{"cells":[{"cell_type":"markdown","metadata":{"id":"N2HX33n-75hD"},"source":["# Data Visualization with Python"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"43iHPuZJfuMt"},"outputs":[],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"VIiUgH835IuJ"},"outputs":[],"source":["# Libraries to help with reading and manipulating data\n","import numpy as np\n","import pandas as pd\n","\n","# Libraries to help with data visualization\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","# Command to tell Python to actually display the graphs\n","%matplotlib inline"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"_4PnXDoX5IuL"},"outputs":[],"source":["df = pd.read_csv('Automobile (1).csv')\n","# df = pd.read_csv('/location on your computer/Automobile (1).csv')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":322},"id":"ep11mXFZ5IuM","outputId":"8df31456-ae47-4042-c9b1-ebcf0a0c1209"},"outputs":[{"data":{"text/html":["
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symbolingnormalized_lossesmakefuel_typeaspirationnumber_of_doorsbody_styledrive_wheelsengine_locationwheel_base...engine_sizefuel_systemborestrokecompression_ratiohorsepowerpeak_rpmcity_mpghighway_mpgprice
03168alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212713495
13168alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212716500
21168alfa-romerogasstdtwohatchbackrwdfront94.5...152mpfi2.683.479.01545000192616500
32164audigasstdfoursedanfwdfront99.8...109mpfi3.193.4010.01025500243013950
42164audigasstdfoursedan4wdfront99.4...136mpfi3.193.408.01155500182217450
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5 rows × 26 columns

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"],"text/plain":[" symboling normalized_losses make fuel_type aspiration \\\n","0 3 168 alfa-romero gas std \n","1 3 168 alfa-romero gas std \n","2 1 168 alfa-romero gas std \n","3 2 164 audi gas std \n","4 2 164 audi gas std \n","\n"," number_of_doors body_style drive_wheels engine_location wheel_base ... \\\n","0 two convertible rwd front 88.6 ... \n","1 two convertible rwd front 88.6 ... \n","2 two hatchback rwd front 94.5 ... \n","3 four sedan fwd front 99.8 ... \n","4 four sedan 4wd front 99.4 ... \n","\n"," engine_size fuel_system bore stroke compression_ratio horsepower \\\n","0 130 mpfi 3.47 2.68 9.0 111 \n","1 130 mpfi 3.47 2.68 9.0 111 \n","2 152 mpfi 2.68 3.47 9.0 154 \n","3 109 mpfi 3.19 3.40 10.0 102 \n","4 136 mpfi 3.19 3.40 8.0 115 \n","\n"," peak_rpm city_mpg highway_mpg price \n","0 5000 21 27 13495 \n","1 5000 21 27 16500 \n","2 5000 19 26 16500 \n","3 5500 24 30 13950 \n","4 5500 18 22 17450 \n","\n","[5 rows x 26 columns]"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"axRBUIrM5IuN","outputId":"69a6075e-97e4-4090-c487-a30d1c677441"},"outputs":[{"data":{"text/plain":["(201, 26)"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["df.shape"]},{"cell_type":"markdown","metadata":{"id":"8ji2SmBj75hK"},"source":["- The data has 201 rows and 26 columns."