWPMcqvnybpfvOtz0cc6Hoytnu/oKKuen5P85/HhcS4S4SNWO5MdQpkQ8bCr7DFzzZtdz11WjBG2aayK0D3vjo6M/NiYUzA1NlDaZdZtFXle/Vn0g6Wn35+eMAiQ4tD47A8qQbB0HHaRRMOvV3RCoRtHaHbDoWBpGhljFoMc7DQ2dsIOIYZhzsmWrTgY5myibmwzhFRArWIULq1tngMFSkMoHKrH9noN3YCKuv1AaVrLpk3hRsZ8H12unF8JzaiNRCjoLTujvoqRsWLLmBlrGqONl0InJYfQ/M91uy/uB0sz562c99PpgtCLXddzdU1Mvk4VcoSq2jQ2HijtjpV5e8by/KB8THlbyLyHZ18xz/SrNWderSGoep5PEpRhZIzonh4OXS6VQifuYTdO+8cIZeKzQ+j8wdJHURUdoQzDlAEWhBhmQstY2M4q5wsNY1rnDWNPoIxCPTR2IWOyynkTULi0q5x/2gs4P2hFlfONqIWY3UGX4hCiMbBa3xXkPtmNaqFpLExCxOeonucMoYsJQp6eHKpLd+sLXQ97XoraUCB4tZrGpA0DNpWvnO87hOb0qqRZw9i2cuYjnsT2JM1Z9fM1pDZDiClL9fzBmCDUjkMoCNRJFLJNY4IFoXPC1fMMw1yE7V11MMwUwk6MsJPaynkKlCaEpIaxLKhSPUFD78DLKufzkbG8YWw3EXbUpsUOoaXAlfPrE4SIoRwh5BVKA0Eo1gl6asGFKP0MFoTOLwgZPblljAKJATxvBSENqROIRcb5ShcsnVRSECre4zYEud/+Nq9DaIvdjvPMjdFYHeUIzYByhChDaLt8VuXDZs35Abqnw4IQuby62gnWO2EeLE2h0tV7vSoDNDLWSTViXncyDHMOWBBimAJpom3DmE6NcwhRflChct5kghBVztO4GJGPjNG4GF3hjsgaxlLe8V6UeRwCdmSMBaGlk2RCwpggVAj7CLKmsWM1vQJ66jsPHx7nouNfh697E48Neo3KBaGrfjaGkW26qgTlH9FHFXOE5ASH0KwMtOGrGhgKld5Ch9CIEXGOYOmdmQpbHSmOjE+FiMya8YLGmEOISGhEzGjsZKNO5BAiPUjzg7Yw9ew14zRzWzEMwyzC9q06GGbOynm/VmgYyzYptE3ZV49soLQMOzCe11/JUsOYoIaxbISswyNjlw65H+pxl0fGLgEzo2mMsrUI3yamAC0ZzhcIm8MOoXPT9a7DSycLcLSPOk0EDhOFK14mCKVVbRoTlaueV7mBrnjhAgeGyR6rbWsYG0AnXrCUHKG60Egh0TalK9Pd0ur5/bHL6XneTSI0M4eQzNZSPDZ2PocQwWNjDMOcBxaEGGakcj4XhLwaOYQSl5lC6xMjkSLBiTxCwzTHG8aaEjJ2lfPkDqrWVqaalfP1uGNFOq6cvxzo7G2TBNHRpjHatdmMIUqAEDgV1DRmziEI8cJ/UTrB9YnjYgQ9Bnd7bgN8xXftfEpXtWlMwrPV8xWvnLdOu/kcQjQuRte1YscWMn/1fJYjNGNsrF89zzlCpcgRopExOz45Mk5G1fO7WfU8jYwRLAgtjifJUck5QgzDnI/tXHUwzIxAaRKEKDNIeaLvEMobxkgM0kKjoUkQasMob0gQov0LBUp3eI57tZXzkhf9l1Y9X3ArmKHZDvfIeNJD2yzWNNafq+F1/8J0vRvwpwRKkyB0r+fZ4+aKp2GkqqhDCJV0COWB0masYYxk07PRWaD0lhWMLV49388RorGx6aHSxKHmkwXrxqvV7Voq6rbGg6XDLhpRCqGNHRkjuHr+/C6h45gFIYZhFocFIYYpEPUSxKG242I2M4g2vVYQSuyS/lA9sderU+V8wSFkK+cbAiIyuOOTIFStjUxVoUBpO9rEDqFLITEGjdGRsXxrm4metnpeLygI5ZoSHyYLoaEQenvwplXOG+Ae5Qd5GnREGCGhKpghlFfPk7AlK5QjpLIA/IEgtNjGNq+c327mVIQoR8g2jU1Wz3xh4EOzQ6gE+EHWNDYSLE0OIaqep0ewmTlbaPIpYYfQuahJwdXzDMOci21feTDMEBE5hHopPBsonTWMCaqcHzSMwQg0EgWRpv3KeV1zlfMqNniKRsZYEFpR5Xzb5Qdt7Sn1yx8Z84WwH336BqG8aUyhl/aghwdlZpP/OD5MFqLrX7XP9WmV83ZkzDaMGQgStIWETKs7MkZUKVhaTcsPmuf1yeQOoW3ND5p3sG4kRygTG0Yx2djYgWZBqAwZQvToTqueR0EQohwhHhk7v0PoJErHRvMYhmHOggUhhikQUqh0J4UfyIEgZB1C1BQDHKp9Gyjth72hhjHdcIfSDa3sHHebR8ZWVDnfRiLZHbTS6nna3Iphh1CYxojlgiNjRHX2+qWg61+zn/0pDiGTCUI0LiZIYBDKOYQquEGgMauqjY3lI2M5TjSdr3LeaNrI6X6JwTYz14bW5giZGWNjxo6NHRp+f1g39JymsbFRQUgohdQYRNDYyXKE6Okfc/X8uagraV29Xb7/GIZZEF55MEyBsOMyhLy8YcxWzuf7KWMFobpx42KEHqucd5lC7BBaVeV8iyvnVyIIybGmsVxk8OHZcbGWN79V3RomuGnsXA1jhKfHBSF6OI5jgZNE4oqvXUCvkLaJT1R0Ns9AQlUoWHqSQ8jM6V4kdxAhxBY7hBapnifoPpskCGU/oM4OoVK5hLqnh0OX0Ri+9BR6Oh1qGmOH0PngpjGGYc4LC0IMU6DbipBElCGUNYz1N8Kucv5APbaCkK2cp+9lzgkbKE0NYyqwZ7y67BBaCW5kjAWhy4J8cXTG0TqEhqbGRN8hFGQi6Im3YPU8HVrV1CnWRtenyvke5ITxPBoXezFrGKMMIYd7fapsjpAR8CrkEBoXhOZ/H8gbxnj8dc7q+TxHaFbTWJYhVEGD3GZWz59Mr57f6WcICZshxI/Z4gRZKDcHSzMMsygsCDFMhk41Osdu4+TRyFjq2sbyM9WGFpdyvx8onecHEWlDQiaD/CBey1x+5bxKYwRp5DKEmEt1CTUmNY31M4QyQUiQa2Wx6vmKGlfWOjI2yR3UbxjrevaVasfPs2vcW3xVm8YoR6gqodJ53+TQEWB3tfM7hGhzvO160NzV8wSFcFPTp1cbujj/++QQSiDRNtvruipT9XzYOoYZOVlmc4SiLupxCklNY5n5NKWEfGYhyF1FY2Mn7BBiGGZBWBBimELDGAVKE32HkJB2AUOOiK7oIJQhGqY51DBGJNYhBNz2fa6cX1HlPOUHETwydrkkRmNntPmIdq3Zgp26oJRQaCNEumjTGB8qC9Hxb8DTLoR1FHo4XqRAad9AuQlW52usctOYcXXtqgKikMr2r8NPaZeBNlflPIkbnB+0YPV85MSfKTlCFCpNcNNYORxClJHVa5+MNY21em17jDSixIoaBI+Nnd8ldMSCEMMwC8KrD4bJiHox4m5qF6RkiLByhJTQxr25Un4Q0cgdQnRmMjsbSaHSNDJ22w84P2iF42IEO4Qu3yHUVKPV83lgrukHS7dNb7HqeR4ZO9/I2IyGsXs9ahjLgozpf8ZAV7hpjKrnCSXLv8FR+XtBfkH/WJi3YYxGlNnJknty58JaSabkCNmRMfcCc8CCUCkcQpOr5xXaoXtNo2BpGhkj4oTPFpw3R4gzhBiGWRQWhBgmI+wmNlCaGsao8aXfMKZdw5itnKeTkWkNMg4HDWO2ch4IYoMbykObGx5WUjlPgdK02U23OIR1VYJQjVwmxQvtyNigVtuTCh1N1fMLzLtwqPRC0D3d865NbRjT2o2MXfHcY0L/Lw0FS2dNY5WEmsYoWLr8TxRlh4rPVznvAqWNKzFgLIuMjY3mCLm/K+DBwKdRbw6WXjvKr9nn96ggRCN/5CyNhauetyWWgh1C56UmJVpJarMsGYZh5oVXHwyTEXVjOzLmZeNihB0Zs2+sBkdqH74JUM/OvugsQ0g33IL/KeNB2Mr58m9eNqFyvhG3EZE7aNtDNy6ZOHM6FHOE+vd5oXq+m4SLZWflI2O8cJ2LSO1CS2+qQ+gkaxgbBEoL6xAyFXYIETQ26lVAELpI5bwLlHYnIJiMeV8XkgjCr/ULHorQyxSNjXH1/PqhtRFVz/dGmsbIIUSE0P2mMSVcsDSzOJQhRJxysDTDMAvAqw+GKWYIUeV8MLly/kDt23Exahizl2QOoaQhs8p593WHBaGVVM43whYSmUe5MpdfPV9sGssGOwrV87GOEeZBKgu8+3Cw9Hx0/KxyfopD6G7Xbayocp4wdmTMOYSkTiorvFmHUAWaxiZWzs/5d/P3G9o0bzvuLpjnHSAjE9NQG4yNFXObauDq+VJVz5+MOIRIBBUCXZ1gJ6+el+QQYqf1eahRgBxXzzMMsyAsCDFMRkgOITsyNqVyXj5Bzbj8IFrA5BlCtnI+MXja8xFpjbCiG6+qQaHSCecHXTrUmUdDk82Ce8GMOIT8bGzvxJssVkwk37GVf69fmoYxwp/gEMor5+l1arcwMmanLklooJ7ELAutisHSbmTMVMohZDOE5hR4NLlc2B00xNxvo9TqSSdh6s3sL/b/z1IXmgWhElfP0+pKep6tnq8nedOYQJyU+3gvK56g10sWhBiGWQxegTBMRrcVIe5p+DWJNK+cpzPsWRHuoXqChhWEutBWDBKDyvnYCUI8LraaynnaLdDIWMwNYyshGqmex0j1fJCVbp/IXt81NPe7D58InjtQWup4orDjGsaUzQ/KThAP6FfPR5WtnifKnCNEd7kccwjN/8S2lfOchXa+6nmCMpgKDqHRYGlqGePzNCWpnm+fQqfDx7KUFCzdGTSNsUPo3JDLkIKlT3hkjGGYBWBBiGEyWofO3UAZQiavnDcuJjdBghN5jLqmyvl2f1yM0NYhRJXzAbpcOb+Syvla0oOiIEp2CK2EhJrGig4G4xaeefW8J8idInAqutatMjccLD03Xe+6dQeJaQ1jXQ+7/fwgNzLmcEKDorGxCpIHlXslHhvLpZzxUGk6KmZjSws0nYDg5di5quf7wdIkCI3f23WRIoZEZzgWn1mTQ4jePHrto7EcIaqeJyhYmjKESA/K3l6YcwRLc/U8wzCLwCsQhskaejrH7gy68sSgcj5z/ByrQ7vWdA6hDow3qJxPG8JWzj/tk0OIBaFVVs4n7BBamSC0M+YQyl0QTrqjprGW6c6t79hpGhaEFhoZU2k48Xv0MFDl/BV/eAeVj41VuXq+Ck1jeXRW/97P1IxZonb/qmlWYMCV8+ernido5I6ccEF97G9RqDTBY2Prx8ur508Ox5rGwjBEIoXNEZJcPX8huHqeYZhFYUGIYWjhkQVKE1LpQeW8oQQVGhdzc+91CpWOaGQsaxjzAeMJNBNgjyrneWRsKZwVvZELQrHkRf6qmsbqUo1sbwcOIUIJhY5ZsHqe8tj5kJmLjn8Dnp6c0XQaA0cxjYwVN1CUKo2saazK1fNOWCm1IJTJF3p0XGyOQ8E1jNEDxcuxUeaO5U5jd93C2JgojIwR3DS2fpQX2HVVrzWhacxoRHTSLYqR6UHcNHZOalIg0gY9HrtjGGZOeAXCMBQo3aNAaQ3PlzakkqAzjm6/S4LQAYQRqMcCgiz+mSBEgdLE09o5hlgQWg7WozVjLdiMXMOY4TGLlTWN0T1dL25aKVi94Iij6vlO2pvLFTH4GewQWsQh5E8RhO523eMyLAg5kULapjFyCFVXECp705hng9cL9F+8nCh3Zn6QpIaxS7yBFWXusTG6XpIMgqULdzo9Nh40DtkhVI7q+aAx5hCSWUFHCDPsEGJB6ELV8+wSYhhmXng3xTAUmps1jHm14cr5vLHkUO6jYZrwQ7ch014mCFHlPIA70n3d5jMyS8DM1TDGgdKrdQgRNlg622tZ4Yd2bHn1vFDo0VjSIk4HFoTmIhEBEtWEN6FhjLjbdR1Xe1nD2ADRr55XuqojY+VvGssdQjmUPTevMEoOIft+w4xVz+McwdJjRwC5ToQLlmbWjxfU0D09GHcIAejpGPU4haQTEBwsfaGRMeKEBSGGYeaEVyEMYyvnE0S9FF4goZMs4NOuLJ0qdKCocr7uKufpEuW7/CAKlKb8IOWjpzWSkm5YqsQ824CGdQixILRKhxA9s4eCpXNLQ18Q8pCaFB2ZzH9mn34cC0LzV86n4w4huqupYYzEIG/kHd3kI2PkQKFQ6QWar8pE2ZvGSI4bcwjNY/kxuUOI84NGse+8CwVLRxB+jdSFsW/VkHKGUEmwDqERQYgEUToGOnHknKhZsHTC1fPnQgqBQAocc9MYwzBzwoIQwxQcQn6gMoeQC5YmRCYIUX6QDZSms1n2jK6BpkDphAKlAx4XW1XlfDYyxg1jqxeFmkObreyRysbG/Lx6XrXnb5K3iceL7vy2s3KemJQhZLTBi73hhrH+9/qStst/ktw0thKH0LzCG7WL2SZLdghdvGksH4msNcdOKjSExj4LQqXAr9UnV88rhU7kHJA7VD0v2CF08WDp6o4JMwyzWngVwjDWIRQhtiNjmSBEgdJZYC4JQ0fKjYzJiAQhv9AwJiFj4Lbno8MNY0thIMVN+b5Obe08j4ytlsToYUGobxAaOISIE9GZXxDK3oEqalxZrSBkNDw93jJGL1NUOT8+LlYgExyqOzbmmsZkCR1CVmg7Z+U8uYPsz+AstIksJBOnTlwb5AgNqCPFkfFZdy5V9fzx0OVCKfSiLlIhbPU85QhxhtD54ep5hmEWgVchDEOb2P2eXSx6gbAb3EHDGNARbUQiQj2rnNdZACIKI2NPsUNoyUzfSjXijv1uwg6hNTiEim8ZNI9ETWOuel6BNuwSp6Izf7B0fjU+dGbS9VygNImlY99LDfYjORYonY+MOaQLmK5wsDQ9p7wSCkK5RDoa5z3PVtYJQtwwtpTqeYLymApNYzmUIRRBodN/tJh1jowRvdPxprEkDBEriWY4EIRYxDsfNSVwGqfQfAcyDDMHvAphGACtQ3fmXSpTaBijJb62DWNEQzezkTGXH0R188YXuJoKNKREe8QCzZyPs6I3aFyMYIfQukfGhoM+RNY01jLd+avnWRCa2yHkTcgPIu51SOwRuDLFIdQfG6t49bwNli7hyFh+t49Vzs9xDOjEuVG5YWw6uQNxLiiPqb4z0SFEcNPY+lF+YNdX3TFByEMax4iVsIKQykYG08ypzSzeNEb3XCsu32smwzDlgwUhZuuh0bDusRulUMot5gcjY65ynmikNcg4yhrGTL9h7LbJGsZ4ZGwllfONqG03wBwqvfqmMU8I+LR77W9gc4eQQ1EwqFmgep6uxk1jZ9IhQWhK5TyNixFX/EmvP+6xyoOlK+0QKunImMrcQP2XrPzFa+g4mYwNlBbsWplEP7MeCwZLk2jtB2MOIeIge69m1lw9X2tMaRozCI1GI076mxMeGzv/yBjBwdIMw8wDC0LM1hOFCcJuCmlPSWUBn/2FvMsP8k2AWuhEo9whRIHSxG3h2bOYHR4ZW23lPJ9WXylJttEdzhEaFoSoer6TktuORi7P/pn2IWRBaD6H0FRBSKGhNIIp7+bWIbQh1fOihE1jaiw/iCrnMV/DGI04cX7QDGiEe4GrJ1km08jYGL1je+T2ZYdQaarnx0fGnLDd1QnIqN3M3lcSDpY+F74UdoN3zDlCDMPMAa9EmK2HGsYoUNovBEoXK+cPKVDajou5Bow8VNrmB6VUOR/YQGletqyucp7HxdYzMkY0h/JOhquAaGQsTCPq35vfJUSHW7n2+KVCQ6LnXbEZQpO423GV89MRkFYQqrZDiO4HomxjY6MNY27EaY5xMdv45vLqmMm4d+D5ofve0Ht4rTH8c4RzCR0aFoTKEizdORmpns9ONHSTqN80Ro9bzNXz53ZiuaYxFoQYhjkbXokwW0/YdQ4hL5Au04Eq5/u5KAYH8glqpmYbxmiForOFi65ToDTwtG0YK9cmZdMr53lcbPWQxEMuocaIQ8gMOYQ8O0DTkr3FcoT48JlK6F2xocNe6gTpIvQydbfnYS8bdZ2EyUbGtFCQJoWobKUbNY2J0jmEvAkOoXnciyZ3s4zmcjHnr54nSPScECxdQ4oDdgiVRhAKOyfQhXUTrbvIJdSNe9CC3ufz6nkWhM4LC0IMw8wLC0LM1kMOoahfOZ9mDWODRQg5hOrGBUrb/CAx3DB223cOIWaVI2O8sC9H01hG9vz37fYYOJbt+R1zLAidmR9ETBoZi7XBo1BNyQ9y9P0qmbNLVjhY2kBWYGRsELJ+ZsOYfUx49HWpTWNpApBDaORubQiNfRaESoFPj48xCNsnY9Xzad40FiVQtmmM11bnpSYFZwgxDDMXLAgxW0+vEyHuafi2cl5bQYgaxsjpkELjRB6joV3lvJHkgBgIQio2uOV7XDm/1BGB6RskL43g6YQFoTVBDqGxDKH+JtggyGqdTwUFfy/wLsSHz1S6/jX72Z/QMvZSVyI10xvGipjssany2JixDqHybHBE9vQduvetA2uOkTEabRLcMDYPLrZ7zutSsDQJbX5jrGnsyPhcY14Sh9C06vk46iGRWfW8cNXzzPkdQr1UI2JRjWGYM2BBiNl62kchdGqQZRraxaQbgzE4lkcwwmQOoTaMbRhzR46uCVzXEr6Q3DC24sr5hDOE1tY0Nlw9n53Dz57/0jo4FE5B1fNzvr3Qj7CHGy/8pwVKKx1CTlDNKD+I2PPNzJExgiKZSWytdvW8hJLlea3N3jIKlfPucZgnP4sDpedn/pcG6ilPnHxUaw59hzKEIih0MmGUWR/Kr9k3+27raLx6Pho4hOjwSJLyHO9VrJ4n2CXEMMxZ8GqE2XpO9l02h6RqCztZkWUIGY1Db99e1tB1yKgHnalGeeX8nX7lPFscVlU5T7BDaH0jY1Rna5/9YtQh5PCkQhu9+RuCsnchDpaeTNe7Bm+CO4i41yVBmnKdZt/R+dhY1avnKZeKXiPKUj+fvWWMCUIWcUbDWOYQYqbjXl4WbBqjK6fxWLA0OYQIbhpbP5QX5AeNMYcQjYxRjmMoAF8b1LQB6UGazxWc2yFEcI4QwzBnwasRZutpHYaZIJRVzheijY/kAYQRaMQCgprE8oaxTBC6DR/aGHTZIbQSKD8oFQqaN1JrcwjR0dGYUT1PDqF2lnczV7B0fpVy7PFLWjnvXqNGudf1cMWj161ZP4FSpV2wNFXPywpXz9PIGKFEOV5vVTbMZEYr58+wOtr8INswxm6VZTeN9XOE6jtjDiHiIDuJw6y/er47YWSM6GUuxr3EPWZcPX8+FAlvlCPEghDDMGfAuypmq9HaoHtC1n0bPuACpfPlp3CV83XTgBeGQ5XzmgKlNfC08q07iE9gXRw68z9f5XwwV4sPc4nV88VRF3osCqfwfaHQtQIGHUlzPE75j+I1/0Q6/g34erxhjLjbVdj1zr7jrEMoq55XFXYImXzsrSwOoZGn7dyV8yRYWDcqL8GWrQjZe58a3Pz60PuEDwMPmh1CJUEFdXRPD8ZGxoheHNuHfDcbdeLq+fNTl9w0xjDM2fBqhNlqop5rGPNrCkanQ5XzRC4IUaA0QSNjthTJVs4b3LaV87yTXVnlfEiCEJ/hXRckfdKzfSxHqHAMeEIh0jFSQ5HsXD1/EehY6PmTR8boZep+V2FvjkBpuoNpqsxWz1c4Q6hfPS/T8lbOzwFVzrtAaRa2lx0qbaGRMbpvg8HYGH1JLqFDw4JQGfCDOnqt46H1lhVIKUg6cTlCu7E7zjlY+vwEipvGGIY5GxaEmK0m6iYIqXI+kNDJoHLenec12JdPUDd11zCmlM3gINKmsILQ0z4LQquEQqU5UHr9Y2ONUYdQ4RjwhbdQ05jdE3PT2ERi2UQqg4mV84eRQFdLOzJ2FqY/MiYhTQpR4cAmQ8HSJWkaU5MaxgTlHOHMkTHOD1reiYLB97Nrp+QwMWPB0jWkOGCHUGmaxugkXNQ57V9GRw65hJIoRCIFGnmwNI+MXShY+iRKbLQBwzDMNHhFwmw1YTdG1HGCkK2cJ4eQTTB0ktCROkBdNyHDTj8/KB8Z8xKDm54bGWOWFCg9YysljEY97iKWLAiVqnq+Pypj/wQ/6146lh3rEJprHUpTZ3wYTa+cnzAy9pGOe/ve8+ccGbPCUPWr53WJR8bck32+hjG702XmpugkOfvK9EKVjAVLN4TGPgtCpcCruer5STlCSdizDqGdMLY5ODwydn6oBIJeo9pZHhPDMMwkeEXCbDURCUK9FJ7vFvHOIURvnxpd0UNPdtHIRsZMNt9OZ9vTmsRTqQcpBNopv9Eug7O2USQGUcJTwg1ja88RGhKE8gyhbMPmQ9nH8lTSmCWPjF00UJqYNDJ2r6Ps8bCXd58v8JZf5ep5CpaWwqUJrROZfehFh5uMgabxZA6UXqhpbGFI9BxxCFHT2JHxF2stYy4FjzKeaCR2pHqemsasQ0hJ1BINTxjE7BA6N9w0xjDMPLAgxGw1raMedGKg+pXzbmSMVozkDiJshlA0cAjpmrRHzm3jdmJtHhlbSXgoBUoTnCFUjpGxwT4t26xlxwF9R0kPp3CulrlyhHhkbCId/7od71JmvBnsns0P0pBz3L1ZOVdW2i6q7RAymai15hyhXM4pNowVW91mB0obHhlb9K3hbKVt+Et6jgfDwdKUIRRBodN/9Jh1QWstb0qwdBqFiKQbvdxNNGcIXYBACvv2yoIQwzCz4BUJs9WcPHGbVuXlC/R88agHglBSg4wjKwhZI0NzUDlP4zO9OYNEmXlGxmZXztP3bcsYs1aHEHmAgnyjlX0ujnR4QqKNBZrG2CE0EQqU9tPuxHvwbkdhZ65A6ZGxMVntYOncG7TusbHsHMLAIZQ//8+qnKdxMW4YW4zhIsP5oOBuDAdL96vneWysFDhBaHxkzGiNMDuyqHqeBCF2dZ0PikEglxAHSzMMMwtekTBbzem+G8WQMssPKqw6DtQ+POOhHroFvPGcIyht0OoUuK18tHhcbClw5XwVq+ezs+z541Fwyimp0LZByNRKNqcgRH+dV/1DdLzrEwOliw6h+XCulTxYWulxx1F1EFmw9LodQq5xr+gQmufZSw4hbhhbRdNY4t7PC2NjjUx1PuCmsVLgBbUJgpBbZ0VJhEQI7CX0OAKpzXZkzoMVhNghxDDMDFgQYraa9nHkIlCQDMbFCGFwJA/Q0E14oduQ9UfGGhKSGsY8H10OlF4qZzmEEg6UXjtJ5oibmCNUaBrr6dBeZhZ4J+Jg6WG6/o2JglAvBQ5ihSuLOoRoGpaaxio8MkbY6vk1C0K0bS3e+2beQGlqGGN30KU0jY2RDgdLezDwoHHIDqHSOIQoQ6h4Io4cQkQauhyhnYir5y9KTQocsSDEMMwMeFXCbC061ei1YtcwposOITfkcqCeoGbqkFHHbniNzB1CEiIxuO0HnB+0JOY5V86V8+XAju0ZM7N63hMKiaG8jsiN+Jg5nwAsCA3R8a9NDJR+ses2TfM7hAgBaQAtlAuVrrAby0BCyaRkDWP01RyV8zTKlLW9MQtyxnNWnBEsTS9TTUHV8/w+Uga8oGGPhzikAgKHdc9JiSQOESuBnWzUiYOlL1Y930s1Ir4PGYaZAgtCzNYS9RKEeeW8bX1xDiHnaRBWELKB0lnlfO7wpwyhWixwzfO4cn5FlfODkTFeyJclWHq4er4oCA2q50/RmS9DKH8n4sOpTyo8xN4u/AkOIcoPIq4sIAiZ/siYgjDahlVX2SEkhS6VQ8iKFWc91en+1wlXzp+zaWxBOcg6hEBtVoXxvBpSHhkrkUOI6J0ejY2NJZlDqBkl9pFPuHr+4k1jnCPEMMwUeFXCbC0hVc53U6ixynnKhjA4lodomGYmCGWV89nI2FOp25B12CG0FM7aR6k0RpDGHChdEihMfZAhlIW+Fo6FQLjj5Vi5M79n5QjZ/RoHSw/R9a7Zz552wfdF7nYkGkrDX8Bo0g+VFptRPU+/yzrHxqY5hOYKlOaGsaU2jU2VCmg8j15cMuEhD5bmUOmSCUKtw4nV87GSNrx9R1P1PAtC54Wr5xmGOQtelTBbS9hxgpCXCUIQeeW8xqk8gRYadd2ADNv9QGkTCBgFPGOcU4UdQqupnKdxMYJHxsoBjYyNOYQKuzVlqHxe4FR0528ak5whVKTrX7ef/XSyQ2hXkcwmzv22L8mpUlE01ls9n/dRDgQhM/j/Myvn6a2GR8ZW0jSWxu4xCQZjY3XKEDJBlScmNwbKC1J+MLFpLBeEiCuamsb45Nt5UULY+nkWhBiGmQYLQszW0j4JkcbGVc5nLTwOg8O8cl43oKJeP1Ca8oOI28JDqDUiXlWurHKeYIdQeQQhqp33RkOls+OB5CBPemgJ1zTG1fOL0/Wv2ftzUqj03a7C7gKB0vnIGEGvdUYIyLTqTWPrC5bO5ZxBw1j+pzMcQtaxQg1jl3nrNpeFm8bo6nSfF4KlySGUQKJl+q9ezLqDpSeMjKVxhNgVurrqeR4ZuxDcNMYwzCxYEGK2lpNHbpxF0Zl2ynToL+oNjtS+/VMzlhBaw+SCUNMdMk9Ln91BK66cT4VEymGspckQIhpj1fODx9KTtOnKq+fngA4tPqSGHEIkBo0eHzQ58aC3SOX8pLGxLFi6wpBLaF2CUK7F9R+B7Hg4S+mxgdLsDrqEprEZ7yHkyipWz2fPGc4RKgfKp+p5dwJuqGnMGKQxjYlL7JIgxA6hC1GTkpvGGIaZCgtCzNZysu+yOQQtEEcq5w/UvnUH+WE4VjkvYoPbtnKeFyirghxC1h3Ep9ZL4xAiBmNj7nFxGVyDprFOv3qeHULnEYQmBUo/DiViIxaqnHc4F6QLlq5+9fx6HUJO5OyfQpjzOZ47hJjzU6wonwvKbQoafUWpnr3IHHLTWCnwgzq6Iw4hkWU2urExgd04AelBvOQ6PzUlcBon0OxqZxhmArwyYbaW1mHoNkhitHJe4FDuu8r50I0qGS8fGROQicHTtnKed6+Xf+a3UDkveQFfFih0PQXlCMnpDiHhoafDLKJ9jur5vkOIF6xEx78BNUEQupc1jJ3XITSonq/yyJhrGlvnyNhww5h7LGZJQlY0ovcMbhi7WNPYOXKEbLA0tY2RACGoBZGbxso0MpZEXVsznyOzEw0kCCVSYidyxzm7hC5WPU/3XivmdSvDMOPwyoTZWtrHkaucN65yXk+pnDdkX842vDQyRmNku0qhzaerVlY53wy5cr5sxNoMRsYIMVI9L5SVgrp2bMxJrXMFi/NhZemQQ2hCoPS9roQnDJpUv7MwggyQziFEI2MVPltsKKlKmLXUz3tjDWNUOT/7+W3yhjEWhC6re2AyaeL+TmFsrMlNY6XBy/KdeoVgaRLwyCWUB0vXUw3FTWMXgpvGGIaZBa9MmK0kiVOEbWoYyxp38pGxrDr4kEbGrCDU7Y+L5aHSt7XbBLdTPtOyEoxGPe5woHTJoG3WUPW8654fcggRedPYWdXz+be5acyJZ6F3ZWLlPDmEyB10Hl3B9EfGlP0sK3xnk0OIWIdLaHLl/NnjYoTgHLRLaRqb+upCfyFNIGhsLKMGzYJQyarnu63RYGmFtNA0tptSsDSfLTgvPhUJCOAoZkGIYZhxWBBitpKwGyPsJFBeXr2TrzQNIkToyDYauglFlfPZPLv2BIwvcCernO/wyNhSOCsWqB53IWGQsCBUumDpnRGHkCm45oKsg+xEdudzCOXvRnxYoeddsaLNJIfQCx2FHXW+jdEgVDqvnq9ujpAdQ8R6xsbGR8aye/aMynluGLsYWVLZ0GXuqzPuVBssPdw0ts8jY6WAGsXoY7xpTCGOekjy6vk0RcIOoXNDrisaG2OHEMMwk2BBiNlKom6MqEsOIVfDPFhQahx6WeV8NjJWDJTOK+e7mqprmaWNjJnZ+UEEj4yVL1i6LqlgPoP+UBCElG2BkjiVrinrTAkj/0EsCNlAaWJS5fy9rHLevW6dk1wQqnSwtKuelysWhFT+VM8vyF68zhI8uWFsjcHS9DwvOIQaSHFkgmLkGbNGocJWz7cGI2P96vkwhJYCiRC4YpvG+AG7eNNYlV/zGYa5LFgQYraS9nGINDZQFMxK42KDvhgcqUwQSmqQSTwUKD2onGfr8nIwczWM0bVYECqfIERHRKPfmjQ8z0FZNUoqtNCz7WNnbZitc4Kr5y1d/5r97I+MjLUSgZNE4so5AqWJbMoKwgjrEuJg6cXJJZ3xyvnZf48bxi5O7q5aPEcoE+N85wqqi9SOsJ5kbl+mDNXzo4KQsq46Tc4grp5fWo4QOYQWFlQZhtl4eHXCbCVHjzr2s1TFhjG3qKeGMWkUGqHzAOUOIcoPor3HHUWV87xrXQbzeBwaUSurnOeXqzIRZ6JoP1g6H7ssLDaper5lQ6VdcPiZ61D6EXxooetdh9LhWMbPi113DOz551/Q52NjehOq58mFJlcsCGV3ff8RsGUEs1/NjOaGseUx+joyx7FAI2NE0OyPjBHcNFYO/Fp9TBAarZ7fixPECQsZF4FGxiJtELKwxjDMCLw6YbaSkyfuzLuU2ra+0II93ypRoHTT5gdl2Sd5hhAJQrHBU1Q5z2+oK6ycb3PlfElDpelxG62ed8eSw5MeOiQIZS6KuXKEWBCyDWNeOqNy/pwZQnnOTR4srSqcIZQ7hFbdMqay8ce+pzQrIphZOZ8HSvPI2IWxuvOif0lrK8iJWr0/MkZwsHQ5oJGxqNOybqCiQ6hfPa8kdpIUSaKrXIy4dmqUKk0nRDlYmmGYEVgQYraS0/1epka4ynlyCDkPg6ucr5m6q5wn95D0+pXzVxNpc1Pa7BBaYuX8bJrhKRIeFyttsPSgaSzbEheq58khFOoYabYBm6tpjNeqNkPI0+HY5Xe7LlDau8A7Nx1vMq+eT6s9MkYZQvSUWeXY2MTK+bkbxnjJtQzOJQqQSyhzCCkB1MHV8+VqGjPotY/7l9G6jN5T8qYxcubVteZg6QvA1fMMw0yDVyfMVtI+jmzlvBDGLtIHlfPAgXzSD5S2+UHZHpYEoWe0E4dYEFoms0UCcghxflB5c4SGRsaIQr6Wn1XPt5GPjZ0BO4QsHf/GWH5Q7hDaPWd+0ADRdwhJnZxzd12ekTFilWNj4w1j+syqRG4Yu9ymsbkgUa7QNEY5QgecIVQKvCzwu1cYGyOpV3peNjKWVc9zjtCFkEL0c4QYhmGKsCDEbB0k/nRPYni+W1oKa6OlBaYGRd8eqUPU7chYpz8uZiSgA4HbxrN/v8Oh0kvhrA2Sl0bwdewyhJjSkRgzXj1fEBh84b7XEq5p7MyRsby+qcIixUWh37znX5vYMHaXBCGbe3aBn29HxpxDiB4Taaq7OXC5VKIEDqEzKue5YWzpFF9n5jocSJSjEwvZezo5hPZ17fJuIDM3yg+sYNprjVTPS4Uk7CGR9EoF7HHT2FLGxo5YEGIYZgQWhJitI+olCDuJXRcOV84btFQLqUhQz0bG+oHSdbIvA3fg2YYxloNWXTnPglB5HUKFtxFSKgpiqQfPHl0n0jmEzhwZy37UNgdLx7KJVAZjGUKJBh6E0lbOX4Q8VJocQkTVg6U1BUuvUBCip+jw6//ZzjduGFseTgx1AkF2yXx/Mcme55kbhYKlOVS6XNXz401jziFEDzq5hKwgRC+EzIWCpbl6nmGYUXiFwmwdUTdG1E1htZ4sP8ihcSRd5XxNN6Cibl8Q0k13qDwtA3R4XGx1lfNh235mQai8GUKeEAj6lpVhQYhyH5T0cCK6/Tammeaf/Mek2x0oTYyOjD0MJVIjsOeRrLaM2aNs3KriwdKrdAiRhJb7Sd0/nj/XuWFsldjHgFxui/wlnboA8NpAEDoxHhKyzDFrxwsmV8+TIERrNHIJsUPo4tDIWDvRSNjlzjBMAV6hMFtH+6iHNDZQo5XzWcMY0Qyly9koVM7TaeE7ns/jYktinmU4OYRSoaB53KK0DiFiKFi6v0l2o0lKSrTQy7qZ6My+OPsdKd3uQGnCS7sTG8auXNQhlN39m1I9r1coCOV3ff8Znr93zJjhGzSM8XJraZDufM5gaZE7hOyLjMAh5wiVAhXUhzKE+tXzxiCN44FDiAWhC0GlKMRxtMVvsgzDjMErFGbrOHzYGa6ct4t6YxeZJAjVdB1B6Bp+tJc1jDUEVGxwy/M5UHqFlfONqIWI3UEVEoTcJnngAhK2aaw9VD0/Hbuvpo8tPsS6/g0b9qzMsFBzr6vgC4M62a4uiB0bszlCFCxd8aYx5OUAemWB0kWHkOumnKdhjEXt5QdLm8WbxgoOIYKbxsoBjYxRy1gxG6pYPU+CUD3VSFnIWErTGI+NMQxThAUhZus4fpwLQmm/Ycylmwgcyv1+wxiRO4R0Q+JWoqCEYEFolSNjUYsr50sMHTkkCjX77gdyCJHSYArV8x46Juxv4ObJEdrmDKGODZTujt1LL3alHRezGfgXwgUgS3r0hITaAIcQsQqXkMrygvrP7rkq57lhrDTQc92vW+W5Zl+JDOcIlQQ/qNvRyqh7OpQhRFD1fKIoBB+oRck2dw5cGE8K+FLgOOZgaYZhBrAgxGwdp/s9tydSxjaM2VwB614Q2FePUaNA6YgCpSl1WvQr5+9klfMtrj1dCi6LY/YuaSdkQagKTWOj1fOUm5LjU1OMSREhmesxZ4fQ9YkNYy90FHaW4A7aPIeQCxhWK3AIjTeMufeNWXDD2OUFSy8MPRb0OWhYYZXGxtghVB6HENE9HTSN0Ui/yHKE8ur5nThFeq55QSanJiWOQhaEGIYZwIIQs3WcHobwfHfGdtD84rp3aGSsrhvwqHLe8/vfoZaxO8ZHagx6hYwU5vycdcZc6BS1pMuB0hUIlu5Xz+cParFpTGRCKlzT2JmCEB2SW7xW7fg34Y80jOUjY7teupQ4aTvmRM5IKe14WrVPuZOov5qmMTVJECoWVU6AG8Yuh3M5rnTi3F1ZjlCdm8ZKJwj1WpOaxnrQUiARHCy9vKaxLX6TZRhmDF6lMFtH9yRyDWO0kegvKjUiEaMtW6ibJlTYhsnsypoq5yVwGx5aPC62usr5uG33WSwIVah6foIg5FtfBXCaCUJ6nqaxLT7MutnIWJHjWKCVuJGxpShCJIYbCpVW9sfJqjeNYTXB0vRMLj513cjYjEBpEt24YexSONdhYM/uxBB5jhBSPNG1Zd805hxQnqPNESo4hPpNY6ETyBOVCUJcPX8hakrgJE6gK30igGGYZcKrFGarSOIUvXYK5QnX+lLIOjlWg8p5LxxUzlOgNHFb+uikW7xTXSpnL0QaEVfOV0UQqlEWTb5FI1Go6BCCgBQSJzIPlp6jacz+9e1brMayjkQ1xhxCL3adA2vvgg1jOQMZI6+ej6rfNCYv97XZCmcjDWNnjUCahBvGLgtbaHiev0jB0nnTmEhxqHkkuSwov4Zua4IgFLmSD8oR2ksSdggtwSFE9+BpzOtZhmEcvEphtoqwGyPqkiBkCpXzbnFxkFfOxz5EmvQFIQqUpqtw5fyKK+fDlo39TKRzmDDlJMlGKPvB0nanVmiKMQKeVDiV3f7lM5fzbpe9lS6hfuX8iEPoXofuW4Ndz4XfLw0K1afHqOLB0jQyJi/ZIZSnAA0EoexPM8fF3FgGN4xdJuZCglAXHrqGl8JlwAtq6J64E3PFkTGdJNBpanOEdhONmIWMCwtCBDeNMQyTw++CzFZxut+FTgyUosr5XBBym1hqGJNGoZGF7eUZQhQoXYuBa8rjhrEVVs5Tw5h1B3E9T8Wq50kQ0jDZPCaNJimh7MhYNjB2tkOIrpVu57gY4Y+ESlN+ELmDvCUdC/morMyCpVXFR8Zymewyx8Zyc9agct41js0S6PL8IH4JuwQy4XjhqRd6TEi89gM7MkZwsHQ58IIGeiMOIZGN7ufB0j4587h6/kLQ+4gSwDHnCDEMk8GCELNVHD50Y0hSuipgXaycV/to6KYdFyNsy5gdGZO4nSjrKGqxQ2hJcOX8ppDC2I9+jhDt1EaOE3IIdYzLEKJ93Mzq+fxbW7jm7/g3IEwKpd2IRFEQ2lFLyg+yiEHTGAVLb4BDiLhMl1BeOZ8/s808DWNUOc8NY5fCuQ+FzLVFLiFyCBH7HCxdCihDKI1DxNkaLB8Z6wtC2XtMLaz269W6obUsB0szDFNqQejtb387XvGKV6Ber+MzP/Mz8Qd/8Aczr/+Od7wDr3rVq+z1X/Oa1+DXfu3Xhr7/y7/8y3jDG96Amzdv2hfBP/qjPxr7Gb1eD9/8zd9sr7O7u4sv+7Ivw8OHD5f+uzHr5/iRW2jYkbE8Qyhb2B+oJ7Zy3jaM0feyhbyrnHfCBDuElsM89eM0Msb5QdUg1maCQ2gg+nlCoasjaLuldhvrqeStTVt4qHW96/DT7tiRcbdDDWNn9rMt7BKyTWPWIVTtDCH7rKIcoUsVhEYbxs4WtW3lPDeMXSoLp8lobYO+RdCADwMPGgccLF0K/FreNFaonqe1mJC2aYxCpenxrodptYsRS1I9f8gjYwzDZJRqpfJLv/RL+I7v+A687W1vw7vf/W689rWvxRd90Rfh0aNHE6//u7/7u/iqr/oqvPnNb8Z73vMefMmXfIn9eO9739u/Trvdxmd/9mfjh3/4h6f+u9/+7d+Od77znVZc+p3f+R3cv38fX/qlX3opvyOzXk73e7S2sB8DH78ThPblE9RNAyrsQBcq5ylD6I7xEGrdH49hLsaZIxTG2JaxmB1ClYDKnIcEIUIPC0IkA3UR9UfGph1KYpsFIdswNjwuFmvgYU9ijxxCS8Y6hET1HUL0hCHXmZJ6ZQ1jrnKeVLUpf8E2jCXcMFZGshwheviaVD3PwdKlqp7vng6q58m9LT1qGgvt8RZLgd04QVp4f2EWhxxCxxEJa3w/MgxTMkHox3/8x/EN3/AN+Pqv/3p84id+In76p38azWYTP/uzPzvx+j/5kz+JN77xjfjO7/xOvPrVr8b3f//343Wvex1+6qd+qn+dr/mar8Fb3/pWfOEXfuHEn3F8fIx//+//vf23v+ALvgCf9mmfhp/7uZ+zYtPv//7vX9rvyqyH08MQnk+ZDvmuk6ChMdcyVtdOEDJZkLEJBIwCbguf3UFLxJ7nm7EOqcddSKPZIVQRYqOxMyYIFarnhTueWujZx/5MrwuZ97bQzd72b44JQg960oodLlB6edBjQJHSVD0vTWpH1ao+NrZKh9BZlfODQOlSLbM2D/tWco5g6ax6voYU+4YdQmWAAqSl54/lCNHledMY5QjZ6nluGruwIJQag3ZS7dd9hmGWQ2lWKlEU4V3veteQcCOltF//3u/93sS/Q5ePCj3kKJp2/UnQvxnH8dDPoRG0l7/85TN/ThiGODk5Gfpgyk/nOARpPbZhrL+INGirU6QiRd1QhtDAIUT5QcQdqpzn/KClclagNMGCUHVGxuqURWO/cptkMyQIObHoVPT6ZyTPzBHawnVqN3AjY6P5QcSet8wMoUIob/bYVN0lRALXKgUhN7wye1zMXo8zhC6dcwVLe4EdC6ccoSccKl0ql1Cv4BAipCSHUK9QPZ8iTng9dhFq/aaxLTzzwjBMeQWhJ0+eIE1T3L59e+hy+vrBgwcT/w5dvsj1p/2MIAhw7dq1hX7OD/3QD+Hq1av9j5e97GVz/5vMetCpRq+VwCNBSMrhynnpKucbaR0yDmGyUSXKDyJue+wQWhZnbaRyQYiuxSNj1YBGKUlfqNPm15rvhM2nyZFG2mDpE0Fix5xNY1t2uCUiQKx2xhxCL3YVAmlQk0vOEOpLd+41rvJNY0ZACpIZl+8ckNnHaOW8mTH7agOluWHs8hEXCZau26axIxMUJ1yZNeL5taGRMUJ6HtI4sms2EoSaqUZCs7TMuQkkOURZEGIYpmSCUNV4y1veYsfN8o+7d++u+yYxZ9DrRIi6KaQy45Xz6on9Y7PnFhk6EyIoP2g3FjYfpZ1u2Q61FJXz/BJVlZExopnnpYxUz1O9uZKq7xA6M1S8Lwhtzy6t61+3n8ccQh2qnNeQQ2Ouy6uep4wOOz62IU1jSi7/dTr3+BQr5zFP5TznB62EhV8l0sS9/9dc0xjJiMeGTz6UxSE0JghR05gxSKPIjozRUed1q/16VYqmMY+bxhiGcZRmtXLr1i0opcbavejrO3fuTPw7dPki15/2M2hc7ejoaKGfU6vVcOXKlaEPptwcP+rYE7tKpfbMrbGnBF3l/L7aR003UKPgQlpgFkbGnklc/kmbR8ZWBjWMceV8tUKl6ejoB0sTdLzkmisJQkLhFAOxQ88xzjT7SptFJxOEPD0sCL1ADWOXEChddAkZqSCr7hDKxJnLGBvzsudxsXL+LL+WHRnLxvGYJSOWUz9PTWMUKk0c8NhYKfBqdcS9NtJs5DLPEOpXzyv3iHP1/HKaxo74fmQYpkyCEI1tUaDzb/3Wb/Uv01rbr1//+tdP/Dt0efH6xG/8xm9Mvf4k6N/0fX/o5/z5n/85XnjhhYV+DlN+Dh907GfppdmZW2MX9rSkPCw0jNEYQB4qzZXzy2eeUOFmdIpYsiBUNZfQmEOo8H0aGesYElxtx9jZDiG65hadvOz6N2yws6edKE2QieHFrsQeKRJLHz1yDVmuel5WvnreNo0ZCXkJghB15LlBx4zMETeVrGGMHUKXQ64X95ndUTAZaoALGqhbK6LBvmFBqAx4QWO8ep4cQhC2el4LgVRQ9fwWvTlcYrA0OYS4aYxhGLfrLQlUOf+mN70Jn/7pn47P+IzPwE/8xE/Y2nhqHSO+9mu/Fs8995zN7yG+7du+DZ/7uZ+LH/uxH8MXf/EX4xd/8Rfxh3/4h/iZn/mZ/s88ODiw4g5VyediD0HuH/qg/B+qrad/+8aNG9bp863f+q1WDPqrf/WvruV+YC6Ho0dOELInm4Yq5yX21WPUdN0JQuQOyr6dNgTuhJ4dF9sis8L6K+ejNo4aN1Z0i5hlkNDjVmwaIwG1sM6kprETkyBGipoVhCjHa8rzIb8s3S6HEI2LFe+O41igncqlN4wNOYQMbNOYSqsuCF1esPRooLQNnJlROc8NY6vHjqIuEthEI5L1XZDhhHKE9tkhVAr8rHqeBKGda08NV89T05gQiKREM0rQmvb+wcwtCFH+XzfVaHrsZmSYbaZUgtBXfMVX4PHjx7YmngKdP+VTPgW//uu/3g+OJmGHmsdyPuuzPgu/8Au/gO/+7u/Gd33Xd+GVr3wlfuVXfgWf9Emf1L/Or/7qr/YFJeIrv/Ir7ee3ve1t+N7v/V7753/5L/+l/blf9mVfZtvDqKns3/ybf7PC35xZBadPepBKQMpiFgct8xUO1T5uJ89BhQcwmT1Z+wLGF7gTUcPYFu1MLxnrDskDTCbgpyE8nXDDWMWghWW/ep6OL3JJFM489pvG0EPN1N1VsgSbMfJDdIsOO8oQGg2U7jeMXdLIGN3JlO+UCAmZ9pwlqcI7LAqWvpSRsRFHinWWzgqU7jeMsSC0Es7zlE1c6Lfxa6gnXD1fFqh2npr5RnOEyCVUbBrbjVMcawMvGyFjzicIEeQSYkGIYbabUglCxLd8y7fYj0n89m//9thlX/7lX24/pvF1X/d19mMW9Xodb3/72+0Hs7mcHvagfDEcKA2DnuyhJ7uo6wa8sA1NdbSFyvlnJDWMsT9omcwyKO+EXDlf1ZGxK8p34xz5ZtkeN+448oR7u2mhh1uZ34J8L3LCs8FOnNFf26KpgLZ/c6IgRIJZ0zqElr/xIV1WamMzhGh0TJoEWviVDpb21PIzMbyxpyI9Z+UcDWO8Wb00zEWDpbPnSdBAo6u5er4k0DHjqueHcz2l9BBnglAsBXbDxFbPe3acjDlv0xi9Qh2GMZ5tsiDKMNsMn75itobOSWTHxexZwX7lvMsPIhq6AUkz6nnDWFPacYpbXDm/8sp5ggWh6jmEqP+lRmMy+Ua40DTm2XwX6ZrG+jlCMyBRaIsOu27gRsaK3Ou4/CB7ElxcYqh0NtpU9aYxJ5sZWz+/TIYr5/P0K24YKwviPDlCNucphciaxjhUujx4wZTq+Sh01fOeQkCPH+cIXbxpLMsRYhhmu+EVC7MVaG3QO02gvGLlvBuP2M8q53ciEoAMTCYIkUPoVqrgCcGC0Kor56UHwxuqyglChM0RKghCOSQWUbD0iej2a7vnq57ffBIRIFY7Yw6hu11l84OIy3AIDXBn2VXFm8Zy8XGZY2MuznZCoPRZI2OcH7QGFvQJUdaTbRpL0IWHrrUlMuvGOYQOxqrnjdb22EqyMTGfq+cvTE1JHEZ8PzLMtsPvfsxW0D0NEYcaSpkhhxBtsg7kPjzjo95zb4q6Xzkv8GxWOd9KeWRslZXz7A6q5sgYHVXFpjGhySE0Uj0vupkzhZqbZogcW5QhRPlBxKhD6G5HWYfQZYlBeZRX7hKqevW8850tN0dovHL+DGdbv2GMR1lWzcJlSSQIkUMoe6HZ1zw2UxpBqHNiBaDx6vkIsXKDxgELQheGm8YYhiFYEGK2gsMHbftZKl2onKdFoMCBeoKGbsILXQtZHiqdV85Te1LvrJphZmmV8zvRKRIWhCpcPV9oGiscN1YQkhJtQy6Y3CE0YxPXdwiZrWgYIzw9EIQiDTwOaWRMX/oQp8yaxmTlm8bI/blcQYiezWZoZEyfMS7GDWOXyrS7/jyaKY32KR+N7CWLq+dLVD1P6672yZBDiLDB0kLYHCGunl9S05h2TWMMw2wvvGJhtoKDl5wgpOzmqtgwRoLQY9t6pGygNFXOi4EgZDy00i2xKayAeTJW2SFU7bGxUUGoKPh4ksYyIjgvUe4TmvKkyOd0tuDw6/o3IEwKT4f9y+53lb1vdknEvsRpMXIJ2VFZIaEqniHUbxqTS3QIWSdbgVwQmlY5zw1jl840iXjxYGknKPi1OnxozhEqCfR4EL3WIEfIhrSrrHqeBHMp0Qir/3q1bhqFpjGGYbYXXrEwW8HRI+f+seaf/kLeZQgdqH3rEFJhZ1A572WV84Ir55fuR5ixaveTEL6OEbEgVEmS0ep5svwXHm+qniePWAdh3z1kznh32oZg6Y5/w46LFTWGe113B+QZQpeJGxlTULrqDiF6PslLcQj1fz4pnDMEOm4YW6NBaNFg6dSNyrhg6QT7LAiVAuXX7NpsLFhaeUiivHpe2Op5nnS6eNOYzJrGGIbZXlgQYraC031XOS9p9rxQOZ8gRUseo24aUL32oGEsq5y/o0gQYivtMjkrUJpgh1CVR8YGGUJutT54xP2sev4U+djYjByh/OJtEISCG+OB0h2FujQIaJ7rErEJReQQkhJCJ0NjflV1CLmWseXcb/SMnegQmvbv0xgSj4tVKlhaBHXUoVkQKgkkpvpBA70xQUgNqueVRCOlkOlqv16tG24aYxiG4FULsxWcHjhBiN78hivn9+3anirnVdSFyQOlmxJ1I3BVeWixQ2h1lfNhLgi5x4GpFpGhivSR6nlNeV1ZKww8u5VuIa+en9E0lletb8E6tePfHBOE7nUVrvhZw9hlmk3syJhzCImNaBpzy5pluYTUgpXzhkbGeFzscpn2VpJr0Iug86axFE8Mh0qXBTWpep4cQqEbGUuUtBsY0am+q3HdcNMYwzC8amG2gs5xbMfFKNdhuHL+sf3+TuTZRiRdqJy/kzo3A1fOr65yngKlXeU8N/RsVPV89qCT2UVJL6uez2OCJm+u7V/fkup5CpUebRh7oU2V85c/D+GkcTdqRciK5wjljjMlL+4ckNlHURCaqQcZA61TbhirEvR8D2hkLMWxoRIJHvUrS9NYd1L1fJrYsUwShOz1OtV+vSoD1iEUctMYw2wzLAgxG0+aaoTtBMqGszqHkBtUcflB0ig0eslQ5bxuCDyTuD+3OVR6ScznEOJxseqSDFXPZ16K7DL3Zwr8VVYQcuXdLrDXzDrjv+GHXyzrSFRjSBDSBnixR5XzmUPokmrnh6vnqcpZVN4hRL+JDZZegkMol3X6T8/+c1nMaBgzPDK2Rhbe0iaU+STQ9Nzz/9CwO7U01fOt4yGRol89H/agpbDm0aBX9derkjSNGYMON40xzNbCqxZm4zl50oVODZRnBs0vWQ7Egcwr591mzGQOoaQp8Yzx0NXpNkysrISZ40FDlfO8IK8qJguWdg6hQvV8bqww1DQm+xlC+fjN1OcFHa7J5gdKE36hcv5JKBFpgT0SsS9RDBpzCUm5AdXzywuWzg1a+TbJzJEfRHDD2Ho4X7C0e8waNfe+80Tz2FgZ8IM6jE4RdU/7l0kvF4RC+94SKYk6C0JLEYSIIw6WZpithVctzMaz/+LpzMp5GyhtK+e94cp5eGjzGZOlwZXz2xMsvTMULF1wCNEmW3joGMoQIuZoGku3QxDyCg6hvGHMOoQuXQ9yFequen5DmsaW5hDKHGyDH+w+T62c54axS2Xuu3UBSYie9zpFo163HjkOli6PQ4go5gjZY0sqxFn1fCwFGuGGnzFYZdMYB0szzNbCghCz8Rw+aNvPnueGVBy0SR0IQl6PKuf9QeV8IPCM8Dk/aImQD8TMUTnPglC1iXOHECEmVM9LhRQaPcT9PK+ZwdJ0CG5wtgE1jEmdQJloqGFMCYOmOstTtxxMlu9EglDVM4SIZY2MjTaMWYfQDLHHcMPYClymZ19p4ZcLahqrNdBEgn0Oli6VINQ7PRq6XHrKjowRsZTYidONfn9YWdOYR01j1X/tZxjmfPDKhdl4jh93IZWAtBkBA69CihQn6siOjFmHUC4INaUdbXlasSC00vygrHI+Urwg3xhBCJkglLk2kDmEkDWN5WNjU6vn8wnPdLMdQr7uDN0DtmFsBYHSo9XzWkjnEKr4BotGxoQwWf38+aFn6tA9Ye+XM0bGeFxs7Sz87KXsp6CJOjWNsUOoFNDYpQuWHmkak9Q0Nqie942BjNnJfVHqUuKA3VYMs7XwyoXZeE7388p5CaMHDWNH8gha6EwQGjiEqGHsBhR8IdHKNrPMxZjH5bATutE+dghVf2TMEwJBXj1vc1cG+MKJRZQjlAu05qwnzgYLQl3/Brx0uHL+hY4LlJ7hnbq86nnaYJmk8g4h4qIuoaHKeftYzJAaSFBLuWGsCm2WY5Czy/PRlIYzhMreNEYOoci9Xiae28KodvXHXEvRNBblrl2GYbYNFoSYjad1GGaV865hLI9Q3VdP7PebsXKV81nDGOUHPZtXznPD2MoW6c2QKud9G2zLVL963uYIFarn83WmMhT4q3AKqp53m2z7/5OeHPlTodr6xEza/k14hUBp4p4VhM6oOL+MUOlMrKv62Jh7Vl1sbEyMCkL9/CBuGFsrZt7rLLCxtY8dbNPYgQlsyx+zfrygNu4QUp7N6iLxNVHCHp9+hwWhi0IjY6kBWgmveRlmG+GVC7PxdE9iKMrisEIDbT5Tu9g/UE9sDXaz694AdcEh9Ezq27ak7oi7gTkvxfymyexEFCjNDWOb4BAiXNNYtnnWo01jCieSqudnt8/Zv77BwdL0+3f9a/ALDqFWInCcSFzxL79yflL1PLEJ1fM0oigvIAjlPp9+w1jfLTpNEOKGsTKxkNEhTezJokbNs+Orx1w9X57q+dPDqdXzUkpEUsDvVv31av00sqaxQx4bY5ithFcuzEYTdmPEoXaV8wW3Ai3qD9UTNEwTfl4533cICdzR1DC2obvQNZDXi581MsbjYtXHFHOEsmNOFJrGJAX+yswhZC/N+8am5whVfIJpKpHahZbBUOU8BUoTuyuqnM/JxTnKEdqE6nkbLC3TpVXO2zaqWflB3DBWHs7zEKQJduouyJjHxsqBFzSs8y7uuWKQYUEobxrj6vllQGPe9HHIwdIMs5WwIMRsR+W8XwwDdQ1jJAjVdAOqN145/yw3jC2VM/dIJCCwILRh1fOFpjEz7hBqmdwVM2fT2AZXzvtjlfMGu1Q5vzJy4c6NjVXfIeSCpb0LOYScq9EUG8ZmVc5zw1ipWHjqSyeoNxp22PCJ4fehMuDVJlTPS6qel/0cIXIINbgufTlNY5QjxA4hhtlKePXCbDT794uV8/2lvd187qtH1iHkhe1B5bwvYHyBZ2SANgdKr6xyPkh68EyK2OOF+CZADqExQYjIngMkCMVIEMGNaswaG7PvUsnmVs4Tnu4MOYQoP0hR0PMKzSY0NkaB0maDHEKuZcwspXIeZ1XOJ9wwdqnQy8j8V7VXXjRYWtYaaCDFPjuESlU9PylHKM6DpZVEPdEQKa/XLkpNCeyH1T8ZwDDM4vDqhdloDh+07RpeenmmgHMKJdA4UgeuYYwcQrkg1JBoGoE9cjCwQ2hJnL0sp/wggivnNwM3Mpa9vYhC9Xwm+vhZ9Tw1jQ1GxnCGQ2jzkl47/k2oNIQy6VCg9C4J2Cv/dQUkbaKlgtoAQciYLA/pnC6hcUFoRuU8NYxpbhi7TM6njS4WLE0Or4aipjE+MVEGJL0W+TWbIzR0uVKF6nk3WBv0NvSswQppKIWTOEHKTWMMs3WwIMRsNCePu7ZyXilZsPwLHAuqnE+tQ0hF3UJ+kMQduD+3OENoZQt5GhejJUjCodIbQWQ0lBCo2REaEoSyYylbZ+aCUCurns+bxibiJqhmKEbVHhnzC+4g4iMdhStDjsbVOoS0UJAmhSiIVFUkz6Q6b47QcOW8czlO/be4YaycjqJFDqEkaxpTEo/ZIVSqsbExh5DnFQQhJ8L63eqL2OuGRsbokDnmETyG2Tp49cJsNKf7PShP2Plo11ThAqUP1GP7/WaUVc4XGsaeTTx7Xc4QWl3lfB4oTeMqzCZVz2fB0vbrgcThgarnZaF6HmdWz29isHQ7uAVPDxrGIg08CqlhzL32rHRkLD9WN6R6nn4bGyxtx8YWZ7hyfnAyYRLcMLYizCVenYLvdYpmoLh6vkR4fh3dk4Mp1fMJIAViCkRuV/31qhyCEHHIY2MMs3Xw6oXZaNpHkW0Yy7MdjD3rLXDgucr5nY5b6OuCQ+hZTYHSehMNCWthpvsjo8mV8xsXKk37KTs2Vmz3KwRLK+nhWLjq+fwbE58n+UUbqM+2/ZtDgdIvdinKWNgMofWxKdXzLlj6PCNj5F9zIuWclfPcMFY6zpcjlKBZryGB5Or5kuBnDqFp1fN0zFGwdMAOoQvj0f0oqWlsA8++MAwzExaEmI0lSVKE3RRWZ+gv1N1GdVA578Y18lDpdEfijvHRYXfQStkNT7hhbMOYWD2fC0KaFp8SJyKvnifM5Op5kX1s2Bo1FQqhdwV+OhwoTexlDWMrrZ3P/in6NzcpWFqJxZ84aqxy3jVTcsNYFVksR6jZaNo/cvV8marnY8S9ztDIGBGHoX17IUGozhlCS3MJHbBDiGG2Dl7BMBvL4Uttuxa0DqGRyvkD9Qh1TQ1jHecOopGyocp59gctC6sHzFqTG41m1GZBaFOr54sOoQxy55FDqFg9P+1pYv+63LyRsS5VzgsBX3eHBCEKtQ0k3R+rdpu410Byb1GO0KYES59nZMzLxhvzv1l0J0xCc8PYZuQIpTGajRpXz5eyen4wNmbdeBQsnVfPK+mq5zkM+cKwIMQw2wmvYJiNZf/FU/vZ84cDWums8b56jIZpQPVafXeQCSRohPoWbVQ5UHrJI2PTacQdSKMRc8PY5lXPZ4GfQ01jxkkdvlSIECNG2t9wT3QI5e9U6eYFShPFkbF7XYkrXuakWsP0UbF6XunqC0L0fBLCZPXz5w+Unlk5T/eXTrhhbBNIE0gh0JTUNMbvR2Wqnh9vGisES0tp3yL8cMPOGqyBhpLophphyidFGWabYEGI2VgOXurYTRXpPcYmRLpdVooUx1nlvBe2h/KDnqa4WyE4UHpJzGrmKQZKE5HHZ2Q3zSFEGUJiRBDKnxLeSPX8zKypDRwZo8p5avIqhkpTwxjlB61JDxpUz2+MQyhrGlswR2iRynnXMOZcC8wlOn3O+VcXzRAicbqhBFfPl6x6fqxpTCnEvUH1PFHrsrNlacHSEd+XDLNN8AqG2ViOH3Xg2cr5vGHMuMp5SZXzGnXdgAq7g4axpsAzWZBkiwWhpXJWwxidyU8kh3humkOI5KA6bZRt01jmEMq+H2RtVtQ0lktBM5vG7CG5OSMBneCGdQf1M7MNcL+rcMWn8O31/J59h5BUkJpGMKp9ltjJjOJcgpAZ+Skzx8Vswxg7hC4Lsepg6UBx9XzJXELjgpBnR8ZobaeltG8PAQtCSxGE6Lg5ZLcVw2wVLAgxG8tJv3Kenua05XQNY4eeq5zfCZWz+xccQs8lPnpaI+JZ9JUt5EkQirzaaju2mUsnyhxB/Rwh+roQFKToP1s97xb1ORNdQnQI04+rtj4x1jBWdAc97EkkRuCKvz6HUP7vkpS3GU1jWfW8TC9QOW/OrJx3DWMXvKnMpXFWBtQQOkGzFnD1fMmaxjon+0OXUbC0SVPX8CcFQinhsyB0Yai1jXOEGGb7YEGI2VhaByGk7Q8ehNq6QOnHEEZip+vOgOhsVIkEoWeMx+NiK66cJ0GIA6U3j8S2hgFNyhGyDiHj3CdD1fOq3zSWuzCmNo3RtTbo0GwHt4byg/KGsSsqkyLWKTBk7i2ZxhsSLD3/E0dld72et3I+pQ0pL6UunfOKM4seRzZYuo4UEkdcPV+aprHezOp51zQWdKo/5loGWBBimO2DVzHMRqK1QdhJ4FHDWLFy3rjK+SZVzve6rl3MqkaZQwgB2hwovTTmOWu+w5Xzm980NkHRkbkghLxOOM8RmvFOtSEudvodu/51+LpQOd9Vtl2snnWer75lbKR6nkatNiBHiATGRQQhb9HK+SSCyAQ0ZgO0pCTBTuCEIA6WLk/TGAmvUbc1JgjFUc/mPtrqeRpzYnf3UoKlKUNI833JMFsDC0LMxuYHUfwFNYwNIMeCwL5HlfONQaA0LfRpoqUucZsaxtghtDTsBn/GmkLpBPWkx4LQJjeNFavni01jBvCkZzOE7GXZ35nqENqgYOlI7SKVNfjpQBB6oaNsw9i6xKDR6nnKEdqEpjF6rlHL2DwB94tWztP3DL1fsEOotCycI5TGqPsKEoZzhEqCHzTs52KOEI02iULTWCQlPG3gxbx+uygNT9pMu1O+Lxlma+BVDLORPL57Yj+TztAPlM7Oej9Rj9DQO7Zyvh8oXZe4JRV8IdHqjwgwF+PsJXiTG8a2wyFEglAhWJoQRmTV84n9oON02oih1ZPk5oyM0bgYURwZ+0hbYY/yg+j1ao3jYnmwtBYKchMcQibLQ5ozR2iRynnTD5TmpVT5mVMSsqOtGk1P4IlhQahM1fPd04OxprF+9XzWjsXB0ktsGuOxMYbZGngVw2wk+y+27aaKDEC6IAglSHAiD9EwTaiwPRQo/WzeMMYjYysNlCZixQvvTSTSBnUpbdtYsXo+N134I9Xz9nuF74+9WyWbUzlfFIQovPZeV+HqWivni9XzBkbIjRgZy9Op5h0bW6xyPhOEeGSslJXzQz/DLNg05is84ur5UkCCq80ROhlpGvM8xDT6T28NStjjlqvnL45PAd1S4ICr5xlma2BBiNlIjh66ynkp85WghhHC5gfR4rCR1qGisFA5T4HSvnU09CpetVwWxJyV84n0oLmyeSOh44meB03roMgcQoWmsYEg1M0cQug7+cbYoJGxdnATXtqFK0sGnoQSoRa46rucs3XiHEL0marn48pXz9vn0wLB0sOCUCYnTW0YS6wYxA1jl8ey7trFqudj2zT2SDtnCrN+vKCGzohDSNnq+dC9d0iJkIKlWRBaXrB0j+9LhtkWWBBiNpLjxx1XOZ9Z+Q1tamygtKuc3+2KsYaxZ1Of3UFraBiLOD9oozOERqvnC3oQKKlDCQqW7mXPlhlNY3Qop5tTOV8cF6P8IMJVzp911Kyoep6Ejo2onicH1vzB0mpiw9iUn5vEPC62kTlCCXZqgW0ZS/KkdWbtY2PdCdXzpKCnUQg690c5QkGn+q9XZQmW3ueRMYbZGnglw2wkrcMQzvwzaBijTeaB9xie8dDsuVEIGypN678dahjz0eb8oJWyGx5zoPQGk8IgLQZL2+NrsDNzwdJUPU/hynm71oymMZ3NV1WcdvAUPD0sCHnCoCnLUDk/Wj2/CWNjEkomc7mDipXztNnMn5XTRsZYEFoBZsU/KI2xE7hnwxMeGysFfq2BXut4SKTtN40Vqudr7GpZmkOok2qEKa+JGWYb4JUMs3Gk9CbWTqFs5Xx+qasOPlCPbaC01+vA0EI+G1UiQegZ4XPD2BKxYxSz1t8kFIQtRB7nB20ykTFoqkLTWDaCZLOTqXpekUMobxo7wyFkg3xReTrBTQTpcOU8jYvlv/b6WsayDKe8el5Q9fymOIQyMXKOyvn8WtZZOqVynjam1DDG+UEVYZEcoTRFw3cvOI85WLoUeLWGPd7CjisMIUT2vkLB0lQ9H1L2TaqhuB1rKQ4hgoOlGWY7YEGI2TiOHriNFpl/igtA+uMT7yHqpgGPGsaycTGjKLvDQ50axnhkbGlMdXpk1OMOlEnZIbQFOUK7E6rnXXixcwjZDCG6aEbTWP+iih+isawjVs3xhjEKlLYa9rpHVLIkJxssvSnV81nT2BljY2qkct49V88IlGaH0EYajQKkIE3oCVfPl6xprFA9T+8hnm8dQgQ5hAjOEVqOQ4juTR4bY5jtgFcyzMbx+J47g+QHWYVzPxVDYF89RjOrnDdqvGHslAWhpZBnwcxit185zwvuTc8R6o+MjTmEBDzpIUGKEHFfCrKy0OhTSGxGsDTlBxG+dsI1/Z7OIbT+yvkcik0hsY6q51UaourkjrOzqufHGsZsoDRmVM6Te4iXUZuYIyR0apvGHrMgVB5BSAh0T8ar5wdNY9I+vjw2dnGEEGh4EgcsCDHMVsArGWbjOHixZfeepPc4y78bF+uJLrqyjYZuwuu1h/KDngWFRxp0K9+oU6WGsRO7UUukexyYzSQyGr4QCGjjnOcITWwac8HSOaMuIasnyeqPjHWCW/azn42M7UcC3VTgCjWMrb1yfnDf9x1CG5AhRPfqPMHS45XzsxxCiXUHccPYJXIp9+28OUIJmoGPRywIlUagoByh7kjTGOUI0ciYvY4ULkeIHUJLcwmxQ4hhtgMWhJiN4/BhByqQg4YxG21L+UGP7Nc7sQ+h9VDD2HOpx+6gFS+6bcMYuYN4R7UlTWMFQajwDAmyDBabI5SNjNF3p+YIJdWvnFc6hMqUrY90nCDmHEIoB3n1vKTq+WQDquddsLS3iCBkn4u5EjmlYYzdQZfKWTF0l5sj5IKlHxuuni+TS6hzPNw0pjzPHos6pTwvlyMUdDZBxC5HjtBRlNhiCIZhNhtezTAbx/Ejqpx3Z5QsJguU9rLK+Y5b8vcdQk2JjzIB2hwovTTysZ9Z7Pa4YWxbMoRoOTloGkv74xuEpLEx4VlByJy1EdwAQagzoXKeGsZ21for58eq57Mlwia4hKxDaMbImJhaOT8pUTpvGONA6aqxUPV84KFjlP1g1o8XNCaMjOVNY11XPS/YIbQsqAyCjpejsOJvugzDnAkLQszG0TqMbKD04Myu25Duq0eo6wbqvZ47U5hlCCU0MkYNY+wQWhrzmH7IIcSC0OZjMlHICUJyyG3SzxFSw9XzxFSHkD1Mq3vGshU8NSYI2Yax/HcqSYaQJXNvKR1vRLC0nOEQctvKgiCUCZkTf5ZO7fc5UHoFmDXlCFE7oucOBB4bKwc0MkYtY6nN73JIzx25Sc9Vz4dSwE80ZMLruYtS99zrG+cIMczmw6sZZqOIegninp7QMCawbxvGmlCUH0RikFUtBK40fNcwxg6hpWGbomasur00Qi0NOVB6m4Kl8+p5OxE2cF/Y6nmpcIQsZBlnNI3Rhq7Ch2qbBKEsUJr4cN4wln29/paxgkvIUPW83BiHkHUBTRGF8sr5wcjY9Mr5fsMYj4xttMrUpGR1FoRKVT1P9FpH/cvoGBTKQxwNqucJdgldHCWEyxGK+L5kmE2HVzPMRnHwUtt+Vv54w9gT9RBNGyjdGoyL1YV1BxGcIbTChrGea4KLFC+0t0UQ2p3SNEZ7Ll8ptNGzXj46bqc2jeXvWBV1sMeyhsjbhZ+2Bw1jHYVrWX5QWcQgexTbpjFjm8bkJghC+fjblLExz+ZWFaQC+4BMzw/ihrGKskCOEOV8UdMYC0LlcQgR3ZP9saaxJGsai5VbgbAgtBysIMStbQyz8fBqhtkoHr+QV87Too+WBS4/iIKlD9Q+GrZyvg2TjSpxw9h6oIYxO0qUBXszm9801qCA4lzwKDSN5dXz5JFpgdpipjeNVV0Q6viuYSzIGsYehxKhFnZkrCyV80VssLR1CIUb3zRWzA86u2HM5QdxHv525Ag9ws6l3h5mPigvSCofnZEcIQqWzqvnaYwzUhK1DosYywqWppExt55mGGZTYUGI2Sie3GtBegLKzv7TFtMJQsfqAFqkaKZ1qKhXqJxXeE777A5aIvNUzu+GJzY/iDabzOYTaZcIRCGVxWBpM6l6fkbTWF49X1VBqDVSOf+Rjho0jJUjPqgPPQqSXkPlplTPu5BsJSY/eegdoZBuNdPpaBvGOD/ochHre3/qk8ZokiDETWOlgIpCvFp9vHre85FEocv16gdLb8ZrVhkEITphehrzGplhNhle0TAbxeFLLXi+gKC6CcK4yvn9rGFsr+suH1TOC7zM+NwwtkSm5r+MjIzxuNj2EPWr53NBaNiN58G5h45t05iZ3VRHudRJdfODyG0zqJxX8IVBkxrGSnYClkbGyCFkR8ZMCkH18xWHHELTqueLlfNG5wHf0xrGEs4PqlrlfBH7g+f46Vpjx5c4SBSSftI6s078CdXztmnMGCRhaHOEetw0tjSanjtp8YSDpRlmo+EVDbNRnDzp2sr5wULe9BvGlPHQ7EQFQUj0R8bYIbQ85hmj2A2PeVxsiyCfHp1l3O07hLKRsUKOEI2NnWK0aWwCFXYItYNbCAqB0nnDmMvaLkfl/DhZ09gGuIRs05jUE39DMRIoPZAlJwVKG66c35IcoaZyr0j7ht+vyhIsTdXzxRGmvGksLjSNeYmGYlfLhfGkQCAF9lkQYpiNhgUhZmOgs7rdk2SkYcxts/ZtoPQO/F4HhjalZPc3wNVdHzUhccoOoZU1jKk0RiPuskNoG5vG+tXzheON2p8o20UpHInxprGJwdKVFYSegpeNixHPtxWu9APwyzUzlhsiaHCMULr6ghCNINLzajRHaLRhzOg5GsZ4ZOzyMev/0TuKm8bKFiydxiHi0GUG5ccifSRRF2QO56ax5dJQCvu96r/+MwwzHV7RMBvD6WHPGg8oL7rYMEb/PVGPUDeNrGHMnekzgcBz0v25lVZ0h1k6zl5m74Sn9jNXzm9fsHS/aczmvWdNYxg4hE7y6vlC09jEdy36q/lYT8UyhPJA6TRrGLOB0tn3y9MyRrgUHeucEZuRI6TN5KYx8vq4CoI5AqUTNy5GeSZMNVkkRygwCQIlOVi6JPi15ljTGL1ukkvIOYQEIm4aWyoNT1qHEAdLM8zmwoIQszHsv9ia2DBG/3viOYeQ6p1CKxconexIPIfABt72+I1uKcyzRaJAaYIdQtvpEOpvpItNY1rAUwoREvsxPDY2uWmsajlCkWwgUc1+oPSDnkRsRFY5T69U5RMYXPU8NihYenLTWF45j6IgNOXhcA1jvHSqPHPmCFF21g4FS8u9Fdwo5iy8gAK+BTpj1fMkCLnXVpk3jXGw9NKCpSNt0E7YSc8wmwqvapjNqpwXsCNjxYaxjmihKztopjvwwm4hUFriOePzuNgaGsYiahjjTdXWOYSUEKjn2SsUVJxlCIlC05gNli40jW1K9TzlBxG5Q+gj7bxhTDuzU/n0IHvfC2Myh1C4sU1jww1j7lrTHUIRhOD8oK3JEUpTNH2FBzwyVgpIjKWxse5osLTnIQmzlkpqGpOCq+eXRNNzb7ocLM0wmwvvyJiN4cndE3i+nNAw9tB+uRdSOqQZCEI7Ei/TPtocKL3ihrFjWznPbBfkxCN2isHSBXzpBKGTkaaxTamep/wgIncIPd9RqEuDuoszK6Me5GJ0yCFETWOUnbMBTkrbNDYyMjbcMJY94yaMhNH3jE7ZIXTZrOhgmDtHyBd4HJG77JJvEDO3S2i8acy3x2caRzZHqCclalQisgGvWevGJxGOgqV7LAgxzKbCqxpmYzh62AFNgw2yHdy28ol6aENr99puB2mshUhA70rcoYYxdgittmHMVs6zILRtJNlYTj9Ymo67ftOYgDLCuoSOC01jm1Q97wKlu5BwrzfPtz1cyxvGSrpp6QtVlJlD3hodb0bTWGFkjH4/NZYflH9nWqA0O4QqWzlf+Dcw57+zo4BYA0fGjZsz628a6xw/GbpM9ZvGunYNSNXzSht43DS2tLExdggxzObCghCzMbQOI9cwNrKdIUGoabKGMSlhyIlggFu7ATwhuHJ+hQ1jUidoxG0OlN5il1A/WLroEKKxsaxpzAlCuZzrRKSx5xTt5iomCJ0GTyFI2+MNY7n4VUKLUN40tknV865pDP0cIbeNLDiEbOX8lIaxhDZE9D1eOm1TjtCucs+Oh4aDpcsAjYyFnROk9nh0COs8lbZ9jI5Oqp4neGxseYIQNY2V9eQFwzAXg1c1zEYQdmLEoYEXUE11IXtECDz2HqCum4OGMToj7wPPZqIEO4SWxRwL6/DE7rMij4IhmW0jpqYx5RUEIRcgZJvGNGyw9JHIRJOsaczJjBNyhComCLVqt+Gnrio5TIGXetI6hMq9vs6bxgQMnXHfgByh0aax0cr5WQ8ICUK24rqE4t3GYcqTI1Q3CTwp8NC/toIbxcwjCBG908P+ZfQaRS6h3CEUCwEtqGms+iJ2GWh6CiEHSzPMxsKCELPRDWO0bn+kHtiGMa97Cu0Sp5E2FT7K+Ojo1LYfMStqGOtxw9g2ExkzcAihUD2fOYSoer6LEKk9fvNg6QljY/TORevSihy7Ntzevwk/cwjd7Sp7ma2ct5qY+6+MmCxHSAtvw5rGkqGGMTPUMCamN4yxO2ijmOcVROjUNY0JdgiVZWSMGGsaI0GoS4IQmYWofp5yhNghtNRgac4RYpiNhFc2zEbw8HknNHhB7g5ygdKh6KKtTrFDlfNhByYPlN6VeJnx0eJxsZVmMuz1jrlhbMubxnwhUMszWPIAXysIwQpC9Pw5Qa8QLD1SCV7B6vmufw1a+v2RsUHD2GBkrLwISGNghNwIh1DeNOZlI2NjDWM2Q2iCIGRyhxDnB20K+WuPmXND/CDmDKEyoDwfygsmCkJJmLVUCoFIStQpWJpZSrB0IAXnCDHMhsK7MmYjePyRQyhfQCoxtKin/CBiN1QQWvcbxpImCUIBj4utvGHsiN1BWy4IEcNjYxkGCLKmMcoRKmYV6IpXz7eyhrF+5XxHYc/T8Ckcm8SwcpqDhhxClL1mBaGKuLJmYR1CMncIDecHTWsY0yld37AgtK3jzr7Aw3B2Rh6zWpdQ98ymMYGAHC38oC2FhlJ40mOBjWE2ERaEmI3g4EEHni8KDWNuZOwJVc4b4ErbLfmtIESjKbsKN4XHgdJLZJ5NrXUIZaIcs33QeCYdibv96vlB0xj9QVnnhsLJUNPYBKFRVCtYuhU8DUE5JNplCH2o7dlxMaLse5W8aYwcQtJoSJNuRI6QEiT+GBuXnf9GtJk8u2GMl02XSpYpttJ/b45/cEcZRKnBMfj9qwz4tTraR49nNo11BbkbgaBXkTeKktPwpB0Z42Bphtk8eGXDbASn+9QwlieO5DiHUMM0EXQHDWO01H9m14UasyC0uoYxL41QT3ocKL3lDDeNDY4/eu7YYGk53DSWV88Xn1tWfFSAiatTOR8knb7M8OGWwjU/z0c6y1dXtqaxcCOq54maSO19XwyUntUwRvlBg5MOzGWwjnt3nu3tLr040Xh67dal3x7mbPxaE93Tw4KIW2ga63WtQyjMxNsaj40thaaS9qTOaczrZobZNFgQYipPHKWIuhrKBkq7eFAbKC1coHSDAqULDWPaA571A2hj0OaRsaUwKsXNDJTmyvmtxjWNjVTPi2L1vIcj4QQhzBobq5hDyNfudzqMBI6TvGEs+/1EFVxC0r6ubkKwtPMGAT7Nwg0JQnr630kidgdtcY5QAzGUEHiorq7mhjEz8etNGJ2i1z4ebxqj6nkBpEIgkYJzhJbYNEY8Cfn+ZJhNg1c3TOU5fNAeahjLA6Vtw5j3Enb07nDD2I5rGKP8oOnLf+YyAqXp+xQqzWx701iWIUSCSJbbYh1CBvCVQgvdrGcsbxqb4KOhtWlcIUEoyw96PguUJodQfryUtWHMIQo5QmojHEL2dzISvlm0YYzzg1aCKd8/SsfobqDw0LiGK6YkTWPHT6Y0jTmnX2ybxljAWAaepEIIgcfcNMYwGwcLQkzlefhhd4bIz40nxuUH9UQXp+rYVs6rXnsQKL0r8XLjo83jYktkDodQSPlBNWvpZraXSU1jOUK76nk6gk+HmsamBEvTX9XlzjNIZA2hf6XfMPbhtmedKbsejVjm0jUq0TSmBQlCm7G5omDpYqD0rIYxGkshNwIHSm8o8+YI+QL3Q37/KgPUMiaVN0EQ8q1DiF5bpRB2bKzO1fNLo+EpPOZgaYbZOPidjak8Dz64P9wwZiNCBR6rB/arK6EHQc4hO6okoHckPsoEOGFBaGnkOS+z2OtywxhTbBrLKpyLwdLkEMqaxo4KTWMTn18VqZ4fNIzlgpDCtUC7ibk8sbnk9B1CQm1U9bw0ctAwpmc0jCUcKL3pzJUjpAQetuNxcZpZOeQAohyhUUHIBktrjSQK7aHclQJ+nEImvN5bBk1PYj+MbeQCwzCbA69umMpzcL8NRf3N/TWaGy957D2wO5m9VlJoGAOuXglQFxInnB+0NOweatb6wJisYYwFoW1nvGmsWD1Prg1lm8aO0S48qbLRHlO96vlWcNt+DhInCH2orXDFywOlK6EHFZrGFKROIDakaUxYQSh7LPr5QZMEITojTqoYL5kuFVHuHKFdpRFrg8M6B0uXAc82jY07hIi427E5QtQ0RrBLaDnsKGVPZByEfH8yzCbBqxum8pzsRzY/yC3n3NaFzh6RQ2jH7KDWbcMoZT+I53Zcy9VJWvKdZIVw1eDTqcdd+DpGyA1jTNY0tmebxuSgaSyrmyYnCo2NkUMIQ+lB9Cwb7BjtOp/ewUq+Lj2tufwgiRSxBu51Fa73K+ercZa13zSWZeiopPouIaGVHdczWbB0Pmo8sWGM8oOkmhYvxCyJs84rXD6z//Vd6V6rHgY3VnR7mDObxk72h15HJR2nUmVNYwKhcCl0nCO0vOp5Ok6pfp5hmM2BBSGm0kS9BFHXgMw/ZGHNY2jpDeuh95JrGLOB0i4/SAcCL5MBulrbcFtmNQ1je70j+5kdQkw+NranvDGHkKueF/CUwpF1CDnRJH+OTcoRKv/I2G342bgYiUGpEbgWuPwgoioiw6BpjKrnq7+5onExi8iefzOyqGzlPI+LYdtzhGrCIFACD7C7qlvFnNE0ptMEYaFprB8s3eu411YhEHuUI1T916wyQCJbQ0nOEWKYDYNXOEylObjfsp/9IF/NuYYx4rH3kg2ULgpC6a7Ey2zDWMl3kRvXMHaEVCgkMsuNYbYa1zRGjotMELKiT149D3jKQ0v0snEeM92FVgmH0J1+ftCHWnnDmK5Iw9ikpjFvI3KElCFxS0PmgtC0hjEacUwTDpReFaa8/zS9Xu34Cg8Sbsosi0OIGM8R8hHZkTHn+Iu4aWzpLiFuGmOYzYIFIabSvPSBQ/u5bzwxThBqixY6so2dtAkVdjNBSNiGsY9GgFMOlF4abqN+RqB07xihbRirwuaXWYVDSNkzjS5A2opCYrhpjJ5VJ3BtMTkTm8astltOt18qPHT864X8IA9XPA2KPKNfqxpikMMUmsa8DRCEpMlELqEzZ8jkhjEXKG3YIbThzJsjtKOA+x0Kwufnw7pRvmsaG88R8pBGIbRO3dgYCULdeL4qOeZMmp7CcZwgSoc6GhmGqTD8jsZUmgcfOoBnG8aGBxtsoDQ1jHXdU1yTGGGA2p6P6/C4YWyJzKPx2IYxHhdjMsJsTGw3CwDt5wjZP1PTmBo0jQ05hMR4sDRt4kp6OLepYUzIvkPogy2Fq8X8oOroQS5TeYOaxhQJQrZrjH6psxrGKJeOHULbwFm5XrueweN2D8nO9ZXdJuasprHHYw4hIul1XdOYIDEbCEgUYi7MjudeC3lsjGE2BxaEmEpz+KADFRSfxrTJEnjk3bcZEXsttwDQfmAX/M/scaD0srHbqhlraGol2olOEXGgNJNBPr6Emuf6TWNFRWfQNOaCpUer5wub9nyPXtJ1/mnwtP0cpC17jFDD2PUgz0Oqlh401jRW5bFbyqqC6DeMDRTF8UcktYHSks2Nl00Z7t95Tm7I1MZNPa49tYpbxJyBV2ugffh4zCFERF0KlgY6/aYxFjCWQU0KKEGCUEnfeBmGWRgWhJhK0zpMQCeDzGigtHoJO3oPQbcFTVfImiaea9TsRrRTrLpmLjVQejc8sY8JN4wxo2NjlCM0FCyd1QyRE8W3TWNZsLTzBtk/Dx25uT5UUm2iVbsNL+1CmQQPQ4lOKivXMDbaNJY7ZaocLO36xQR0/jtlo8YTG8aSiN1BW9Ew5ji7et59fiCvrOLmMGcQ1JvoUNNYYU0nhHTB0qFrGkspLkBxsPQynVk0NvaIHUIMszGwIMRUlm4rQhwaeDUaI9FDgdIPvRfHAqV1U+LlCHCik1IsPDeJmYHS3SP7fR4ZY0aDpV3T2KB6XhSaxpTycAgKjafjO3+GUQzwePW8KbFDKEg7Q4HS1wNduYYxRy7J0ZCVqPTYmAuUpudS5jqz43uTAqW5YWybGOQITX9H8yVthiXup/x+VpamMaNTdFsuTzJHej7ibrt/WNumsTYLGMscG6ORsaqd2GAYZjK8ymEqy+MXTuznoJa94xsaAKAxAG0zhMghNBCEXKD0KwwHSq/aIXSld4RI1WA4hJMpEGmNHakgabOdNY3lWIeQ8tARIWKQgDs6NlaNprHT2jP9ynkKlG4qjYYaCKhVCpXOXUKUxWFktYOlXX6Qg5520zY1Os0DpdkhtBJKsrc8a4+76wu82NEohBcyaxSEiM7R44lNYy4bDDZY2jqEWMBYCjueRKSNDZdmGKb68A6NqSwvvu+RPfvjZZkc5BCid/4D9QSJSLAX1yCTGNp3gdLiisId4+E4YUFoWUzcoI9wpXvI7iBmjDAL8t3tN41Rc8+gaYwEIcLmCFkHoBMgx5rGVDkFoVQodIKbNj9oECjtXquq1jA2qWlMJRUXhEh1pKedme4QonExggWhLWKOw3JXGdw/6QJ7N1dxi5gZKC+wH+NNYz5MmiKNIzs21qXcm9TAj3j9twyalP9HJ2Y5qJthNoJSCkJvf/vb8YpXvAL1eh2f+ZmfiT/4gz+Yef13vOMdeNWrXmWv/5rXvAa/9mu/NvR9Ovv31re+Fc888wwajQa+8Au/EO9///uHrkP/Hs3FFj/++T//55fy+zHL4eHzx/BqstD+Sot6iUfqvv3qatttIskhRGu8O1cbdmHAgdLLw+6hZp1wo7Gg7hHnBzETM4ToqbPXbxrTY01jJJpQjtCoQ2isaYz+KiW9loh28LQNYK4lmSDU9nCtqg1jGWaoaaxXzbPtxo2M5YHSg/iqyQ1jlB9UrdE+5qKYs8agpUY7SnC6w8HSZcCrN9AedQj57n0l7naGgqVrnCO0FJQUaCjJOUIMsyGUThD6pV/6JXzHd3wH3va2t+Hd7343Xvva1+KLvuiL8OjRo4nX/93f/V181Vd9Fd785jfjPe95D77kS77Efrz3ve/tX+dHfuRH8K/+1b/CT//0T+P//J//g52dHfsze73e0M/6vu/7Prz00kv9j2/91m+99N+XOT9HD0NbOZ/HSfcDpb37qOk6mq0ujJQwilKnged2akiNQWuo0Yg5Py7od9bCuRm14JkUoc+CEDOMzZUyGldsjlChacxVWdmWQF9QjtAgWDpnyCWUvYuVLUfotHbbfiaH0FEkcBBJ3AgykbokpUrnDZYGNY0ZDWmqJ67T04UaxvJnk86ExEmiT0qB0pwfdPmI8uUIzZKE9jJT40vy6qpuFjMDqp5vHw3vEWwzoFSIeh17gjcyQCoF5wgtEcrSetjl+5NhNoHSrXR+/Md/HN/wDd+Ar//6r8cnfuInWhGn2WziZ3/2Zyde/yd/8ifxxje+Ed/5nd+JV7/61fj+7/9+vO51r8NP/dRP9c/E/sRP/AS++7u/G3/7b/9tfPInfzL+43/8j7h//z5+5Vd+Zehn7e3t4c6dO/0PEo6YcqJTjc6JBsUDGbugd/lByAShpt4d5AfRXtMXeLmq4USnwy1FzKWu4WlcjGCHEDMJyiDY6zeNjQRLG8BTBUHI5E1jI2Nj9C5GX5ZMEDqpPQMv7diGsQ+03A7yRjbeWuUgTnfLs6axCo6NkTuI0PnImDb26Seyr8cDpXlcbFsaxvpkU4TToBwwTwAvaX5fK0vTWO/0CLrg/qbTg7ZpLHMI0SWxT8HS1XvNKnOwNGUIhSmvqhmm6pRKEIqiCO9617vsSFcOBY7S17/3e7838e/Q5cXrE+T+ya//4Q9/GA8ePBi6ztWrV+0o2ujPpBGxmzdv4lM/9VPxoz/6o0iS6Wc/wzDEycnJ0AezOg4fduyCzbeB0jTD4PKDckFoR+/C7xy7/CAKlN7LA6Wrd0a7rORbcnNGoHQsfWiZnVJlmALkEBo0jQ0vKilHyFMKR6I99Ewbza3qN42V7NA+rd1BkLjb/oGWQk0a7ChT0YaxHMreof+XMEJUMljaBUoP/Gb2hIIdEx9+JeNA6e1m1vsaOU52fYmXKFia3a9rx6/TyVszliOUB0tTVAARKYUGO4SWKggRPDbGMNWnVILQkydPkKYpbt92Vvsc+ppEnUnQ5bOun38+62f+/b//9/GLv/iL+J//83/i7/29v4cf/MEfxD/6R/9o6m39oR/6ISss5R8ve9nLzvEbM+flpb9w8+JOEELfIdQTXZyoI+ymO1Bh1zmEaL2/p/AsfJxww9jScNuqswOl2R3EzAqW9oVAnUShvGmsGCzteUiQoo1wIKRMCpYuYdPYSe1Z1LJAaXIIUd087Uuq2jA2IA+W9lyOUMVQGOQHWVmInGfUnjYiAXCg9IoxZayfnx0sffeoA3Hl1upuGDOzaax99HDocun7SKMQRif2GO9JCS/R8KKSnT2oKIEU8KXAIx4bY5jKUypBaJ1QbtHnfd7n2ZGyb/qmb8KP/diP4V//639tnUCTeMtb3oLj4+P+x927d1d+m7eZF9+/D+UJUDyQQ1uXwQPvnv3qWicbC/BrdnH31LU6PHCg9KoDpblhjDmrep640g+WHgi2IqVgaecsO5gnWLpEglAsa+j51/oNY+9vDQdKV1cMKgRLU/V80qtow5j7sxs3JqztaehRycfFqunkYpbD9De4K57B41YP8R4LQutGSuVyhA7Hq+eJqNu1LqGOcgcz5wgtB3LK7SjFOUIMswGUShC6desWFL24PBxW+elryvSZBF0+6/r550V+JkEjZTQy9vzzz0/8fq1Ww5UrV4Y+mNVxcL8DL5AwtqloECj9wHsRyihcOY1cdlDmEHrZXgPaGHYILZGzAqVrSRdBGnGgNDOVBAYJNdF5NDaGsWBpD8r+53KEhrt/xnKE0vI0jbUC994SJC0cxwL7NlA6rzkvV4juouQ33wgPksaqTIXyI2w2lRg4hPLnS6b6DKKms0DpQYUls22ckSN0xXPHwkvq2ipvFTMFr9ZA63DEIWTfVwTibtse4qHmYOll0/QlHoeRLWxhGKa6lGq1EwQBPu3TPg2/9Vu/1b9Ma22/fv3rXz/x79DlxesTv/Ebv9G//sd8zMdY4ad4Hcr7obaxaT+T+KM/+iObX/T0008v4TdjlgmdYT/ZT0DGEydJDAKlX/LuYUfvwe8HSgtQhujLgxqODQdKL4vixunsQOnGCm4RU1Vs0xg5gWjznQ4HS5PMG0gKlnZOGyf9TgiWVuVqGjuhhjGjEaTtQaB03yFUaT3IumvyYGl6LFRanc0V3WL6z2R5QW4MMbcLFYKlOVB6dZT4YJg5MpZp2C+m/P5WBoLGDtqHj4YC++lYp/r5qNuGlMKK8YlPOULVyz4rK7uesvfrQViSN1+GYc6FV8bRrTe96U349E//dHzGZ3yGbQhrt9u2dYz42q/9Wjz33HM2w4f4tm/7Nnzu536uHfH64i/+YpsD9Id/+If4mZ/5mb6l8R/8g3+AH/iBH8ArX/lKKxB9z/d8D5599llbT09QuDQJRJ//+Z9vm8bo62//9m/H3/27fxfXr19f473BTKJzHIHiHXZv0M5EDwVK9wWhzoEThChQelfhYzlQeuWB0le7h0ikZz8YZlaO0Fj1fIakYGnPw4EdvaIxsawRapJDKG8aK8GE4mntGSsGUVrNB1sBAmmw6w1ya6j2vLq4mTEKliYoWDqtSE6YZygpiMTEYqB09mfaPtpZOA6U3uqGsYxclHYh6uPQCNKeD7x4GgLNq7QwWcOtZIrB0mkcIuqeotYcOPYlBUt32lnTGBB50gVLW2W+yq/D5aChpH0neNCN8FSd1twMw1SR0u3UvuIrvgKPHz/GW9/6Vhv6/Cmf8in49V//9X4o9AsvvGCdOzmf9VmfhV/4hV+wtfLf9V3fZUUfqpP/pE/6pP51KByaRKVv/MZvxNHRET77sz/b/sx6vd4f/yIh6Xu/93ttZhCJRiQIkTjFlI/77x8PlKYdYYwIB+oxPj58FVT3BUR7N9xZ36sKz8DH/4s7a73d2xYofbWz7wKledHFzCDUGtd9H75UiLMg33yXKDSsIHQatRGaGHVDrr/B8y9f09uwZmoai8thODiuP4da4lxNf3HqWXeQvY352esy3MgLQL+FHb2SCopyhGpXUZ2GMYcdNdYaorCeyIOldUzPQ8GCEJOJ0GJqsPQLh22I20/DsCC09up5glxCRUGIcoR6nbYrLaBgaSGxR8HScYokKN0WqJo5Qj7lCIV4zfXddd8chmHOSSlfDb/lW77Ffkzit3/7t8cu+/Iv/3L7MesF6/u+7/vsxyRe97rX4fd///cvcIuZVXL3/z2CVGQFzpf29Ebv2bp5GgW42lUQ1ILj12346TPX63ZU4JgdQkvjTI3H0ONwiFaNs7WY2YSZSELB0vu0ESeXULYRF6mAX3NvU5QjdAcuJDR3CLnsMFOqYGm6NSe1Z3Ct54oG/vzUw526cz7lhpQqh0oTVDkvtUEqvEoFSysjocVofpD7ZIfHMjeIzQ+SkrXsVVFGixBxxuNPOULvP+0i/finIF96/6puFTMB5dcglYfW4SPceO7jC5c710pM9fO1HXSyx5RyhFosCC2tfp4cQrPEU4Zhyk2pMoQYZh4e323ZQGlX4TxwqlCgtDAC107crtCNjAEftdewwbWnI+MozPmxDo0Zi/h63LGB0j2f8xWY2cRGI4UpNI1lAz1W9RHwKbwYohAsPciwGnKpkYYUr3932fWvI1V11JJTPAkFDmOJm0GWH9SPZK42g2BpBY+q56sQKGpyh9CwINTfwGTVY3QNqpxndxCTj7NNe3Zf8YHUAI98DpZeN3Qc09gYOYQmBUvbHCEKljZAqgQaLc4RWmaOUKwNDiM+6cowVYUFIaZynDxJ7LgYNYwVA6UfZPlBtU4Lms4K0SiAoEDpOk409RkxqwqUvto9sJ85UJqZh1CbQY5QIVg6b4UKpI+DfrC0HmzcR9/N8kixNXJce85+riUntm6e6AtCGxJbkde2kzNTGA2pS2DNmjNQut8wNiJimf7/aZshxIIQM/LEmBgsTdwLFVlRVnqzmMljY62DB0OX2WBpyhEih5AQVsCzwdIsCC2NpudS8R50+T5lmKrCghBTKbqnEaIeVYxm5+4KgdL3vbvY0bvwOsdZ3TwFSkt8HAKum19DoHQsfaS0yWeYeZrG+sHSydATzeYIKS8ThFywdM6kprF1j42d1J+1rhllIpsf1FQazewwGBUhqgs1ddH/uzvduoRKDrmDCJ0bgvS4OkcnF8gdREgWhC6ffmNdNevnPQqW9oB7xx2Iq0+t+pYxI/iNXfRaR0jiYWFCUtNYp+UOd0MnqpSrnt+Y1+P1QkKbHRvrVKdxkmGYYVgQYirFi3/x0H4O+k1ClB8kkSDGY+8B9tIr8Khy3q/ZrWJwzcdt+DhK2Mq62kDpAxcozTBzBkvvSAWPNuEj4q3ImsZORRcJDZdli3jnEHLB0tkFg6axNUL5QUHasjfFBkr33UHZwNgGOISGgqVpbKwCOUI2P6g/akiB0pPzLpwgRGoXL48um6ocCrNkAxKEnj9oAVefXuEtYqZVzxPtA7dOzCGHUBL2rJuR6CkJpQ2CXvmdjVVhx5PWIbQ5Jz0YZrvgFQ9TKe79v0d2na7IAGQvoTd4YQOltdC41qMRBoPUr9krPHfDjSwdcaD00sjPss0OlD5A6LMgxMxfPU9c8f2s63mQI0SCUKB8u4mnHKE8A2aQ+JL9iT4pwKz5JOVx/aNsfhAZUP6iRYJQLkI4qh4oXQyWptdakzeNVaFyfihQelA5n0OXJnFs3UGbItyVnpLvH/PR1ak5Qh7w0kkX6RUWhNaNX2tCCInW4YgglAVLU44QHdcd6QbfGy12tCwLahqj0e9jzhFimErCghBTKR59pAW/RoHSbkGfbwbvey9AGIlrx3mgtLMQffReEz2j0cmDapkLYsu+Z67hd8JTeDrhQGlmoZExcm9cyYLgiy4hahrzpAuW3rdjY8VgaecS6rPmprFINtDzryFIT3G/K9FNRT8/SFMDy4aIQcPB0lnTWJnPDGeB0qP5QaMOIWME0jiCULw0YoaZ5ny46rv2wPvY2xz7X5WDpRs7YzlCLlhaIuq0IaVArClHSKLR5sybZUEjY/Tsf6nLIhvDVBFe9TCV4vhJahvGBoHS7il837+LXRsofZoFSisYCXyMX8NRnknCXJh5lrvXOvt229XjQGlmAXra4Go/R2hCsLTwsY/TkWDpCTlCdLivSZw4qT9jP5NDiOrmicHI2GbtFymSx97LQkGaFNIk1QmUzivnR9A6hdaa84OYYcTskTFahdw7DYHd66u8VcwEgvoOTvcnBEtnOUKUd5Nog8RTaNBjxiwFleUIvdTh+5RhqggLQkxlaB/1bKB00BgPlH7R+4gVhPz2kc0Pom+newofixqOOT9oach+Bsd0rnX3bX4QjZIwzCIuoWvU1FNoGss3YtIAvudlgtAgWHpMEJLZS0O8vnExqRMEaQd/durhmq8RZO+yZTbQnA+bKt1P8y5zjhDlB5Gv0QVKu/ygSeocuYMIqfi169KpQqB0gWn18yQw7PnAC4ctiKu313DLmNEcoe7JAdJk+E2ABKHQCkLugYx8hVo3hkjZPb7MHKGXOEeIYSoJC0JMZXjhT+/bz4NomtQu6kPRw756jL1kD163hdSvgybKrt+qoQnJgtAScWup2TaHa+0nHCjNLExPp2hIiYCExMwhNDQ2lgVLxyPB0naIMV9/qvUGSx/XKD/oxN6uPzspBEpn/22QQWgkWFqWOkfIM27AkHARVXpioHQaU908jSSv/CZuHVW6i3On4jQJi1xCHzloQVxjQWjd+HUKljZoHz0eyxHScQyTCUVdOs4B1LkZa2ns+R4ibXDAOUIMUzlYEGIqw73/9xhSCSgv314RAg+8e3bFdr3jns7WIQTgZdeaduN4lHDl/LKg7KZZJ39UGmM3POH8IOYCwdIBze4MB0unAj65hwBbPz+aYpW7hOxGXq4vWPqo8TKbH9RJgBc6CrcK42L927dBuGBpwEjKEeqi1A1jeaB0/8EYv14ahy5QesW3b2upkpFgRv38VQ941I4Q7nL1fBlGxuiFtrX/0tRgaSmBLk0mC6DJY2NLo+lJu6nksTGGqR4sCDGV4fG9jg2UtjuQfqQpBUrfhTIKV49Du0HRFExrgFfsNHBiUiSVWnWWl8E59ulc7R7aRyVkQYhZkNgYJNRQNxIsbY9ynQdLy36wdOYNGg+WJpfQGgShWNbRCW6hnpzYdjG6dbdqhfwgexs3S2qoRLD0SKC01tMCpQ3SJIHIRl0365FilsG0ZzcFSxP3ugao767yJjEjkMMvqO/i9GBYELJCr1I2R4iO/YSCpQMPjRaLF8uCxiepbYwFIYapHiwIMZWAFusn+wZ+jU7TkXsg7Q9g3POfx56+iqBznLmDJIwv8EpVx1GhrYi5GPkGaWZ+UGcfKbV5KOfSYphFXUJXveFgaesQyoKla7IQLD0rR8hOBaxWnDiuP2c/08gYjYvVJLWmZSKEU4Q2jn6wNLJgab3GirczAqWHKucnWLW0HSUxduN4dlIas23Mqp/fUYAvgOdpbOz6ndXfOGYsR+j0sYsYGHUJFYOlYz8Lli6jkF1Rdj2FB93IvecxDFMZWBBiKsHB/WOkCc2H5wt5bWtEySVw1/sw9tIr/UBpuoZ/w8Oz8HE4EizInJ88r2UW1zpP3LjYps3GMCsh1BQsnQlCI2Ku1ICvPDzBSf/ZiOxPejRHiDZuyboCpdt436ln6+bzw2BD9SB379ts6fIGS3t5oDTyQOnJIbIuUFpYh4H9vJkPWDmoWKB0kUmBueQ4IZfQh5+csCBUAoLGLrqnB0jiYaeKaxprO2epoSZUBS/VCHqcebMs9nxlnb6PepzNxDBVggUhphI8/0d37WdqGMvOudtV5Yk8Qlu1cDXagYpCGyhNV/iopyhYEDjiQOmlceYGyRgrCIVcN8+ck57RCIREk/KCSAHOIdGBxsZ8Hx0RoosIJssYytKDBmJlXhC14vUoOYTIHUT7xfedOEFokwOlc+g3o3hWLVQpc4Q8nXcjZkYAYyYGSidxNNQuNs+ILHM+xAbecBKEnj9sA9dYEFo3QdON7bUOHow5hEgQTsOO/bor3VHOY2PLo6EkPCFwn8fGGKZSsCDEVIIX/+IIXiAhlcsMKY6LETdPM5kocILQK6400TUanSlng5lFcXkts1zAO+EJgjRGN2iu8oYxG0QvO16vUQAoPdmyr236TioQZMHST+zY2MAhVMwRWlew9FH95ailp7jbUWincig/qH+7NhDrEOoHS5fTIZQHSg/ygyY7hGhcjOBphxVQwfvY5mVNGRujYOluYvAkDYCaOyHFrAe/1rRZYKdPRoKlKZ9OCOsSklIgMkBCY2MsCC0NEtt3fYV7bb5PGaZKsCDEVIL9l2KbH2RMajOE+oKQ9zwaegc7Jy1oz4ORvl21fVy9jkPN7qBlv1DMWsNf7zyx3++xQ4g5J3RkU46QFYTsBYNjmAQhJSV80NhYliPUF4WAdI3B0pFsoBPctA6hPz2h8Gsz1DC2iYHSRUHIfabxi26p1BSbPUXupTwVKD9BMKIIUX4QOc4odHY4MLs8vwtTJszUYGnOESqHKEFjY6cjTWN0ObmEwvYppACS1FhBqHlaPiG76mNj+2GMMOUTsgxTFVgQYkpP2InQOcnzg2ghlvYX9HdtoDTlBx1C+3V3Bm9P4mNQ43GxFecHXW8/sWKQyc6yM8zScoSyp57UziX0GMfuWdkfG5uQI2QFodVs6I8aL7ef6/ER3nvs4Uag4WXvrhSuuanuIEcum3gQxkClvVK5gwjnEDJTA6VpXIx+j9wh5OAcIWb++nlfCux5lCN0xIJQWYKl9ycFS/t9QSjVBpEvUeslUDEXkCyLPc+9jnLbGMNUBxaEmNLz/B9n+UH9QGl645ZIEOOh9yKuJHvwOyf9/KBnnt6BD4HDmAOll8U8G6Mb7cdcN88sJUdoT3lQtDkvBkvTaFIq4HseDtCyro9i09hYjhCNdqzoJeCw8XIoHVqHzHtP/P64GFEiw8yluoQkqJ1LwC/R2JgdF8t8ZHbUZ0p+kBsXm7Qc2oIHb9VUOFA6Z9rtv0KC0H4b4vozK75FzCi15h6izimibmvocnII6TiGyQpHupl40aS2MWYpBEqiriReZEGIYSoDC0JM6XnhvQ+pUAxeLQ9oddz37kILjettz6728/ygj7nRRGw0TrhyfmmclR9UiztoxB10fc4PYi6eI0Rb9qs0NmZHxgZPPCsI+T5SoXGE9lDTWDFHaNXB0of1j0Y9PsbjUOIgkniqnx+UBUpvuNPECGHHszTlCMUusLU0DWN53bxThCZO7pFDqDgu5q6/qUN+60VsTP38+BvidR942InR8ZqcI7Rmguae/Xzy5MUxQYig+nl6XQ4hkCjJY2OX4BK62+5NbOVjGKZ8sCDElJ5HL/QQ1GmxrrMP97R9wf8QPOPhxnEIIyU0KUYAXtls4sCklT8LWRbmydGgcTGix4IQc0Eio0FHrwuWJvuGE3ZtCk9WPU+ZPI9t/fxAIqbvDwVLq9UES5MrhkbG8vwg4ql+w5jDZQhtLq56nj575WkaM4Ayg/ygQaD0SH5QmsLodGRcbADnCF0CZjPHxq5l0Wcf3j+FuMEuoXXi+TV4QR0nj4cFITrOpZePjQnEqUYSKDRPWBBaJnuBQjfVOIw4uoFhqgALQkyp0anGyX6eH6QBEnqyBT0JQnvpNQStI2i/5jZdNYGPkzUcZHZg5uLkGyJz1riYqiGl7BeGWYJL6LrnAuKLOUJUPS+NRF34eGQFocz5MS1HaAWO9XZwC4lqoJ4c4U+PPVz3NWqqkB+04WIQ4fxZ9CAoKB1D6vW//jrZUBTyg/TE2dc0dk+SYuX8ULD05j98zDmY9H7YkO7jgw8PIW48u4ZbxRShYOlRQYiwwdKtE9CUKAVLRzUPtW4MmbCrfFnsespuMO+1WWhjmCrAghBTau7/+X3otJgf5BxCGhp3/Q/jqiZB6LCfH3T7mR3UIXEQ81mJZb5InBUofbP1ED3OD2KWKQgpH4JmRdPhY5lcQoFHgtBRXwayl2fP06EcITtxdrl2hMPGR9t/o56c4P8e+7iZuYOIKRnGG4jIXEJOEC5D/bynqevNPTusJJQ5hCaNizl30KQHKi8yYJbChhwLg7GxkcuFwNUA+KB1CLEgVIaxsdbBA+sCLOIFAZKwZ99b6O2hp5R9TDlHaHmQ+4rr5xmmOrAgxJSaD77nvl19BY18OMQtwR569xHJEDc6NYg0gXZXwCtu7SA2BifcMLY0hDgrP6iLnaiFbsCZCcxy6OoUHi0ovWBYEMqCpT0/QE/EaGGQUTAxR8hc/tjYYf3lqKWnOOyleNBTuF0fbD5siDG2A3JuShrRovr5EuQI5YHS9rZZVWhyoHQShRBTxsU4R2i5bJq8NikfhXKEXjyNEaka0Ly6ltvFDIKlaRy0dfhw6HIVuHiBuOMCp3swSG2OEIsXy+SK7+FRL0LE9fMMU3pYEGJKzUsfbMGvS0BmgaCF/CAaHblxFNlT8NYhRPlBOw0cmmSjFp3rZJ78DBoXI7o+C0LMcggNeQCBG7Rwp+Oexn3yHKFUWIcQ8dDWz0/OEbIvFfTHSxaEDpofY/OD/vjY3abbWaA0jYv1b9QWYMer6LP04CdrFoRMJghlgdI6f/5Q13QBTQ4Byg+aMC5WhHOElojZ7LY0EoTo2fY8u4TWTlDfsS7T08f3JuQIeS5HSArEGogDhZ2TkuSfbQhXfGqeBLeNMUwFYEGIKS20iD96bBCQIGTorHsynB+kr6JxSuNilB8kbX7QK1Ud+yMjJsz5oaGLs/ODHiH0OD+IWR6mmCNE5Mc01ZunwtrRKUfo8YQcoTTLEeoHS1/iWjSSDbRqd9CIj/DHR/5QfpBzl7j/tgEaGbMeLeFBJSGEfc1eDyrPD8pcY25cbHLdPF0uZ7x2cY4Qs8jY2I4CgjxH6OZz67lxjEVIacfGjkcEoTxHqNc6gRJAnGiXI9SJoWLOEVpm/XxDSbzQYqGNYcoOC0JMaXnpL+4jjQVqjeH8IBoK+Yj/AVxJr8E/PUBK42IAnsvyg/bDFXVNbwG0ETpr6OWGzQ/idjFmufR0ihs2WFpOHBsLZICHE3KE3NeFsbHw8mwJh81X2M+N+BB/dOTh6cwd1HcIbZWQMMgRokdgnW1jtm6enhW5SGUDpTFxXExSsuxWDToxlzk2RmOJ5BL6iycnENefca9fzFrHxo4f3R17nGhsLOl1YXSWI+TnOULrzz/bNJfQ3U44cMwyDFNK+J2KKS0ferdrh/BH8oMeqQfoyg5udBuQhfygj7u1a0dNTkYCBJnzQxu72flBHexEbXR4XIxZMj2jEQiJHRKFCoIQLdqlFvB9Dy3RQw/R9BwhLysnvCTT4H7jY+GlXTzphHgSKTw9lB+0ZXpQP0eIRrUk/HiNgpCeMz8oDiHOGBfbxsfx8k4ubBhTfqcbPnD3JEYECXHt6TXcMCantnMFSdhF9+Rg6HLKoSOSLEcohEDiSewcsyC0TK4GHmJt8LDLJ2oZpsywIMSUlvsfaNv8IEG1QnZV756uzwfvt5uOp45iu8rUWX7QJ+w2sX9ZO78tZJ7cjFunD+21ugE7hJjlB0ubPEdI568BA4eQH7gF/YMJOUI0NmbJ9/qXNDZ20PxYOy72J0fOFZM7hEigov+2bdRokCPkw4vbpcgPsu6gzLlRJE1i+z0p5xt15RwhZt6xsRuB8zN/wI6NfdR6bhzTdwjRI0UuoSI0Jio9H73WscsRSjTiwOMcoSVDI2O+FHiB6+cZptSwIMSUEp2kOHxkEDTciBht8fL8oA/5f4Er+joaxwc2P4iexl5D4mNkDfvcLrY03NDF7LO6t1oPbN28nnNTxTCL5gjdzM7konBskyCkhERN+Hhgx8aGc4T0CnKEUuHjuP4c6skR3nXo41ZN2+yQft28vS3bpQjlOUJkzbLV87mIt0Jo8EMW8oN0nh808lCkUZjlB812CBE0grht4t6lsKGa2ug4UlMBFH34/ocHLAitGRJ+guYujh++MPY9FQTonR6Dsubj1NgcoSBM4YfxWm7rJkJCPI2NfaQ1aARlGKZ8sCDElJK7f3oXaeLyg9w63DmENFJ8xP8griXXELQOkNaadpH58uf27EZgP2Jb6rJwG6AZuyBjcLP1gNvFmEt1Cd30AtsUMzo2JrRATQZ4gEMnA5nhHKGh+vlLEIQOGy+HEQpBRPlBfr9djLAL361UELIcIUGvxgb+GnKEfF3IDyL3htYTHwqbHzSHGDSANzPMBCY8t2yOUEA5Qm2IvRtAlnPIrM8ldPToI2OChBfUkEYRTBJa4ZhyhOgaPDa2XK76Htp0kjfiE7YMU1ZYEGJKyQfe9aJdxLt4oHwYBLjv3UUsI9xq1yDSFGk2qvSXbu6gbVJ00tWfkd5EXCzv7PygK91DBGmMTsCCEHM5dHQKXwjskUtoVBCiYOnAR1uEaCMsjIy5567O397IvEZ/NV3uhn6/+bFQOsILx120U4k79WKg9PbmzpCTUxgFIyS8ePX183ZcLM8PsoqQgbUAFG+jMUjiaG5BiHOELsgm5gdl2BHJCWNjN33gpU6K017MLqE1U9u5irjbtuNho4IQPYJR+9R+HWmDhOrnj3lsbJns+sq2uT3PbWMMU1pYEGJKyf0PdhE0FO36bOW8yZ6qHw7eD8/4uHnQhZESxqvZFdlfbu7gseazD8si3/ycNS6WCskNY8ylBkvrKTlCVD/v+4F9rrqxsdk5QsseG3vSfKVtF3vPoY9AGtwMsvyg7L+tNAiRGJZNZ2nhI4hdYOu68oPcuNiE/CBbN2/mzg/KfjTnCJ2TbTgURt0nlCNEvP/+Y4inXraeG8VY6jtX7Ofjhx8ZupycpzQ2FtLYmBSIsrEx6xDKXjuYiyPt2JiHD5+yIMQwZYUFIaZ0dE87OD2UCGzdPL0pp/3xiw/678PV9Drqp/tZ3bzAtWs1PC18PE547ntZWHfQGcv4W6fZuNi27nyZ1Y2NTcgRIkGIFpp1QWNjRyNjY+75q41wrc9LzhFKRICjxsvRiA/wh4c0Lpb2TShZhvHW5QcNyGQT4UElPQizutZHEoPofk9FJsvZuvkJ7WJRaDeD4szK+SKcI3QhzHY5oOpKYM8D/swGSz9HYTZrunGMzRFq7OHowfNj3/Mo+Y0CAABIeUlEQVQoR6h1AimMDZaOaj6UNmi2LqmJYEu5Fng4iVMccT4Tw5QSFoSY0vHB/98HrBGgtpOXSLtzsz3RxT3/edyIr8NvH/fr5l/5UXsUOY39HucHLQtaHM0aF/PSCNc6+zwuxlw6Xa1xQ/mQtHkvjI0hGxurqQAv4dC9Vkyrn6e9WG+542KUH2S6+3j/qTc0LmamVJxvE5rGxkDNa4C/wrExPxsXs88CGuNJJzu1kqi3YH6Qgx1CzCJtYzcD4M/2yc3sQVy/s54bx1jqu1dx+OD5CTlCdRiKH+h27JqnJwVSKXhsbMns9cfGOJ+JYcoIC0JM6fjQ/30CqQRUQG/ctNFyK/oP+38BIwxuH0s7tJ/nB73q2i72dWKvyayqbv6BbSHr1KjSlWEuN0dI2ZDWOlBwAYp8bIws/yLGIVpZIyHGx8ayHCESCJbB/s7Hw0s7+OMn9Loj8AznBw1BwdKSSgCEgr/C+nl/bFxsPNxbpyl0mljXwCLk+8htf2wXhe7+bZHRRsWGWwHQToAXnxxB3Hr52m4X4wShJOyic/R46HLp+xBKIWwd2YObxsbimoe9QxaELmNs7EOnXW4bY5gSwoIQUyrojeLRXY1ak56aWX5QtqD/QPA+7OhdXD04gvZ8GBVA+QKf4DfwOGUb6rIgoYeY9Zb99Ml99Lw6EuWv7HYx20lkNGJjcItyhGghmaZDDiHf96Eg8aJtG8PQ2FheP5/nCC3LJfS4+ZdsftAf7Pu4EWjseIMQ423ODxqtnzfSX5kgJA2g+oHS2bjYhPwgcge5uvnFBCHCelUzwYlhhpggfF3zAU8A77v/BOIpFoTWSa15xY6JkkuoiPUyBjV0T47siYco1YjqHmq9GF7IuZTLHhs7jhNuG2OYEsKCEFMqHvzFXYQdidoO1RYTtPlzNcIfCP4M19KbqJ087tfNf+zL9uBD4DHXzS/5jO70Ha0wGk+dvoROsLvS28Vst0voKZ8C5AUlAvcvl5oarYCGrOE+DrK6eV14c6Ov5VJzhEK1g9P6M6iF+zY/6Jl6OuIOcv9tN1n9PDyoNIJML//12aNmM1s378Zd9bT8oPB842KOPNeOWQiznWNj5IqgcOn/97gFUd8B9m6u7wZuOZQXVtu5gqOXPjz2PRobS3pdmCRCkhiEgWcfx70jdgkte2zME8K6hBiGKRcsCDGl4n2/51ogas28q8fxSL2EljrBU+0GZBwhzbJrPvGpKzihuvmEB8ZWVTdP2UG+jtHmcTFmhYLQrlSok6ujECxNmzAaG6t5AfZxighJwY7unstDY2O9i+9OH+98gv38kSdHtm7+uSFBiOfFhurnQRsrsZK2MV8P8oPsc0CPZzkN6uYXdwe5v88P70Js250lJo+NfaSV4rTThXz6FWu7aYwbGzt+dNeOjBbxau5kQ9x2tfShhh0b2z1YXf7ZNkAC6dVA4UOnlNe0BSoxw1QIFoSYUvHi+3uubl7m42LuKfoXtT+FMh6eOght3bz2G/bk7yc3d/BI87jYKuvmaVwslh5Cr76iW8VsOxQsTc/Jp2oNFyxdCHSxY2M13+aLvTRWP18YGyMNgF5WLvhy8WjnVajHR3j3gUBTadywWWeFQOmL/fgNq58XNlDXjy5ZEDLF/CAzqJvPq98K7WK2bv6cglD2T3G49Jxso59q9Pd9KnCX/dndhxC3P2ZNt4oh6nvXrRhEotBY/bwf2LExWz+faIR1DzunPchkdS2J28D1wEc70XjEJTAMUypYEGJKw+mTA5wcKNSadhvRHxcj3hf8CW6kN9E8etKvm/+o2zvYFQoPeFxsue1is7a0hkK977pxsW0PSmFWBslBVD//NI2NTaifV+Qego8XsT9SP+98QrZtTGUXXMCtTj/r0e6r0Iie4Hf3A9sulh8G5A5yGTMX+103bWwMgnKEOnbUdDV183QuYfq4mJDqgi1wXD+/EFukCA3Gxga/dE0JmyX0Jw+OIZpXgN3r67yJW41fa9rxsIMXPzDhe3WErRMInVpBKKpTGAGwy2NjS2XHkwikwAdP+H5lmDLBghBTGv7sf73fnsmv7xbr5oFjeYgH/j3cCl3dfFpz42Kveu4KutA44YC6JXH2uNhe7wjNuINW/coqbxjDoK1T3KQAaamGc4SMgNACDVXHPRy4HJlCsLQbG5NuE+8B5gLB0oeNlyNRDTw53MeDnsLLGsPjYpwfNKl+njZW5lLDpYNC3Ty9flGg9LjoY2ygtLqAOyiHHULM7LGxcZfQ+45ihGHEY2NrhF4T6rvXsH/vA+P18/WGfeCi9rF9/CIIxIHC3iGPjS37MbgeuLaxJHNyMgyzflgQYkrDh//kBF5A1l09PC4W/CmEkXjmSWoXW9q6U4BP2dvFQx4XW/qLway36DvH95AIha7vRDmGWRXt1Mo6uFUbrp/Px8aCWoBYJHiIk9ljY2QoPOdClMbFlA7xhw8jBNLgdrFufrIpZatx41VZ/fxljY3RuJhWg7p5cgdNcGrRuBg5xy4yLmb/uf60Im9mZrJFdfOjuBNaA56uAYkB/vzFBxC3P3aNt4yhsbGwfYzuKZUQDJBSQQUBeieH9rUjpLExyhE66kFkrynMcrhR821z6AttdgkxTFlgQYgpBZ3jExw8pBYIekrq4XGx2p/gWnoDu4ePkQZNKxQ9c6OBW9LncbEVj4vdOX4BHQqT5p0vs2ISGIRG4+mgntXPD5yBisbGfA8BPNybNTZGWoA5v0vo4e4nohnt438/8fFcI4XKDoM8Ap+Pisn185A+guh03DqxBDwrOQmkmUfI1s3T69No3XwY2qwQahu6KNYLxg/2TLb17umPjRWe6zuewK4C3nv/CGLnKrB3Y503EdseLE2vAwcvfnDsezRO1js5tr22UawRNnxIY3hsbMnUlMSOp/D+Y3ZfMUxZYEGIKQV/9v+9DzoVaOzl42JuM9cVbbzgfxC34hsIWgf9cbFPevlVOy52ELFDaFXjYru9Y+xEbbS4XYxZo0uIcoTsOFDBJUQ5QsLQ2FgNL+CxvWzi2FheP3+O9X3Hv47T+rM4PHyEe10PH1UcFyMNIrPDM0VEf2xMmhResvwNgHUH2br5bFwspXax8evFYRfSu/i4WA47hOZgW++iCe4ocgn9yUGEOAwh73zcmm4YQ06g2u5V7N97/9j3fDs2pm3bWKoNYint2NjV/csbd91WbgQe7ncjtGKOfGCYMsCCEFMKPvh/j6F88f9v707g46zr/IF/nueZeyaZXM3V0rtAoZyFcimgqCB4wHqgrAuii7oqXut6/UV0X66o7Hqzoq4vcVfwYFdwwRXlkvtqS6Gl95U2adLck7lnnuP/+v5mJs0kaVqaSSbJfN68QpqZJ8kz8+SZeZ7v8z2gu+UkS0rDcn+aW7wvq4P9VrnoL0kB+XKxM8PVuXKxSj3gLEO5WGtknyoXUw2licrUR8itaaiTsrHsiOxALT9+3u1FUsugX4tNXDZ2DOPnu0KnQHMsvNgZg1tz0DKyXEzNI2cw6HBZQmr8vKbDU+qyMQfwjCgXU82kJQA4OjsoXy5mGO7S/FqWjU2swneFQ82lD2n2ASkb2NbeBU0FhCr8SSqjQHUdhrrbkUkVB6ilnFRNG4v0q82TliwhnxuhSBK6ybKxUqrxulSG7fYhZgkRzQQMCFHZxQcG0d+lwxc0VNmS6h+U/9Pc5F2PWrsO4T4pF/PB0Q3Mr/ejTnehc+QJIU15uVjrQBvi0kyaJ75UJlIylnFstHgDY8rGdFODy+uGCwbanN7Dl41JTMB+9WVjB6pPgT/di0e73VgQOFQuVggI8c104rIxR/PAmxkqadmYMVwulgv+2ZKqpZpKaWOyg9R0sRKUixWwbOzwKnHc/BgqY+3QsxByaahyAes7BqB5A9Bqm8u6epXMX12v/kL72rePuU+aS6dk/Lxj5foI+d3qj5nNpUvL0DTUeFzYHknkLqgQUVnxGJbKbvNj22CZGnzVetF0sag+hDb3LjSm6+EZ6oPlk941wGmLapGQcrE0y8VKoVBSM9F7cl28Bz4ziag3PJ2rRjRGzLLQ5PZClyzCkWVjtpSNAUHdhz04eNiyMRxD2VjKVY1B/2J09x1EZ8rAosChcjErv+OwXOwoysZsEy6rdP04JDtIBYIkoF0oFxt1VCMn5WY6WZLpYqMxQ2gCfGrGNJdu8gKbBkykkwloLcvLuGaVzXC54Q2G0du27TBlYw4y0UFYloOslps2Vs2ysZJr8LqRtGzsj09i9CcRlQQDQlRWcrC+48UIXF4dLo+lsoMKl103ezeo67/ze3JNQqVcTK7Kn1VdhQN2Rp380eTlwnBHKBcbbEPG8CDl9k/behGNJ5YvG6sfVTYmrxpSNubz+FTZWI82dtqYVciCk9iAiksc3YtIV+hk1VviuY4oAoaNJu/I6WJjS5SomKPLS3i+bCwdLdEPzQWELPVG4OSni41XLpZS7zOl7B+kfn2+JIhBoVG4Kxy2ubQEhLIO8Mq+TmhNS4ASlTDSqxeorsfgwb3IplNjegxJc+lkpC83bUw1l/YgOJSCK81+N6XkdxkIunRsGWSwjajcGBCisupv78Rgtwu+kCT+56aLFYovNnrXoc6qR1VvV266mG5gRWsVgpqBjnS63Ks+Z8hBz0TlYnJVvzmyHzEvy8Wo/KRkTErHWrz+ccrGdBje3LSxvU5PUdlYIfCpsoQkNiDx56N8GemoPh3edC8e63bjOL8FfVS5GPeKialyPa1QNhYpSdmY29Fz5WKanc8OGn+6WDaVVCd5Mlmo9KRsjAGhkVgudvjm0jJtrMYNPN8ekYY10Jo5gr5c/OE69TrUf5iysUwsqjJQU/lpY1L6yubSpVfvdaMzmcEgM/6JyooBISqrjQ/vUAfzuelih67mdxud6HTvR0uyHu7EEExfvpn0gloMwEQ8c6hkg6a2XKw50g6XbSLqq5nOVSM6YtmYIT1hRmQJGapsTENA96EN3blyonxAqHCyqgJCRu7dz0kc3XSxgcBS7DpwAFFTx+LgiOli+R1nZICIxucMl41ZcGcnf2Klmknn51GqgJBtj8kOcmxLNZTWXVOTiaF6iU/JT57lGBEa1Vz60BPS6gO2R20M9vdDn39COVevorncXlU2dnDPK2Puc/t8arBJeqhPZYBmpITM50ZNT6ykPdAIqo+QW9fwCrOEiMqKASEqG9s0sXdLBh6/Ad1l5ppJ56/ivuR7Hh7bg/ldCTi6rsrFAh4DJ/uD6LDYTLpUJGsiFxI6vOP6diHuCSLr8kzjmhEdXtQyoWsamn3BXB+hEQfpatqY14e0ZqJdG8iXjR3KElLTxgrNpSUgdIQD/I7qM1SW3OP7k6j32KjzHFpeRhPnghAMCxyJZAhBlY254E1HJvWzJClHMoQkO+hQuZicw43NDhJGicvFRmLZ2AjcDQ7TXBpFZWPyZ7p2bxe06gYgVFfOtatowZoGRA62IZ0oLmOVbELpJZTo71EZgFI2lgp44Emb8EeZnV5K8j4uWUI7owmkLF7oJSoXBoSobHat3YJ4xEAgLIn/cmAtbwYyMcbES74XMM9sRrC3I9dMWtdw5tI6dXB1IMk35NJwctPFJjiXCaUiqE32YchXO50rRjQhEw6StoX5hbKxEc2lDZk25jHghwc7nc5cU2M1fepQRpwpb31HMW1Mdo326tVID3Vi7YALS4PFPSQ4XezV0FTZBTQ3PNkoNOkXd4w8jqR4QfUPsh3AlhOJccpZZax0Lhg0lZEKlo0VsFzsMM/JiBH0kg3R6AWeP5iELdlrC1aWeQ0rVyDcoII/PW2bx9zn8QdgZTOwEjEVEMq4DZguHbXdJeqBRkXNpWUH2TrISW5E5cJjWSqbjX/thG5o8ATzif/5A/rtns1I6gksHPBBN7MwfdXqoOq8xhp0OlmYFg85p6uZ9IL+3TB1F+LeqmlbL6KjMWRZqHO5EXC7i8rGctPGNARdAXRiAElkCoVFxc2lC9PGJshUj3jnI+5txNq2g6qhfdF0MckO4nSxV0VNG9M86gz5mJtLO4BXysUkmC3/SURI+jiNyg6SkzlbMsmmqFxsdNkY/wry+PZ8xBH0831AbwbY2X4AWssygNm3ZaEbLviqa9G9e9PY+9xu9ZEc7FH7eNpyVJZQ9UACRpaZLKXk0jXUed14ZTCGbP7iDRFNLwaEqCwinQfR3e6Cr8qALmn/jlzzz/05rvU/iWqrBg1dvbDdXvWxrDGEBsONtgzHU5aKnD9N1A7XsLJYMLAHUV+YzaRpxonbphr5Pl/6i0ljafvQQbpuanD7Peqve7caQa8N9xIqai4tsQJ5SZGgwjj215wDLZvAwx02FgYsuPVRzaS5X7wqkiGkyoJ1D3zpgWPqx+GCBsPRVZaYU8gOGicwl0nG1dV/aSg91eR1tNKzhHLDCehwRmYJ1bqBkAt4sq1f9arRWo8v89pVrmBNI+KDPYj1dxXdLh3PPL4AUkODEl1GKmOpgJBsQ2YJlV6jz42s7WB7hFlCROXAgBCVxfo/b1bncIHw6GbSXdjr2YkFyUZ4h3phSjACwDlL6jAIExGO/SwJ/SiaSUswyLAtDPrZ44BmHvnTjdoWjvP6VB+CoubSpgZd1xDS/diOTrXsyObS8sY3XDaG8bOETN2L9vCZ2LG/DX0ZHStCh1575Gp/LiA0xQ9yzpFpY/KkeeAyU3BZrz7A77FduWbS+XJXmS6mSXPxEWzbUuOkDff0ZF7ksoQYDuFTMD5tVJaQBC8X+IBNEQcDfT3QF57Eiy5l4q+qheH2onPHhjH3uf0Bta1Sgz0qM10Kk2UEvQoIHeYiAh0bj6GrBtMbB2Iq+5aIphcDQjTtMskE9my04A0YMNyFZtLGcHaQ1/ZhYUeumbTpq0J90INT/EHsNdOqmShNnuodNNEpjGNjce92RL3VsIypLbkgOlYRy4RH03PNpSUgVDjhcjTVXDrgDSChpdGu9eWaD+eDQrkwdD44Ie0LYnKrM6aZtKW58eCeITR5reJm0mrUfO4/Opbm0jLG2YA3JU2/j568/nvsXDNp1Sq8kB00upl0MneV2ZjicrGRnPzrakXibnBU5K/DGTFtTMpQn9ndBc0Xgta4pMxrV5kk4BOsbUT3nldgZtPjNJcOINHfrY6JJEsoGfTAlbVR3c9MllJr8nuQtGxsH+JzSzTdGBCiaffygxuQjOsI1OT+/HLNpIGkllDNpJszLaqZtOkPq7qmC5Y3IKU56EyxmfR0jZpvGjoAfzaBSIDZQTRzZR0bcdvCQn8w31x6RC8hU4fhNRCAF1udjnzZmDWqubSRyxKSuPSIZBXZNdpqzsXB7g5sjxo4vmpUM+lDLc/oVcsH4jQPvJkhaPbRZ316bddwM+lcudjYDSFZGFIuNp3BoBwJD1ZmQIjNpI+s8FdayBKSvikSFHqqO4vU0AD0JaeVdf0qWai2CbaVRc/eLWPu8wSCKgsxG+1HKmsj69KR9rpQ3xnhCPoS8xk6aj0ubOiPwmQvIaJpxYAQTStp9Lnl2ThcHh1uv4yLlukwhd5BT8GGhSUHpSmspQJCMmp+TW012uy0WpQmzzjSqHnHwbLuzUi4A0i7/dO7ckSv0pBlosZwocbjAzKHgsaGpUGzc82lu7UIBjWpCztUnloYQW/LZXqjkCWU0+9fgiHffDy68yCqXDZafYcOTiWdXf4blZRCr4ItL/maV0URfEeZJaTlm0mryWKFUfMy5W3MqPkEHMeGIc3Gy9AjplKDQpX6sCeTJbQoAKQs4Lmd7dBCtdAajivz2lUml8cLf1UdDmxbW9T8u9B42uXzId7bqXbyVMZGMuSFL5lFKJIs2zrPVc1+D9KWjS2DE0x7IKKSY0CIptW2p17GUL+BQK2u+n5IdpAEJzJI41n/X9GcbUVd5z6Y3io4hgvnLZexoBrakmwmXQoqM+IIo+bnRTtRnRrEQHDedK4a0TGRDKG0Y2NJIJRL3Rk1gt4d8MDjuPCKsz8/gn50lpAuLW2ApPS2z+0Yu+ouRv9AD57vcXBilVkU/JFyMdWziHUykxxBn28uLQGhEf2dJho1L8+4KeVikh1k5kfNF2UIOcgkYtANtyr3mH5axZWNsZn0sWcJ+Q0NzT7g0QNpZONR6EtOL+v6VbKqhhYkIr0Y7No75j5vsApWJoNsdADJjIWMx0DWY6C+g1lCpeY1dNR5XXhpIIaUBP2JaFowIETTxjKzePHhfhhuDb6QBIJsOPmD+fX+Z5DWUlje7YWezcAM1iLgNnBhYy32OmlY+RM1mvrsoOUHN6nsoKQ7ML0rR3SMBk0TTW4vgtJEeMQkQsPU1UlYlRFCG3oR1VK5152iLCEdtjs3ht4ZAqKeRnRXnYSHt+5HwHCwJHgoNVEaScvJHMvFJs9SWUI+lQ3qS0cmXlgyiSzXmOygMb2DUkkV8HNNUzPpMatZqVlCFfZwSzlxbHEAiJjA2p37oIXnQZu3sMxrV5m8wTA8/hDaNz875j4pP3X5/Ij3HIBtO6p0LBHyIhDPIDjEi5VTkSUk77Ub+jjNjWi6MCBE02bLYxsw2ONCsFZGzctBkfSO0JBFBk/7H0Wj2YKG9n2wfCHYLg/OX14PQ9Owm9lB05Yd1Bg9gLDKDmpgkxSaNaK2iazjYGmgCpBGw0VZQjq8QS9c0LHJ2TdxllAC2FV7Efoig3jmoIWV1aZq/DqyXEwyFtlMulRZQobqJeRP9k6YJeQ9THbQ6FHzaZUd5BozdWx6Vc4IemYHTX7iWJVLQ5MX+HN7EtnYIPRlq5l9WAbyWlLV0IrBrjbE+g+Oud8bDMHKpGHGBpBM20h7XCpLaN5+yXDkXlBKbl1Hk8+DrZE4BtKH3suJaOowIETTwkynseHRwVx2UJWZKxXLH8w/538cCT2O4w/6oGfTyAbrVO+g1zbVoc1Jw8wybXQ6soM0x8YJnS8h7gki6Q5O89oRTc6glUWrx5fLEkofCiK7TDlBB6qNEPagG7HDZQl5NMT99WivOQt/2rQHQcPB0hHZQYVR83zTLHGWkO5TjaV96cFJZgclYFsmXG4vyqlwblgxWUIV8jBL3oRbZQnlnrxlQWAoCzy9fX+ul1DLsnKvYkUKhBvg8viwb+NTY+4zXB6VJRTrbodlWUiZNuJVPvgTWVQNcCpWqTX43PDoOp7tiYzp60REpcdjW5oWGx5Yi0ivgZDKDtLgqA7RGhJaDE8FHkZrphXz9repMfOSHXTJiY3qJG5Xgk37SkE/iuyg4/p2IZCJoS/YxOwgmpUj6CVLaEWwWsZP5cbQC0fLZwn54IKBF5096rXHyk+3KmQJZWFg+4pL0dbdj3U9FlaFi7ODTMkOUtkf3DdKO3HMlcsSSvSqoPRoPntEdpA9fnaQnDCkpAeLy13m7KDK6SXE7KBJ0qQENfcchlwaWnzAXzrSSAz2QV9+NmBM95Q8kteU6sbj0Ne+HbH+rjH3+0LVsE0T6Ug3EulcLyGZONa4fxCabEwqGTlPmB/0oCuZwc4ozwOIptpMOHKiOS4xMICXn0jB7dXhlewgR7KDcn96TwQehK1ZOKFDhy4ndKF6zAt5cH5dDXbY7B1UKnJyMlF2kNtMY3n3Jgz5apBx+6Z57YhKY8DMotntRVhNHJMsIacoSyhsVGGf1oteTXoTSMaPPRwwjfqb0NFwOu7b2IZ6t43FgXGygxgLmpqJY7pfBYN8qf6i+3TJDrLz2UGyDaQccJzJYjJm3rHtsvUOOlyPmLkeFGJE6Nipv2D5O3EOZQmlbeDBzfsAt4cNpsskWDMPbm8Ae196fMx9Uo7q8QeR6OmElc0ikbYRr/bBnTZR1zVUlvWdy6rdLjWG/vmeCJJyIYCIpgwDQjSl5GDnyd++gGRMQ6ghd1Im5WKiy+jAC/4nsTC5ALWd+5D1h9Vksbec3IK4ZmM/s4NKQlfDtSfODpJSMcO20R9snM5VIyp5LyGZOLYyFIYmE8cKY+gLWUIhD3yOB+ucXbnsFJWpqBbAzkVXYN2eTuyKOTgtmC3q4sHsoKmkwdall5BX9RLS7UM9I/xWLksiq1m5gJBp5UrFRmwHCRKl41E1Zr48k8UOR/5i5mbEhNlBJZJ/Hp38xLElAeDxbgtdB9qhLTxZohPlXsMKzRJagIEDu1U/ofEmjqns9p723MQxQ0cy6EFDRwSudC7rlEpnfsCrMume6h5k6RjRFJpJR080B7Vv3Irdm1zwhQx4/NL7IZcdJN0g/lh1NwJ2CCftGAQ0HdlQHU6fH8aJgSA2mwlZlCZJTkgMVSp2+FOTulg3FgzuRV+oEZbhmuY1JCqtnmwGNYYLrTKGXrKEJDAkWUJZmTimIeypUhlCO5ErCbAcC921q7DPtwR/2NyJxX4TTV4ZX5/7eSoQobJSyvmo5jZbTox1nwrcBeK5hq4uW1ej5rOarU4IVKmYvKaN2hDp+JA6iSt376CKyxKaow9rOhXCmvL6IhYFAJ8B/H5rD5xMCsbJF7J8u0y9hLyBauxa+xeVeTiSvP74qqqRjvQjGx9CLGUiUeWDowMte/vYYLrEXLqGBUEv9sfT2DHEXk1EU4WHuDRlMskEHv/vDhWMCM2Tg3kHdv7geK3vKRxw78PKvkb4hvqRqZqHgMeNty5vRjsy6E1wskApqGCQXIE/3P1WFqvaX1Aj5qVcjGi2Szk2opaJEwJV8EjmSfrQQaQro8MVcKHaCWI9diOFLExNx9ZFb8P/vrgDpuPgNClrlXdG2WlkYJklpWKcLDb1WUK6Kh3zZqLwZGIIWm5YsGHCVo2kHcseEwzKplPIppNweWZWMKhA3vsKParmCmYHTU3pmASFZKrqiSFgZwx4ZssuoKoe2sJV5V7FiiMB5trWJUhE+nBgx/ox90tzaZfXh1hXG9JpE0nLQSzsRyiSQrg3VpZ1nstqPC7Ued14tmcIgxmeGxBNBQaEaOpKxe56GoPdOkINOgxDGx4z32scxEOh+9CabsWinXtgeYPq48pTW+HWNWxJJDBXL6pOJ+MoSsVOOrAeXjOJ7qpWXomkOaPXzELygVaGagHTHG4wrVua+giFguqk9nnswK6Fb8Wz3Vm80JXAGVVZdYVeTuHl3dHJ9zDjrjH1ZOqkrXvgaG6EYp3QHCufHeQcaiQ9oneQXLlPRQdVXw/5mKnkb2nOZAkVnv458nBmDO3Q1LEGr4YFfuAP+9Lo6zoAfdmZKjBE08vjDyFU14y9Gx5DKhYpuk/CvL6qMBzLRKJ7H+IpEymPC8mAG81tA3BzVHrJzQ941PnBwwf6kR2VtUVEk8eAEE2JbU9twLb1uioV84WkEaipDvgtmLin6k54HC9O3ypX7h2kqxuxemEtTquuwstWElmOmZ80CQTJSYg9QalYy2Ab5g+2oTfUjKxrZjRjJSoFCw56zQxaPF40+6Vba/JQ6VhGh2ZoqHWFcTC8FBvD5+B3G9qw0Gdikd8azuaQMia1vM3soOliS8BHD6jSYqT2w5JgUDbfSNooPlxJRmVMvaPGRM9kh0rH7DkzLp1KSxs1dez4IODWgf98uRNmKgnj1Ndz6lgZ1DQvUn3Jtj/7xzH9ayQILUEhKR1LRfoRTZmIV/thy3SsHT2cOlZikj23OORD3LTweNcA+wkRlRgDQlRyAx0deOYPA+pqbtU8S407L5SKPRC6B92uAzi9oxaBoX6kq5vQHA7gyqVN2Ouk0R3PN4GlSXDgkhHNExQqVCcHVKnYkDeMqC88zetHNPVitoWoZWFVMIyAZJAk4+psVnM01U/IHa5HaPHN+PmzW1Tj9dXhzHAGRG7P0eAYGnQp+5n95/KzhASE3CooZGQH4Ur3qUwgbVQwKJOIwcykVDBoNjT6ltIxMZszhVgqNn39hAxdwynVQEcSqpQVHj/0VReNWIqmgwR96uYvR+TgPhzYtnbM/W5fAG5/ALHONiRjccSzNqK1AfiSWTS1FU9MpMnzGToWBn3YF0/jhV5OdSMqJQaEqKSSQxH86adbkYgB1U3yhiqtOKR/kIb1vmew3v8MThycj9a9+5AN1sIXqsJ1ZyxUU8W2xOMsFSsBV6Fv0GGeS282iTP3PomM4UVPdQvrYWjO6jEzkNDoGdV1MGTEfL6fkG66YLd8Hv+9OYrOaBYn1w7AJTPO86e8uX/lg0LS2sbi2fB0MPKBE9vwwdG88KW74EK6KOhjZtNIqalinhldKjbW7O0nNPz0z75Vn7Wj6MNuDceHgCd7LDy7aTu0huOgrzir3KtYcfxVNaiqb8Xu9Y9gqKdjzP2+qhoYLheiHTsRi6cQ1zTEqv2o7YmhlqPoSy7scanysVcG49g4wH5NRKXCgBCVjDT4/NPtL2DgoIzt1CCZ/IW+QTs8m/F/of/G/EQTVm5uVz2DUF2Pa1cvhN8wsC4V41SxEnAdoW+Q20zjrD2PwbBNdIUXqIlvRHOVBIO6shkEDQOnhuuhZbNwpBHxguvxQHsD1rZHcHJNDCF3BhHEVRBI/SeZROonOKrUVQWF5KWMJ8RTGgyS59zOP822HoCmGQhl2qE7uR5QtplFMjIA3TBm3FSxoysdy/UTmlUh+PzKskJjGjOx8k2mj/ND9RO6e08CW3bugr7olNw4eppWNS2L4PVXYfPjv0c6ES26T4LV/po6lck4tH8HhuJpRH0uJEIeNO0bQFVfvGzrPVfN83nQ5HNjbe8QXmFQiKgkeDZIpQsG3fYkOnfrCNXpCFTlgkFyMtXm3oW7q+9AQ6YWazb0wDFcMGua8berF2GBz4e1mRgyadZklCQYNEHfIJeVweq9T8CfjeNAzUJY7ElAFSDj2Coo1Oj2YmV1Lczmv8Ej0XPwl21dOL46jtZQBm7dhSwsRJBQAaHipLlcUEhu1Bm0nsJgUG4aogrI2Y4Kbdt6SGWNBpP74JhpxCP9aju4vX7MRoeCQrPn/Y59g8oXFJKnXaaONXiAOzYPYsfeNhjHnwNtwYnlXsWKIn2E6hceD9sysemR36py1ZF03UCgph52Nq2CQpFYGpGAF2m/G/N39aKqn0GhUmv2e9Doc+P53iG81B9lTyGiSWJAiCYtFY/hjz96Cvu36wjWSkBIghISDAJ2urfgrvBPEM6EcP6LEfXGatXPx/vWLMbxoQDWmjFEk3LpnaYyGCRlYufsegShVASd4YXIumbX1XWiyUjYFnqyGWRbrsID5ttw76b9WBJMYGkwpfoDSb8zCQplYCKCZL5cbOSe5MDR80EhvlxNUTAon52Vr3WVK++2ZsA2QtAdC1XpfTBgzdpg0OigkKFJyGtmY9+g8geFxClhoNoN/OylHmzbsw/GiedDW3xquVexokhGYuPik9TEsU2P3q1KV0cyXG4VFLLSSQy2bcdANIWBKl8uKLSzF9UcR19S8v7Q4veowND6viie7YmorDoiOjaaw7BqSQwNDSEcDiMSiaC6uhqVInKwBw/8dCN6O4BgraaCQY7M+NGADb7n8MfQ3ahPVeOCDYPQNTeMeQvwvjVLcZxkBmVjGEhwPOdkSPjHUCUIhw8GSQPpM9qehMsy0VlzHDKumT2Vh6jUZL/obH4P/qP3fDy+uxsrq5JY5I+qaWPQdPV65egObNuBaZtww0AYQTW6vriRqyZvmupMzTbY47WkwSAn9yFG9gxyHBuabcLlxGFDxyAaYGI29Q4an0o6G37dnmF/SGrd8sEgHiGWldol8oG5lyNAfwZ49wk1OGflctjtW2FvexaQ/mg0LaRkrGfvZvir63HK669WjaVHsswsEoN90HQXqhcsQ21NCHXxNPyJLHpaw+idH2bfxhLrS2XRnkij0efBxS21CLjkzbnyVOp5KJUGA0IlUmk7ovzZ7HzuFTx5Ty8SERvV8zT4w3LQYiKLLB4M/S/W+p/CcUNhnL1xAI7Lj/rFS/B3py2G39BVmRgzgyZHV8Gg/DSxfHp5EcfBgoHdWHngRWQNr+oZZLJMjCqMpfuwuflj+PedjdjZG8Xp4QRWVmVgOg5iVja33+hGPigk51Y2srYJHTpqEIALhYPLwkF87lRZMoscQ8rJyvfYZittZAPp/PvJuMEg24Jlmeo2mbxkODIpzkZUq0fKmf2B7RkZFGIwaMYZuRm2xYD2JHB+sw9vX30i3IkBWBsfkVTtMq5hZckkY+jeuxlubwAnX/xOBGvmFd0vpWWJSD9sy0KoeRFq6uvRYFoIRdOIhX04sLQBlrsygxZTJZa10BZLQRJ5L2iqwaLQ7M4kPRaVdh5KpcWAUIlU0o6Yikbx+K9fxO6Xcw01qpscmYqqMoMOuPbj3qo70W/0YlW7D8fvjcEKhrHmzJW4rHUehjQL65MxZDK8onXsHBhwVHPSw00T82XiOOnAOjRGuxDx1aC3qpkNpKnixP0rcH/gw7hrUxSWbeLs2ijmeSXYA3gkM0iWsbLIyk6k66osTAWGJLRtmepzCD744VGZLMVBIUCzJSDkwOGx/VHTHU1lXslzK+FsCVzLUUguDnRonJWcTNm2pYJBUmpcCFS4nCQ0J4OMFkLECc+cQMokg0K51/LyPpZCLI5HhTPPyABdRwrYHgMafTres3oJFtaGYO94Hk7HtjKvZeWQPkK9bVtV6diys96IpmWnjslsTEUjyCYT8FTVIty6EPM8LoQjKfU+07WoDtG6ALOFSihr22iPZxDJmlgc8mHNvDCCFZQtVEnnoVR6DAiVSCXsiGY2i5f+8jI2PRlDbMCCL6Shep4DzXAwpEXwWPABNVo+nPbi7C1phJMampcvx1tXLUar24Oddho74wlmN5cgK0iMVyJmWFks7t2OpT1bYGs6eqpakPBWlWVdicrFMoLYEL4GvziwAlu7h9DiN3FGOAqfUbzHeCTzBBrSjo2ECgBp+cAQVKDHsiyYjq1KyCQw5BkuVWK20LFnBeWDQRNkBUkwSIVIdL3ovtwC0jMtC92RXk86EloN4s7svxosPeDUlLVyZAvlg22CR4SzICikSSAb2DwERE3gvPlVuPSUpajKRGBtfw4YPFjuVa0I8jo10LkH8YGDqG1ZgqVnvRGB6rqiZbKpJFLRQbXZAg2taJjXhMZ0Fr6UiViVDz0La5AKsqdjqch7ykDGRGcioy44nFwTwqraELzG3L8gWgnnoTR1GBAqkbm8I6YTSWz4yybsWJdApMeCyyO9ggBvyMGA3oPn/E9gne8p1Vtj5X4Hy/ebaF22GK89ZRlO8gXRDxObUwkMpVkidmzktAdqMk3+9HNMVpA0jT6ufxcW9e5QI+UjgTr0Bxrg6JVzdYRIAkEvBq/Cfw+cinUdQ/C7gFOqo2j1ZQ97IVYCQu78nSnbUh+qDNPI9RayYavAkBxceh0XApp3VGDoUFaLTMSSXkQMDB2i5bOCtHEDQYUl8oEgee4dpygraMLguMoWysLWPEiiGgnHN6urnHLPx/QGhoazgob/RzNdYVvZ+WyhPVItpgHnL6zDRcfPRzjVB2fvRjj9HeVe1YqQGOrHYOceWNkMmlecjuNOOhfe4KHzAClDTsWHkE0koBkG/PXNaK2pQ0PGhsu0Ea3xo7+5GokqLzOGSsS0HXSnMuhNZaFrGo4PB3BiOIiwZ/b3n6vE81Cq0IDQbbfdhltvvRVdXV047bTT8MMf/hBr1qw57PJ33303brrpJuzduxcrVqzAt771LVx++eXD98tDvPnmm/Gzn/0Mg4ODuOCCC/DjH/9YLVvQ39+PG2+8Effddx90Xcc73vEOfP/730coFKrIHdEyTexetxvbXujGwb0WUrFcICgQBvRwCts9G7HRuxY7vFvgtnQs67Rx+oAHJ590As6a34wFLi8isLAjm8TBZEadKNGrI6cDer40TIzuFSTZQPOiXWgZ3Ks+y2jsqC+MgUADR8pTxZC9pMt/Kh62Xo/H+hqwZyChAkErQkksCSQhfaOPhgsaXPmDcRlVn7EtZCV4UQgMOTYsW8JDDlyOrsrIfJpb9RoqDgypN9ZcKdnontQVQj1sVRqW++pwgSDVO0gFgeyjDgSNJhPIDKRVYMjRDGS1EJKOH2nHNScCQ7nX/fEHBhz7LxgZxmQgaLYqbLusA+xLAh1JwHSAExqCWLO4CSeGDXi6d8E5uAdIRMq9unOaBLOjvZ2I9h1QPYTqF6xA8/LTUdO8SI2lV8tYJtLxqMoakj3QU1WD+eEGzNM98Fg20j4XIg0hDNUFkPXxGK5UZWQSFOpLm6pvoIyqX1IVwKKQb86Vk82181Cq8IDQb3/7W1x77bW4/fbbcc455+B73/ueCvhs27YNjY2NY5Z/+umnceGFF+KWW27BW97yFtx1110qILR+/XqsWrVKLSNfy/2//OUvsWTJEhU82rhxIzZv3gyfL9eY8s1vfjM6Ozvxk5/8BNlsFtdffz3OPvts9fMqYUc0syYObOtA26ZuHGxLItLjqCCQqqAIZhGtb8eB4E7sNTZhb2AfLN3GgqgLF6AOq2tacEJ9Axa7c1dnux0TbZkU+lOcIPZqFK4HSxBIygdGB4EkABRODqAm0Yv6WDdq4z1q2aTbj5g3rIJBNjOCaI6TfSHiWoBN2pl4KXs8XorWYM9gSt3R4AeW+ONo9aVVc8ljYeQDQxLMkCvwWUeaTNswNcDU5TaZRmblAhwqkGTA47hU1pBbM0YEiAorLA1y1LvtnM0cGi6gGxEEUn2AVIsg1SnoEBUYsoeDQGppLV8aNonnR3dsGMgATiYXgtLcsDQ/MvAg7XiQlTrAWRwYKvyrMLb+2H9e4WcxEDRXFDajaQNdaaArBURMqGD4svoQjm8KY0lAx3yzD66hg3Ai3WxCPYVlZFJCFhs4iGwqAZfHh9rWZaqkLNy4AN5gWL32SW8hCQzZZlZNuqwPN6A5EEZYl4sMQNrrQjzsV1lDyZAXpsdg9tAkyPt1JGOiP2OqBtSyz9R4XGgJeNHk86DB50bIZYwtUZ5FZvt5KJXXjAsISRBIAjE/+tGP1Ne2beO4445T2Ttf+MIXxix/9dVXIx6P4/777x++7dxzz8Xpp5+ugkry8FpbW/GP//iP+OxnP6vul52lqakJd9xxB97znvdgy5YtOOmkk/DCCy/grLPOUss88MADKsuovb1dff9c2hEjvXHE+mNo27gPHTtSSAxZ6E8NIYohJI1epDwHkfBJM+JuxKsHoQUtzDN8mK8HsNwIYamnGku9VWg2vKo5aBo2+mwT3VZWpWhKqia9+rHxwpNNqfIvTzYJfyYBfyaOQCaKUCoCfzahTgMszUDK7UfCE0TcWwXT8JT7YRBNm2/hq3hwX6781K1rqPcBTd40Wr1x+Ef1CJp0zxtoMCRrJf+1BIgsR9rnOzA1manoqB5Dkk3kjAwoOQbkv1zXoeKDTEef/U3UpARMHEqAypd9qSBZLhNIMqryN+YDPyMyhPIpKrnnZXKBoDEc2QYmNGShORY0WIda8Wse2JobGa0KpmPktqM0BsfMV/gTGpkrdKRG1OO0X2IQaI4rbF4Z4tqTAfqzwGBWXrdyu9m8kA8t1T40Bz24uMkFT2oITjIKJGNw0jE5QOQfSQnIa102FUci0odUbFBNJhMurx+h2iYEwg3wVdXC4w/B5fJAN9wqMC7BoBpfCHUSHPL44c9ne5u6hlTIi47lDbDnWGbLdJPX/GjWRDRrIW5aSOfPWeR4QoJE8lHldqkAkYyw97t0VLtdqvRsJptN56E088yonOpMJoN169bhi1/84vBtUr71hje8Ac8888y43yO3f+Yznym67dJLL8W9996r/r1nzx5VeiY/o0B2GAk8yfdKQEg+19TUDAeDhCwvv/u5557DVVddNeb3ptNp9VEgO2Bhh5zJ0sksNjyyS/1736YIBjpT2Nj0OF44/o9jlr3cPx9fqTln7A+R184U0Okk0G9lMOSYw40oA1P+COagfDaQPz6AFVsfGncROf0d0N3IevwwXd7cNkhbcKcHwcRiqiS77QyMbBoNPqDKlWvonEgCO5PlbMyZCxKNluudkwuGDJvZx5RHZ8x1JGfccFp5D21GjqUfFYTTMoDmGr7oJEG+2Wr2rjlNB2l6EHQBcdPBUNZBV18CXX25+1pDy7G8YT5Qe2j55Lo/w9y1oWzrOxe5vVXQXT4kEzHEYlHEYkPA/h1jljv5jEtw3MJVsLMWegd7IaE5l+5CldePgMcPIxbFQb+NqJ8XAUtFjhoM20HSshCzbMgZ3L5xllsa8uH8phE7ygxUOP+cYXkeNEvMqIBQb2+vat4p2Tsjyddbt24d93sk2DPe8nJ74f7CbRMtM7oczeVyoa6ubniZ0aQE7Wtf+9qY2yWbaa7Ygi34N4wfoCAiKo+3qf/vLvdqEBHNYl8t9wpQsXv+Uu41oDkgGo2qxAeiWRsQmk0ki2lkZpJcZZTG1PX19bO6BpWKo+0S4Nu/fz/TLysIt3vl4TavPNzmlYfbvPJwm1eeSt3mkhkkwaCjaXNCNKMDQg0NDTAMAwcPHiy6Xb5ubm4e93vk9omWL3yW21paWoqWkT5DhWW6u7uLfoZpmirAc7jf6/V61cdIUnZGc4+8oVTSmwrlcLtXHm7zysNtXnm4zSsPt3nlqcRtzswgOlYzauyGx+PB6tWr8fDDDxdl3sjX55133rjfI7ePXF48+OCDw8vLVDEJ6oxcRqLH0huosIx8lnH00r+o4JFHHlG/W3oNERERERERERHNJTMqQ0hIGdZ1112nGjyvWbNGjZ2XKWIyBl7ISPr58+erHj7ik5/8JC666CL827/9G6644gr85je/wdq1a/HTn/5U3S/lW5/61Kfw9a9/HStWrBgeOy8pdVdeeaVaZuXKlbjssstwww03qMlkMnb+4x//uGo4zdQ7IiIiIiIiIpprZlxASMbI9/T04Ctf+Ypq6CxlXTICvtAUet++fWr6V8H555+Pu+66C1/+8pfxpS99SQV9ZMLYqlWrhpf53Oc+p4JKH/rQh1Qm0Gte8xr1M32+Q1NI7rzzThUEuuSSS9TPf8c73oEf/OAH0/zoaSaRksCbb755TGkgzW3c7pWH27zycJtXHm7zysNtXnm4zYlePc3hfDoiIiIiIiIioooyo3oIERERERERERHR1GNAiIiIiIiIiIiowjAgRERERERERERUYRgQIiIiIiIiIiKqMAwIER3GbbfdhsWLF6tpdOeccw6ef/75cq8Slcgtt9yCs88+G1VVVWhsbMSVV16Jbdu2FS1z8cUXQ9O0oo+PfOQjZVtnmpyvfvWrY7bniSeeOHx/KpXCxz72MdTX1yMUCqlJkwcPHizrOtPkyOv36G0uH7KdBffx2e/xxx/HW9/6VrS2tqrtJ1NmR5K5KTK1tqWlBX6/H294wxuwY8eOomX6+/vxt3/7t6iurkZNTQ0++MEPIhaLTfMjoVJs82w2i89//vM45ZRTEAwG1TLXXnstDhw4cMTXhm9+85tleDRUiv38/e9//5jtedlllxUtw/2c6PAYECIax29/+1t85jOfUaMr169fj9NOOw2XXnopuru7y71qVAKPPfaYOil89tln8eCDD6qDyDe96U2Ix+NFy91www3o7Owc/vj2t79dtnWmyTv55JOLtueTTz45fN+nP/1p3Hfffbj77rvV34ecQPzN3/xNWdeXJueFF14o2t6yr4t3vetdw8twH5/d5DVb3p/lAs54ZHv+4Ac/wO23347nnntOBQnkvVwCwAVykvjKK6+ov4/7779fnXx+6EMfmsZHQaXa5olEQh2z3XTTTerz73//e3Wx521ve9uYZf/5n/+5aN+/8cYbp+kRUKn3cyEBoJHb89e//nXR/dzPiSYgY+eJqNiaNWucj33sY8NfW5bltLa2OrfccktZ14umRnd3tyMvh4899tjwbRdddJHzyU9+sqzrRaVz8803O6eddtq49w0ODjput9u5++67h2/bsmWL+pt45plnpnEtaSrJ/rxs2TLHtm31NffxuUX213vuuWf4a9nOzc3Nzq233lq0r3u9XufXv/61+nrz5s3q+1544YXhZf70pz85mqY5HR0d0/wIaLLbfDzPP/+8Wq6trW34tkWLFjnf/e53p2ENaTq2+XXXXee8/e1vP+z3cD8nmhgzhIhGyWQyWLdunUotL9B1XX39zDPPlHXdaGpEIhH1ua6uruj2O++8Ew0NDVi1ahW++MUvqquPNHtJqYiknC9dulRdLdy3b5+6XfZ3yRIbuc9LOdnChQu5z8+h1/Vf/epX+MAHPqDKCQq4j89de/bsQVdXV9F+HQ6HVQl4Yb+Wz1I+ctZZZw0vI8vLe75kFNHceH+XfV6280hSIiYlwmeccQZuvfVWmKZZtnWkyfvrX/+qWgCccMIJ+Id/+Af09fUN38f9nGhiriPcT1Rxent7YVkWmpqaim6Xr7du3Vq29aKpYds2PvWpT+GCCy5QJ4UF11xzDRYtWqQCCC+//LLqSyCp55KCTrOPnATecccd6mBR0sm/9rWv4bWvfS02bdqkTho9Hs+YEwbZ5+U+mv2k58Tg4KDqNVHAfXxuK+y7472XF+6Tz3ISOZLL5VIXB7jvz35SGij79Xvf+17VO6bgE5/4BM4880y1nZ9++mkVDJb3he985ztlXV86NlIuJiXeS5Yswa5du/ClL30Jb37zm1UgyDAM7udER8CAEBFVNOklJEGBkf1kxMjacmlQKU1JL7nkEnWwsWzZsjKsKU2GHBwWnHrqqSpAJMGA3/3ud6rZLM1tP//5z9XfgAR/CriPE81dkvX57ne/WzUW//GPf1x0n/SIHPl+IBcEPvzhD6uBE16vtwxrS5Pxnve8p+i1XLapvIZL1pC8phPRxFgyRjSKlA/IFYXRE4bk6+bm5rKtF5Xexz/+cdVc8NFHH8WCBQsmXFYCCGLnzp3TtHY0lSQb6Pjjj1fbU/ZrKSmSDJKRuM/PDW1tbXjooYfw93//9xMux318binsuxO9l8vn0cMipHRIJhJx35/9wSDZ96WJ8MjsoMPt+7Ld9+7dO23rSFNHysLlWL7wWs79nGhiDAgRjSJXilavXo2HH364qKxIvj7vvPPKum5UGnLFUIJB99xzDx555BGVZnwkGzZsUJ8li4BmPxk3K5kgsj1lf3e73UX7vJQOSY8h7vOz3y9+8QtVLnDFFVdMuBz38blFXtflZG/kfj00NKR6hhT2a/ksgWDpI1Yg7wnynl8IENLsDAZJzzgJBEufoCORfV/6yYwuK6LZqb29XfUQKryWcz8nmhhLxojGIenE1113nWpAt2bNGnzve99TYy+vv/76cq8alahM7K677sIf/vAHVFVVDdeQS8NRKR+SQIHcf/nll6uDSekvImPJL7zwQpWKTLPPZz/7Wbz1rW9VZWIyUv7mm29WmYDSW0K2+wc/+EG130tPAbmaLCOI5SDy3HPPLfeq0yTIAb8EhOT1XHpGFHAfnzuB3ZEZXdJIWk7uZT+WpvDSH+7rX/86VqxYoQJEMo5cygavvPJKtfzKlStV/5EbbrhBjaaXYIJcLJASlJHlhTQ7trkEAN75zneqkfOS/Sv9IAvv73K/XPCTvjISFHzd616n3v/la9n33/e+96G2traMj4yOZZvLh/QEfMc73qECwPLa/rnPfQ7Lly/HpZdeqpbnfk50BEeYQkZUsX74wx86CxcudDwejxpD/+yzz5Z7lahE5KVvvI9f/OIX6v59+/Y5F154oVNXV6dGFC9fvtz5p3/6JycSiZR71ekYXX311U5LS4van+fPn6++3rlz5/D9yWTS+ehHP+rU1tY6gUDAueqqq5zOzs6yrjNN3p///Ge1b2/btq3odu7jc8Ojjz467mu5jKEujJ6/6aabnKamJrWdL7nkkjF/C319fc573/teJxQKOdXV1c7111/vRKPRMj0imsw237Nnz2Hf3+X7xLp165xzzjnHCYfDjs/nc1auXOl84xvfcFKpVLkfGh3DNk8kEs6b3vQmZ968eY7b7XYWLVrk3HDDDU5XV1fRz+B+TnR4mvzvSEEjIiIiIiIiIiKaO9hDiIiIiIiIiIiowjAgRERERERERERUYRgQIiIiIiIiIiKqMAwIERERERERERFVGAaEiIiIiIiIiIgqDANCREREREREREQVhgEhIiIiIiIiIqIKw4AQEREREREREVGFYUCIiIiowixevBjvf//7Uekuv/xy3HDDDZP6Geeeey4+97nPlWydiIiIiKYLA0JERESz2B133AFN0+Dz+dDR0THm/osvvhirVq2a8Gds3rwZX/3qV7F3715Uiqeeegp/+ctf8PnPf374tr/+9a/quZSPdevWjfkeCaKFQqGi2+T7b7vtNnR1dU3LehMRERGVCgNCREREc0A6ncY3v/nNo1p227Zt+NnPflYUEPra175WUQGhW2+9FZdccgmWL18+7v0SIDsab3/721FdXY1///d/L/EaEhEREU0tBoSIiIjmgNNPP10FeQ4cOHDEZb1eL9xu9zH9HsdxkEwmMZt1d3fjj3/8I9797ncf9rm8//77sX79+iP+LF3X8c53vhP/+Z//qZ4bIiIiotmCASEiIqI54Etf+hIsyzqqLKGRPYSk5Oxd73qX+vfrXve64ZIpKZ8qLPuWt7wFf/7zn3HWWWfB7/fjJz/5ibpv9+7d6nvr6uoQCARUPx0JtIzW1taGt73tbQgGg2hsbMSnP/1p9fNG/p6C5557DpdddhnC4bD6mRdddJEq7xqdvSPfu3PnTvU4ampq1PLXX389EonEER+/rKNpmnjDG94w7v033ngjamtrjzpL6I1vfKN6jBs2bDiq5YmIiIhmAgaEiIiI5oAlS5bg2muvPeosoYILL7wQn/jEJ4aDSv/1X/+lPlauXFlUYvbe975XBT6+//3vqwyagwcP4vzzz1eBnY9+9KP4l3/5F6RSKRX4ueeee4a/Nx6P4/Wvfz0eeugh9Xv+3//7f3j66aeLevcUPPLII2p9hoaGcPPNN+Mb3/gGBgcH1fc///zzY5aXDJ9oNIpbbrlF/VuCW1L6diTy++vr67Fo0aJx75cSMAla3XfffUeVJbR69Wr1eXTgioiIiGgmc5V7BYiIiKg0JNgipUvf+ta3VODmaCxduhSvfe1r8YMf/EAFfKQJ9WiSifPAAw/g0ksvHb5NAiYSFHriiSfwmte8Rt0mE7tOPfVUfOYzn1G9daScSrKJJJPo3nvvVbeJD3/4wzjjjDOKfoeUW33kIx9RWUp/+tOfVAZQYdmTTz4ZX/7yl1UT6JHkZ/z85z8f/rqvr099LY9/Ilu3blWZTxOR4NV3v/tdFWD6wx/+MOGy8+fPh8fjUb2YiIiIiGYLZggRERHNERLc+bu/+zv89Kc/RWdnZ0mzj0YGg8T//d//Yc2aNcPBICETuD70oQ+p5tSF4IgEkiRgIplDBTIRbfS4dym32rFjB6655hoV2Ont7VUfkmEkzZ8ff/xx2LZd9D0SQBpJAlvyvZJhNBFZRkrCJiIlaJ/61Kfwv//7v3jxxRdxJPLzZH2JiIiIZgsGhIiIiOYQyaSR/jhHO3HsaANCo0nPnBNOOGHM7YVSM7m/8HnZsmXDGT8Fo6d7STBIXHfddZg3b17Rx3/8x3+oKWqRSKToexYuXFj0dSHIMzAwcMTHdDQNoD/5yU+q/kRH00tIft7ox0hEREQ0k7FkjIiIaI5lCb3vfe9TWUJf+MIXSvIzpZH0VCtk/8g4eOlRNB7JQBrJMIxjCvZI/6CjCRoVsoQkIHSkLCHpddTQ0HDEn0lEREQ0UzAgRERENAezhH71q18dsZdOwbFktkhDZmk2PV5/nsL9hc9SPjY6g0b6Eo0kWUSFhs6Hm/5VKieeeCL+53/+56iWlYDQ9773PdVLSLKFxtPR0YFMJlPUiJuIiIhopmPJGBER0RwjwRXJEpKGzl1dXUdcXsbBF7Jcjtbll1+uJn8988wzw7dJvx/JTJKGzSeddJK6TXoPScBEevEUyDQymYY2elKXrPe//uu/IhaLjfl9PT09KJXzzjtPZQhJs+ujzRKSxtKHGyu/bt069VmmrhERERHNFgwIERERzdGJY9lsdtwsntGkREvKrySj6Je//CV+85vfoLu7e8LvkXK0pqYmvPnNb8ZXvvIVlUUjDab37NmD73znO2rCWGFKmASIZGz9F7/4RTXN7KKLLlKNpUUha0iWl15B+/fvV1PFpExLgkbyWZb/wAc+gFK54oor4HK58NBDDx3V8tJLSAJDL7300rj3P/jgg6qf0ejJaUREREQzGQNCREREc5A0bZYsoaPR3NyM22+/XQWBPvjBD6rgzZFGqEsw6Omnn1aj6n/4wx+qYI+MXr/vvvtw1VVXFfX9eeSRR/D6178e3//+9/H1r39dTQO76aab1P2FwJCQkfeScXTWWWfhRz/6EW688Ubccccdav1kzH2pyLpLhtPvfve7o1peSsUkS+hwvY+k/Ozaa69lU2kiIiKaVTTnaMZsEBEREZWQZBRJkKe9vV2NpZ9uTzzxhApASc+jFStWHPPPuffee3HNNddg165daGlpKek6EhEREU0lBoSIiIhoSiWTyaJJZdJDSMqrLMvC9u3by7ZeUu62YMGCMf2MXm0/Isl4+va3v13SdSMiIiKaagwIERER0ZQHXqTHjvQqikQiagLaK6+8gjvvvFNl1xARERHR9OPYeSIiIppSMmlMGkZLAEiygmQCmTSuvvrqq8u9akREREQVixlCREREREREREQVhlPGiIiIiIiIiIgqDANCREREREREREQVhgEhIiIiIiIiIqIKw4AQEREREREREVGFYUCIiIiIiIiIiKjCMCBERERERERERFRhGBAiIiIiIiIiIqowDAgREREREREREaGy/H/qpz4SADBtyQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Set figure size\n", "plt.figure(figsize=(12, 8))\n", "\n", "# KDE plot for Nitrogen (N) feature by label\n", "sns.kdeplot(data=df, x=\"N\", hue=\"label\", fill=True, common_norm=False, palette=\"tab20\", alpha=0.5)\n", "\n", "# Title and labels\n", "plt.title(\"Nitrogen (N) Distribution Across Different Crops\", fontsize=14)\n", "plt.xlabel(\"Nitrogen (N)\", fontsize=12)\n", "plt.ylabel(\"Density\", fontsize=12)\n", "\n", "# Show the legend outside for better visibility\n", "plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "label\n", "rice 100\n", "maize 100\n", "jute 100\n", "cotton 100\n", "coconut 100\n", "papaya 100\n", "orange 100\n", "apple 100\n", "muskmelon 100\n", "watermelon 100\n", "grapes 100\n", "mango 100\n", "banana 100\n", "pomegranate 100\n", "lentil 100\n", "blackgram 100\n", "mungbean 100\n", "mothbeans 100\n", "pigeonpeas 100\n", "kidneybeans 100\n", "chickpea 100\n", "coffee 100\n", "Name: count, dtype: int64" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['label'].value_counts()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Define Crop Types\n", "crop_types = {\n", " \"rice\": \"Cereal\", \"maize\": \"Cereal\", \n", " \"lentil\": \"Pulse\", \"blackgram\": \"Pulse\", \"mungbean\": \"Pulse\", \"mothbeans\": \"Pulse\", \"pigeonpeas\": \"Pulse\", \"kidneybeans\": \"Pulse\", \"chickpea\": \"Pulse\",\n", " \"jute\": \"Fiber Crop\", \"cotton\": \"Fiber Crop\",\n", " \"coconut\": \"Commercial Crop\", \"coffee\": \"Commercial Crop\",\n", " \"banana\": \"Fruit\", \"mango\": \"Fruit\", \"apple\": \"Fruit\", \"orange\": \"Fruit\", \"papaya\": \"Fruit\", \"grapes\": \"Fruit\", \"pomegranate\": \"Fruit\", \"muskmelon\": \"Fruit\", \"watermelon\": \"Fruit\"\n", "}\n", "\n", "# Add Crop Type as a New Column\n", "df[\"Crop Type\"] = df[\"label\"].map(crop_types)\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\2919795925.py:15: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(12, 8))\n", "\n", "# KDE Plot with Crop Type Categorization\n", "sns.kdeplot(data=df, x=\"N\", hue=\"Crop Type\", fill=True, common_norm=False, palette=\"Set2\", alpha=0.5)\n", "\n", "# Titles and Labels\n", "plt.title(\"Nitrogen (N) Distribution Across Different Crop Types\", fontsize=14)\n", "plt.xlabel(\"Nitrogen (N)\", fontsize=12)\n", "plt.ylabel(\"Density\", fontsize=12)\n", "\n", "# Show legend outside for clarity\n", "plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There appear to be at least three major clusters:\n", "Low Nitrogen Requirement (~0 to 50 N): Some crops require very little nitrogen.\n", "Medium Nitrogen Requirement (~50 to 100 N): A significant number of crops fall within this range.\n", "High Nitrogen Requirement (~100 to 150+ N): A few crops need high nitrogen levels.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Crop Type Influence on Nitrogen Needs\n", "\n", "Different crop types (Cereals, Pulses, Fruits, etc.) show distinct nitrogen requirements:\n", "\n", "Cereals (Rice, Maize): Likely fall into medium-to-high nitrogen requirement.\n", "\n", "Pulses (Lentil, Chickpea, Blackgram, etc.): Tend to have low-to-moderate nitrogen requirements.\n", "\n", "Fruits (Banana, Mango, Apple, etc.): Appear to be spread across low to medium ranges.\n", "\n", "Commercial Crops (Coffee, Coconut, Cotton, Jute): Likely have a wider nitrogen requirement range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4️⃣ Key Takeaways for Agricultural Decisions\n", "✔ Efficient Fertilizer Use\n", "\n", "Pulses require minimal nitrogen fertilizers due to their nitrogen-fixing ability.\n", "Cereals and fiber crops need proper nitrogen supplementation for higher yields.\n", "✔ Crop Rotation Planning\n", "\n", "Growing pulses after high-nitrogen-demanding crops can improve soil fertility naturally.\n", "Fruits and commercial crops should be strategically planted based on their nitrogen requirements.\n", "✔ Sustainable Agriculture Practices\n", "\n", "Excess nitrogen application can lead to environmental concerns (e.g., nitrate leaching).\n", "Precision farming techniques can optimize nitrogen usage based on these distributions.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2️⃣ Observing the Nitrogen (N) Distribution\n", "\n", "The KDE plot shows clear groupings of nitrogen levels, meaning crops with similar nitrogen requirements cluster together.\n", "Overlapping distributions suggest that some crop types may have nitrogen needs that vary widely within their category.\n", "Pulses have distinct lower nitrogen requirements, while fiber crops and cereals have nitrogen needs in the higher range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "the plot clearly shows that some crops have low nitrogen requirements, while others have high nitrogen requirements, based on the distribution of nitrogen (N) values." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NPKtemperaturehumidityphrainfalllabelCrop Type
090424320.87974482.0027446.502985202.935536riceCereal
185584121.77046280.3196447.038096226.655537riceCereal
260554423.00445982.3207637.840207263.964248riceCereal
374354026.49109680.1583636.980401242.864034riceCereal
478424220.13017581.6048737.628473262.717340riceCereal
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2195107343226.77463766.4132696.780064177.774507coffeeCommercial Crop
219699152727.41711256.6363626.086922127.924610coffeeCommercial Crop
2197118333024.13179767.2251236.362608173.322839coffeeCommercial Crop
2198117323426.27241852.1273946.758793127.175293coffeeCommercial Crop
2199104183023.60301660.3964756.779833140.937041coffeeCommercial Crop
\n", "

2200 rows × 9 columns

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" ], "text/plain": [ " N P K temperature humidity ph rainfall label \\\n", "0 90 42 43 20.879744 82.002744 6.502985 202.935536 rice \n", "1 85 58 41 21.770462 80.319644 7.038096 226.655537 rice \n", "2 60 55 44 23.004459 82.320763 7.840207 263.964248 rice \n", "3 74 35 40 26.491096 80.158363 6.980401 242.864034 rice \n", "4 78 42 42 20.130175 81.604873 7.628473 262.717340 rice \n", "... ... .. .. ... ... ... ... ... \n", "2195 107 34 32 26.774637 66.413269 6.780064 177.774507 coffee \n", "2196 99 15 27 27.417112 56.636362 6.086922 127.924610 coffee \n", "2197 118 33 30 24.131797 67.225123 6.362608 173.322839 coffee \n", "2198 117 32 34 26.272418 52.127394 6.758793 127.175293 coffee \n", "2199 104 18 30 23.603016 60.396475 6.779833 140.937041 coffee \n", "\n", " Crop Type \n", "0 Cereal \n", "1 Cereal \n", "2 Cereal \n", "3 Cereal \n", "4 Cereal \n", "... ... \n", "2195 Commercial Crop \n", "2196 Commercial Crop \n", "2197 Commercial Crop \n", "2198 Commercial Crop \n", "2199 Commercial Crop \n", "\n", "[2200 rows x 9 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Potassium Levels by Crop Type:\n", " Crop Type\n", "Pulse 26.112857\n", "Fruit 50.261111\n", "Commercial Crop 61.590000\n", "Cereal 78.825000\n", "Fiber Crop 98.085000\n", "Name: N, dtype: float64\n" ] } ], "source": [ "crop_k_stats_N = df.groupby(\"Crop Type\")[\"N\"].mean().sort_values()\n", "print(\"Average Potassium Levels by Crop Type:\\n\", crop_k_stats_N)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Key Insights:\n", "✅ 1. Pulses require the least Nitrogen (~26.11)\n", "\n", "Pulses (e.g., lentils, chickpeas, mung beans) fix their own nitrogen through biological nitrogen fixation (BNF).\n", "This means they require minimal external nitrogen fertilizers, making them more sustainable in crop rotation.\n", "\n", "✅ 2. Fruits have moderate Nitrogen needs (~50.26)\n", "Fruits (e.g., mango, apple, banana) require nitrogen for leaf and fruit growth.\n", "A balanced NPK ratio is essential for good fruit development.\n", "\n", "✅ 3. Commercial Crops require slightly higher Nitrogen (~61.59)\n", "Crops like coffee and coconut require moderate to high nitrogen levels for consistent yields.\n", "This supports leaf expansion and overall plant health.\n", "\n", "✅ 4. Cereals require more Nitrogen (~78.83)\n", "Cereal crops (e.g., rice, maize) require high nitrogen levels because they are fast-growing and highly productive.\n", "Nitrogen fertilizers (e.g., urea) are often applied in multiple stages to maximize yield.\n", "\n", "✅ 5. Fiber Crops require the most Nitrogen (~98.09)\n", "Jute and cotton need high nitrogen to support fiber production and leaf development.\n", "These crops are nitrogen-demanding, requiring continuous fertilization during the growth phase.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\426631044.py:9: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_k_stats_N.index, y=crop_k_stats_N.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_n_stats = df.groupby(\"Crop Type\")[\"N\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(x=crop_k_stats_N.index, y=crop_k_stats_N.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"Average Nitrogen (N)\", fontsize=12)\n", "plt.title(\"Average Nitrogen (N) Levels by Crop Type\", fontsize=14)\n", "plt.xticks(rotation=45)\n", "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1573648725.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_N_stats.index, y=crop_N_stats.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_N_stats = df.groupby(\"label\")[\"N\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_N_stats.index, y=crop_N_stats.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Nitrogen\", fontsize=12)\n", "plt.ylabel(\"Average Nitrogen\", fontsize=12)\n", "plt.title(\"Average Nitrogen Levels by each crop\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pottasium" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Descriptive Statistics for Phosphorus (P):\n", "count 2200.000000\n", "mean 53.362727\n", "std 32.985883\n", "min 5.000000\n", "25% 28.000000\n", "50% 51.000000\n", "75% 68.000000\n", "max 145.000000\n", "Name: P, dtype: float64\n" ] } ], "source": [ "\n", "print(\"\\nDescriptive Statistics for Phosphorus (P):\")\n", "print(df[\"P\"].describe())\n" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\86331456.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(df['P'])\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df['P'])" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0107725431372674" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['P'].skew()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1️⃣ Skewness Analysis\n", "\n", "Skewness = 1.01 (Positive Skew) → Right-skewed distribution.\n", "This means that most crops require lower phosphorus levels, but a few crops demand very high phosphorus, creating a long right tail in the distribution." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3683335688.py:7: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend(title=\"Crop Type\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.kdeplot(data=df, x=\"P\", hue=\"Crop Type\", fill=True, alpha=0.4)\n", "plt.title(\"Phosphorus (P) Distribution Across Different Crop Types\")\n", "plt.xlabel(\"Phosphorus (P)\")\n", "plt.ylabel(\"Density\")\n", "plt.legend(title=\"Crop Type\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df['P'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3️⃣ Key Takeaways\n", "\n", "🔹 Most crops require moderate phosphorus (Between 28 - 68).\n", "🔹 A few crops need extremely high phosphorus (up to 145), creating the right skew.\n", "🔹 Cereals, Fiber crops, and Commercial crops likely contribute to high phosphorus demand.\n", "🔹 Pulses likely fall in the lower quartile (Q1), indicating low phosphorus needs.\n", "\n" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Potassium Levels by Crop Type:\n", " Crop Type\n", "Commercial Crop 22.835000\n", "Fiber Crop 46.550000\n", "Cereal 48.010000\n", "Fruit 56.112222\n", "Pulse 62.025714\n", "Name: P, dtype: float64\n" ] } ], "source": [ "crop_P_stats_P = df.groupby(\"Crop Type\")[\"P\"].mean().sort_values()\n", "print(\"Average Potassium Levels by Crop Type:\\n\", crop_P_stats_P)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Key Insights:\n", "\n", "🔹 Commercial crops require the least Phosphorus (~22.84), indicating they rely less on high phosphorus content in soil.\n", "\n", "🔹 Fiber crops and cereals have moderate Phosphorus needs (~46-48), likely due to their long growth cycles.\n", "\n", "🔹 Fruits require higher Phosphorus (~56.11), essential for flower and fruit development.\n", "\n", "🔹 Pulses require the most Phosphorus (~62.03), likely due to their role in nitrogen fixation, which benefits from adequate P supply.\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\2662616927.py:6: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_P_stats_P.index, y=crop_P_stats_P.values, palette=\"viridis\")\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(x=crop_P_stats_P.index, y=crop_P_stats_P.values, palette=\"viridis\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"Average Phosphorus (P)\", fontsize=12)\n", "plt.title(\"Average Phosphorus (P) Levels by Crop Type\", fontsize=14)\n", "plt.xticks(rotation=45)\n", "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NPKtemperaturehumidityphrainfalllabelCrop Type
090424320.87974482.0027446.502985202.935536riceCereal
185584121.77046280.3196447.038096226.655537riceCereal
260554423.00445982.3207637.840207263.964248riceCereal
374354026.49109680.1583636.980401242.864034riceCereal
478424220.13017581.6048737.628473262.717340riceCereal
..............................