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ex4GmTCS5IuN","outputId":"48dea21e-7430-45ee-fc5c-4466ea726e69"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 201 entries, 0 to 200\n","Data columns (total 26 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 symboling 201 non-null int64 \n"," 1 normalized_losses 201 non-null int64 \n"," 2 make 201 non-null object \n"," 3 fuel_type 201 non-null object \n"," 4 aspiration 201 non-null object \n"," 5 number_of_doors 201 non-null object \n"," 6 body_style 201 non-null object \n"," 7 drive_wheels 201 non-null object \n"," 8 engine_location 201 non-null object \n"," 9 wheel_base 201 non-null float64\n"," 10 length 201 non-null float64\n"," 11 width 201 non-null float64\n"," 12 height 201 non-null float64\n"," 13 curb_weight 201 non-null int64 \n"," 14 engine_type 201 non-null object \n"," 15 number_of_cylinders 201 non-null object \n"," 16 engine_size 201 non-null int64 \n"," 17 fuel_system 201 non-null object \n"," 18 bore 201 non-null float64\n"," 19 stroke 201 non-null float64\n"," 20 compression_ratio 201 non-null float64\n"," 21 horsepower 201 non-null int64 \n"," 22 peak_rpm 201 non-null int64 \n"," 23 city_mpg 201 non-null int64 \n"," 24 highway_mpg 201 non-null int64 \n"," 25 price 201 non-null int64 \n","dtypes: float64(7), int64(9), object(10)\n","memory usage: 41.0+ KB\n"]}],"source":["df.info()"]},{"cell_type":"markdown","metadata":{"id":"3hLDWznE75hL"},"source":["- There are attributes of different types (*int*, *float*, *object*) in the data."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":166},"id":"-myaWt-Y5IuN","outputId":"c099de80-0102-4cfb-ff89-8341b2c01ada"},"outputs":[{"data":{"text/html":["
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countuniquetopfreqmeanstdmin25%50%75%max
symboling201.0NaNNaNNaN0.8407961.254802-2.00.01.02.03.0
normalized_losses201.0NaNNaNNaN125.18905533.57296665.0101.0122.0150.0256.0
make20122toyota32NaNNaNNaNNaNNaNNaNNaN
fuel_type2012gas181NaNNaNNaNNaNNaNNaNNaN
aspiration2012std165NaNNaNNaNNaNNaNNaNNaN
number_of_doors2012four114NaNNaNNaNNaNNaNNaNNaN
body_style2015sedan94NaNNaNNaNNaNNaNNaNNaN
drive_wheels2013fwd118NaNNaNNaNNaNNaNNaNNaN
engine_location2012front198NaNNaNNaNNaNNaNNaNNaN
wheel_base201.0NaNNaNNaN98.7970156.06636686.694.597.0102.4120.9
length201.0NaNNaNNaN174.20099512.322175141.1166.8173.2183.5208.1
width201.0NaNNaNNaN65.8890552.10147160.364.165.566.672.0
height201.0NaNNaNNaN53.7666672.44782247.852.054.155.559.8
curb_weight201.0NaNNaNNaN2555.666667517.2967271488.02169.02414.02926.04066.0
engine_type2016ohc145NaNNaNNaNNaNNaNNaNNaN
number_of_cylinders2017four157NaNNaNNaNNaNNaNNaNNaN
engine_size201.0NaNNaNNaN126.87562241.54683461.098.0120.0141.0326.0
fuel_system2018mpfi92NaNNaNNaNNaNNaNNaNNaN
bore201.0NaNNaNNaN3.3297010.2681662.543.153.313.583.94
stroke201.0NaNNaNNaN3.2617410.3178752.073.113.293.464.17
compression_ratio201.0NaNNaNNaN10.1642794.0049657.08.69.09.423.0