2195107343226.77463766.4132696.780064177.774507coffeeCommercial Crop
219699152727.41711256.6363626.086922127.924610coffeeCommercial Crop
2197118333024.13179767.2251236.362608173.322839coffeeCommercial Crop
2198117323426.27241852.1273946.758793127.175293coffeeCommercial Crop
2199104183023.60301660.3964756.779833140.937041coffeeCommercial Crop
\n", "

2200 rows × 9 columns

\n", "
" ], "text/plain": [ " N P K temperature humidity ph rainfall label \\\n", "0 90 42 43 20.879744 82.002744 6.502985 202.935536 rice \n", "1 85 58 41 21.770462 80.319644 7.038096 226.655537 rice \n", "2 60 55 44 23.004459 82.320763 7.840207 263.964248 rice \n", "3 74 35 40 26.491096 80.158363 6.980401 242.864034 rice \n", "4 78 42 42 20.130175 81.604873 7.628473 262.717340 rice \n", "... ... .. .. ... ... ... ... ... \n", "2195 107 34 32 26.774637 66.413269 6.780064 177.774507 coffee \n", "2196 99 15 27 27.417112 56.636362 6.086922 127.924610 coffee \n", "2197 118 33 30 24.131797 67.225123 6.362608 173.322839 coffee \n", "2198 117 32 34 26.272418 52.127394 6.758793 127.175293 coffee \n", "2199 104 18 30 23.603016 60.396475 6.779833 140.937041 coffee \n", "\n", " Crop Type \n", "0 Cereal \n", "1 Cereal \n", "2 Cereal \n", "3 Cereal \n", "4 Cereal \n", "... ... \n", "2195 Commercial Crop \n", "2196 Commercial Crop \n", "2197 Commercial Crop \n", "2198 Commercial Crop \n", "2199 Commercial Crop \n", "\n", "[2200 rows x 9 columns]" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3092471329.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_P_stats_P1.index, y=crop_P_stats_P1.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_P_stats_P1 = df.groupby(\"label\")[\"P\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_P_stats_P1.index, y=crop_P_stats_P1.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"Average Phosphorus\", fontsize=12)\n", "plt.title(\"Average Phosphorus Levels by each crop\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Potassium " ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 2200.000000\n", "mean 48.149091\n", "std 50.647931\n", "min 5.000000\n", "25% 20.000000\n", "50% 32.000000\n", "75% 49.000000\n", "max 205.000000\n", "Name: K, dtype: float64" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['K'].describe()" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1273377014.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(x=df['K'])\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0, 'Potassium')" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jWkMqNjbW5DCpSZMmyaBBg2T69OkyYsQIWbBggWzcuFHmzp1rC6Zuu+02UzJBZwJqjpY1L0pzpDSIa9++vQwfPlwmTpxoZgbqcx555BG58847KzXDDwAAwKUCKi2DcPLkSZk6daoJfLT8gZYwsCaeJyQkmNl3Vv369ZP58+fLc889J88++6y0adPGzPDr2LGjefz48ePy+eefm9t6rNJWrVolV111lbn98ccfmyBq8ODB5vi33nqrvP322zX4kwMAgNrC6XWo3BV1qJyjNtahomwCALj/53etnuUHAABQEy4roDp48KDjWwLUgMzcAtmScFr2Jp+V7NwCZzcHAFCXc6hat25tEsN1PT1NANdFigFXduJMjvxvZ7L8cuKsFJUa5G4RGSS3dm8s4UG+zmweAKAu9lDpDLrOnTubGXpat+n++++X9evXO751gAMkZ+TIuz8clD3JxcFUdKi/RNYrDqAOpWbJOyv3ybZj6c5uJgCgrgVUOnvurbfeksTERPnHP/4hSUlJMmDAADPT7s033zSz9gBXkHwmR/6++qBk5xVK4/oBMmlwG3n0mjYy+Tft5Mmh7aRZeKDkFhTJgg1HZeGG6kt4BwDUbnYlpev6d7fccossWrRIXnvtNdm/f788+eSTZp07rR+lgRbgLHkFRfLPtYdNMBUbFiDj+7WQRiG/Dk/rMN+9A1tK/1bFhV+f/WyHfP8LXwYAADUcUGlBzYceekiio6NNz5QGUwcOHDCVy7X36qabbrLn8IBdvt93Uk5n50togI+M799cAny9LtjHy9NDrusULd2ahElhkUUe+nizSVgHAKDaAyoNnjp16mSKbGrg9OGHH5o181555RVp0aKFDBw4UObNm2dyrQBnSMvKs/U2acAU6Fvx/AsPDw+5uVus9GkZbmYBPr5wq+ndAgCgWgOq2bNny5gxY0wQpVXKr7/++jLVzFXDhg3lvffeu5zDA3b7cnuSFBRZpFWDIOkYc+nCbd5envLO6O5SP9BHdiedkVmr9tdIOwEAdTig0iG9p59+2gz1laZF13WpGKVr5ukafUBNO5qWbYIiTw+R6zvHmB6oymgQ7CcvjyxewkgDqh3HM6q5pQCAOh1QtWrVSlJTUy/YnpaWZob8AGf66eApc92lcViZJPTK0ADsuk5RpnfrmU+3mbwqAACqJaCqaPm/zMxMinzCqTQHaltJz1Lfktl7VfXSTR0l2N9bdhw/I//ZdMzBLQQASF2vlK6FPJUOoUydOlUCAwNtjxUWFsq6detMjSrAWTYeTjO9SlpzqnH9X9+fVRFZz8/Uq3rly93y+v/2ynWdo6We32UtKgAAqCOq9CmxZcsWWw/V9u3bTZ6Uld7u0qWLKZ0AOIMGUusOpZnbfVpeXu+U1di+zeWjn47I4VPZJp/q6eFxDmolAEDqekC1atUqcz1+/HhTKT0k5NKzp4CaovWjMs7lS6Cvl3SKDbXrWL7envL/RnSQiR9ulPd+OCR392lmioMCAOCwHKr333+fYAouZ9vx4vX4ujetLz5edtWsNYa0byjxLcIlr7BI3lmxzwEtBABIXe+h0iVmtFinBlJ6+2I+/fRTR7QNqLT8wiKz+LGyt3fKSnMFnxrWTm6bs1YWbTom9w9qJS0igxxybABA7VLpr/GhoaG2ej56+2IXoKbtO5FpqpvrMjOakO4oPZuHy1XtGpj8rBnf/OKw4wIA6mgPlQ7zlXcbcAU7EotLJWhV9MoW8qysJ4e2k2/3npTPf06Uh65qLe2igh16fACA+7usRJNz585Jdna27b4uQTNjxgz5+uuvHdk2oFIKCotMZXTV0UHDfaXpMYdfESVafm0mS9IAABwVUN10001mQWSVnp4uvXv3lunTp5vtus4fUJP2n8yU3IIiU4yzSfjl1Z66lEcHtzbXS7YlyoGTmdXyGgCAOhZQbd68WQYOHGhu//vf/5aoqCjTS6VB1ttvv+3oNgIXtTOxuHfqiphQ8XTwcJ+VHltn/Wkv1exvD1TLawAA6lhApcN9wcHFeSQ6zKez/jw9PaVPnz4msAJqihaZ3XeieHZf++jqzW16+OriXqrPthw3CzADAGBXQNW6dWtZvHixHD16VP73v//J0KFDzfaUlBTqU6FGpZzNlTM5BeLt6SHNI6q3pEG3pvVlYJtIM+Nv9nf0UgEA7AyodB0/XWKmefPmEh8fL3379rX1VnXr1u1yDglclv0pxflMWh/KEcU8L+WRkl6qf288JkkZ56r99QAA7uGyPoFuu+02SUhIkI0bN8qyZcts2wcPHix/+ctfHNk+4KL2pRQP97VuWK9GXi++ZYT0LqmePvf7gzXymgAA13fZX+k1EV17ozR3ykpn+8XFsYgsaq5cwqHUrBoNqNSj1xT3Un2yPkFOns2tsdcFANSSxZGtsrKy5NVXX5UVK1aYvKmioqIyjx88yDd3VL8jadmSX2iRen7eEhXiX2OvO6B1pHRpEiY/H02Xv68+KFOubV9jrw0AqEUB1b333ivfffed/Pa3v5Xo6GiHV6YGqpI/pb1TNfke1Nd67JrWMuGDjfLR2iPy0KDWEhroU2OvDwCoJQHVV199JV9++aX079/f8S0CqhhQtanB4T6ra+IaSlxUsFmQ+Z8/HZZHrmlT420AALh5QFW/fn0JDw93fGuASsrJL5TE9OJZdq0aVH9ANX9dwgXbOjcOMwGVFvqcMKClBPh6VXs7AAC1KCn95ZdfNqUTSq/nB9SkhLRssYhIeJCvhAQ4Z7itU2yo1A/0kay8Qlm06ahT2gAAcOMeKl2378CBA9KoUSNTi8rHx+eCpWmA6nT4VPHsvuYR1bN2X2V4eXrIwDYN5POfE+Vv3x2U0b2b1kgtLABALQmoRo4c6fiWAFVwOLW4d7S6q6NfSo9m9WXFnhQ5nn7OLJx8c7fGTm0PAMCNAqoXXnjB8S0BqlB/6tjp4oCqmZMDKu2R6t8qQr7edcLkUt3UJVY8PZn1CgB1zWWPT6Snp8vf//53mTJliqSlpdmG+o4fP+7I9gEX0GT0giKLBPl6SWQ9X2c3R+JbRJhaWL+cyJRVe1Oc3RwAgBNcVkC1bds2adu2rbz22mvy5z//2QRX6tNPPzUBFlCdDp/6tXfKFWqg6ey+u/o0Nbe1lwoAUPdc1pDf5MmT5Z577pHXX39dgoODbduvu+46GTNmjCPbB7hkQvr5JvRvIe//eFg2Hjkt6w+lmfX+qqtcQ2lj4osDOQCAG/ZQbdiwQe6///4LtsfGxkpycrIj2gWUq8hikSOleqhcRcMQf7mtR3FC+uxv9zu7OQAAdwio/Pz85MyZMxds/+WXX6RBgwaOaBdQLl2M+Fx+ofh4eUhMWIC4kvsGthTNR1+196TsTrrw9wMAUHtdVkB14403yksvvST5+fnmvuaxJCQkyNNPPy233nqro9sI2Fhn98WGBZo6UK6keWSQXNcp2tye8x25VABQl3hebmHPzMxM0xt17tw5GTRokLRu3drkU/3pT39yfCuBEkdPFy830yTctXqnrB4Y1Mpcf/FzoiSUDE0CAGq/y0pKDw0NleXLl8uPP/4oP//8swmuunfvLkOGDHF8C4Fyeqga13edhPTSOsaGyqC2DeS7X07K3B8OyCsjOzm7SQAAV+yhKioqkn/84x9y/fXXm8T02bNny+rVqyUxMVEsFl1drWpmzZpllq/x9/eX+Ph4Wb9+/UX3X7RokcTFxZn9O3XqJEuXLi3zuJZuGDp0qERERJihyK1bt15wjKuuuso8VvrywAMPVLntqPkFkZMzcsztJvVds4dKPXhVcS/VvzYeMzlfAIDar0oBlQZMmj917733mgKeGtBcccUVcuTIEVNG4eabb67Siy9cuNCUYNDK61oUtEuXLjJs2DBJSSm/OOKaNWtk9OjRMmHCBNmyZYtZAkcvO3bssO2TlZUlAwYMMDWyLmbixImSlJRku2gJCLi2nYkZUmQRCfbzllAnLYhcGfEtwqVb0zDJKyiSf/x4yNnNAQC4WkA1b948+f7772XFihUmoPnkk09kwYIFZtjvm2++kZUrV8qHH35Y6eO9+eabJrAZP368dOjQQebMmSOBgYGmB6w8b731lgwfPlyeeuopad++vbz88stmqHHmzJm2fX7729/K1KlTLzn8qK8TFRVlu4SEhFThTMAZth7NMNeN6we4REHPimjbHizJpfpo7RE5k1M8eQMAUHtVKaDSAOrZZ5+Vq6+++oLHrrnmGnnmmWfk448/rtSx8vLyZNOmTWUCH09PT3N/7dq15T5Ht58fKGmPVkX7X4y2MzIyUjp27Giqu2dnXzyBODc315SKKH1Bzfr5aHFF/sbhrpk/VdqQ9o2kTcN6cja3QD7+6eLFOQEAdSyg0iVntIeoItdee63praqM1NRUKSwslEaNGpXZrvcrKg6q26uyf0W0mvtHH30kq1atMsHUP//5T7n77rsv+pxp06aZZHzrpUmTJlV6TdhvqzWgcuH8KStdINk64++91YdM/hcAoPaq0iw/XQT5/ICmNH3s9OnT4uruu+8+223NA4uOjpbBgwfLgQMHpFWr4g/B82ngpfleVtpDRVBVc9Ky8iQhrWSGX5jr91CpG7vGyPSv90piRo78e9MxubtPM2c3CQDgCj1U2qPk7V1xDObl5SUFBQWVOpYOt+n+J06cKLNd72tOU3l0e1X2ryydXaj2799/0erwmmdV+oKa8/Ox4t6pyHp+ZjFid+Dj5SkTr2xpbs/9/qAUFBY5u0kAAFfoodJZfjqbT4OLivKMKsvX11d69OhhEtx1pp61JIPef+SRR8p9Tt++fc3jjz/+uG2b1sPS7fawllbQniq4eP6UGwz3lTaqVxN5e8U+07u2dEey3NglxtlNAgA4O6AaN27cJfcZO3ZspY+nQ2h6zJ49e0rv3r1lxowZpuyBzvqzHksXXNb8JTVp0iRTlV0rtY8YMcLMMNy4caPMnTu3zLCkLoOjdbHU3r17zbV1Np8O682fP1+uu+46U6tK88KeeOIJufLKK6Vz585VOR2oQTuOF08CiHWx9fsuJdDXW8b3byFvLv9FZn97QG7oHO3SMxQBADUQUL3//vviSKNGjZKTJ0+aMgeaWN61a1dZtmyZLU9LAyOd+WfVr18/Eww999xzZrZhmzZtZPHixWamntXnn39uC8jUnXfeaa611tWLL75oesa0xIM1eNM8KF1/UI8J165BpVxtQeTKGNu3mVnbTxdM/mFfqlzZlgXEAaC28bBcTnlzmKR0ne2XkZFBPlU1S83MlZ6vfCPasTN1RAfx86meHKox8U0rfGz+uoTLfq568fOdMm/NYbm6XQN5f3zvKh3bntcFANTM5/dlLY4M1KQdx4t7p1pEBlVbMFXd7unX3ASEq/aelAMnM53dHACAgxFQweXtTCzOn+oYEyruqnlkkAyOa2huz/vxsLObAwBwMAIquE0PVcdY9x5a/V3/FuZaa1JlZLMcDQDUJgRUcHk7ShLS3bmHSvVtFSFxUcFyLr9QFm5kORoAqE0IqODStCfnaNo5c/sKNw+otFyCtZfqgzVHKPQJALUIARXcolxC0/BACQ30EXeny9GEB/nK8fRz8vWuslX/AQDui4AKLm17LcmfsvL38ZK7Skod/GP1IWc3BwDgIARUcGk7Smb4uftwX2m6SLKPl4dsPHLatqQOAMC9EVDBpe0qGfK7IqZ29FCpRiH+cn3n4jX9tNgnAMD9EVDBZeXkF8qh1Cxzu0N07QmorIU+1ZfbkyQrt8DZzQEA2ImACi5rb/JZKbKIRAT5SoNgP6lNOjcONXlheQVFsjnhtLObAwCwEwEVXJYuJqzaR4eYkgO1if48d8U3M7fXH0qTIpbUBAC3RkAFNwiogqU2urFLjNTz85ZTWXly8GTx0CYAwD0RUMFl7U46a+uhqo2C/Lzl5m6x5vb6w2nObg4AwA4EVHBJFotFdif/OuRXW40pqUmlsxkzSU4HALdFQAWXdOz0OTmbU2DqNbVqUE9qKw0WG9cPMMn3W0lOBwC3RUAFl86fat0wWHy9a/fbtEez+uZaC31qzxwAwP3U7k8q1IL8qdqZkF5a59gw8fb0kJSzuWaNPwCA+yGggmvP8IuqvflTVgG+XtIxNtTWSwUAcD8EVHBJdSEhvbTuTYuH/bYdS5f8wiJnNwcAUEUEVHA5OtvtyKnsOjPkp1o2CJKwQB/JyS+SXSW9cwAA90FABZezt6R3qmGwn0TUq11LzlTE08NDujUJM7d/Ppru7OYAAKqIgAouZ1ctL+hZkS4lAdUvJ85SkwoA3AwBFVx6Db+6pGGwv8SGFdek2n48w9nNAQBUAQEVXE5tX8PvYrqW9FJR5BMA3AsBFVxKUZFF9iYXD/l1qGM9VKpz41Dx9BA5evqcnMrMdXZzAACVREAFl3IkLVuy8wpNdfQWkUFS1wT7+0jrhsVL7WwlOR0A3AYBFVxyuK9do2Dx9qqbb88ujYuH/bYdz2ApGgBwE3XzEwsuqy7nT1lpMr6Xp4ecPJsrJ84y7AcA7oCACi66hl/dy5+y8vfxkraNigPK7ccY9gMAd+Dt7AYAtb1kwvx1CVV+TufYUHMuth3LkCHtG4mHh0e1tA0A4Bj0UMFlZJzLl+Pp5+rMosgXExcVLN6eHnIqK0+SMnKc3RwAwCXQQwWXsaekd0qLW4YG+kht74W6GD8fL2kXFSw7E8+YIp8xYQEOPT4AwLEIqOAynJ2Q7uigyF6dG4fZAqqhHRj2AwBXxpAfXAYJ6WW1bVTPDPulZeUx2w8AXBwBFVzG7uTiHqq4Op4/ZeXn7WUr8rkrkbX9AMCVEVDBJRQUFtmWnKnLNajOZ11+Z1fJcCgAwDURUMElHD6VJbkFRRLg4yXNIurekjMViYsOEc2cSkzPkdPZec5uDgCgAgRUcAm7SvKndGabVglHsXp+3rYA05q0DwBwPQRUcAm1saCno3SIKT4nOuMPAOCaCKjgUgFVB/KnKsyjOpyaJdm5Bc5uDgCgHARUcAn0UFUsPMhXokP9xWJmQhYPjQIAXAsBFZzO1Fk6k2tLwsaFmO0HAK7N6QHVrFmzpHnz5uLv7y/x8fGyfv36i+6/aNEiiYuLM/t36tRJli5dWubxTz/9VIYOHSoRERGmsvTWrVsvOEZOTo48/PDDZp969erJrbfeKidOnHD4z4aq9U41DQ80SdioOI9q34mzkldQ5OzmAABcKaBauHChTJ48WV544QXZvHmzdOnSRYYNGyYpKSnl7r9mzRoZPXq0TJgwQbZs2SIjR440lx07dtj2ycrKkgEDBshrr71W4es+8cQT8sUXX5jg7LvvvpPExES55ZZbquVnhOsvOeMOokL8pX6gjxQUWWRfCsN+AOBqPCwWi6ZmOIX2SPXq1Utmzpxp7hcVFUmTJk3k0UcflWeeeeaC/UeNGmUCpiVLlti29enTR7p27Spz5swps+/hw4elRYsWJvDSx60yMjKkQYMGMn/+fLntttvMtj179kj79u1l7dq15niVcebMGQkNDTXHCwlhmMoek/+1VT7dfFweH9JGHh/S1q3W26tJX25LlB8PnJJuTcLk9p5NzLYx8U2d3SwAcCvV9fnttB6qvLw82bRpkwwZMuTXxnh6mvsa2JRHt5feX2mPVkX7l0dfMz8/v8xxdAixadOmFz1Obm6u+U8ofYFj7CopB3BFTKizm+LSOpScnz3JZ6WwyGnfgwAArhRQpaamSmFhoTRq1KjMdr2fnJxc7nN0e1X2r+gYvr6+EhYWVqXjTJs2zUS01ov2pMF+uQWFsj8ls0yeEMrXLCJQgny95Fx+oRxKzXJ2cwAArpSU7i6mTJliugetl6NHjzq7SbXCvhOZJi8oNMBHYkL9nd0cl+bp4WFbOHpvyULSAIA6HlBFRkaKl5fXBbPr9H5UVFS5z9HtVdm/omPocGN6enqVjuPn52fGWktfYD9rGQAtC6CzMnFxujSPlNSjcmL6IwDAVQIqHXbr0aOHrFixwrZNk9L1ft++fct9jm4vvb9avnx5hfuXR1/Tx8enzHH27t0rCQkJVToOHJs/xXBf5bRpWM+sdai1u1IzWSwZAFyFU4v+aMmEcePGSc+ePaV3794yY8YMM4tv/Pjx5vGxY8dKbGysyV9SkyZNkkGDBsn06dNlxIgRsmDBAtm4caPMnTvXdsy0tDQTHGkpBGuwpLT3SS+a/6RlF/S1w8PDTU+TzirUYKqyM/xQPT1UuDQ/Hy9pGRkk+1IyZQ/DfkCtd6mZzcz0dR1ODai0DMLJkydl6tSpJiFcyxssW7bMlniugZHO/LPq16+fKXfw3HPPybPPPitt2rSRxYsXS8eOHW37fP7557aATN15553mWmtdvfjii+b2X/7yF3NcLeips/d0puBf//rXGvzJoXTIajc9VJc17FccUFGPCgBchVPrULkz6lDZ72hatgx8fZX4ennKjj8OE1/vS49A1+U6VFY63Pfnr/eKp4fIlueHSmigj7ObBKCa0EPleLWuDhWws6R3qk2jepUKpvDrYskNg/1ES1F9t++ks5sDACCggjORP3X54kpm+63czRqUAOAKCKjgNMzwu3ztSupRffvLSSkoZLFkAHA2Aio4fVFkeqiqrml4oAT4eEl6dr5sOVq2phoAoOYRUMEp0rPz5Hj6OXO7PT1UVaa1qKxFPlfsTnF2cwCgziOgglPzp5qEB0iIP7PULsevARV5VADgbARUcG7+FMN9l61tw2DTU6U1qRJOZTu7OQBQpxFQwckz/EKd3RS3FeDrJT2b1Te3V+6hlwoAnImACk7BDD/HGNy+oblesYc8KgBwJgIq1LjcgkLZn5Jpbl9BQGWXa+KKl2ladzBNMnMLnN0cAKizCKhQ4/adyJSCIouEBfpIdKi/s5vj1lo1CJJmEYGSV1gkq/elOrs5AFBnEVDBqRXSPTw8nN0ct6bnb3BJLxV5VADgPARUqHHM8KuePKqVe05KkS7wBwCocQRUcF4PFflTDtGrebjU8/OW1Mxc2XY8w9nNAYA6iYAKNcpischuZvg5lK+3p1zZNtLcZrFkAHAOAirUqIS0bDmbWyC+Xp7SqkE9Zzen1s32o3wCADgHARVq1PaSIan20cHi48Xbz1GuatdANL9/Z+IZSc7IcXZzAKDO4RMNNWr7seKAqlNjKqQ7UmQ9P+nWJMzcXkkvFQDUOAIq1Kht1oAqloDK0Qa3Lxn2I48KAGocARVqjE7p35FoDaiKe1PgONfEFZdPWL0/Vc7lFTq7OQBQpxBQocYc0YT0nALx8/aUNo1ISHe0uKhgiQn1l9yCIll7kKrpAFCTvGv01VCn/ZqQHkJCuoPMX5dQ5n6T8EBJzMiROd8dtM38AwBUPz7VUGO2H0s3151JSK/WXiq1N/msqfkFAKgZBFSo8YT0jiSkV5uWDeqJj5eHZJzLl91JZ53dHACoMwioUGMJ6VojSdFDVX10KLV1ScFUZvsBQM0hoEKNOHQqSzJzC8Tf59cPfFSPuKjiJX2omg4ANYeACjViW0n+VIfoEPEmIb1atS3Jo/r5WLqcPJvr7OYAQJ3ALD/UiK0JxQFVl5Jq3qg+oQE+EhPmL4npOfLt3hS5vWcTZzcJQBVm68I90VWAGrH1aHFA1a1pfWc3pU4N+7EMDQDUDAIqVLuc/ELZlVSckG5dbw41Uz7h+19OSl5BkbObAwC1HgEVqp3O7ssvtEhEkK80rh/g7ObUCTFhAdIg2E+y8gpl/aE0ZzcHAGo9AirU4HBfmHh4eDi7OXWCp4eHXNOueG2/byifAADVjoAKNRZQdWW4r0YN6VC89MzXO5Opmg4A1YyACtVuS8Jpc921CQnpNWlgm0gJ9PUya/tZq9QDAKoHARWqVWpmrhw7fU50pK9zEyqk1yR/Hy+5umTYb9nOZGc3BwBqNQIq1Ej9Ka2OHuLv4+zm1DnDO0aZ62U7GPYDgOpEQIVqteWodbiP/ClnuDquofh6e8qh1Cz55USms5sDALUWARWq1aYjxQFV92bkTzlDPT9vubJNpLn91Y4kZzcHAGotAipUGy0ouaVkyK9X83BnN6fOGnbFr8N+AIDqQUCFarMjMUNyC4qkfqCPtGoQ5Ozm1Fm/6dBIfLw8ZE/yWdmfctbZzQGAWomACtVmQ0mF7p7Nwyno6URhgb5yZZsG5vbnPzPsBwDVgYAK1WbD4eL8qV7NyZ9ythu6xJjrJT8nMtsPAKoBARWqRVGRRTYdKe6hIn/KNaqm+3l7ysHULLO2IgCgFgZUs2bNkubNm4u/v7/Ex8fL+vXrL7r/okWLJC4uzuzfqVMnWbp0aZnH9Rv41KlTJTo6WgICAmTIkCGyb9++Mvvo6+kwVOnLq6++Wi0/X1104GSmnM7OF38fT7kihoKerjDbb0j74qVovvg50dnNAYBax+kB1cKFC2Xy5MnywgsvyObNm6VLly4ybNgwSUlJKXf/NWvWyOjRo2XChAmyZcsWGTlypLns2LHDts/rr78ub7/9tsyZM0fWrVsnQUFB5pg5OTlljvXSSy9JUlKS7fLoo49W+89b14b7tP6U1kGC893QJdoWUGkPIgDAcZz+Sffmm2/KxIkTZfz48dKhQwcTBAUGBso//vGPcvd/6623ZPjw4fLUU09J+/bt5eWXX5bu3bvLzJkzbb1TM2bMkOeee05uuukm6dy5s3z44YeSmJgoixcvLnOs4OBgiYqKsl008IJjbDxcPNzXm+E+l3FVu4amp0rX9ltf8v8DAKgFAVVeXp5s2rTJDMnZGuTpae6vXbu23Ofo9tL7K+19su5/6NAhSU5OLrNPaGioGUo8/5g6xBcRESHdunWTN954QwoKCipsa25urpw5c6bMBeXToHZdyQy/HgRULrW234hOxb1U/9l0zNnNAYBaxakBVWpqqhQWFkqjRsW5HVZ6X4Oi8uj2i+1vvb7UMR977DFZsGCBrFq1Su6//375v//7P/nDH/5QYVunTZtmAjPrpUmTJpfxE9cNCWnZcjz9nHh7ekhPKqS7lNt6NjbXX25Pkqzcir9AAACqxlvqKM3bstJhQV9fXxNYaeDk5+d3wf5Tpkwp8xztoSKoKt+aA6fMdbemYRLkV2ffYi5JA9zmEYFy+FS2LN2eJLf35D0MAG7fQxUZGSleXl5y4sSJMtv1vuY0lUe3X2x/63VVjql0SFCH/A4fPlzu4xpkhYSElLmgfD/uTzXX/VoVryEH16GzWW/rUdxL9W+G/QCgdgRU2ivUo0cPWbFihW1bUVGRud+3b99yn6PbS++vli9fbtu/RYsWJnAqvY/2Julsv4qOqbZu3Wrytxo2bOiAn6zu0tlja0t6qPq3Lj+gmr8uocILqt8t3RuLFq7XPLeEU9nObg4A1ApOH4/RYbRx48ZJz549pXfv3maGXlZWlpn1p8aOHSuxsbFmKE5NmjRJBg0aJNOnT5cRI0aYPKiNGzfK3Llzbd/AH3/8cXnllVekTZs2JsB6/vnnJSYmxpRXUJqcrgHW1VdfbWb66f0nnnhC7r77bqlfn5wfe+w9cVZOZeVJgI+XKZkA1xMTFiADWkfKD/tSZcGGBPnD8DhnNwkA3J7TA6pRo0bJyZMnTSFOTRrv2rWrLFu2zJZUnpCQYHqOrPr16yfz5883ZRGeffZZEzRpOYSOHTva9tHkcg3K7rvvPklPT5cBAwaYY2ohUOvwnQZiL774opm9p0GXBlSlc6Rg33Bf7xbh1J9yYXfFNzUB1cINR2XSkDbi5+3l7CYBgFvzsLCw12XRYUSd7ZeRkUE+VSm/m7dBVu5JkSnXxsn9g1qVu8/FhvbGxDe96PEZFqy8i53LgsIiGfj6KknKyJG/jOoiN3crzqsCUPPs+bt2qb+ZqLnPb7oQ4DD5hUWy7uDF86fgGry9PE0vlfpgzRFnNwcA3B4BFRxmS0K6ZOUVSv1AH+kQTa+dq7uzd1Px9fKUrUfTZduxdGc3BwDcGgEVHGbFnuJSFYPaNhBPTw9nNweXEFnPT67rVFxKZN6a8suFAAAqh4AKDrNqT/GC1lfHUXrCXYzv38Jcf741UY6dpoQCALjtLD/UDvph/MuJTPHy9DA9VHAPXZqEmRIKq/enyt++Oygvj/x1tqw97Jl4ANQ2TKapG+ihgkN7p3o0rS9hgb7Obg6q4OGrW5vrhRuPSsqZHGc3BwDcEgEVHEJLJSiG+9xPn5bh0r1pmOQVFMl7qw85uzkA4JYY8oPdzuUV2hZEvsbOgIqu8Zqnqws8ck1r+d28jfLPn47IhAEtpGFIcRFcAEDl0EMFu605kCq5BUUSGxYgbRvVc3ZzcBmubtfQLBWUnVcoby7/xdnNAQC3Q0AFu321I9lcD2nf0PR2wP3o/9vz17c3t/+18ajsST7j7CYBgFshoIJdNO/mfzuLA6oRnWOc3RzYoUezcFOXqsgi8qcvdzu7OQDgVsihgl1W7z8pZ3MKpGGwn/RsVt/ZzYGdnh4eJ8t3nTALJy/bkSzDOxYX/nSkS+XJUVYBdVXGuXw5kJIpCWnZkp1XYFIpAny9TBFeTalo3bCe+HjRD+KqCKhglyXbksz1dZ2iqY5eCzSLCJKJA1vKX789IM8t3iHxLcKlfhBlMIDqUmSxyJ6ks/LDvpNyJO3ixXX9fTylY0yoXNm2gQmy4FoIqHDZcgsKZfnO4uVmru8c7ezmwEEmDWljeqn2pWTKi1/slLfu7ObsJgG1UsKpLFm8NVGSS+q/6VfS2PoB0jIySEIDfMTP20sycwvkZGau7DtxVs7kFMjGI6dlc8Jp6dU8XAa3b+TsHwGlEFDhsn3/S6qczS2QqBB/6d6U4b7aQv+Iv3F7F7nlrz/Kf7cmytAOUTKCgBlwaO7psp1Jsu5gmlhKep7iW0RI31YREuLvU2FP1uHULDMcv/fEWVl3KE12Jp6RNg3rUf/PRTAYi8v2xc+J5vraTlEM99UyWkLhgUGtzO2n/v2z7E0+6+wmAbXCqcxcmfPdAfmpJJjSL6NP/qadDLsiqsJgSnl6eEjLBvVkXL/mcu/AFiZvVXuvxs/bIC9+vlMKCotq9OfAhQiocFkysvNlWcnsvpFdY53dHFSDyb9pK/1aRZjaVBM/3Cjp2XnObhLg1vanZMqsb/ebIb4gXy8Z37+53NajsQT6VW2wqGVkPbNklP5+qnlrDpvA6kxOfjW1HJVBQIXLsnjrcdNtHRcVLJ0bhzq7OagG3l6eMmtMd2kSHmBmHWlQlZVb4OxmAW7p52Pp8sGaw5KTXyRN6gfII9e0kTYNgy/7eDrb7/rOMfK33/aQAB8vMxR4y1/XSFLGOYe2G5VHQIUqs1gssmDDUXP7zl5NKOZZi+kMv3fH9pRgf2/ZcPi03PP+ejPMAKDy1h48JQs3HJVCi0U6xYaambSadO4IOlS46IG+JpdVe8Bun7NWEk5dfLYgqgcBFapsx/EzsjvpjPh6e8rIbgz31XZxUSHy0YR4W1D12/fWSUrJrCQAF/f+j4ds+aZ9WkbIqF5NTO+vI3WMDZX/PNRPmkcEyrHT5+S2OWvkwMlMh74GLo2AClW2YENxYcbhV0RJWCA1iuqCLk3C5ON74yXE31u2JKTL9e+slo2H05zdLMDlg6k/frHL3L6qbQO5oXO0SS6vDlr481/39zXrqaaczZW73l0nRy9R1wqORUCFKtGkR51Kr/SbFuqOzo3DZPHD/W1/sEfN/UmmLd1NXhVQjk/WJ5QJpn7ToVG1p0c0DPGXTyb2MRXVNfH9rr+vk+QMepNrCgEVqrxsiObQaO2Tvi2LZ5ig7tBp25891F9u6hojhUUW+dv3B+U3b35nFlTOZ9o2YOgQ37OfbTe37x/UskaCKauIen6mN7lpeKCZTHLX338ypRpQ/QioUGk6q0+7sNXEK1tSe6qOCvLzNtXT3xvXUxrXD5DEjBz5w7+3yVVvfCt//+GgpGVRXgF116o9KfLEwq1isYjcFd9UnhkeV+MTdxqF+JugKjrUXw6czJK731tvSt2gehFQodL+u/W4nDiTawrKaQ8F6jZd9mL5E4NkyrVxZl2x4+nn5JUvd0v8/30jH687ItuPZ5ggHKgr1h9Kkwc+2iQFRRa5sUuMvHRTR6fNgm4SHmiCKv3d1ElE495fz/B8NSOgQqVLJbz7w0Fze3z/FmZ5EiDA10vuH9RKVj99tbwysqN0jA2R/EKLWRJDc0j+tHSXuSa4Qm2343iGTJi3QXILiuSauIYy/Y4u4uXkXnwdov/o3t4SFugjW4+my33/3Cg5+YVObVNtRkCFSlm2I1l+OZEp9fy8ZUx8U2c3By7G38dL7u7TTJY8OlC+fGyAXNkmUuoH+pjgSoOp0sGVfvCQb4XaROs/jf3HerO2aXyLcPnrXd1N4U1XKXsyb3xvU5n9x/2n5LFPtrBMTTVhcWRckn74vf6/veb27/o3d1hBOtROV8SEyvCO0abgoA4DakCll/TsfNttXy9PiYsONkUO2zYKdpkPH6Cqjp3ONrXZNHdQ389/H9fTfMFwtbU5tUDvPfM2yNe7TsjT/9kub9zWmTxYByOgwiUtWJ8gh1KzJLKer9xXsmAu6jad7XkpmjvSuH6guQy3BlfHSoKrc/my7ViGufh5e5oFYnVdMp2hBLgLLUmgpQmSMnJMqYIPftdbgi+ywLEz9WsdKTNHd5MHP94s/9l8TEICvGXq9R1Y6cKBCKhwUVoi4a0V+8ztxwa3MUN+QFWVCa46RplqzhpY7SgJrnRpjp8OnjJrQ7aIDJI+LcP5Qw+XduJMjox+9yc5cirbrHepqwmEB7l2oeOhV0TJn2/vLE8s/Fne//Gw6Un7w7B2/K45CJ+OuKi3V+yT1Mw8s6TB6N7kTsF++sdbZyDp5dqOUbL/ZKas2X9K9p44K7uTz5oPKR06mTy0rSmIyB97uBpdemn03J9Mz72WDtFimlGh/uIObu7WWM7mFMjU/+6U2d8ekKIiizxzbc2XdqiNCKhQoS0Jp01dIfX89R3Ic4HD6R/xNg2DzSXlbI6sOXBKth1LN71X49/fID2a1ZffD20r/VpFOrupgKHvUw36D6ZmmeVeNJjSnld3MrZvc3OtQZUW59UyD8+NaE9QZSc+IVGu3IJCU6yxyCIysmuMqTkEVKeGwf4ysmus/Pj0NXLflS1NbtWmI6dlzLvrZMy7P5lp34CzgyldI0+LZcaEFi/zoj2t7kiDKi11ot5bXbzmoJbHweUjoEK5/rJ8n+xLyTRF4V644QpnNwd1yP92npDmEUHyxJC20qdlhHh5eJieq5GzfpSHP94sh1OznN1E1EFHTmXJbbPXmr+LUbpm3n19pGmEewZTVlrqZNotnczteWsOy/P/3WGWlMLlIaDCBb7aniRzvjtgbr8y8gqp7+KJlqidQgJ8TLVpzaXSWYA6GPHl9iQZ8uZ3MvW/OySV9clQQ3TyxK2z15q18TQBfcF9faRZRJDUBpob+/qtnUVH+z76KUEe+niTnMuj+OflIKBCGXuTz8rvF/1sbk8Y0MLUEwKcqX6gr9zWo7E8ck1ruapdA5Pv8eHaIzLo9VVm0kR2HstpoPos25Ekt89ZawL49tEh8p8H+knzyNoRTFnd0auJvH1nN1MfTnuIx/z9JzO8iaohoIJNYvo5mfDBBsnOK5T+rSPMGm2Aq4gODTAVn+dPjJfOjUMlK69Q3lz+iwx641uzdiDVn+FIOvQ145tf5IGPNsu5/EIZ2CZSFt7fRxqGuMdsvqq6oUuMfHRvvCncvCUhXa5/e7XJYUTlEVDBFkzdOfcnUx+oWUSgzBzdXbyZ1QcXpDP+Fj/UX94Z3U2ahgfKybO58v8+2yFDZ3xvlkgisRaOKIug1c9nfFNcg+93/VvI+/f0khAXLdrpKL1bhMtnD/WTNg3rScrZXLlz7lp59/uDprQCLo1PTMiBk5kmmNL8AP2A0pkr5E3BlemSGfqN+pvJg+TFGzqYgooHT2bJAx9tktvmrJU1B1IJrFBl+p754udEGf7WD2YiRICPl0y/vYtMvaFDnfmCqQsqL364v4zoFG3W4vzT0t2mGrwusYOLqxvvEFRo+a4TMnLmj7ZgSpMtY8ICnN0soFJ8vT3lnv4t5LunrpJHr2kt/j6/llq4adaP5sORoUBUxtG0bLn3g43y6CdbzLp8mi+15LEBcmuPxlLXBPl5y8wx3eT/bu5kgkpdyeA3b35vCoHmFfD7VBEKe9ZRZ3PyZfrXv5ipsqpX8/oy667uphYQ4G50/bTfD21npoHPXLlf/rXxqFknUD8cdVaWDtnc3C1WwgLpeUVZp7PyZNaq/fLB2sOmR8bHy0Mevrq1PHhVK/Hzdq1FjmuSFvkcE9/UrLGpNQnXH06T15btMb9bT/ymrVzfKZrFlc/jYaFf/LKcOXNGQkNDJSMjQ0JCQsRd6Lf1JduS5NWv9kjymeJZHOP6NpP/N6KD+bbvKgvrwn76x7C2/R9W9mc6lZlrZgJ+uPawnM7ON9t0BtM1cQ3llu6xclW7hjX2fodr0iEsLWi5YP1Rk3SuBrSONMN7bRsFu83vS3X+nltpmPDZluPyf0t3m6XIVLtGwTJhYAtT2kTXBHQn1fX5TUBVRwIq7ZH64uckmfv9ATl8qngsXJPPtVLuwDYNarQtBFQ1oy4HVFZaT+ffm4+Z9u5OOmPbXj/QR4Z2iJIr2zYwM1rpuaobsnILZOWeFFm06Zj8sO+kWD/9OkSHyB+Gt5NB1bR2pLsHVFaZuQXy/upDMveHg2Y9QOvv0k1dY2Vkt1jp0jjULZavqdUB1axZs+SNN96Q5ORk6dKli7zzzjvSu3fvCvdftGiRPP/883L48GFp06aNvPbaa3LdddfZHtcf6YUXXpB3331X0tPTpX///jJ79myzr1VaWpo8+uij8sUXX4inp6fceuut8tZbb0m9evVqTUCleQD6R2PF7hT5eley5OQXj32HBfrIvQNayL0DWzrlmwUBVc0goCprV+IZ+WzLMVm8NdHMDLTSUYvOjcNM70SnxqFyRUyIWaPNHT4YcHE6O00X3f7p4Cn5YV+qrN6fWiYHSIPp+69sZUoiVOf/d20JqKwyzuXLgvUJphf4ePo52/aYUH8Z1K6hOZ9a2sRVf49qbUC1cOFCGTt2rMyZM0fi4+NlxowZJmDau3evNGzY8IL916xZI1deeaVMmzZNrr/+epk/f74JqDZv3iwdOxavS6T39fEPPvhAWrRoYYKv7du3y65du8TfvzhH6Nprr5WkpCT529/+Jvn5+TJ+/Hjp1auXOZ67BVT6rSHhVLZJLNfESv0D8vPRdNl/MtP2DUy1ahAkd/Zqan4BNenQWQioagYBVcXD3ppk++3ek+YLxy8nMi/YR790aK+FTh/XhW8b1w8w1zFh/qbQKLkjrkWLux5NO2eWh9G/g3rZk3RWdiZmmHplpWnP/A2dY+T2no1rrNp5bQuoSv8ufb/vpPx3a6J8vfOEbejUSmffdowNlU6xIdIisp75/WkcFihRof5OHXKvtQGVBlEayMycOdPcLyoqkiZNmpjeo2eeeeaC/UeNGiVZWVmyZMkS27Y+ffpI165dTVCmP05MTIz8/ve/lyeffNI8rietUaNGMm/ePLnzzjtl9+7d0qFDB9mwYYP07NnT7LNs2TLTy3Xs2DHzfGf9h6zak2LG9nMLimwX/UalixXrtRbdTM/Ok/Rz+ZKRnS9perskR6Q8cVHBJl9keMcol+mOJaCqGQRUlZOckWMCq3WH0mRn4hnZd+KsqcZeEY2ldIhQg67wQF8J9veWAF8v8ff2En9fLzMrSi8641Cn2utahBqAeXkUl3vw9PAQL3O/ZLunHtPD/G5e6rfzUr++lzrCpZ9/cXpW9BPDov/MdfGIgJy/vdRj5tELnlP2vt6wbS+5XVBokZz8QskpKJTc/CJzrb3suu1MToFJJj+dnWeuzw+aSgv09ZKezcOlT8twGRzXSNo2qlfjfwdra0B1/vD6T4dOybd7UmTjkdNm1Y2Kfo/09EcE+UlogLcpJKq/T3pt+z3y8TSjJ3p9bcdohy9AXV2f306d5ZeXlyebNm2SKVOm2Lbp8NuQIUNk7dq15T5Ht0+ePLnMtmHDhsnixYvN7UOHDpmhQz2GlZ44Ddz0uRpQ6XVYWJgtmFK6v772unXr5Oabb77gdXNzc83FSv8jrP8xjjTnmx2y9sCpKj8vLMBbGocHSZP6AeZbV6fGIdIxJlQi6vnZ9jl79qy4guws12hHbefo96Yr/B9Wx88U6CEyrG2ouSj98nIgJdPkXCWknTNFb3VYQ681IVcHjFJzsiU1zeFNgR2C/b2kSf0gM6tTexNbRAaZ4Vu9/rWGlMUpfwer8/elOn/Pq6pHtL/0iNYAr6kJfPXLyc6kM7In6YwcP50jSRnn5HhGjuQXFElKTrakVOKYjev1kFDvyGo5Z47uT3JqQJWamiqFhYWm96g0vb9nz55yn6PBUnn763br49ZtF9vn/OFEb29vCQ8Pt+1zPh1C/OMf/3jBdu1NcwVHRWS7sxsBlzJRap/a+DPBcXZJ3VPbfydGzKi+Y2twrR0ujkIdqkrSXrTSPWM6NKmJ7RERES4xjOYKNOrXAPPo0aNOzyurLTinjsc5dTzOqeNxTqvvnCYkJJjP7cqk97hNQBUZGSleXl5y4sSJMtv1flRUVLnP0e0X2996rduio6PL7KN5VtZ9UlLKdjYWFBSYAKmi1/Xz8zOX0nTYEBfSX37+ADgW59TxOKeOxzl1PM6p42mvVHWcU6dWtvP19ZUePXrIihUryvT86P2+ffuW+xzdXnp/tXz5ctv+OqtPg6LS+2hUqrlR1n30WsspaP6W1cqVK81ra64VAACAWw356TDauHHjTIK41p7Ssgk6i0/LGCgtqRAbG2tymNSkSZNk0KBBMn36dBkxYoQsWLBANm7cKHPnzjWPazfe448/Lq+88oqpO2Utm6BdeyNHjjT7tG/fXoYPHy4TJ040MwO1bMIjjzxiEtYd3QUIAABqP6cHVFoG4eTJkzJ16lSTEK7DclrCwJpUrmOdOvvOql+/fqZW1HPPPSfPPvusCZp0hp+1BpX6wx/+YIKy++67z/REDRgwwBzTWoNKffzxxyaIGjx4sK2w59tvv13DP33tokOiWlD1/KFRXD7OqeNxTh2Pc+p4nFP3O6dOr0MFAADg7lgdFAAAwE4EVAAAAHYioAIAALATARUAAICdCKjgMLNmzZLmzZub2ZRaz2v9+vXObpLbePHFF4sXxy11iYuLsz2ek5MjDz/8sKnMX69ePTMr9fwCt3Xd999/LzfccIMpfaLnz7q+p5XOv9HZxFrwNyAgwKzfuW/fvjL7aHHfu+66yxT908K9EyZMkMzMTKmrLnVO77nnngvet1qSpjTO6a+0/E+vXr0kODjYLH+mpXz27t1bZp/K/K7r7HctGxQYGGiO89RTT5ni1HXRtEqc06uuuuqC9+kDDzzg8HNKQAWHWLhwoakpplNSN2/eLF26dDGLVp9fkR4Vu+KKKyQpKcl2Wb16te2xJ554Qr744gtZtGiRfPfdd5KYmCi33HKLU9vrarRUir7vNLAvz+uvv25Ko2jtOS30GxQUZN6j+gFmpR/8O3fuNMWClyxZYgIKLb9SV13qnCoNoEq/bz/55JMyj3NOf6W/uxos/fTTT+Z8aA3EoUOHmvNc2d91Xf9WP/jz8vJkzZo18sEHH8i8efPMl4W66LtKnFOldSdLv0/174HDz6mWTQDs1bt3b8vDDz9su19YWGiJiYmxTJs2zantchcvvPCCpUuXLuU+lp6ebvHx8bEsWrTItm337t1a7sSydu3aGmyl+9Bz89lnn9nuFxUVWaKioixvvPFGmfPq5+dn+eSTT8z9Xbt2medt2LDBts9XX31l8fDwsBw/ftxS151/TtW4ceMsN910U4XP4ZxeXEpKijk/3333XaV/15cuXWrx9PS0JCcn2/aZPXu2JSQkxJKbm2up61LOO6dq0KBBlkmTJlX4HEedU3qoYDeN6nUZHx1CsdJiqXp/7dq1Tm2bO9HhJx1aadmypflWr13QSs+tfusqfX51OLBp06ac30o6dOiQKRxc+hzqel46NG09h3qtQ1K6aoOV7q/vZe3RQvm+/fZbM0TSrl07efDBB+XUqVO2xzinF5eRkWGuw8PDK/27rtedOnWyFb9W2tOqS6xpT2Bdl3HeOS1dzFvXD9Yi4FOmTJHs7GzbY446p06vlA73l5qaarpMS78Zld7fs2eP09rlTvSDXbuY9UNJu6P/+Mc/ysCBA2XHjh0mENB1L89fjFvPrz6GS7Oep/Leo9bH9FoDg9K8vb3NH2bOc8XDfTocpUt8HThwwKxece2115oPKF34nnNaMV07VpdJ69+/v22lj8r8rut1ee9j62N1WVE551SNGTNGmjVrZr6wbtu2TZ5++mmTZ/Xpp5869JwSUAEuQD+ErDp37mwCLP0D8K9//cskUAOuSNc/tdJv+PrebdWqlem10mW9UDHN+9EvTKVzJVE957R0zp6+T3Viir4/9UuAvl8dhSE/2E27UfXb6PkzUfR+VFSU09rlzvQbatu2bWX//v3mHOqwqq5LWRrnt/Ks5+li71G9Pn8Shc7y0VlqnOfK0eFq/Xug71vFOS2friOrCfqrVq2Sxo0b27ZX5nddr8t7H1sfq6seqeCclke/sKrS71NHnFMCKthNu6h79OghK1asKNP1qvf79u3r1La5K51Wrt+e9JuUnlsfH58y51e7qzXHivNbOTokpX8YS59DzY/QPB7rOdRr/SDTPBarlStXmvey9Q8wLu7YsWMmh0rft4pzWpbm9usH/2effWbOg74vS6vM77peb9++vUygqrPbtCxFhw4dpK6xXOKclmfr1q3muvT71CHn1I5kesBmwYIFZsbUvHnzzMye++67zxIWFlZm1gQq9vvf/97y7bffWg4dOmT58ccfLUOGDLFERkaaGSvqgQcesDRt2tSycuVKy8aNGy19+/Y1F/zq7Nmzli1btpiL/ml78803ze0jR46Yx1999VXznvzvf/9r2bZtm5md1qJFC8u5c+dsxxg+fLilW7dulnXr1llWr15tadOmjWX06NGWuupi51Qfe/LJJ83sM33ffvPNN5bu3bubc5aTk2M7Buf0Vw8++KAlNDTU/K4nJSXZLtnZ2bZ9LvW7XlBQYOnYsaNl6NChlq1bt1qWLVtmadCggWXKlCmWuujBS5zT/fv3W1566SVzLvV9qr//LVu2tFx55ZUOP6cEVHCYd955x/wh8PX1NWUUfvrpJ2c3yW2MGjXKEh0dbc5dbGysua9/CKz0Q/+hhx6y1K9f3xIYGGi5+eabzR8N/GrVqlXmQ//8i07tt5ZOeP755y2NGjUywf/gwYMte/fuLXOMU6dOmQ/7evXqmSnT48ePN4FDXXWxc6ofWPoBpB88OtW/WbNmlokTJ17wJYpz+qvyzqVe3n///Sr9rh8+fNhy7bXXWgICAswXL/1Clp+fb6mL5BLnNCEhwQRP4eHh5ve+devWlqeeesqSkZHh8HPqUdIgAAAAXCZyqAAAAOxEQAUAAGAnAioAAAA7EVABAADYiYAKAADATgRUAAAAdiKgAgAAsBMBFQAAgJ0IqADADh4eHrJ48WJnNwOAkxFQAXAp99xzjwlS9KILb7du3VpeeuklKSgouORz582bJ2FhYVKTkpKS5Nprr63R1wTgeryd3QAAON/w4cPl/fffl9zcXFm6dKk8/PDD4uPjI1OmTBFXExUV5ewmAHAB9FABcDl+fn4mUGnWrJk8+OCDMmTIEPn888/l9OnTMnbsWKlfv74EBgaanqF9+/aZ53z77bcyfvx4ycjIsPVwvfjii+axf/7zn9KzZ08JDg42xx0zZoykpKTYXk+Pe9ddd0mDBg0kICBA2rRpYwI6lZeXJ4888ohER0eLv7+/adO0adPKHfLTNuj99PR02+Nbt2412w4fPlymF23JkiXSrl0783Pcdtttkp2dLR988IE0b97c/HyPPfaYFBYW1tAZB2AveqgAuDwNck6dOmWGAzWA0uAqJCREnn76abnuuutk165d0q9fP5kxY4ZMnTpV9u7da55Xr149c52fny8vv/yyCWA0kJo8ebI5lvZ+qeeff94c46uvvpLIyEjZv3+/nDt3zjz29ttvm9f717/+JU2bNpWjR4+aiz00eNLjLliwQM6ePSu33HKL3HzzzSbQ0jYdPHhQbr31Vunfv7+MGjXK7vMHoPoRUAFwWRaLRVasWCH/+9//TG+U9gT9+OOPJnhSH3/8sTRp0sRsv/322yU0NNT0Bp0/DPe73/3Odrtly5YmmOnVq5dkZmaaoCshIUG6detmerGU9hJZ6WPaYzVgwABzbO2hspcGeLNnz5ZWrVqZ+9pDpb1oJ06cMO3p0KGDXH311bJq1SoCKsBNMOQHwOXocJgGFjrEpoGUBhXao+Tt7S3x8fG2/SIiIkyv0+7duy96vE2bNskNN9xgeph02G/QoEG2YEnpsKL2FnXt2lX+8Ic/yJo1a2zP1dfVYTt9HR2G+/rrr+3++XSYzxpMqUaNGpkgztqjZt1WelgSgGsjoALgcrR3RoMYHd7ToTfNLdLeocuRlZUlw4YNM0OE2qO1YcMG+eyzz2z5UUqDtiNHjsgTTzwhiYmJMnjwYHnyySfNY927d5dDhw6ZIUNtyx133GF6lMrj6elp61kr3Rt1Pk2wL01/tvK2FRUVXdbPDKDmEVABcDlBQUGmXIL2KGmvlGrfvr0pnbBu3TrbfppXpflSOkSmtMzC+Ynce/bsMfu9+uqrMnDgQImLiyu350cT0seNGycfffSRycWaO3eu7TENxrSX7N1335WFCxfKf/7zH0lLSyv3GNZSClYaGAKo/QioALgFzWO66aabZOLEibJ69Wr5+eef5e6775bY2FizXemwmeZFad5VamqqSf7WoEwDrXfeeccke2uCufY2laaJ7P/9739NMvrOnTvNkKMGcOrNN9+UTz75xARmv/zyiyxatMjkaJVX70qDQM3p0tmF2rv25ZdfyvTp02voDAFwJgIqAG5DSxn06NFDrr/+eunbt68ZWtNZcdbhMk1Wf+CBB0xvkvYWvf766+ZaSxVoIKQ9WdpT9ec//7nMcTXg0hpXnTt3liuvvFK8vLxMTpXSnCs9jiasayK7lj/Q17QO75Wm7bAGX3qs1157TV555ZUaOjsAnMnDUnqwHwAAAFVGDxUAAICdCKgAAADsREAFAABgJwIqAAAAOxFQAQAA2ImACgAAwE4EVAAAAHYioAIAALATARUAAICdCKgAAADsREAFAAAg9vn/CkjubcXDkE8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(x=df['K'])\n", "plt.xlabel('Potassium')" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Skewness of K: 2.373547499838119\n" ] } ], "source": [ "from scipy.stats import skew, kurtosis\n", "\n", "k_skew = skew(df[\"K\"])\n", "k_kurtosis = kurtosis(df[\"K\"])\n", "\n", "print(f\"Skewness of K: {k_skew}\")\n" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.3751672388547" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['K'].skew()" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10,6))\n", "sns.histplot(df[\"K\"], bins=30, kde=True, color=\"blue\")\n", "plt.xlabel(\"Potassium (K)\")\n", "plt.ylabel(\"Frequency\")\n", "plt.title(\"Distribution of Potassium (K) in Soil\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Potassium Levels by Crop Type:\n", " Crop Type\n", "Pulse 28.430000\n", "Fiber Crop 29.775000\n", "Cereal 29.830000\n", "Commercial Crop 30.265000\n", "Fruit 75.614444\n", "Name: K, dtype: float64\n" ] } ], "source": [ "crop_K_stats_K = df.groupby(\"Crop Type\")[\"K\"].mean().sort_values()\n", "print(\"Average Potassium Levels by Crop Type:\\n\", crop_K_stats_K)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Key Takeaways 🚀\n", "\n", "✔️ Pulses need the least Potassium, meaning farmers can use minimal K fertilizers.\n", "\n", "✔️ Cereals & Fiber Crops have similar K needs, indicating standard fertilizer use.\n", "\n", "✔️ Commercial Crops have slightly higher K requirements, supporting strong root systems.\n", "\n", "✔️ Fruits need the most Potassium, requiring K-heavy fertilizers for better yield & quality.\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\4025175121.py:9: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_K_stats.index, y=crop_K_stats.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_K_stats = df.groupby(\"Crop Type\")[\"K\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(x=crop_K_stats.index, y=crop_K_stats.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"P\", fontsize=12)\n", "plt.title(\"Average Potassium Levels by Crop Type\", fontsize=14)\n", "plt.xticks(rotation=45)\n", "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3395013943.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_K_stats_K1.index, y=crop_K_stats_K1.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_K_stats_K1 = df.groupby(\"label\")[\"K\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_K_stats_K1.index, y=crop_K_stats_K1.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop\", fontsize=12)\n", "plt.ylabel(\"Average Potassium\", fontsize=12)\n", "plt.title(\"Average Potassium Levels by Crop\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Temperature" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 2200.000000\n", "mean 25.616244\n", "std 5.063749\n", "min 8.825675\n", "25% 22.769375\n", "50% 25.598693\n", "75% 28.561654\n", "max 43.675493\n", "Name: temperature, dtype: float64" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['temperature'].describe()" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\2012653351.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(df['temperature'])\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df['temperature'])" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.18493273421137887" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['temperature'].skew()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1586748622.py:7: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend(title=\"Crop Type\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.kdeplot(data=df, x=\"temperature\", hue=\"Crop Type\", fill=True, alpha=0.4)\n", "plt.title(\"Temperature Distribution Across Different Crop Types\")\n", "plt.xlabel(\"Temperature\")\n", "plt.ylabel(\"Density\")\n", "plt.legend(title=\"Crop Type\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df['temperature'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1380931033.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_temp_stats.index, y=crop_temp_stats.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_temp_stats = df.groupby(\"Crop Type\")[\"temperature\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_temp_stats.index, y=crop_temp_stats.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"Average Temperature (°C)\", fontsize=12)\n", "plt.title(\"Average Temperature Levels by Crop Type\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\2744150767.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_temp_stats_temp1.index, y=crop_temp_stats_temp1.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_temp_stats_temp1 = df.groupby(\"label\")[\"temperature\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_temp_stats_temp1.index, y=crop_temp_stats_temp1.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop\", fontsize=12)\n", "plt.ylabel(\"Average Temperature\", fontsize=12)\n", "plt.title(\"Average Temperature Levels\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Humidity" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 2200.000000\n", "mean 71.481779\n", "std 22.263812\n", "min 14.258040\n", "25% 60.261953\n", "50% 80.473146\n", "75% 89.948771\n", "max 99.981876\n", "Name: humidity, dtype: float64" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['humidity'].describe()" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3309897050.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(df['humidity'])\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df['humidity'])" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-1.0917079195808679" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['humidity'].skew()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\927626545.py:7: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend(title=\"Crop Type\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.kdeplot(data=df, x=\"humidity\", hue=\"Crop Type\", fill=True, alpha=0.4)\n", "plt.title(\"Humidity Distribution Across Different Crop Types\")\n", "plt.xlabel(\"Humidity\")\n", "plt.ylabel(\"Density\")\n", "plt.legend(title=\"Crop Type\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df['humidity'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\606647105.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_temp_stats.index, y=crop_temp_stats.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_humidity_stats = df.groupby(\"Crop Type\")[\"humidity\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_temp_stats.index, y=crop_temp_stats.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"Avg Humidity\", fontsize=12)\n", "plt.title(\"Average Humidity Levels by Crop Type\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3696348485.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_humidity_stats_Hum1.index, y=crop_humidity_stats_Hum1.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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9cliQf8kllxT3s+Hvcc8lSp/IoDP4ve2224r7AvV0AFjFF77whWLDDN4fglmCGdaGsZaNY2ZWpNVYU8Yxsc6OGQtmCO+999503333Fa9pvdmPeri3EIH5hhtuWPwem4jw/PjIgy5e/1ibVLXcj5LQ7jZ94N5cfDDLxLFwDXBsbIQQNyDmObEWqPw3Wnnus04q7pfEjXgJaLjRL4EA1yybVfTmvOKcZg3idNNNV5z7bMjBBhT1Zp76+j4Q+HCu8Dd4DbivG5vb8DwIgLj3HcEWgWu9gLQe7pHFa8I9p9iEhU078udCkFzvb3GunX766cVrzuvAtcz5waxfbLYhaQBo9zaDkgafrbfeeoJtmuth2+hpppmmuGdSvgU09ySKrb/PPPPMif6Nyy67rLbeeuvVZp555uL+NGw/vdZaa9V+9atf1V5//fUebRkOtgU/44wzaksvvXRt6NChxbbM3/72t4utnmOb8jK+x8+w3Tm/s8IKKxRbZv/yl78sfv6KK66Y4HeeeOKJ4nfYwpktpDlutmX//ve/X7v33ntrPRHH88orr3T7M/z98rbpcY+h7bffvjbLLLMUr/0XvvCFYuvsiW2bXr531MS2L0dv/9YjjzxS3Ndq+umnL+7dtOGGGxZfi225e7JtOltX77rrrsU249znqbtji3s+8bx7K57XxD7yx3zxxRdre++9d22xxRYr3gtuH7DkkksW9zS7+eab6z5GM879eu8H90riPFh88cWL15zXfqmllqr96Ec/Gu93Jyben6effrr2i1/8orbooosW5zTn3hFHHFHcj6o7fXkf8muW+1xtttlmtXnmmad47GmnnbY2YsSI4np67LHHery1frjqqquK64vXhPeMa5PXM9+2vnw+P/roo8X5y/vLdva8J26XLg0sk/Gfdgd1kjSYkMmmhI1MOetd1DnYWW7//fcvZkV33nnndh/OoNXf3wdmopgRo3yR8mVJA5trqCSpSdiwoozSPbaFZnc2g6nOwpqhU045pdgEYauttmr34Qxavg+S+hvXUElSk3zlK18p1kqw+xfrLZiRYg0UGwucfPLJ7T48/R82gCDQZbMA1jAdffTRxT3G1Fq+D5L6KwMqSWoSyn0o7WNGip3GZppppmJzh4MPPrhr62y131//+tfinmLcMJmd5X74wx+2+5AGJd8HSf2Va6gkSZIkqSLXUEmSJElSRYOu5I+bVXJTPm6gyT0/JEmSJA1OtVqtKMvnfn35/SF7Y9AFVARTw4cPb/dhSJIkSeoQL7zwQppvvvkq/e6gC6iYmYoXbdiwYe0+HEmSJEltMmrUqGKyJWKEKgZdQBVlfgRTBlSSJEmSJuvDUiA3pZAkSZKkigyoJEmSJKkiAypJkiRJqsiASpIkSZIqMqCSJEmSpIoMqCRJkiSpIgMqSZIkSarIgEqSJEmSKjKgkiRJkqSKDKgkSZIkqSIDKkmSJEmqyIBKkiRJkioyoJIkSZKkigyoJEmSJKkiAypJkiRJqsiASpIkSZIqmqLqL0qSJElSX12z3pdSK23y17809O85QyVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVeSNfSVJkjRgPXHUPi19vCUOOaHb7z2w704tPZblf31et9+7bbuvt/RY1rzwj2mgMqCSJElSwzx36uEtfbwFvveTlj6eVGbJnyRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkXeh0qSJKmfe+Wi41v6eHNvu19LH0/qZM5QSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRVNU/UVJkqTB7PVrz23p482+8bdb+niSesaASpIk9Rtv/v1PLX28WdfYvKWPJ6n/seRPkiRJkioyoJIkSZKkigyoJEmSJKkiAypJkiRJqsiASpIkSZIqMqCSJEmSpIoMqCRJkiSpIgMqSZIkSarIgEqSJEmSKjKgkiRJkqSKpqj6i5IkaeB74/6bW/6Ys624bssfU5KqcoZKkiRJkipyhkqSpA4z8t/3tfTx5lp6pZY+niQNJM5QSZIkSVJFBlSSJEmSVJEBlSRJkiQNhIDq008/TYceemhaaKGF0jTTTJMWWWSR9NOf/jTVarWun+H/DzvssDT33HMXP7Peeuulp556qq3HLUmSJGlw6qiA6phjjkmnn356OuWUU9Ljjz9efH7sscemk08+uetn+Pykk05KZ5xxRrrnnnvSdNNNlzbYYIM0evToth67JEmSpMGno3b5+8c//pE23XTTtNFGGxWfL7jggumSSy5J9957b9fs1AknnJAOOeSQ4udwwQUXpDnnnDNdeeWVaauttprgb44ZM6b4CKNGjWrZ85Ek9R/PP/VESx9v/sWWaOnjSZIGwQzVqquumm6++eb0n//8p/j84YcfTnfccUfacMMNi8+fffbZNHLkyKLML8w444xp5ZVXTnfddVfdv3n00UcXPxMfw4cPb9GzkSRJkjTQddQM1UEHHVTMIC2xxBJp8sknL9ZU/exnP0vbbrtt8X2CKTAjlePz+F7ZwQcfnPbbb7+uz/n7BlWSBquH/vN6yx9zuc/M3u33/vP08y09ls8sMn9LH0+SNPB1VED1+9//Pl100UXp4osvTksvvXR66KGH0j777JPmmWeetMMOO1T6m1NPPXXxIUmSJEkDOqDaf//9i1mqWAu1zDLLpOeee64o2yOgmmuuuYqvv/rqq8Uuf4HPl1tuubYdtyRJkqTBqaPWUH344YdpyJDxD4nSv3HjxhX/z3bqBFWss8pL+Njtb5VVVmn58UqSJEka3DpqhmqTTTYp1kzNP//8Rcnfgw8+mI4//vi08847F9+fbLLJihLAo446Ki222GJFgMV9qygJ3Gyzzdp9+JIkSZIGmY4KqLjfFAHSHnvskV577bUiUNp9992LG/mGAw44IH3wwQdpt912S++8805affXV0w033JCGDh3a1mOXJEmSNPh0VEA1wwwzFPeZ4qM7zFIdeeSRxYckSZIktVNHraGSJEmSpP7EgEqSJEmSKjKgkiRJkqSKDKgkSZIkqSIDKkmSJEmqyIBKkiRJkioyoJIkSZKkigyoJEmSJKkiAypJkiRJqsiASpIkSZIqMqCSJEmSpIoMqCRJkiSpIgMqSZIkSarIgEqSJEmSKjKgkiRJkqSKDKgkSZIkqSIDKkmSJEmqyIBKkiRJkioyoJIkSZKkigyoJEmSJKkiAypJkiRJqsiASpIkSZIqMqCSJEmSpIoMqCRJkiSpIgMqSZIkSarIgEqSJEmSKjKgkiRJkqSKDKgkSZIkqSIDKkmSJEmqyIBKkiRJkioyoJIkSZKkigyoJEmSJKkiAypJkiRJqsiASpIkSZIqMqCSJEmSpIoMqCRJkiSpIgMqSZIkSarIgEqSJEmSKjKgkiRJkqSKDKgkSZIkqSIDKkmSJEmqyIBKkiRJkioyoJIkSZKkigyoJEmSJKkiAypJkiRJqsiASpIkSZIqMqCSJEmSpIoMqCRJkiSpIgMqSZIkSarIgEqSJEmSKpqi6i9KUie76YH3Wvp46y8/Q7ff+8e/32npsay69EwtfTxJkgYzAypJDfOHO95v6eNtsfr0LX08SZKkMkv+JEmSJKkiAypJkiRJqsiASpIkSZIqMqCSJEmSpFYGVBtuuGG6+OKL00cffVT1cSVJkiRpcAZUzzzzTNpuu+3SnHPOmXbYYYf017/+NdVqtcYfnSRJkiQNtIDqySefTPfcc0/aaaed0k033ZQ22GCDNN9886X9998/PfTQQ40/SkmSJEkaSGuoVlpppXTiiSeml156KV1//fVpnXXWSWeeeWZaYYUV0ogRI9Kxxx6bXnzxxcYerSRJkiQNpE0phgwZUsxQ/e53v0vPP/982mKLLdJjjz2WDjrooLTgggum9dZbL1133XWNOVpJkiRJGmi7/N1xxx3pO9/5Tlp00UXT5Zdf3jVD9atf/Sq9/vrr6atf/Wo67LDDGvFQkiRJktQxpqj6i8xCXXjhhemSSy4pZqbmmGOOYoOKb33rW2m55Zbr+rm999477bbbbunUU09NRx55ZKOOW5IkSZL6Z0BFwPTII4+kqaeeOm266abptNNOK8r+KP+rZ+21107nnHNOX49VkiRJkvp/QDXTTDOls846K33jG99Iw4YNm+TPE3Q9++yzVR5KkiRJkgZWQHXBBRek2WefPU0zzTR1v88Nf1k7Nf/88xefTzvttGmBBRbo25FKkiRJ0kDYlGKhhRZKV1xxRbffv/rqq4ufqYJt2Llp8KyzzloEbMsss0y6//77u77PDYTZ4GLuuecuvs8ugk899VSlx5IkSZKklgdUBDUT8/HHH3e7nmpi3n777bTaaqulKaecMv35z38uNr5gp8CZZ56562fYPfCkk05KZ5xxRnFz4emmm65YvzV69OgqT0WSJEmSml/yN2rUqPTOO+90ff7mm28Wu/uV8TOXXnppMYPUW8ccc0waPnx4Ou+887q+ls90EcidcMIJ6ZBDDinWZUX54ZxzzpmuvPLKtNVWW03wN8eMGVN85M9DkiRJkhqhx9NIv/71r4vgho/JJpss7bPPPl2f5x+f+9zn0vXXX1/cl6q3KBVcccUVi80u2Iadv3X22Wd3fZ+NLUaOHFmU+YUZZ5wxrbzyyumuu+6q+zePPvro4mfig4BNkiRJklo6Q7X++uun6aefvpglOuCAA9LWW2+dll9++fF+hkCLErwVVlihCIx665lnnkmnn3562m+//dKPfvSjdN9996Xvf//7aaqppirucUUwBWakcnwe3ys7+OCDi7+Xz1AZVEmSJElqaUC1yiqrFB/44IMP0uabb15sGNFI48aNKwKxn//858XnzFA9+uijxXopAqoquFcWH5IkSZLUEZtSHH744Q0PpsC6q6WWWmq8ry255JJda7Xmmmuu4t9XX311vJ/h8/ieJEmSJHXUDNWRRx5ZlPP9+Mc/Lnbv4/NJ4ecPPfTQXh0MO/w9+eST433tP//5T9c9rFijReB08803p+WWW66rhI/d/r773e/26rEkSZIkqSUB1RFHHFEESAceeGCxnonPmxFQ7bvvvmnVVVctSv6++c1vpnvvvTedddZZxUf8TTbDOOqoo9Jiiy1WBFg8xjzzzJM222yzXj2WNFCcd+O7LX28nTaYsaWPJ0mS1O8DKtY2TezzRllppZWKGwazkQSzYARMbJO+7bbbdv0MG2Kwhmu33XYrtmhfffXV0w033JCGDh3alGOSJEmSpD5vStEqG2+8cfHRHWapCLZ6UnYoSZIkSR23KYUkSZIkqYczVHEz397g559++umqxyVJkiRJAyOgWnPNNScIqO6///7073//u9jmfPHFFy++xg59jz32WBoxYkRxc19JkiRJSoM9oDr//PPH+/zKK68sPv7yl7+kddddd7zv8TV26PvpT3/a2COVJEmSpIGwhuqwww5Le+211wTBFL70pS+lPffcMx1yyCGNOD5JkiRJGlgB1VNPPZVmnXXWbr/P91w/JUmSJGmgqxRQLbLIIum8885L77///gTfe++999JvfvObtPDCCzfi+CRJkiRpYN2H6qijjkpbbLFFWmKJJdKOO+6YFl100a6Zq9/+9rfp1VdfTZdffnmjj1WSJEmS+n9Atdlmm6Xrr78+HXjggennP//5eN9bbrnl0rnnnps22GCDRh2jJEmSJA2cgArrr79+8TFy5Mj03HPPFV9bYIEF0lxzzdXI45MkSZKkgRdQBQIogyhJkiRJg1GPAqoLLrig+Pdb3/pWcYPf+HxStt9++74dnSRJkiT194CKjScIpLbaaqs01VRTFZ9PCj9vQCVJkiQpDfaA6tlnny3+JZjKP5ckSZKkwaxHARWbTUzsc0mSJEkajCrd2FeSJEmS1Idd/u644470m9/8Jj3zzDPp7bffTrVabYI1VA8//HAjjlGSJEmSBk5Adfzxx6f9998/DR06NC2++OJplllmafyRSZIkSdJADKiOO+64tNpqq6VrrrkmzTjjjI0/KkmSJEkaqAHVhx9+mLbddluDKQ1KJ/7hjZY/5t5bzNbyx5QkSVKTNqVYe+210yOPPFLlVyVJkiRpcAdUJ598crr55pvTL3/5y/TWW281/qgkSZIkaaAGVMOHD0+77757Ouigg9Lss8+epptuujRs2LDxPiwHlCRJkjTQVVpDddhhh6Wf/exnad55500rrriiwZMkSZKkQalSQHXGGWekjTbaKF155ZVpyBDvDSxJkiRpcKoUDY0dO7YIqAymJEmSJA1mlSKijTfeON1+++2NPxpJkiRJGugB1eGHH54ee+yxtMcee6R//vOf6fXXXy92+yt/SJIkSdJAVmkN1eKLL178+9BDD6Uzzzyz25/79NNPqx+ZJEmSJA3UXf4mm2yyxh+NJEmSJA30gOqII45o/JFIE/HTc19q6eMd+u15W/p4kiRJ6p/cpk+SJEmSWjlDdeSRR07yZygJPPTQQ6v8eUmSJEkanCV/BFK1Ws2ASpIkSdKAV6nkb9y4cRN8fPLJJ+npp59O++67b1pxxRXTa6+91vijlSRJkqSBuIZqyJAhaaGFFkq//OUv02KLLZb22muvRv1pSZIkSRo8m1KsscYa6frrr2/Gn5YkSZKkgR1Q3X///cWMlSRJkiQNZJU2pbjgggvqfv2dd95Jf//739Of/vSntMsuu/T12CRJkiRp4AVUO+64Y7ffm2222dJBBx2UDjvssL4clzrA/sc/1dLHO26/xVr6eJIkSVJbAqpnn312gq+xTfrMM8+cZphhhj4flCRJkiQN2IBqgQUWaPyRSJIkSVI/484RkiRJktTsGapll122V3+YEsCHH364yjFJkiRJ0sAKqGaZZZYiSAoff/xx+sc//lEEWqydkiRJkqTBpscB1a233jre52+88UaaY4450vHHH5/WWWedZhybJEmSJA3MNVT5bJUkSZIkDUZuSiFJkiRJFRlQSZIkSVJFBlSSJEmS1OxNKR544IHxPn/33XeLf5966qk000wz1f2d5ZdfvupxSZIkSdLACahWXHHFuhtR7LHHHhN8rVarFT/76aef9v0IJUmSJKm/B1TnnXdec49EkiRJkgZqQLXDDjs090gkSZIkqZ9xUwpJkiRJqsiASpIkSZIqMqCSJEmSpIoMqCRJkiSpIgMqSZIkSarIgEqSJEmSmr1teu7vf//7RL/PTX2HDh2a5ptvvjT33HNXPTZJkiRJGngB1VprrVUETT2x2GKLpZ/85Cdpyy23rPJQkiRJkjSwAqobbrghHXjggWnMmDFp1113TYsuumjx9aeeeiqdc845aZpppkmHHHJIeu6559KZZ56ZttlmmzT55JOnLbbYotHHL0mSJEn9L6CipO+ee+5JU0011Xjf22OPPYoZrLvvvjsdc8wx6Tvf+U5accUVi/83oJIkSZKUBvumFBdddFEx61QOpkCgte2226bf/va3XZ9vt9126bHHHuv70UqSJElSfw+oPvjgg/Tqq692+/1XXnklvf/++12fzzTTTEXJnyRJkiSlwR5QrbPOOumEE05I11577QTfu+aaa9KJJ55Y/Ex46KGH0oILLtirx/jFL35RbHyxzz77dH1t9OjR6Xvf+16addZZ0/TTT5++/vWvTzSwkyRJkqSOW0N1yimnpLXXXjttuummad55502LLLJI8fWnn346vfTSS2mBBRZIJ598clcQ9Pzzz6dddtmlx3//vvvuKzazWHbZZcf7+r777puuu+66dPnll6cZZ5wx7bnnnmnzzTdPd955Z5WnIUmSJEmtD6jmn3/+9Mgjj6Qzzjgj3XjjjcVuflhyySWLGaXdd989TTfddF1rqK6//voe/21KBVmDdfbZZ6ejjjqq6+vvvvtuOvfcc9PFF1/cNft13nnnFY/JBhhf+MIXqjwVSZIkSWptQIVpp5027bfffsVHI1HSt9FGG6X11ltvvIDqn//8Z/r444+Lr4cllliiCO7uuuuubgMqtnbnI4waNaqhxytJkiRp8Kq0huqAAw5IDz74YMMP5tJLL00PPPBAOvrooyf43siRI4tdBdngIjfnnHMW3+sOf4vywPgYPnx4w49bkiRJ0uBUKaBifRT3llpsscXSoYceWpT/9dULL7yQ9t5772JLdsoEG+Xggw8uygXjg8eRJEmSpLYFVK+99lqxfukzn/lMOvbYY9Nyyy2Xll566fTTn/40Pfnkk5UOhJI+/u7yyy+fpphiiuLjtttuSyeddFLx/8xEjR07Nr3zzjvj/R67/M0111zd/t2pp546DRs2bLwPSZIkSWpbQDXDDDOk7bffvthxj4DmrLPOSvPNN18RUC211FJFgMW2572x7rrrFjNdbLEeH8yCsUFF/P+UU06Zbr755q7fIXhjB8FVVlmlytOQJEmSpPZsShFY0/Ttb3+7+HjzzTfT7373u3T44YenH//4x+mggw7qVZA2YsSI8b7GToHccyq+zmOwCcYss8xSzDTttddeRTDlDn+SJEmS+mVABXbf+/Of/5wuu+yy4sa+bH3ejM0ffv3rX6chQ4YUN/Rl574NNtggnXbaaQ1/HEmSJElqakD1ySefpJtuuqkIoq666qpiO/K555477bTTTmnLLbdMq666auqrW2+9dbzP2azi1FNPLT4kSZIkqV8GVJTeXXnllentt99Os802W9p6663TVlttldZYY4002WSTNf4oJUmSJGmgBFQEU1/72teKmah11lknTT755BP8DMHWzDPP3IhjlCRJkqSBE1Cxsx9bmZexrunqq68u7iV1ww03pNGjRzfiGCVJkiRp4ARUeTBVq9WKrcwJoq644opiLdXss8+ettlmm0YepyRJkiQNnE0puBEvQdSll16aRo4cWaydYh3VnnvuWWxj7loqSZIkSQNdrwKqZ555pgii+HjqqafSvPPOW9x49/Of/3yxnortzL3JriRJkqTBoscBFYHSvffeW+zqt8UWW6Rzzjknrb766sX3nn766WYeoyRJkiT174DqnnvuSQsttFA6/vjj00YbbVR3UwpJkiRJGkyG9PQHTznllOLGvWyXPtdcc6Xdd989/e1vfys2pZAkSZKkwajHAdUee+yR7rjjjqK8b5999km33357WnfddYt1VIcddlixCYUbUUiSJEkaTHocUAXK/g455JD02GOPpfvuu6/Y2e/WW28tZqoIunbbbbd07bXXeg8qSZIkSQNerwOq3AorrFCsqXrhhRfSTTfdlDbYYIN02WWXpa9+9avF5hWSJEmSNJANacgfGTIkrbfeeun8889Pr776arrkkkuKckBJkiRJGsgaElDlhg4dWtyT6qqrrmr0n5YkSZKkgR1QSZIkSdJgYUAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRVNUfUX1Ry7H/pgSx/vzJ9+rqWPJ0mSJA0kzlBJkiRJUkUGVJIkSZI0EAKqo48+Oq200kpphhlmSHPMMUfabLPN0pNPPjnez4wePTp973vfS7POOmuafvrp09e//vX06quvtu2YJUmSJA1eHRVQ3XbbbUWwdPfdd6e//OUv6eOPP07rr79++uCDD7p+Zt99903XXHNNuvzyy4uff/nll9Pmm2/e1uOWJEmSNDh11KYUN9xww3ifn3/++cVM1T//+c+0xhprpHfffTede+656eKLL07rrLNO8TPnnXdeWnLJJYsg7Atf+MIEf3PMmDHFRxg1alQLnokkSZKkwaCjZqjKCKAwyyyzFP8SWDFrtd5663X9zBJLLJHmn3/+dNddd3VbRjjjjDN2fQwfPrxFRy9JkiRpoOvYgGrcuHFpn332SauttloaMWJE8bWRI0emqaaaKs0000zj/eycc85ZfK+egw8+uAjM4uOFF15oyfFLkiRJGvg6quQvx1qqRx99NN1xxx19+jtTTz118SFJkiRJg2KGas8990zXXntt+tvf/pbmm2++rq/PNddcaezYsemdd94Z7+fZ5Y/vSZIkSdKgDahqtVoRTF1xxRXplltuSQsttNB4319hhRXSlFNOmW6++eaur7Gt+vPPP59WWWWVNhyxJEmSpMFsik4r82MHv6uuuqq4F1Wsi2IziWmmmab499vf/nbab7/9io0qhg0blvbaa68imKq3w58kSZIkDZqA6vTTTy/+XWuttcb7Oluj77jjjsX///rXv05DhgwpbujLdugbbLBBOu2009pyvJIkSZIGtyk6reRvUoYOHZpOPfXU4kOSJEmS2qmj1lBJkiRJUn9iQCVJkiRJFRlQSZIkSVJFBlSSJEmSNBA2pWiHbb53a8sf8+JTx9/FUJIkSVL/5AyVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJFVkQCVJkiRJFRlQSZIkSVJFBlSSJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJIkSZJUkQGVJEmSJA2mgOrUU09NCy64YBo6dGhaeeWV07333tvuQ5IkSZI0CPW7gOqyyy5L++23Xzr88MPTAw88kD772c+mDTbYIL322mvtPjRJkiRJg8wUqZ85/vjj06677pp22mmn4vMzzjgjXXfddek3v/lNOuiggyb4+TFjxhQf4d133y3+HTVqVPHvx2M/SK0Wj13P2DHvd8yxjBndOccy+qP3OudYPmztsWDUqKm6/d5HH4xq8bFM1u33Pvyg1efMuG6/98H7rT5nahM5lla/R93nyt5v8euCUaOm7vZ777/XOdf2e++/P2iPZdqJHkvr+8mpJnY8H3zY0mOZcmLH8uFHLT2WqSd6LKNbeizTTexYPvp/4652X0t4f3TnHM/7Y8Z2zLF88PHHHXMsH37ySduOJf6/Vuu+H5+UyWp9+e0WGzt2bJp22mnTH/7wh7TZZpt1fX2HHXZI77zzTrrqqqsm+J0jjjgi/eQnP2nxkUqSJEnqL1544YU033zzDfwZqjfeeCN9+umnac455xzv63z+xBNP1P2dgw8+uCgRDOPGjUtvvfVWmnXWWdNkk3WfaZ8Uotnhw4cXL/6wYcNSO3ksHkt/Ph6PpfOPpdOOx2PxWPrz8XgsnX8snXY8Hktzj4W5pffeey/NM888lf9Gvwqoqph66qmLj9xMM83UsL/PG9juEyp4LPV5LP3jeDyWzj+WTjsej6U+j6V/HI/H0vnH0mnH47E071hmnHHGwbMpxWyzzZYmn3zy9Oqrr473dT6fa6652nZckiRJkganfhVQTTXVVGmFFVZIN99883glfHy+yiqrtPXYJEmSJA0+/a7kj/VQbEKx4oorps9//vPphBNOSB988EHXrn+tQhkhW7eXywnbwWPxWPrz8XgsnX8snXY8HovH0p+Px2Pp/GPptOPxWDr/WPrVLn/hlFNOSccdd1waOXJkWm655dJJJ51U3OBXkiRJklqpXwZUkiRJktQJ+tUaKkmSJEnqJAZUkiRJklSRAZUkSZIkVWRAJUmSJEkVGVBJkiRJUkUGVJI60t13393uQ1APuFGsJKm/GTduXN3/r8qASj3SiJOtrxy4DZ7X6L777kurrrpq+sUvfpE60UB5nRvRFkw22WSpvxjM75s0kK/FVl/b3Y2JOmGspIn76KOP0ieffJKGDBmS7rzzzjR27Nji//vKgKrF+uPFxjHHyXbTTTell19+uS2NVwzc3nrrraY/Xn8ZeMVxvvDCCw0d3Mbffeyxx4qZomuvvTa10rLLLpuOP/744g7o3MS7U8TrUj4/Ov186a7d6e1x523BH//4x/Tzn/88HXvssUWn1Gniub344ovpmWeeSWPGjOmo4K9Tzhmu7TvuuKPlj9sf+8KJvY//+9//0gMPPJBGjx7dtmPo7vNO0Oz