horsepower201.0NaNNaNNaN103.26368237.38937248.070.095.0116.0262.0
peak_rpm201.0NaNNaNNaN5121.393035479.6249054150.04800.05200.05500.06600.0
city_mpg201.0NaNNaNNaN25.1791046.4232213.019.024.030.049.0
highway_mpg201.0NaNNaNNaN30.6865676.8151516.025.030.034.054.0
price201.0NaNNaNNaN13207.1293537947.0663425118.07775.010295.016500.045400.0
\n","
"],"text/plain":[" count unique top freq mean std \\\n","symboling 201.0 NaN NaN NaN 0.840796 1.254802 \n","normalized_losses 201.0 NaN NaN NaN 125.189055 33.572966 \n","make 201 22 toyota 32 NaN NaN \n","fuel_type 201 2 gas 181 NaN NaN \n","aspiration 201 2 std 165 NaN NaN \n","number_of_doors 201 2 four 114 NaN NaN \n","body_style 201 5 sedan 94 NaN NaN \n","drive_wheels 201 3 fwd 118 NaN NaN \n","engine_location 201 2 front 198 NaN NaN \n","wheel_base 201.0 NaN NaN NaN 98.797015 6.066366 \n","length 201.0 NaN NaN NaN 174.200995 12.322175 \n","width 201.0 NaN NaN NaN 65.889055 2.101471 \n","height 201.0 NaN NaN NaN 53.766667 2.447822 \n","curb_weight 201.0 NaN NaN NaN 2555.666667 517.296727 \n","engine_type 201 6 ohc 145 NaN NaN \n","number_of_cylinders 201 7 four 157 NaN NaN \n","engine_size 201.0 NaN NaN NaN 126.875622 41.546834 \n","fuel_system 201 8 mpfi 92 NaN NaN \n","bore 201.0 NaN NaN NaN 3.329701 0.268166 \n","stroke 201.0 NaN NaN NaN 3.261741 0.317875 \n","compression_ratio 201.0 NaN NaN NaN 10.164279 4.004965 \n","horsepower 201.0 NaN NaN NaN 103.263682 37.389372 \n","peak_rpm 201.0 NaN NaN NaN 5121.393035 479.624905 \n","city_mpg 201.0 NaN NaN NaN 25.179104 6.42322 \n","highway_mpg 201.0 NaN NaN NaN 30.686567 6.81515 \n","price 201.0 NaN NaN NaN 13207.129353 7947.066342 \n","\n"," min 25% 50% 75% max \n","symboling -2.0 0.0 1.0 2.0 3.0 \n","normalized_losses 65.0 101.0 122.0 150.0 256.0 \n","make NaN NaN NaN NaN NaN \n","fuel_type NaN NaN NaN NaN NaN \n","aspiration NaN NaN NaN NaN NaN \n","number_of_doors NaN NaN NaN NaN NaN \n","body_style NaN NaN NaN NaN NaN \n","drive_wheels NaN NaN NaN NaN NaN \n","engine_location NaN NaN NaN NaN NaN \n","wheel_base 86.6 94.5 97.0 102.4 120.9 \n","length 141.1 166.8 173.2 183.5 208.1 \n","width 60.3 64.1 65.5 66.6 72.0 \n","height 47.8 52.0 54.1 55.5 59.8 \n","curb_weight 1488.0 2169.0 2414.0 2926.0 4066.0 \n","engine_type NaN NaN NaN NaN NaN \n","number_of_cylinders NaN NaN NaN NaN NaN \n","engine_size 61.0 98.0 120.0 141.0 326.0 \n","fuel_system NaN NaN NaN NaN NaN \n","bore 2.54 3.15 3.31 3.58 3.94 \n","stroke 2.07 3.11 3.29 3.46 4.17 \n","compression_ratio 7.0 8.6 9.0 9.4 23.0 \n","horsepower 48.0 70.0 95.0 116.0 262.0 \n","peak_rpm 4150.0 4800.0 5200.0 5500.0 6600.0 \n","city_mpg 13.0 19.0 24.0 30.0 49.0 \n","highway_mpg 16.0 25.0 30.0 34.0 54.0 \n","price 5118.0 7775.0 10295.0 16500.0 45400.0 "]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.describe(include='all').T"]},{"cell_type":"markdown","metadata":{"id":"6y3Rvun175hM"},"source":["- The car price ranges from 5118 to 45400 units.\n","- The car weight ranges from 1488 to 4066 units.\n","- The most common car make in the data is of Toyota."]},{"cell_type":"markdown","metadata":{"id":"_ZMHhyuU5IuO"},"source":["## Histogram\n","\n","- A **histogram** is a univariate plot which helps us understand the distribution of a continuous numerical variable.\n","- It breaks the range of the continuous variables into a intervals of equal length and then counts the number of observations in each interval.\n","- We will use the *histplot()* function of seaborn to create histograms."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-Jwklh5X5IuP","outputId":"b67d50a2-bce6-4290-fcf1-41a997365e8e"},"outputs":[{"data":{"text/plain":[""]},"execution_count":8,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price')"]},{"cell_type":"markdown","metadata":{"id":"Gka2S_UAwixj"},"source":["**Let's see how we can customize a histogram.**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"JLJs-6TUwfQs","outputId":"db7be04b-a291-4413-cac2-5e8a767fa6f4"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.title('Histogram:Price')\n","plt.xlim(3000,50000)\n","plt.ylim(0,70)\n","plt.xlabel('Price of cars')\n","plt.ylabel('Frequency')\n","sns.histplot(data=df, x='price',color='orange');"]},{"cell_type":"markdown","metadata":{"id":"bBA_Tspd5IuP"},"source":["**We can specify the number of intervals (or groups or bins) to create by setting the *bins* parameter.**\n","\n","- If not specified it is passed to [numpy.histogram_bin_edges()](https://numpy.org/doc/stable/reference/generated/numpy.histogram_bin_edges.html#numpy.histogram_bin_edges)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"S7FUZDs65IuQ","outputId":"431517a5-170d-4ed2-a4f8-b61ad32988b6"},"outputs":[{"data":{"text/plain":[""]},"execution_count":10,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price', bins=5)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RxGGf9Kg5IuQ","outputId":"8a7190cd-cfcf-4543-b7f3-afdcec01599c"},"outputs":[{"data":{"text/plain":[""]},"execution_count":11,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price', bins=20)"]},{"cell_type":"markdown","metadata":{"id":"TwjJdJKSeYng"},"source":["**If we want to specify the width of the intervals (or groups or bins), we can use *binwidth* parameter.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iKR0iV6ZeYng","outputId":"5373366e-6398-410d-937b-2cb11ae075e5"},"outputs":[{"data":{"text/plain":[""]},"execution_count":12,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price', binwidth=20)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WfzCaoTheYnh","outputId":"41d6008c-8dfe-4ef1-d934-983826a06203"},"outputs":[{"data":{"text/plain":[""]},"execution_count":13,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price', binwidth=200)"]},{"cell_type":"markdown","metadata":{"id":"ykUoSGy7eYnh"},"source":["**How to find the optimal number of bins: Rule of thumb**\n","\n","- We calculate the bin-width first, using the following formula: $$ binwidth =\\frac{(2 * IQR)}{\\sqrt[3]{n}} $$ where n = number of rows the dataset\n","\n","- Then, we obtain bins using the calculated bin-width. $$ bins =\\frac{Range}{binwidth} $$"]},{"cell_type":"markdown","metadata":{"id":"ho0PxE275IuR"},"source":["**In addition to the bars, we can also add a density estimate by setting the *kde* parameter to *True*.