3O67tVjz3vB2k7bv++uuLsRH4+kA5twei5557Lq211lpFn3DZZZelL37xi41r/7ixr1rj008/7fr/v/71r7Xf/OY3tVtvvbX24osv1jrVuHHjuv7/Rz/6UW348OG1Cy+8sPbhhx+25XU7+uijaz/84Q9r//rXvxr+OP/+979rjz32WO25556r9Qfx3lx99dW1JZdcsnhf8verr3/3j3/8Y23++eevrbjiirXZZputtuaaa9b+/Oc/15rp2GOP7Xr9R48eXTvxxBNrQ4YMKb7ebvG63HLLLbXvfve7te2337520EEH1Tpdfk5cd911tUsvvbT2yCOP1D7++OMJvt9T+++/f3FubLLJJrVtt922Ntlkk9Uuv/zyWqf505/+VJt33nlrCy+8cG3RRRet3Xnnne0+pK7X+5NPPum2nWuVAw44oPaZz3ymdvrpp9feeOONhrQfZfE3H3/88dpNN91U+8tf/lJ7/fXX2/acm+EPf/hDbb755qvNMccctWWWWaZ20UUX1d57772WPHb+GvIefvTRR7VOkx/j2WefXdtzzz1rW2yxRdFmjB07tk9/m9f6Zz/7We373/9+0Ye3+vpZYoklaosttlht1VVXrX32s59t2fveyGtz5MiRtf/97391v9eKx28lHnOppZYq+i/GFozD4+t9ZUDVIvmbdeCBBxaNLw0vA+Ett9yydtddd9U62RFHHFF0FnfccUftnXfeacuFwSBu9tlnLwIHGoBGPv7BBx9cDLp4X4YNG1Y78sgj+0VgdcUVV9SmnXba2q9//evao48+OsH3q74uDDxnmmmm2nnnnVd8TgDLoPmcc86pNcuoUaNqq6yySjHwCmPGjKmdcMIJHRNUMUCfYYYZat/5zndqRx11VG2WWWaprb322rW333671uni+pl11llryy+/fO2www7rGnz15jxh8DjPPPPU7r777uLziy++uDg34lxpt3guTz75ZJEA4tq49tpra9/85jeLa/uqq65q20A+ju1vf/tb7Xvf+17t29/+du1Xv/pV1/dbeVwMQjkfaNOb9bjxfDlnaF+XXnrp2mqrrVa8L/Xaq/4kDxR5XrRT999/f+3rX/96bdlll62ddNJJRZvWyj56jTXWKMYU559/fkcmammD6GP32GOP2iGHHFK0Gz/96U8rJ2hJrjIwJjj7xje+Ufy93/3ud13JokYqt5G8vyQa77nnnuJzrmMe/4Ybbuj2dzoRidMRI0bU5pxzzuI1pG1qxvFfdtlltWOOOaZ23HHH1Z566qmmPMakxHlBf8B7Nffccxdjm0hu9fVYDKha7Je//GWRMaUTw6GHHlqbbrrpauutt17t73//e60TkU2kEySQwSuvvFI0Ivvss0+RHSoHN83AxcggLp+Zevfdd4tBU6h6MdAQ0jCSOb3vvvtqZ555Zm3GGWcssmiRSe1Er732Wm2FFVYoGqhoLOiYmLEi20QwUtUpp5xSNK544oknaossskhtl1126fo+s0fNEA0b18IzzzzTUUEV5z1JEAboeOmll4oGmdmqXKd0onEc/Mv5sNZaa9Ueeuih4rhJ6nzhC1+o7bvvvpMMqmKwHd/nfPvWt77V1RlPP/30tbPOOqvuNdkut99+e+33v/99kUHO7bTTTkVA3M6giqCcwI5gascdd6x97nOfK4K90Irjou2gTWfwieeff75o/zimww8/vKGP9Y9//KN4vrSrMcPLYIaERH/3z3/+s+g/9tprr/G+TlvJbAWD7mbNWOTnCTOM9GHM6G+zzTZFwErw8vTTT9c6BVU5CyywQFcAQtKO8+CCCy6o9PcisfPAAw8Un992220TzJQ3qi2O2Zt84L3bbrsV7y+uvPLKol2JdvD999+v9Qf0B5wrP//5z4vxHecsCULa9Ua+hgcccECRkN9ss82KxMqXvvSlIhHXyMeYlHgMxhNUaHD+fP7zny9mFzkXyxUDVdpiA6oWohNjkHruuecWnzPwZeBOtoaMMSdyJ85UkeniYjjttNOK7AuDKU5Eprr5OPnkk5t+UdBQrbvuusX/M2BjYL3QQgsVA1xKjqrigtl0000nKN1i5meqqaZq6oxMIxr5BRdcsAjOyYQyq/bFL36xNvnkkxcNI+U1vRXvIeckgyteHzKKdB7xPTpAOvBGiwaNBo8MLw1vdGTtDKryGQ+yvxwn1wSJkd13373r52688cZap8g7AmbPGFhtvvnmtQ8++KD4GoE3A+eVV165tt9++3UbVOWZ3vjd448/vrbDDjsUAQvBVH4uUE7I36s3i93K577++usXg6sNNthggsQCQRUziwy8Wh1UMQAnORHBBZlaMsPTTDNNMcjIn0Mz8ZpQwrvzzjsX2VrODWaHN9xww2LGe++9927YY3F+EDiCWX8GcMzOhf5UIpXjWiERynm2+uqrTzArQvtJwousfDOf48MPP1yUu5EkCLSV9M3M4ERiqtXKA1SSopxfiLbjjDPO6GqjKLfvjVNPPbXrvKLdydsi2p+oGujruOQXv/hF8R7zOufXJm0LybXrr7++eGzGR/G8ef07eewAXm/acpZyhJdffrkYZ5F8a1RQdfLJJxeziMzegsCN15MSyTyYbkVQRaKW6pJ8hoyxN0EVFRfx3nI+VUlIG1C1GNkZMsQPPvhg0bFEhoMMAR0Zb26ceO3QXUdOwEEJGA0Hma8YrH/5y18uGvNGyi+s+H8aSi5KgicGJGThaOi4WPk8GrveYpBIp/fjH/+4+Jx67ugImIFj/RCDzU6ZdShjEEawy0wJ2R8aeIIr1kX84Ac/qPx3eX8JWMm65YMf0CARVMcAu6p4TfNyOa4PZjxp2HlfCAyfffbZ8YKqqaeeuihvaSaOLY7vzTff7FqfwPX529/+tghkCaai/v+///1vsZ4oZp47BWV9iy++ePE6LrfccuN9j6CK15GOjcFfuQMh4cOsBbjGeX68JmRjueZor8iIB847BkxcN+3GAJa2gjaLGZIySoRof1s9mGeQEjO9JAtIGhDUkK3lWstnqpqJ95GZFYIoEkfMWLKeF7x/HFOjUNrF6811zGueJ2c4xzgHmzXj3WxcM7xnJFcYKJafB98jyfXWW281bdaHChdmp/IBMLg2CaqYHfjPf/5Ta6V8HVdUsBBE0abTfjJjGQFIfO+rX/1qkXTuKc4bghoSAuW/R7C16667NuS8IglCwoH3OA+qSEgxy1t+7FdffbX2la98ZbxS3k7CtUe7xxiBBOVWW2013vdfeOGF2jrrrFMkC/JZpCo+/PDDom2JcS7nKG0ys9NcF7H2u1VYv8esJm0cs1SB85JrhVJZrhdelyqzuwZUTTKpDCMBFBddNDxkajiBf/KTn7S9vh+UgpC9yLPPzJ6VF31yzI0c3ObPPR/URs0/Az/WasT6JurwGSj2djFqnrXjgicoiU4nMo08rzxr3E7xOvA8yaREw06HQZBBQ0FgEsdOwMmM1aQCwfg+z51SHAafBPwECmy6QFAVJRSUP5LN4rXK1zn1BYETQTmlo8wKkrmK0ldK7AgEykEVG5MwwxCBTqPl5x2zTpRkUQpK58AMM0kFOtgc5xCzPRxzO+XXD1k2Xic6e2aU5pprrqLzzDPptD/MKDH4KJ8rzGDw+6wJmXnmmccrt+V3ppxyyqJ9YMDBB4MbXqu+bHZRRTwO52y+FoPPmaliIFQvScW51w4k03ifNt54467SSYJRZts5/wlcm4HBAiWezD7F4JsSzfJgm/edmY2+vBe0zwwswXXNDA7nH+13/ByvAckazr2+JmdaIZ4bg1HO8Sjrok3i3CfZQltZTkw0+zxjzBCzivGaBxKODGAp4W4VknFRNko5NO0i7QxJJ2Y/aDfoywPXLMEU/c2k2gxKeSOJRZtMpcwUU0xR9IGB94W/x2M3qg2i7SNhSeKSMjnQB7LRDRsc0P7xvlM6S1KJ59yMdVx9lb8ejCU4Z2l36PtzVGDwPdqiqusAH/+/MQKPQ1DN0gGCuCiZ5zHpS3n8a665ptYqbEJBkpElHXlQxViWwIpjjDLS3jKgavKghlI1It6tt9662GGLLHcM1hkoxjQ3FyuNQpzwrQ6q8guNmQ0WrnN8ZOLpDHNcYDQgDAhYzNiohqNcE85rRmCQZ3ry0iQ6to022qhopHvzehGQkZllqh5kIugQmY2K9R8EKgRTMeDpBGTxKA8ioKEkLp+qD5Q6sC6PgTANWE938yNwYmE1HQHvOw0NHwzA6ZDJJPE9ZgmrNjb1MJjjNSY7xMwTgRXinOouqGpWxjcPpghIGODywaAQBLM0uJz7lHSw6yGDQkp3q86SNgPHTpImsn+cz1xTdBjM3OTlOLyeebuTtwW83wyAokQtx0CY94USU9ZjcR3GYKdePXozxLHStjIbQOdMMEB9fBwH1zFBVSPP294cG+1leU0FWWCONRawE9gwoOT8L++21QhUFRDQMIjgfeOazmewOb577723CEBpW6q06fF8uVZ4bgxcaKM590iaMJPC9cLnJH/YCIi2rLelXu0Qz43ZEAaZnPfbbbddcZ2B58RrR0KB9rQv61e7M7E+jteS2T/WaJdneQjyWnk9MpvN68MMBOOIPPnGzBFjBvp1ZteY7ebcyM+57oIgkqe0xTEeYCxAIou+iQoakqQk4whoSLI2IrGT/y7tewRVjH8iOUIbyfEz88G4giCv1e1gb9YPIY6PQJHXj3OaYDVHYrVqW/THP/6xWMLC9R+PRZKe/ifOT9aSkphkHNPM8S7ju3JSg76bMQd9d97+EPT3JVFrQNVEdGJ0GJwwZLap02TxKicPpQ4MUMlwcELz0erMbj0EfJRnMJimk2fHF6J5OopANoEgi4FKMxoOGkkaJxpmSvEYaEdJXgxQWEdDQ8xxxTH05KJkAEMZFINAMrEsZAWNCTOGQ4cOLRpEBgQ0/PG32/WexOMyO7TSSisVWWZmCsnwcT5RfhcYrNDgEwR3N3ikA8izwSzGzEsWaOTotCKDyMCPTBI7MdFINmOwR4fPY1L+FIvkEdcD2S2CXdZyNePxQx5McExM+/N6MEPDjHLgmuAaoWOlI6U8opOCKYJUrh9e01ivCd53giw6NQbv5Ws2Zg3Av3SGDBA47whImK0r/04MYuiI4ndbnZmlLaWNoIyDYIqdzsiuMsMOrmESL6xTiuxyq7CuhYE27QklWFG7T+KDtp81ICQNaPNoy5qxwU+U78b6XIIAZjTyNR6c55zTDEb70qaTpOJ1JjmY75LKLATXMEkbAjuCb67nVge5fUG/x3lG/8H7xTVEuWTM/hBUcZ7xWufrmRoh79t4jXnvCEYY9JZvZUBQVW8zpVYO7rkGaX8YsJYfl/Iv+loSNZQbf+1rX5vkOUd5P30Q/TMzUvw/aKO45rl2+DrnGMnRvo5LuhtLMC5i9otzOGa9SfSR0OF55W1kp8xQ5dUWrB/lHOX8jaoe2kTGnyQJG3VbiWuuuaa4NvJyayYXuP5pj0io8DpSRROaEVQRTNFPU3Zcrh4hScg5yMxuo/oFA6omYeBOwxqZDD7ngs9rUsnQcBEyeI2Lr50ZDQbVZN+54GIGgJOcjpigioFYoN6+GQ0Hrw/rM6LzJ9vJ60bjzEYJgcESZUfx2D05BhoRZngIxghyaRTJrEeJGVlaFknSePNa9OZvNxONEusuGHxFppsBGdk+gpDYZY5peko88gWXOX6OzCGBcjRevI4xC0fwRIecr5mKGdVmiGMgQCGQInPOAD52SkKcY2SYCICbsWvVJZdcMt7zjAAv7k9BKUBk8+OYCU4YtPB7nbajE5lbBsixRXWOgS0dCYNZSoW6EztFBgbABGl0hvn1UF6D1OqZdTpm3p98xzjOEaoCaK+ilIT3iIChlWtJYnc7BnysG4qStwgiKNPlfSBY5SP6ikYjqGaAC5IirNWKzQB4/2IxNjNUvQmK81kYBm2cWwyUyzsrxjoW/qUfZMDP+dUfbksRg1GeG1l8ZoICmWzKjxnkRwklz5HzrJEbQZRvucJ5RCBCspYqjnwzHF57+gRK7tqxMQyBDP0LfQj9FclJqnHKt5XgOXEtkhyN59fdOUc7xRoxrmU2tiC5SrIrygr5Pc5j1q/Sh/U1sZO3YbSjVLQwLoi2juOOoCqu5XLCtVNmpgLBN8kAktQk95k9oow7dlwkoCDpw6xi3A6jt8ZlCTmQcGAsGSWDtMsEvIyLafcYi7QiYc1Yj8ekjyjPVBGIU13CDGcjZpUNqJqEQVp0YmQE6cRiFoAGhxO5ky5CHptghouK0oFcBFXUCtf7XiOPgSAhpvQpr4j6bwYFDHLrlbn15HWjXIBMRX5jWjp0pn25yPN7L/T2bzcTHTQdCIEgDVCOTorXiyA4djvqDp0NwVJkoOJ9o1MikGHwXN7Nj9eK4LPR6xvi7zP1TyMWjSrZP9b6EFTl2XM6AzL3zXgveN8JFqh9D3Ta+e5DvD585K9bu3bOKuvu+uM9Y9DK4IqMbfl7vKbdvZ6UijJY471gkB14nbj+uS4JJslo0mm2egY3fywGurRL5S24eX8YzDV6C/Ce4nxiVjPfkZLkEMfKtRrluGS3GRA3455BcW4w2Kc8jfM631ktZjuomshnNHrSpjMbyN+p915EQiQ/v/i5ZpXpNhprPMprZxlMUxFQPp9IqFBqSrKq2Rtr0C/SRkeykcCUDDuD1ihfB5vlUErVqmtyYucL5wmJDYKiPKjK29uJ/Q0SIVTDsFNijjEBQRUBbb0bA1cdl5SXPjBuo3yQYITkVJQSszSAahDej3ZuItYTvO70qfm6NYIbSr/zkkyCKqqmyu9NT31QGicQiDKejFJ98P8EqZSiNyMhn6+nzXHd8l7RT8RMFecW1wpfa1R/bkDVYHEh06mQrWPAxkXJwDdfC8Pi4N7saNNo9RpbTjA6fQIPjr3885THsaamUQPbesdAVo3yIQbQBBAxIGGwzboggioa0d6iAeSCip2sIhvBBc77Q/lglW3GmyV/bQh2aBBYg1Du0Hm96Fhp9Ce2IQLZckpxKBEh08fMHI9BlpxBELMPBFOB95jGhoFC1ZsuTgwDekoqCWbZtj5KnXifGXDSAbAWjPIa3vNmlvrFdUg9eb6oO94DAloyd3kQyuvHIKud5bnlDSgon6BziBum8r5ResRAMLYrLqMzq/ccaKN4f9jtjcXfgeuE4J4ZazrLeoOZZskXR998881FJpXj57mREWdAmz8XZnXJxLbyGHl8EjVcT2TV85IWMJigvIaZqvx1bSaSd7RxXEd5P8T5QbDNsfT2PCZYpHwYeX/AORMbT+Tfo/1lZrSZM96NQnBC1rq84yLtI4PocvBLO8nseTMRjHI+R7DKeRTr4LgWefw8WZjfg65VbRCJAYJs/s2rJAiqSG6QDI2NKcrji4kFAyRxqBrJZ0G47gka8zVVjXyuBBX0qbEZEX0E7Qz9QKx7pMyb153Zqk7BdUm/mWNWhjEdSf7Aa8h7xPPhdyKoqTpLQwJy2LBhxTrdvF1jBohZ1O40Mkka7z/vD2X6XK958oh+m+UQzNLRX9Kv014xwdEoBlR91F0mhAEiHSoXfF7mRzkOjQmDxnYNxvJjpvOnsYiFeARVNNZMkZYbivx4+3oh5MdAIEDDmWdJGSzRUcRAmoaYwR0BapXH5jHIukftNc+FRoQPsjJM3zO4oGSg/FzbuXg0nisNPHXADMbiOeRBVXfZX4JPBgj8vdhGmtrm2PwBZDgpqyTzyfvPwJXSFgbOjdrNL39uDPgJDjk2AiZmcil5ivUA1HZTzkljTFDdrFKo/BwksOY8YLF0nIfRyRCwxuwg5StkhZt1TD2Vn5+U+TD7yECFsiRKOWImMm70HDOxuTjXQ7ljIRvL+cZ1lz9fOmY+WlkSS6AbJYcEe7wHrFsA5aJkq6kAyIN/kj90qu3YNZXggfeBAXi5TJWkVWwQkW8v3Shc25yzDDRj8B9rI7mued1oRymV7MlmALnyz7CtPq97tD+UsHOuxU5egbJHrq/+MEvFcyRgp/9mYBaokiD5xAA0X7tEoMMMYDM2ogi8RwTG9NUM5OmfY2c7ZvMJmJnJifL1eB6tbINow1m7SJtB2WO+cxyligQoJDUJrnrzWhGQcU5FoigelzVjtHmc17E5SCPw/tKOUhpHexKPRxtEqWUeDHJtt2tX5jKOgwQ0r0c+o8fXeZ0i6ZRjJpZzt6/nDLNbBx98cPHeUjHDrDf9OG0144tIvjQb5xxjGcbXjCsoe8+XitAuMdNIkM552uh+3ICqD/KTj6CJCJjGLRbisRaDKVXKYhis0pExaCez264NKPKLn2x2NIB0dnHSM3VLmQhrmRgQNFr+nAkOOPHpqMgmxywRO68wSGKamv8nOxT3wenpII4BIw1iTEXT8bMZBbMygew1GVUGBmQl21UihHhuHAvlVizWJasXgxAG/WSf6Fzy6fvuROMaOxeyJojPKfvJF78zkI4d/CgRi/UyzVgwTqDMDFleokXDyzlAFi1qnAmwOa5mbY1eDwEex8H5kM8ek3FlsEJmi9KPTirx4JxmkBJZwbhpIrORsbaCQTvlXltuuWXX9U8nw4AksGECA/y8PAN0iLPPPnuxzq5e59PKklgG5QTidJhszpJfM8cdd1zRXhD88XPMrHKe59vitiOo4pxmMFl+XbkGSBI1GpUPBHK06ySkGGhHmRIlOMxWEihwvdOeVlm8ny9yZxAdM1+cW1y/nEe0UWSmuc45d8het3pDkL7gObLGmf47v0UC/QN9FRuNsJidvp3XOL+lQF91N0CP1511r7GDGpi1YlxB4NGOwX2UIkYSJ7Zx5xjz9V20UQSqkyr1ot+hRD0G/wSSDPw5XyPBR79OZQPJIs43km/0FX0dT/H60RZy/FwrMSse1wmbV5GQLL/fnRJU8ZpxLUY5ZGA2hjaBdjOfsSfpRJvBe9KIsejjjz/etcsn7z/jCcZV+broZqE9ZfzNOnLQh/P/HEO+eRdJej6aUSFmQNWg7AwnDWVAZPwoTePmdZEZJDCJ7E1PdrRpBWY7mLEh6COrxdQvHXFsnUkQwoXBAKa8yLiRx0CHRfkXx8DduVngS1aVxpaGmkw0u2GRXe/NAkZmPpjO5cImcxJ1wTwmAwACFhYiMmXPz4GsGlmpduI1ZyBI50hDx0Ce9yZKZRiYMUvCe8cgsjt0BHRAsTsd6174PabACZJ5ryPQCmT5yOBwTjRjwTgdHjvG8fqTwcpFUEVQ14z1JD1FZj9udBsNLlkvjplzsd27kuUdN9cI5wkD5RikM7jjOTDTxrUbGes8I8zf4JqL64nv0dFyLXKtlMsrOW+Y2eTamNRW/M0Qx8msCu8DA5p8zUhg1oygkXaYmYVW7LwYbRHJKNp6Emt5soK1HiQnaEObWbYKSngiG8yAk0CagQSDw7hBM9cWWXVmWHqTnCpjcExgxt8lyGAAFzd55rqh/yMTTPvFedPOwLYqXh+eH/15nlgkaUHbzHlGsNisYIpkCY9DsEQyNtpkglRmAnifGUMQWOQ3lm3l4J5+iUF5JCkpMWYsRPtOn837X77H0cTGPiRDCM5ICNEOx26J9F8EsbRD/EsSOPptygF5rCrjqXqvFX0ns5G09/kmJGDJAOO5ZmyO1MigikAiEtLxPHmfCDyZvaE0j7aB/qK39/AMVAYwhiLJG0sp8qoZrh3WHvMYjOG62yyrEfjbzEbR1ualjSSjI6gi8G42A6oGZNzJnsRCURa3xbqPKPWjY2PwStlZXzqxRmGQRYMcW4aT5aGhYkqezjeCKsq/8t38GolBB4FCZLAYDHIMeccQWYfYhaqnrxsXFFl1Sl/IVDNQp3wxgipm3wikKHmhkYkBGw111RtaNgIDQDK7cc8fOlAy3LwudB4RVNGYEyhNKsNNg8nvxswUA77YpYiyBb7Xyl3POI+ob+Z9p4ErL2JlJpLSOjrLRmXM6om/y+vNNcq5l3cqEVQx2xFBFTOFjSx/rCJ/PegkCK4ZqHI+xE0mIzvHOR730Mp3bSq/pgRSzP4yiGAWi1K08owKQTbXC0mIVg7WaCOiDJHMNm0R5w+dODOFccPp8jFx7jRj3d/E7uNGcEEAwTVFW8PMXh5ULbDAAkXJTbN2tmMNA8k8joFBRP6aUNJDiVi9G3RWeT8ZvNDH5TOczEpwrhFU5W00f7+Va9iqym9wznnGrEisSWVgSLKhXK3BwLVZ/TgBONci5zprtHh8giteT46Psir6CtpRBpLtvOUKM9cE6MxAkhCLwJqEKOMJ2vQYH00MQRP9HFUqJK4YV5GAi3EUyQBmOgjWqGyJJBFlvcwi9nbzpPzcp/2k8iDvd5jpoaKFpBUzZpQc0lYSSHfKjFR3eG0ovyWoinWcHDPBOJsJ0ceyHrbqrDHnJ0ldZmh5PQicT/y/973e+0rAG2vPmnGO0q4ydqMdZuY4R7UL40ra5rzNagYDqj4gC0d2iBKpvAMnOmexaH4z0ly7L0YuorjICGi4MGg8aLBopAlGKHfINTqoIhhgloSGmGwzszJkTUDDyKC2nNHt6X2muNjzXdrIKDL7RUMSmaX8/aLxiQ6sPGvTSgwaY0E3DQSZMD7n9WE9E4Ol8vqeevKgnbKf/E7y8RoyKCKo4j2IzFGjBwf5ceRbi1MawiCA3Z/KW44zA9LMTH4+COb9ZtaYY+FeUvnd2jn/CPyY8eB6bvduj3knxLXKNZoHSgQXMZgGWWEGYgRYE3tf6Whi7RgDbpIRBPFcDwwqGQwzWOHvt/Km4yQPSHCQVaSdZbAea6bA4JKgKrarBlnl2Aa4VXideS+ipIVyb643kjj5PdWYTaZULN/0pFE4N7m+SYhxTkepVKzPYjDbqBsbE+AyOOI58x6UZzIZwHF+lrfJ7mR5m8DaCrL49IP0GbHRQ6ypooqh2Qjg8nsJcp2X12LznpJ4I9nRqluudHfdR8BMiTmzadG3MmtFUMRYY1JtBpUZDHbzUnZKGqno4XyjDy+vuyLhwjnIQDnWV1VBAok2j5k1+lxmXGONHO0js2W8/jwW4724vto9jiufv4zfmC3l33gPaBfyoCpwfVZdv8k4jfMzysxp52jzPpttIob8/WLmPC+d7at6QRlLPEh8EtSXl0RQHcP52MxZMhhQ9UL5AmKqmY6KkoAohcm3nCar1O5Sh4ltmgEaiLjHDg1y3F+BzqQZJ38cD4M3Gks2H2BKOGZlYqaC4+jtrnt0MmRped3zaV8wW8WgmTK4vGyJx6JBpSNtdzkXYqaEMhkGufGakQGiUWfwm9+AdmKYgWEQwMwF52msT4rfpXHhdebvNno9RzwGg2BmAcmIkUGKoIVZUgIqOstGb8ve00Fw7HhG+RvnIDXzzNIEOiEGBOV7V7QTAQNlFPkMCGIWknObzoP3Nd+1cWJBFbNUBGMEj1yXBE+UytIOkAlvRwacQRoLq3l8Sm9it6b8eURQRbY61ky1siSRAQMlxLRhIFnDgIxrl9eTbHu5/KRZuIYIKLnOaePywQwJNMqo8i3w+4J2kmuFAK5cVsl7wXlIgNnOHTB7i0A4btEB2gEGorG4n+cSpb9xq4BmocyNvgoEUeVbrtRbw9nsYCp/L+mrGbhSDpcPyhnE0m7EOcHYglmqSSViSKpxndd7bSOoYtdX2uu4/km40D6T9Orthgf5cdDWcW1QpcNYgEQSMy60nZH8oKSamTZmZUMzNyDpjXhtqT4hYcOMJf0qO1RG8jjfYr4R7TKJk/hbsdskFTNbbbVV8VpG8jZ/rUkMM1PeiNnqeM60ZyTbSCrE+IWKEtaLcT6Vg6pWBMAGVBUaFBq32LeeqJdyivzeIjFY5etRPtcO+QlElotZJzJteVDFAICOOBov1h4wvd2ozjA/BjI7+cwQi/zL62k4BmZOyE5XuQBYsMtzYiBcXnTI4IYGPy/r43gYpJZ3PGu2eH0Z/NJw5zscxpbxeckodzjn896sL2J2lCwSMz50PNQXRxlLPD7nLI1vIwei8bcZGNARUWNNFosgnfeGLBrvLQMUSk8J+FoVVHEOsiFDZNd538m20WmTQaNDymeqWrkpxqRwXMw48j7GmpgYSHGczMByPdGZMJif1JrD/OsMGiKoYuBP6RPnG4FMq286HsfFwJ2EAO8PQUvcqDQ/DkrNCPgo0WxHQoTBIwMxAlGSHZSJxrEzEGYGNHbUbHSAQVvAexXnKNcQg13aOAbkDDhYd0Z7SuKikQMKnjfJK3a4K88OEITwmvQH+aYmMftEdQDnXL6QPfoSyuSbVcUQx0JyhPOGa5zNPMq3XCGh0oyZzu7k5w2DVY6JGQeuTWbzYg0ZCVCuAdpQ2imSaD1NxPD6sokB1zIlYvljEnAx4xv3Agz0ZX3Zhp/2jYCvfI8rSuVoP6PKhcdnVobyv55sBtVqXOOsl+W4eb0ZA9EPRJKa4I9ziK/xvariPeR1p+1hDMxMbmxbf/fddxcVL5Q3x7pe3kfaB77eyJ3+CIQJ5Dj/GFPw/KnGYKzEtRFbopPwaiUDqkmgU4pGgZODk4jyq3wATu0oA+C4wR4DRWptyeB1wrQwMzCRvaDBY+AUgy2yCjwfLjS+zgA3BiyNPHYaItZh0LETQEUHRSdGVoPZGAIsGs78/jZVjoGMBc+Tzj4PVKLRj+fX7q3RmRmhE6EBYkYhblrM8fFecA7RGFEKQeeUb9U7sb8bHU3MQvJ1BjjdBVWNyBoxExWZSf4u7y/vd2yfTOBar0yIQQOBVitvlEu9PIkOsr1k8zhPQJaSDQ+YcY71Oe1UPj8JBpmJYaBOBrVcLknAQdkS2fWe3jSxHFQxE0pQFe9HfL8dJY8kBOikKSPhemYNUqypyp8X13i99UGNVq+9iAw97Qp9QGRKY6MfkhVVb5Q5MayFIGtP8MzaHpJg4Jwgycd1zgY/7LRHMBqJrEa+jwSNDPy5fqoubO8UZNhpm2gbmeXLt9un2iQGa43U3bXJe8i5xAA4yuDj+idpwkYY7ei7GKiScGXNFK8NZWO0n/mW5iRsOWaClN4mYnjtGX/Qb8R6m8D5G+9HI8YltBdcI7zG0f7nuKa4fgNBCQEKPz+xzaBaiXOAj9jVNF5DSt7yrcLj2mfWuC+JjvLrzu6hBMAxnrj55puLxCSBXflnG5mY5FxjzEplRbT7BFAE+DGTSxKZ65nzqZX3vjOgmggy68wykWmPRoE3kzeOwWreIMZuTnRiTHUTHJTvJdQOTL9SAhfrLShTpFGIcjpmJrg/EScejWVfAplc/vs8JvXJTJmTUeZiIKMcCyL5PsdAqQw/05v72xCU8PtcXHkpBI0ej0FjWW97zHaviSHw5lzh/eG9oUGIdSI0kgyKo+yKc3BS90uIDpZa9Mja8EEgGwMBGlMCVgK4SQVnvcG1wDEyixYNNoMCOlvOLwbnDFLyDCMdJgNNjruZs1PxunBcDHLzwI31gwT4sVEA7wMblVD20e5dnPIBE+dCzEhxfdJZkqzhHJ/Ya9fTczx/LLLjsXaslUFuvYRAdNS0owx4aaNIxkQnSta1VRUAcWwMGsh6kvzIXx/aIa63WHtKO8bi6NjaupFoK0hOEPTTN3HO0qZG9QHnBIMnkjLMukY/1IyNOgiqeF9IzLV705a+IAggix73B8v7McqVCLAa9fqVS4iZved8YgzBbANIjJAEZeMAkroMXvl/su7t2ICCgJJ+g2AnTxBwrtGG5kFVT9og/h79AZUkzEhFf8S/bETB49A+l59j1XFJvd/jeTBGoO8qJwRoW0n05UE01xHtY6fNvjKTStKJ8yqSAfG6kSRkJq4v4zlmoAjiea+YIY3+kraH6hJm8khqbbLJJkUQkyfh4nEbea7GpiwETfnzogSV2dOY7OBcasbW6BNjQDURZHwpnSATyEAVZCCZzo7AI79RGo0yETsZg8hUtnOHI042SlAiy0WnzwkXC6jzY2cA04wdCCmno3Gi0cwH4JSLMLjv7kLvyWCQgS+zWzS+DAJpHGlAyhsLECh20iJpXndqxeMGvVz0PI/yVuJkdfLdpiaFQTdrSpgxpcyIYI3FogSVcR7ScTRjJz0CPjpCHot1g3REDAgoGaPR5evxnjLzwAAsPydasRU9x8HrwzFxLASvXA8xiKFBpnQ3SsvaJb8meP+p6Y8SrujYGYzwenOOR1DVl04zPw9ITnBtMrPNudqKgVt3CYG4XxltEkEV1zgL36NcuJWDmyhh5bVhAMk5FecOJd7M1nDOc32RQGrGzSy5xvn7cc8fEjPMWDKoJSCI4yGQ4zwnqcHahWbcQDhwXtIGd9Jaw0mdZwR/JPTyxAlVEsxQEyRyTRG4s8teI29wTjvI4DQWxxNIcR4xWGVdGgPFuNUFfRnBKjPmvL9Uc7TrliuUOdJnU1oVlQjR3vBaMYPMcfZk0T/tCgkBnjuJVMZTfC0SFJxHjLm4lvKNd6rK20WuH9qY2I6dwTeJS9oc2lpKaLl2IhnRyeJ5sQaeBBsBb16myjXPzqwkYKqOQ/ld3lfOW2afaGPY7Ih2lyCKr7H+nEDuc5/7XK9ubVMV7x8bhUSwFIkO+irGUXHLonYwoOpGBBU0qnQWDF4YANJhcbF3h8wLJxZbbbZzx7g4qTl2pkEpW6DhjilRGmQyD+WTr5EXAvXmcZPRaMAiiKMho3HOSxp6g2llGpC4iTIli3SGdEj5gn0WUNIAdELpZeBYaLDJTEZWKZ+94X5Q+Vq3SYn3jGn/2MgicL6yIDUvU2jWTnpRAkRGl+dFxpX3P7+zPOhIybQ2oxSq/DoTlPJaU65BZ89ghWNiUS2bmBBs0wgTtHB9tOLeRROTX38sumYwTJKGjRkYdMWMDEEVmUiOm12p8uRIIx6bpBDlf61cfN1dQiDWJdFZEyQwe0apbCvfKwaNzK5z48gof+I8pw2L8iQy9JS4MivcjM0xSHpxzTD4BG06A1PaUBIlBKB8HvfoYkDF+tjYLbSZmhmwNRqzPQRJVJpwjsfOZCT6SFyQZOGaI3Bu1O6IgXJMBqDMgnHeMAsS5Zq8t5TK8Zj5WhfWM5LkadUtV7rrK2PTFV6zctk4FQlcp5MK9JjNYH1aVFzQnsW6T0pTo19ijU6ehGtEm0ZwHAN/qkMINhiH8LqTpOBapv+ifSGAjbavUzZXieNghohzNZYzEFBw3Fz79He8f5wj9LP0bVXHobzHJHnjXoaxDp3XKpK/vF/MGDGj+kkPy8yrbkDBhAB4frw/rLPP3yNeDxLFMdZsBwOqHjQoNGYEJmyPzkCDAIHBDBc8nRszJdTKxyCYwT6NBt9r1f2m6jWCfI2Lio6BTiK/xxMXJAPd7u4d0Ahc+AxCGKgy6Au8JhFU8P3eIshlhifuuUMmj4wwMwysRSpvLNDK7Z67kx8DjQCdDyVBlBvkwRQZMr7He9XT9S+xloaSENZMxPeisWGAR3axFdPfDD7IlnFtUP7E9cJiXgYtfMQaoGZk78uvC4M8OhuugXyHtdhKluuUQSmDdH6mHTet7Q7HyOvEekw6LQbGXC+8xzE7wftLmSyvdaM6/fg7JCK4jloxW9eThEC+2xpauTMkpcQsgCaRlic6OAZee/qDuJ9eszAYJLhGDK7zdZdgDS9JJs6RGNxw/pM0a3X5ZifiNSMoZdaH14Rri0E8MyF5/8T3aBsYPDbjvmGUYBFUMTtDuWZeFkqgznvKtR4Jp7zfanYflv99AjlmIvLjo/KGsQ3joXJQFboLgkiIUL4c1zIzDVxXJCkYBzD7S39RDgAaMRvHY7I1etxWgbEDgRyzULzOfBDcMk6KJG0ccychcGHMwPnDsUeQEbdGYLaPqhzW2hFgVU0GkNTl9WE9VvkeYiSCCUjr9eGfNHDmNM4rEiC8dyQh6KP5Os+bSQ7G5FS8kMziGubnmn0D9YkxoJpIg0LDFxcXi6HJinLBUUbBehE6OAbDZDrIapTL/1rVieXZQU4syhMie0HmkouCrAKlWJzwZH/iBnWNugC6a+h5LKaNYwAbCBbIJlTdNYfGnowZz48GJgJDFtaT1aahzgc57cgy0RjH48a6j3idaCRosDiX8gX1dKYMZCe1hif+Lll9BgV0/JxzrAGI+0PEzxCc8f634manoBHneTEzyFo9Oi8yvpSFEPC14lYCNLiUhjFYojyrPJtBBphOgUa4k2Yvec+4Juks823P45zhuTAIi1IYzrFGb7LC32GWt+pNH3vzOL1NCLTjvWKwRWlLfi+sOA6uKc5zvhfldo1GEEdZUr7tOa8F7XpsJ09JM8E1s1Pt3EikE+UzO2TwSX5GCThBAYN5riv6qWYfQz5TQykVycZ8AA9mBJiR7snNcJt1jLSLzBoRPDGbR9Iy+imCKvooxkM93XWWazjWzRI0UsFAHxE7xPF+MBhmHXqMExrVnrGWhjEaQUIEJZSusUaeRCxtLf0tx8aYhH6qkWuMG4U+nrJ1qi3o62kr6VdjAyXeH943glLGQ325FQpBCgE/7VrM+OTBJWOuPEHfLHfccUeRWGRmN6+W4P9JmpPkIqFFuSzn5KTWmjebAVUmv4CZdSILQGYwdighU8NghjeRjqte596I0pueYto1b9DiBnU0SmxEEfcDYGDE15g5oIFkHQLRfaPqscs3HaWmlzUOsSMXnT+BAhcnjQALF9lFhwa7NzN4zCbQKOYLSFkPRkYmBmUMpBn8UG7WrgEFnU9+bvA5GUeOkyxybDNLZi5eE4JzPggEe5pVomOgMaE0jCw6wTQLQ5l5zDfo4P0g+9aKndACDRvT8mTw6TzzWaNmI6Ak8UE9OWuiGJwwG1jOXFH2x+td3gmy1fJzJc5ZZik5j8sZUgZ9lMWRgczXF3RSUNgTnZwQ6G6AwYwQZWKxniafLaO9a8amDMyW0M7HRglxfvAvAx4GgAyeuL5p15uxQ2t/Fu8R5foE7LxmtEs52idmZAla455izUK7nGfe55hjjiI5myeZONfoGymZbwdeC8YR9Fuc2yRfGT/QX0U/SwDCjFK+m1x36LNpg/N+jdeB8sEIGum7aKu51hvdb9PncL8kgjbaFsZAkYAloKMPJjikH4g1Vbz+vblFSbPkYyvaSM6VQJKQ/pVkQNyaoRltHmPJfDaK14nXML9xebOe91FHHVUkQPI2rdwnknBijNsJazgNqOp0PlxsnEQ0AOXtZhmU0nkRVFES0KqSvjKmxcm+88EJTsNEJomgg//nRCSyJzAE2Qqm2FnETufSqHrX/LWLjA8DQRpgGqUY2BNUsTsW3+e1I/PQm938CGypcSYTwQwUsx5cWMxI0fiT1SNrQUBB6V+7srScMzQ2UbpER0nJG8Eug2HWwfA8IqtEQ88sJ4EWQWdPB2W8//WyRASUvAacvwRWzNIQXDSzxG5irwWBO7O3sQNUs2cKOc/ZYS2/iSGvEbXknEPloKqZN1vt7fVDAiTWSDGDxntYnvUgU8cAh8EhQWK72p9G6MSEQJyfUQaUlx8x2OK1p5QmrtNmBy4xM8a6lUjWxTFyrhAgMHvHzrKN2qF1oCEwIQnBLAXrLmiPCYBzzFTRVzI70cgES/5e0P8yK5PfxJ5BKX0l7x//z+CQ859Bfav6rvwYSYSR+GMcAWYBSDpR4kdQRFAViVJmcSZ1jASNlCvHRlhx7tJfMz5gPMJ4hQQRGxWFRj/3uDboF+hro5SZcQSbhNCeRltKH8F5QEDRTvFaMbNHtQLBK8eZi6CK84XNhMq/2xsEm3zkszy0eZyPzOgx+0VfyuvH47Wi79ltt92KZHS959WOMc2kDPqAqrz7GxcyFxhZmvi83OjQoDDVWr7RXKvREDHQIEvJ1uHl8jkaMTZqyDdpyDWy0WIan5mWGAiR2WLtFsFFlKrQafG6ElTlm2NM7OLnezRsDCgojWC2kEaYQQbPmTp4Bh2UTzAdToDZjm1lAxk8ZunoODmPyLqX14lRIkSpRwzKquyMQ2Y/tg4tn5/83QsvvLBYZ9abIK2/7wDGdUn2mVmEfG0JmLGkxpygNi/FbdeCY5IaMUDmGuC8JujLZ18pRSFJwqCG7CTnFhlDBmRsMkLCpBOyclV0YkIgvyE1AwbWI/D6x0w/olyaQXC9baIbhYxz3FiU+29xTlPeV773WCQFWrVhQX/DmguutSgtI1jinOP8Ks9G5Qv9GyFvk+mDeTzOZfprtt+O94z3miA91vTQP7RqN7+8/eM8IoHMuIFjZ7MBZozjGqU6hzaUkrx8tri7Y2QwTj/H84rdOvPHY9aVMq3YFKiZO8TF32SGh7EEfQUzVwRyUQqI3iR5myV//gRTJANIxFJhxGtZnhmi4oVglLWBVZNOJLuZMSRhzTnK9RLvK+8jO0zy2IxpCKqj0qRZr9O4/7vHFsk22mGu43wLdtpB3svy/crabVAHVCyCpvQsP4mZ5SDjl28/Gd+jEYmF6wQM7SopywMGAhh2JuJkj51X8rJDptGZEYqNIJqBoIHSBR4nX/vD68NgmoFTlPHQaTGTRQAUndzEMNBkvRSzC/nrnW8sQBaf7B/H0dubCTZSXgJEJ8TrwUAoavPzqWpeF6ay+Z0q7wvPl5LUPKCK58zr0e7sWrt2AGNWjE6BrFZ5rRbnB+umCHDb2WGSFWUgwUx41IUTMJEFJNDIzwdmOhm8M+gggOa5RTKFzzux1r8/JwRYI8UgkPeI94LF7LStJILi+iKooryO96IZi9YJ1NiJjDLHuA0EsysMLAiyYjDbqHv0DDTxuhAcMbtCRUNsRR5J1AiquGl6s1ExwWOR1OGDYJ2Z+5i1ifac84yvtSo4zs8fksMkJGNnVFCCzjiI854Prkf6chKlPQ16mIkiEGDGJ/qB/JphhoU2uxk7xNVDu8lMG7vMcv22aqalChLQzDqRoAXjIKoSSKSVS/xoM6om17h9C4kjZnKjfJlzkSAr3hfaadZoMs6L9riRy1vG/d/5xPiQ8y/KLVlmwznHxAHJRs4d+kyOjT60nRtQ1DOoAyrqLuPijl2juOjJEDG1Wl7URyaArGnewbdz4W/sOMVaCnY74aKIAVYcFycemaVmYjBIholMSgRO0blzHAR8DGTjdaOhIFtHQEDn1l3jzGCKjocZLYLc8i5sbFHMDFx5MXE735N43jFTxUVP5ijE+UbWmanzqphloVyqPBMDGl3K3lq55XUnoZOmE6dcoDyLQHaNjqmdYothAm7OYTp0Og4yhJEhz4NQym8YSLOeJs5tyj+4Ntp9z6yqOjEhQGdOgi220abkj+uXASRlYlxrcU0xeGnGtv8sKGcrfwI2kk48PqWRIDvM7AbBZit3OeyPmOnkfeS14zwjw57jumGml4FjMzejIMHIe0jpW6D/Y2aEQT0l63kw3+gNZnqCcQ4lh3l5Me0P7RPjh8CAmiRDHFt3x8hrT/KKtpafJ6gieKHcMtRLRLSq36akjfecZEknzEjVQx/FuVm+rxJjLdagE1Sx5KSvGJMxDol7QvLekYQggUObR/I72rwo/yPB18iNpcaV7kFIYE9fyOxUPGfOH9o+KsM4j2JJTqcZ1AFVIAtAMEKHCrZ7ZsElM1ixOxglbZTbEBx0QiaQ7T/ZIjfK6dhKmaCGr9FAMkDjQiCypyFslO6eO4EcJzv3Q4itZvNMGwFE3ojyWk9sG28aC9ZGMQPFPb1iS9VyRoJSAgYf7bxXRExPl18j3gM6bRqIWFgZGBzRqfblxqnUppNtI8tKA8cWt6wDoEFsZ5lfJ4h7YlFfnpfRtVt03AyImT0m2OYcJ1nDeVyvZCPv7EkC8ZwYbLf7nll90YkJATKjzBoSKNE+0Z7xWoPrigEO11qzBn4Mrrl2GfBRfsXAm8EDZayxPTIDHWYyO63UpZNQHkoJHa8ns3msV623gQKvMW1oM+8XybiBgIogGHHusH07A1MGkKyLbFdCkLFP3NOHRE/+2LxelH/xL+0U18OkNj1hvWPc34u1wrRpVKIQVDFIztcAdcr9nTolmIrXI2Z+qKQgER2BRaB9oh2iPYq12FUxBotSYt4jSjqZRQUldTwG7XEcGzNHvLeNnp3/S517EBLQxf3zohSVAL+vOxg2kwFVrVbUCpONIWMU91agjp5tacl0U5pCo0MJRqcs/CWAoYGKtV6c8ExnE1TRCDKjQ4aeKe1G1Sbnz5npYe4pwexYZGo5Jnac4bUqB1WhJxch7weNeJ6ZYbaHbA2bO5SDqkllzJoljiMaZLZp57j5iM0FaKjI1jFtTefJ98gw0VD2dUDM+0FtPgMsXhsCN8qCOjFz0w68DgwEqC/vhACz3GZEHTjlnwRXdF5killDxHpEyv2YXY4BF50KA2nWFcVOkf1ZOxMCsT19DG7LgSzrM0mexYwhsx20bQzUGSQ3A1lzBiucJ3GuMIChXIq1qBFUUaLTaffH6aTMPsE4ybfA+0w7SQBPYi/XyD6j3piAc4t1vbGEID/vuM7pn7nGy1unN0scI/8ycOc8J1Cifwp5KRflXySSKfeb1LouBvckQWMnQ6pPSEiQ1GXQTp9IP5VXbGj8gI72nXM0Xj+CKvqFfCYTzODTXlS9dyI3uadtyd9r1rRR5hnVEYy1aAOZoc/fc8Z5jZqdH9eDexByjvYXgy6gqtcY0Lgww0NnRqcZQRWZLkoG2N2Ekpt2TQ/ni/Hyz7nIKGfIB9AEVZStcBEyixU/28hjZgDEYlUG8Ax+6BCiLIWLjQ6EQUCV+3Dx2hMoso4hXwwOMic0yGS1y/dpanUwRXkGrzGzmWDjADpspsR57nwvAkJmI8iuMGVN+SLZykbeo4zXnA6Z9z5mWdX6TTF6Otjiuo37GXFuEFSRxSahQ4aX9YKc4wQXBODla3eglHu1IyHA657fX4t2i+uV1592kzIlkBllIXhggE42v96mEH0VbReZaJJR5bUmbLzDDAu7r0VpDrzP1IR9B2WwlAOV7+EWQRXtL8FBs2+ISyAeG17xnpFtz2caYtt7gmT6OwaUrUT5Vr6ejAqduAcc8oA9nyme2DiCEjquJX43Xg/6IzbaIAkUyxQI0NqdkO4EJMpivVq8xpwTeTKA9obxZ72gquqYjkCJcS4zifSNMSPF1vE8PngPSe5FP9Wsm/a+38N7EHI9taMctrcGTUBVLsuiIWPAG9uDggEpi9nzoKqsnZ1YuXSJrC4za+ULjQ6YDSqacU8SBhVkaZkepuPnschq0JFFZ0/mg4s1pmt7i5kbZgUZ0JQz8TT+dE7M+rQTFzizCgR+ZFJYxB432WQHIbKkHCdZ+BgEU/pAaUV/3Uigv2rlphg9SUZQVkFHESWvzDyxpoqETr6xSieWpTRDqxIC/G0y8QSwcVNw1iJQNkwWlOCVNZm8B2TTyY7ys6y/IXHEDFoz0dbRZkTVQZ61Zl0V2WKSV62812F/kPfrVE2QmKAPL8/60B/GNuXd9e99xawBs4mURFHmHTOtsV6LhBtlm4wzSLDFzABroJs5UMzHAJRXcW7Hjrz0V/RfVODQDoVyyW13xxdfp3/jb8QgOdos1lXz3Mt9+WAOqghoSR6RfM53mibYJIDKRVAVbVNfsJSCZDjjX8Zy9Eds2kLCl3aG94mZU4KYfMOORp6b4/rZPQh7Y1AEVHRGROWB/2cgzAnDCcSbGllfOnUGNnn5XycgcOFYmRal8csbcGapuutkGx0AUgJQXuBLw0xHQWMcFwKDxb48NllkSuTYfai8sQBZ5U7IzpJd4jnT0HHRs6gycHw0gnRcEfDSMLb7vkdqHwZVJBpYI1PejTJmqkiQWNLV/BtOU1ZD25lng2NgyfXMttbMJDMrRIa9VevVaCuiDJJ2lcCPReME4AR09AEMRPT/Bl0kTPL+gHJ9SvXJtuf3MwM/18j7meUDTbL5DAqpVmBXQfpExhERiBPgMTtG/5lvjc4gms+bFVDlgQsBJTPgnEeMG6hiAYN61nLS58a6wd4iQVEvIcCyAF6HTl330g681yybYKxJ8BLjAs4FbguDPIjgnKV6gbWzVTciIvHLe8s9DvO/y/vODDjbx1O2yXXDmLiZOyb/sQPvQdgIgyKgYictonA6JRagss6IjpVZBhpfOlAatMis0ACQPYjpz3YoZ2+4AOlICTAoT6HDiLpk7osSpSrNCjSisacx5gQvlx2xxolsb3mjib4cT2wswHOut7FAK4OqfNfCwPnChc6aKDqomI3Kf5YGg+/FomQNXmSi+UB0Vvl1zjVF2RnneyeXNfR3tP2s42ADn/KaGgYrJEminp+NZVo9I8SOcGxPTBkks5kMcgkaWLPJzEd/3oykGTc95Zph9o7AMzaY4IbpBM5UT+Q3Km0WMv8EErHFNaji4JiYhYjZmfxcYhBNWS8VH82e/QRBOuvCKaVnoMrrw3kWM3kEVZR/MYOXbzPfG8x6kBBgQM4yCp4X4xMSE4N5Rqq7Nd+cI5RJktwngCKpFiV45Xuf8vMT28irJ0spYka+nBjmGorb7vS0xHMg3YOwUQZ8QBUnJVOazBZQhkapVnkhIEEVC0cjqCJibtcsSPmeLJT2xRoQvkfDR3kKDRU76dCANXInv/Ix5AgMyGbQYeWDvptuuqm4mW2jS3YIqignJKvXyHVHVTCgiXtnkc0h2COgopEjIGeXmtjKPl4bziHKiVrRYapzcT2xuJebUNfb1SnW9TBwLq+ZVOMRlFCaRWlYucNm/Rozzu287QBl01RLMOCK84Fk1sTK0QcbkqH0Rdznif8n8CRIjtsikG0necpakGYOymjbCdDpi8n250h4xhbp+TFQ5kRZOMnRVgwY2byAATWzZ4HyKtojgqootSLI43Xry9iH2Qc2pyAwY10kO/11ymZenaDcrt9xxx3FGIfAm9eLTUIIspi5omKBc4vlD30tXafN4xxg3FJep8q4ON+BcTDeg7ARBnRAlTcKRP8MgpmS5oSNutU808UU5JZbbjneidvqoCq/2Ngikg6UrCSlQsyw5fdnYYaNKXzq6sk8sOi2GXd4J2PCsUSwxDaadB6sQSPY4+tc8Hw0YxBIWQKZm3Y3xgxoaPSYuSSIpSwoz/Iwnc7ufeWgSoNLd7tOHn300UVWmEFyjlIYMnJxCwS0+1wfDJg1IDNMgi3fqIINDWhTm7EBRRUk97jNApnb/pStbSZmEklQcE2BpBZZ79hNL9BHMXvV7HWrrN1iEEx/HRs+5ANmBsb5LmYkdCnnbNVmOZzrecIvD/goUyT4ifanXjVGbxH0c03xN5uxMVZ/FX0CSzioMIpdRCn/ow+gmoXZQYJSgnNmPJlRrLqbX72gimQRAUu0JSSFCXqpjBis9yBslAEbUOUDEmpS2UWHaPfiiy8uZqrYjrKcCWbKkV1POmEww6wGmaNoAGmM6VBppMoDNbJd7JAS6wEaNZCnRICyE7JYDARpeOk4IqiiHIWaXrJvzE41MwtV3uGwXXgtaPTK68jyoIrg1vvEDE75+UmigVKNSNCQGGAhOtfq9ddf33XtUjdPLX0nrAscbMjU0n4xU0BgxUxzJwUuDEI5Rkq0ymtJB/O1FduRE7ywjT0BQb6zX37T02atvyDByXrHQNUGQR4BXDmoYiDbqr6rXv9P6SrHRokhbVKOjZJIMjN70awZgXb3250g3heCJXabZGY11pXx+hBMMP5krNXM2XHaE64dxnPMnrJGlNndeMxmJ4I78R6EjTJgA6pAA8LsDoFUlIxF+R+1pN2V17SzAeBk4kRnEXsEelyAscNLvZ1XyGYwk0XD2Qi8XkzbR+03FzuBRNwLBdSmU+rHTokxGGxmFqqdMz6UZfHc2KEptkanM40FonFsBFXMcrIN7UDZ3lo9k7cZZM4pN6KjYraDEq64xxoDGwbwdGiUdVCCMal7vKh5aOMotSFryvtWvs9dJxiMm5TkN0jPA5Noa0lCUDlB6SYzU/EakcggqKEipVn9Bn30oYceWvSJrNHOKzpYY8yufXHN13tOzZL/fWY/8jJ5+iuSB8yMxIYH9F9s2sXaJ15PEs3lHZHVOMwIMpbL77GZt/vM6DG2IFlddfOJnqCyiBld1rblOwe2qp05t433IGymAR1QcY8gThqm3MsIVij/I8vUSdkTjoULiU0xyEhyAbIjYWzJTbab2avyJg007mxUUc4+VcWsXmx7zp2rWRwYiwg5vnyrzzAQB4PddSxsLsCsXB5URQ06gVS773uk1srbEDJvBNR0mtxKgKApz/5S6sNsFXd8v/rqq1uSjNDEsbMUJctVF32rObiBKDfmpg8ns08Aw6ZRIJPNhg4ETzky/5RyNurmo6iXeKXd595LHFOsrQVrkAiouO5beT7lx8ZrQxkX1RLMQMT4gRlYSr7YLINNNChFZAt3cP6z1buah11Eee3BOIGdIQloqXiJ8RVJN96L8r02G41ZeII3Sv240e9AvwdhKwzogIo1Lvl6qXKjQ6BAY0h2pl26C+bYnYjMNYtu8/tMkX0jqxA7yvF8KH9gQWHV3YzqHQMZP9YKsTCaRjnfkYWaXhrjgRhA5eJcYfDLVqPUM0epVkxPs5iUnfyYmSJbygJS7xMzeJQ7PZI4XLckQkDAREaSGSlKeLurhR/o11J/0En3K9P/jz6NQR9lUKwBYs1wYCaRDSf4HjutEjSQBOR6a1bJZnlzIYIqZjXLM1UkU0i6tSNZS39EoMlGHcxQMV5gFo/y4qjQYXxBIMXavDjvCbxIBnHMzlA1Rvl15L1h9umCCy4odrGj2oWd7VjTRBKA94vXv1X3XSKAYcxC0qIdM0MvtegehK2SBvJJzACYRaL5BhTxQRaJE+jGG29sW2Y4b2yppc2zBGQumJ5nGj5vvGML0vIArBGDeC6umG0hC0hWnY4itmSPrAoZFu5HNRiwhTGzc3Q+vB9sv880daAjpyGk3JJZCRoGDQ4kHVh/kCcy2HCCThOUwjKwoR1iq1jWeZCFq3cLAEn1EQDQDzHjQ+l5jn6T5B6ltQRezLBQQtSs3ck4Dsrhc4wvmBUr95WtTpYwrqEyglmnKM3n9SIpW++4YszAvwRSrB1s1OYH+n9YT53PYDL7xLnMRlvMRoEEAMn/2KGylSgzZO2WVTV9NyADqjybRFlf+c7T1GSzEDy/QW47y2240TADLRo+MmwxQGNWhME62W1moMgkUNZXb71FlYxSHtBxYdMh0HkRNBFYsckFx0WJIZ9z4RHQcQzNuIN2p6FxY51LzM4xC8WWniyozG8UTVDO171x4eDChjEkHdhkIrYdBh0T1wcZSAZa4JpibQXnDteQpJ71T2wwwRphyujI6FNGWw/XXCPXgJRnl7iuuV0JZUrloIqSRG69Qh9K5Uu7UHJOKTr/ElSxXCDWyDDrwcxZntBhlo8glHasv5dbdSLGaOzaVy4LLa+v4ybjVDa0q+TY2fnGGNABVayVYvEbMypsoEDgQFaZDEE7gigCkLyhZtc81nkxE8I0MDNqdBpxsz0aObJHDMwY2Mcx9/XYyxtaUELIRh1s4BENMCUCzMawOQWzNLxmdGqDZQE97wEBZbnxo1NiYBzZJQ0+cQ0zkCLhQclEvu055wxlNpTdgIQEAxfKRztpzabUabpL0jH7T1KC/jEvvSah1ehrKv97zDSz3oPyXnYUZMdF+sM8cGJmh10G6cdbNa6o9zqR9GM9CiV9BH55qT4JZmZHeD452q1O3IilPyuvtTv22GOLoIq16Tl2huQmyGzG0Ck7i6q6NBhObDI13CGc2lWmVQmo2hEUxGPGxcZ0PDubxG5+4KJiJoosdncD9kYeM7N3NLws+CVQ2HnnnYuytmiIOWZ2CyIYpURyMN1TglkHgswoM4n3jS1xGUTnW/Nq8IhrIP6lzI/zgZtrs7lBoIyCBAnXFTv7sUi8/LuS/p9oY7mm2DCKdarMBMdOf5Sir7322kVQxZopyv0YqDbrPlPce5B7LhKkkJilr2ZXSBKNJNUYKNNPsysvSZU4/mb3j3n7QfKGfjq2miYxyzEzcx4/G6X67Dga44eBXF3SbuWbb7NZWKy1YzMi8H6R6KdvaFaZqlprwAdUgaCAkizKuNoRFBA40fjHYkOOhc0euMDYoS/H1rAEVZQlRoa7Ecr10ZQFMOtUvrs7pX7RedTbzW8gDgajcyGLR2cei0NZ9MwOPHn2iJpzpufLW59q4MuTGbQlcb8ZymgiqIqZKs4ZBjCxq1Yz79MmDaT79NA3EhCwLop1xPn9k7i+uB8gfddnPvOZ8ZIYjToG/uUGozw2lQrM/BA8kWBjloF+gn/ZKIMqBo6znDBtBcYOLAugDJ8dBylL5PGpamFswaw4ryMze/ycbVDzkXhm+QaBbY6ZKnZf5H1hwzTwfnBuaWAYNAFVWSsbFAI3BuU0uqyLivsTMXCndpltX/M1GBFUUTKUb4DQFzw+nVKO8oUFFliga5fD/GZqHBO7klEKONBL+/I7eFNzTjYydpRiTRkZUQIrykzoSFk/xWvTn+/ord5hxjZfY8C1xOwTC7kZdDELTkkQQRXXGtdvIHveqsy11J8RvLCNcmyiQCkasy0ETuyaF0EVMwCUpNOHNWNMwCCXhAkzVHn/x05+DIgJXvh5joMNZ9qRpOU+W1TdUHrILnHMgPNvzI6QjKUt4mbz3HOzUcsFNHG097zms8wyywRVLCTe2IWScyhfw6+BYdAGVK0SAykyEdwDgsEXjfH7779ffP2WW24pAidqnsuLQpnFalQww9+OgCmfjt5ss82K7FbMnNHYcszcm4CvE1jEFtADtUSAzpAOlJ38mJVjt0XuL0XpIzu0nX322cXNeslOMogm4HIB7+DBbCWDPK4Jrknq3tmshCCKZAQzupwbzFgSVJEk4Xy58847x/s7ZoWlCUW/wsw/txmg7DyuOxIUO+64Y5HAYH0v11ozb3gKZne4HQYDX2bBypUd3DaEza5IrOWL+Vt5014wy8Gx5Ekf+jDGErFFenmTjsGSHG1XdQtrapklpPqHtVGstcs3MGHTiR122KF438pb8Kv/M6BqsrwRpAQoNsQg0xUzVWzHGkFVvYWJfW0E80CIrAjrs+LmiPzLfTwoSYqAi2PmZnMcC/emYGZtIGa14nWhUySgpCOlIQzMJhJU0fiRCWUwTSPYyKyo+geuBXbPYk0H26VzboRRo0YVdfFDhw4tgiiCbUo+KO+QNGmU7X3ve98r1gMx40NwRbkswRTom+gjSWSwKUQjk3t5H82MApswUQa/zz77FNcxQVx50wbWdzEj1KokY/44VI2wHof7RMYNe/OgituqcH8pAtJ6v6/mVbeQAKAfINhlXRTnDjOsvE/MeHKvSt6fZicF1B4GVC3CQIwOgvIx7kfDBzXYMVPFDUHJbLPYtpH3IihntXic4cOHFxn0KEsi4859PDgmSgQI+KgLJ5BjUBh3Uh+ImGVge+ulllqqmH3KS7VA4Mt2uARb8V5pcOJ2BiQf2MSFGcwcgThrHhkURgBmNljqGdpZ1vhEQpHSKNrj2267rfj8+eefL8quWTPE/zcDm0uwLXq+NpYKBWanmY0qB1X5eqtmyvtwZurYEY51mcygUQoZ6zgDVRa8dj/5yU+aelyqX91CeWWstXv00UeL4JsSP8Z3LBVwN7+By4CqRbXO1NNyIbFbEbM97AhESV2+por7azAz1KjSgfzvcKFHR8QsC5kUZp+44MH32Jqd7DuNdsxWkSFkoT0Zw4GW5WLdGlPyPGeeJxtxEPiWO07uw0Un9sYbb7TtWNUZ2OGLTDmbkpTLPrmHHMF5zqBKmlD0JVFqDnY74wO0wQQLzMSwoRS70bLld15B0EiUwTPgZZYhL6PDKaecUgRVJNUo6a33PFqBUjISNiR2aFcuv/zyYraDW5mUgypmTGx72lfdEmvt2MiEsRTVLawPbNZulOoMBlQNRiarPMNEA032jRmOvCOhzG7OOecsLj7KhnJ9Daryhp5jigX0NMD5AnoCuHrrgWgcCC4IBPMbAQ4UNHDMvtFh5+USdJwsRC4HVc3qyNX/MItJhpgF4JFt5PqlBIh1VpIm7YYbbijK3LmPFFj3w/pUMvr0X2xCQZBDRQX9ZNzwvpnXNUEcgRuJkxx9A+um4h6NrcYGSZSOsftvHjyxIyI7+BFUle+XCIOq9lW3MO4jSUuwlScONHAZUDUQ5XTs7lJeb0QjzAUX22PG7A8XIDMkdCIXXnhhwzJe5ZrwSS2gZ7aMxZSBjo27e1PeNBCnp9kpiufGImcau3I2kp2TuHO5NejqDkkIOlLWW2yyySZFqSxls+3YOlnqb2LjI7L4JO2YgaK9JZgiyUfCi8oN+lSChlbtqPrQQw8V1zHHFtUbgeNoV4DC5lVf/vKXixm02HAiULJPQEWpPpseqPmsblE9BlQNFgMp7qweW6GPHDmyuKgoCcqxex4DsSOPPLIpOwRxQ1oCvCoL6OncKLUYqHjeiy22WFH7XL6pHgEwrw816ANxMw41BucNyZARI0YUCYoYbHnOSBMqJxnuueee4h5JBFEkuBic0l8tueSSxfqTdvYNlPQSVNWrzmh2UFVvLMDX7rrrruJ1ot8qB04kZJnRcyfR5rO6Rd0xoGqQfBDFznnsjMfd06Oc7s9//nORXWIzCO78ztfZbY9FsM1oqKMmnBskskiypwvoB1NmnRlC1rHttttuE2QjuQ9KIzcH0cDETUY5f+K6cUAjdY++j9tQxLVCEMA26ST6GJQSUDFrxQcBRLvQP7N1OgnPvFKh2fL2gw05rrvuumIX4OifSdJSWszseHe7zVrm1zxWt2hiDKgajFmN8847r9iIgl392Jko6rGZEaJGe/755y+yGdRDN7NEiICBoMoF9JPORtKRD8S1Ymo+gylp0uhfKCUnWGJbb8rMuXZof6nSiAErQRYDUzZSaidm0Hbaaae2XNeU5lNOzGwUJfokQAlGI4nD/SxZl53fU1KtYXWLumNA1Qdk1Ki5zgdVbPoQDR83dGObdIKq+DkycQzcWWDbiruru4C+Zw0kwS1ryR5//PF2H476IbOQUs/7JO7HSB/EuhOqN+gj8xthv/3227XBmiyhOoLttQnoWHvD2GGVVVYpKlr4GnitWJfNvajUela3qJ7J+E9Srz377LNpjTXWSF/5ylfS3nvvnZZaaqk0evTotMwyy6Rjjjkmbb755sXP/f73v09nnnlmGjZsWDr88MPTcsstN97f+fTTT9Pkk0/e1GN98MEH03bbbZfeeuuttOKKK6apppqqOP677767+H9OgckmmywNZvfdd1/af//90yWXXJLmnnvudh+OJA1Yr776arrpppvS8ccfn5566qk0xxxzpG222SYdddRRqdO0un9kPPHSSy+lP/zhD2ncuHFpyJAh6bHHHktf//rX0+qrr57OPvvs4ut8bckll2z6+EHdj6t22WWXtPzyy6d99923GANqcBvS7gPorxZaaKF09dVXpwceeCCdcMIJReM2dOjQNMUUU6SZZpqp6+e++c1vpt133z29++676fvf/37ReeRa0Rh+7nOfS5dddlmaZpppiuP40pe+VBw3wdTHH3886IMprLTSSumGG24wmJKkJptzzjnTt771rXTvvfem3XbbLb344otFoPDee++lTtPM/pHAqBy88Rp88MEHXV+jj2awfthhh6XLL7+8eK0IskaMGFGMH0jKqvUYV51zzjnpX//6V/rpT3+annjiiXYfktrMgKqPF9RZZ52V7r///iLTxizHYostVmTbMGbMmK6giiBmtdVWS4ssskhbjpXG909/+lMaO3ZsEUz997//Lb4+5ZRTtuV4OhEBsSSp+Qge6H/oO6+//voiuJphhhnSYBGzT3j66afTyy+/XLwmO+64Y7rxxhvTH//4x+L70UeTrGX8UH6NnKFq7xjwlFNOSa+88kqaccYZ2304ajNL/ho09css1HzzzZeuvPLKNHz48KLEj4aQMkBeYqbrjzzyyKKBzBvSdhzrd77znbTwwgsXJYhLLLFEW45DkjS4DdZy8/x5H3TQQemqq65Kr7/+elp66aXTN77xjSIZe8ghh6Qzzjgjrb/++kXQRKCF6667blC+Zp2McZ4JWRlQNTBQ2X777YssxZprrpnWXnvt9Mknn6Q333yz+HfbbbctMkyd0IG4XkiSpNbLE6qXXnppsf6GwOmdd94plg6cdNJJRRkk66NYT0V5JOX6008/fbHumURtO5OykuozoGqghx56qGgImQb+4Q9/WJT/tXoDip4yoyJJUnvceuut6aKLLirWRxFUYdSoUel3v/tdMWtFsMUYgrU5JGM32GCDYvxAgpbPJXUWA6omzFQRVC244ILp2GOPLTavkCRJwsiRI4sd+1577bV04IEHph//+Mdd32M33p133rlYOnDyySd3bFJW0vicM24wZqdOPfXUYuHoAgss0O7DkSRJHWSuueYqNoliAyv+JREbZpllljTbbLN1bRyVM5iSOpcBVRN8/vOfT+eee27XBhSSJElh2WWXLYIpZp249QpLBsC26Y8//ngxQyWp/7Dkr4k6YQMKSZLUmZid2m677YpSvxVXXLG4P+Szzz5bbEDB/zuOkPoHZ6iayEZQkiRNbJnAZZddVuzk9+677xb3rORekQRT3NTXcYTUPxhQSZIktcmIESOK8r+xY8cWwVSsn4qb+krqfJb8SZIkdUD533e+85208MILp8MPPzwtscQS7T4kST3kDJUkSVIHlP+dcsop6ZVXXkkzzjhjuw9HUi84QyVJktQhRo8enYYOHdruw5DUCwZUkiRJklSRJX+SJEmSVJEBlSRJkiRVZEAlSZIkSRUZUEmSJElSRQZUkiRJklSRAZUkqd96+umn0+67717cDJWtpocNG5ZWW221dOKJJ6aPPvqo3YcnSRoEpmj3AUiSVMV1112XvvGNb6Spp546bb/99mnEiBFp7Nix6Y477kj7779/+ve//53OOuusdh+mJGmA8z5UkqR+59lnn03LLrtsmm+++dItt9yS5p577vG+/9///rcIuPbee+8JfnfcuHFF4OXNUyVJjWDJnySp3zn22GPT+++/n84999wJgiksuuiiXcHUZJNNlvbcc8900UUXpaWXXrqY0brhhhuK7z344INpww03LEoFp59++rTuuuumu+++e7y/df755xd/4+9//3tRXjjrrLMWP8+s2Ntvv92iZyxJ6lTOUEmS+h1mpgiMWEM1KQRDSy65ZHrjjTeKwGq22WZLq666appyyinTyiuvXARHe+yxR/H5mWeemV5++eV02223Fd+LgGqnnXZKyyyzTJppppmKMsMnn3wynX766Wn11VdPt956a/EYkqTByTVUkqR+ZdSoUemll15Km266aY9/hwDokUceSUsttVTX1772ta+ljz/+uFhzxaYWYNZp8cUXTwcccEARVOWmmmqqdPPNNxeBFxZYYIHi56655pr01a9+tWHPT5LUv1jyJ0nqdwEVZphhhh7/zpprrjleMPXpp5+mm266KW222WZdwRQoH9xmm22KICseJ+y2225dwRS++93vpimmmCJdf/31fXxGkqT+zIBKktSvUKKH9957r8e/s9BCC433+euvv54+/PDDYjaqjPJANq544YUXxvv6YostNt7nrLkiAPvf//7Xy2cgSRpIDKgkSf0uoJpnnnnSo48+2uPfmWaaaZp6TJKkwcuASpLU72y88cbFhhR33XVXpd+fffbZ07TTTlusrSp74okn0pAhQ9Lw4cPH+/pTTz013ufsMvjKK6+kBRdcsNIxSJIGBgMqSVK/w2YQ0003Xdpll13Sq6++OsH3CbZOPPHEbn9/8sknT+uvv3666qqrxivZ429dfPHFxe59UVoYuEkwm1gEdvn75JNPim3XJUmDl7v8SZL6nUUWWaQIfLbccstizRO7840YMaK4Ye8//vGPdPnll6cdd9xxon/jqKOOSn/5y1+K4Ilt09lggm3Tx4wZU9znqoy/zX2qvvnNbxYzW6eddlrxu+7wJ0mDmwGVJKlfIpD517/+lY477rhipokZI+5Nteyyy6Zf/epXadddd53o73OT39tvvz0dfPDB6eijjy42ouDeUxdeeGHXPahyp5xySnFz4MMOO6yYqdp6663TSSed5D2oJGmQ88a+kiRNRNzY97777ksrrrhiuw9HktRhXEMlSZIkSRUZUEmSJElSRQZUkiRJklSRa6gkSZIkqSJnqCRJkiSpIgMqSZIkSarIgEqSJEmSKjKgkiRJkqSKDKgkSZIkqSIDKkmSJEmqyIBKkiRJkioyoJIkSZKkVM3/B6l4FNBB5dmmAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_humidity_stats_Hum1 = df.groupby(\"label\")[\"humidity\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_humidity_stats_Hum1.index, y=crop_humidity_stats_Hum1.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop\", fontsize=12)\n", "plt.ylabel(\"Avg Humidity\", fontsize=12)\n", "plt.title(\"Average Humidity Levels by Crop\", fontsize=14)\n", "plt.xticks(rotation=45)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".\n", "📌 Additional Observations:\n", "\n", "Coconut has the highest humidity requirement (~100%), making it suitable for tropical coastal climates.\n", "Pulses (like Chickpea, Kidney Beans, and Pigeon Peas) require the least humidity (~20%), meaning they grow well in semi-arid conditions.\n", "Fruits generally require higher humidity levels compared to cereals and fiber crops.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":\n", "📌 Insights from Humidity Data:\n", "Average humidity requirement: 71.48% (moderate to high).\n", "\n", "Min humidity: 14.26% (Chickpea – drought-resistant).\n", "\n", "Max humidity: 99.98% (Coconut – tropical crop).\n", "\n", "Interquartile Range (IQR):\n", "\n", "25th percentile: 60.26%\n", "\n", "50th percentile (Median): 80.47%\n", "\n", "75th percentile: 89.95%\n", "\n", "Skewness: -1.09 (negatively skewed) → More crops require high humidity.\n", "\n", "Crop-Specific Humidity Needs:\n", "Low Humidity Crops (Below 40%) → Chickpea, Kidney Beans, Pigeon Peas.\n", "\n", "Moderate Humidity Crops (40% - 80%) → Coffee, Lentil, Maize, Blackgram, Jute, Cotton.\n", "\n", "High Humidity Crops (Above 80%) → Coconut, Papaya, Apple, Pomegranate, Orange, Muskmelon, Mungbean, Watermelon.\n", "\n", "Fruits need higher humidity than cereals and fiber crops.\n", "\n", "Coconut has the highest humidity requirement (~100%).\n", "Pulses grow well in semi-arid regions (lowest humidity ~20%).\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pH is a measure of the acidity or alkalinity of a substance, in this case, soil. It is expressed on a scale from 0 to 14, where:\n", "\n", "pH < 7 → Acidic soil (e.g., peat soil, common in high-rainfall areas)\n", "\n", "pH = 7 → Neutral soil (ideal for most crops)\n", "\n", "pH > 7 → Alkaline soil (e.g., calcareous soil, common in arid regions)\n" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 2200.000000\n", "mean 6.469480\n", "std 0.773938\n", "min 3.504752\n", "25% 5.971693\n", "50% 6.425045\n", "75% 6.923643\n", "max 9.935091\n", "Name: ph, dtype: float64" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['ph'].describe()" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1475453639.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(df['ph'])\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df['ph'])" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.2839294375729441" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['ph'].skew()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Insights on Soil pH Distribution in Your Dataset\n", "General pH Range:\n", "\n", "The pH values in your dataset range from 3.50 (very acidic) to 9.93 (highly alkaline).\n", "Most crops grow best in a pH range of 6.0 to 7.5, so some values might indicate challenging soil conditions.\n", "Central Tendency & Spread:\n", "\n", "Mean (Average): 6.47 (slightly acidic, close to the ideal range).\n", "Median (50% percentile): 6.42 (almost equal to the mean, suggesting a near-normal distribution).\n", "Standard Deviation (σ): 0.77, indicating moderate variation in soil pH levels.\n", "Interquartile Range (IQR):\n", "\n", "25% (Q1): 5.97 → 25% of the data has pH below this.\n", "75% (Q3): 6.92 → 75% of the data has pH below this.\n", "IQR (Q3 - Q1) = 6.92 - 5.97 = 0.95, meaning most soil pH values are concentrated within this narrow range.\n", "Extreme Values:\n", "\n", "Minimum pH: 3.50 (strongly acidic, might be unsuitable for many crops).\n", "Maximum pH: 9.93 (strongly alkaline, could hinder nutrient absorption).\n", "Skewness: 0.28 (Slightly Right-Skewed)\n", "\n", "Since the skewness is positive (0.28) but close to 0, the distribution is nearly symmetrical with a slight right skew (few high-pH values).\n", "This suggests that while most soil samples have neutral to slightly acidic pH, a small portion has higher alkalinity.\n" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df['ph'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3831451267.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_ph_stats.index, y=crop_ph_stats.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_ph_stats = df.groupby(\"Crop Type\")[\"ph\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_ph_stats.index, y=crop_ph_stats.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"Avg ph\", fontsize=12)\n", "plt.title(\"Average ph Levels by Crop Type\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3493542636.py:11: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_ph_stats_ph1.index, y=crop_ph_stats_ph1.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_ph_stats_ph1 = df.groupby(\"label\")[\"ph\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_ph_stats_ph1.index, y=crop_ph_stats_ph1.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop\", fontsize=12)\n", "plt.ylabel(\"Avg ph\", fontsize=12)\n", "plt.title(\"Average ph Levels by Crop\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## rainfall" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 2200.000000\n", "mean 103.463655\n", "std 54.958389\n", "min 20.211267\n", "25% 64.551686\n", "50% 94.867624\n", "75% 124.267508\n", "max 298.560117\n", "Name: rainfall, dtype: float64" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['rainfall'].describe()" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\723006679.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(x=df['ph'])\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(x=df['ph'])" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df['rainfall'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seems There are Heavy rainfall" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3325453401.py:8: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_rainfall_stats.index, y=crop_rainfall_stats.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_rainfall_stats = df.groupby(\"Crop Type\")[\"rainfall\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_rainfall_stats.index, y=crop_rainfall_stats.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop Type\", fontsize=12)\n", "plt.ylabel(\"Avg rainfall\", fontsize=12)\n", "plt.title(\"Average rainfall Levels by Crop Type\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\733745014.py:8: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=crop_rainfall_stats_rain1.index, y=crop_rainfall_stats_rain1.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "crop_rainfall_stats_rain1 = df.groupby(\"label\")[\"rainfall\"].mean().sort_values()\n", "\n", "plt.figure(figsize=(10, 5))\n", "\n", "sns.barplot(x=crop_rainfall_stats_rain1.index, y=crop_rainfall_stats_rain1.values, palette=\"coolwarm\")\n", "\n", "plt.xlabel(\"Crop\", fontsize=12)\n", "plt.ylabel(\"Avg rainfall\", fontsize=12)\n", "plt.title(\"Average rainfall Levels by Crop\", fontsize=14)\n", "plt.xticks(rotation=45) \n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This table shows the Pearson correlation coefficients between different soil and environmental factors. Correlation values range from -1 to 1:\n", "\n", "1 → Perfect positive correlation (as one increases, the other increases).\n", "\n", "0 → No correlation.\n", "\n", "-1 → Perfect negative correlation (as one increases, the other decreases).\n" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NPKtemperaturehumidityphrainfalllabelCrop Type
090424320.87974482.0027446.502985202.935536riceCereal
185584121.77046280.3196447.038096226.655537riceCereal
260554423.00445982.3207637.840207263.964248riceCereal
374354026.49109680.1583636.980401242.864034riceCereal
478424220.13017581.6048737.628473262.717340riceCereal
..............................
2195107343226.77463766.4132696.780064177.774507coffeeCommercial Crop
219699152727.41711256.6363626.086922127.924610coffeeCommercial Crop
2197118333024.13179767.2251236.362608173.322839coffeeCommercial Crop
2198117323426.27241852.1273946.758793127.175293coffeeCommercial Crop
2199104183023.60301660.3964756.779833140.937041coffeeCommercial Crop
\n", "

2200 rows × 9 columns

\n", "
" ], "text/plain": [ " N P K temperature humidity ph rainfall label \\\n", "0 90 42 43 20.879744 82.002744 6.502985 202.935536 rice \n", "1 85 58 41 21.770462 80.319644 7.038096 226.655537 rice \n", "2 60 55 44 23.004459 82.320763 7.840207 263.964248 rice \n", "3 74 35 40 26.491096 80.158363 6.980401 242.864034 rice \n", "4 78 42 42 20.130175 81.604873 7.628473 262.717340 rice \n", "... ... .. .. ... ... ... ... ... \n", "2195 107 34 32 26.774637 66.413269 6.780064 177.774507 coffee \n", "2196 99 15 27 27.417112 56.636362 6.086922 127.924610 coffee \n", "2197 118 33 30 24.131797 67.225123 6.362608 173.322839 coffee \n", "2198 117 32 34 26.272418 52.127394 6.758793 127.175293 coffee \n", "2199 104 18 30 23.603016 60.396475 6.779833 140.937041 coffee \n", "\n", " Crop Type \n", "0 Cereal \n", "1 Cereal \n", "2 Cereal \n", "3 Cereal \n", "4 Cereal \n", "... ... \n", "2195 Commercial Crop \n", "2196 Commercial Crop \n", "2197 Commercial Crop \n", "2198 Commercial Crop \n", "2199 Commercial Crop \n", "\n", "[2200 rows x 9 columns]" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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NPKtemperaturehumidityphrainfall
N1.000000-0.231460-0.1405120.0265040.1906880.0966830.059020
P-0.2314601.0000000.736232-0.127541-0.118734-0.138019-0.063839
K-0.1405120.7362321.000000-0.1603870.190859-0.169503-0.053461
temperature0.026504-0.127541-0.1603871.0000000.205320-0.017795-0.030084
humidity0.190688-0.1187340.1908590.2053201.000000-0.0084830.094423
ph0.096683-0.138019-0.169503-0.017795-0.0084831.000000-0.109069
rainfall0.059020-0.063839-0.053461-0.0300840.094423-0.1090691.000000
\n", "
" ], "text/plain": [ " N P K temperature humidity ph \\\n", "N 1.000000 -0.231460 -0.140512 0.026504 0.190688 0.096683 \n", "P -0.231460 1.000000 0.736232 -0.127541 -0.118734 -0.138019 \n", "K -0.140512 0.736232 1.000000 -0.160387 0.190859 -0.169503 \n", "temperature 0.026504 -0.127541 -0.160387 1.000000 0.205320 -0.017795 \n", "humidity 0.190688 -0.118734 0.190859 0.205320 1.000000 -0.008483 \n", "ph 0.096683 -0.138019 -0.169503 -0.017795 -0.008483 1.000000 \n", "rainfall 0.059020 -0.063839 -0.053461 -0.030084 0.094423 -0.109069 \n", "\n", " rainfall \n", "N 0.059020 \n", "P -0.063839 \n", "K -0.053461 \n", "temperature -0.030084 \n", "humidity 0.094423 \n", "ph -0.109069 \n", "rainfall 1.000000 " ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.select_dtypes('number').corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Key Takeaways\n", "✅ No extreme multicollinearity (correlation > 0.9), so all features are potentially useful.\n", "\n", "✅ P and K have the strongest correlation (0.736) → If feature reduction is needed, one could be removed.\n", "\n", "✅ pH and rainfall have slight negative correlation (-0.109) → Indicates rainfall might contribute to soil acidity." ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Relationships Between Features:\n", "\n", "P and K Show a Strong Positive Correlation → Seen in the linear clustering of points in their scatter plot.\n", "\n", "N vs. P and N vs. K Have Weak Negative Relationships → Points are scattered, showing low correlation.\n", "\n", "Temperature vs. Other Features → No strong pattern, suggesting weak correlation with soil nutrients.\n", "\n", "Humidity vs. Rainfall → Some clustering, indicating that higher rainfall regions tend to have higher humidity.\n" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=df['N'],y=df['K'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Relationships Between Features:\n", "\n", "P and K Show a Strong Positive Correlation → Seen in the linear clustering of points in their scatter plot.\n", "\n", "N vs. P and N vs. K Have Weak Negative Relationships → Points are scattered, showing low correlation.\n", "\n", "Temperature vs. Other Features → No strong pattern, suggesting weak correlation with soil nutrients.\n", "\n", "Humidity vs. Rainfall → Some clustering, indicating that higher rainfall regions tend to have higher humidity." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 2 }