**\n","\n","- **Kernel Density Estimation**, or **KDE**, visualizes the distribution of data over a continuous interval. \n","- The conventional scale for KDE is: **Total frequency of each bin × Probability**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mjny7GLv5IuR","outputId":"f69ff1eb-c7ca-49f9-80da-99d0d9a203a7"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price', kde=True);"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hr_E-_lv5IuS","outputId":"ad31f528-2187-4776-d857-8ead6e14d229"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXgAAAEGCAYAAABvtY4XAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAgeklEQVR4nO3deXhc913v8fd3Nm2Wd8VrGjlLkyZNmwZna0qfJm3BTYFe7lOgtJcWuBAuXZ5CoFx4eh8KAbqkC+HCbUtoSwhNm2alsZuFUlKStIlteU2c1YnteIltxZJsa2TpnJn53j/mSBrJI3ks6Wjk48/reeaZM2f7fc9vRp85OnPmjLk7IiKSPKl6FyAiIvFQwIuIJJQCXkQkoRTwIiIJpYAXEUmoTL0LqLRw4UJvb2+vdxkiIqeMDRs2vObubdWmzaiAb29vp6Ojo95liIicMsxs11jTdIhGRCShFPAiIgmlgBcRSSgFvIhIQingRUQSSgEvIpJQsQa8mc01s7vN7Dkze9bMroqzPRERGRb3efB/Bzzk7u83sxzQHHN7IiISiS3gzWwO8HbgNwHcPQCCuNqbSdydMAzJZrOYWb3LEZHTVJyHaFYAncA/m9kmM/uGmbWMnsnMrjezDjPr6OzsjLGc6ROGITet3kwYhvUuRUROY3EGfAa4FPiau78FyAN/Onomd7/F3Ve6+8q2tqqXUzglZbLZepcgIqe5OAN+D7DH3ddGj++mHPgiIjINYgt4d98P7Daz86NR7wSeias9EREZKe6zaD4B3B6dQfMy8FsxtyciIpFYA97dNwMr42xDRESq0zdZRUQSSgEvIpJQCngRkYRSwIuIJJQCXkQkoRTwIiIJpYAXEUkoBbyISEIp4EVEEkoBLyKSUAp4EZGEUsCLiCSUAl5EJKEU8CIiCaWAFxFJKAW8iEhCKeBFRBJKAS8iklAKeBGRhFLAi4gklAJeRCShFPAiIgmlgBcRSSgFvIhIQingRUQSKhPnys1sJ3AUKAIFd18ZZ3siIjIs1oCPXOPur01DOyIiUkGHaEREEirugHfg381sg5ldX20GM7vezDrMrKOzszPmckRETh9xB/zb3P1S4D3Ax8zs7aNncPdb3H2lu69sa2uLuRwRkdNHrAHv7nuj+4PAfcDlcbYnIiLDYgt4M2sxs9bBYeDngKfjak9EREaK8yyaRcB9ZjbYznfc/aEY2xMRkQqxBby7vwy8Oa71i4jI+HSapIhIQingRUQSSgEvIpJQCngRkYRSwIuIJJQCXkQkoRTwIiIJpYAXEUkoBbyISEIp4EVEEkoBLyKSUAp4EZGEUsCLiCSUAl5EJKEU8CIiCaWAFxFJKAW8iEhCKeBFRBJKAS8iklAKeBGRhFLAi4gklAJeRCShFPAiIgmlgBcRSSgFvIhIQingRUQSKvaAN7O0mW0yszVxtyUiIsOmYw/+k8Cz09COiIhUiDXgzWw58F7gG3G2Ewd3JwgC3H3caePNJyJST3Hvwd8M/AlQGmsGM7vezDrMrKOzszPmcmoTBAH5fJ6bVm8mDMPjpodhODStclhEZCaJLeDN7BeAg+6+Ybz53P0Wd1/p7ivb2triKmdCMtlsTdPGm09EpF7i3IO/GvglM9sJ3AFca2bfjrE9ERGpEFvAu/ufuftyd28HPgD8p7v/j7jaExGRkXQevIhIQmWmoxF3/zHw4+loS0REyrQHLyKSUAp4EZGEUsCLiCSUAl5EJKEU8CIiCaWAFxFJKAW8iEhCKeBFRBJKAS8iklAKeBGRhFLAi4gkVE0Bb2ZX1zJORERmjlr34P++xnEiIjJDjHs1STO7Cngr0GZmN1RMmg2k4yxMREQm50SXC84Bs6L5WivGHwHeH1dRIiIyeeMGvLv/F/BfZnaru++apppERGQK1PqDHw1mdgvQXrmMu18bR1EiIjJ5tQb8XcDXgW8AxfjKERGRqVJrwBfc/WuxViIiIlOq1tMkV5vZR81siZnNH7zFWpmIiExKrXvwH4nuP1UxzoGzp7YcERGZKjUFvLuviLsQERGZWjUFvJl9uNp4d79tassREZGpUushmssqhhuBdwIbAQW8iMgMVeshmk9UPjazucAdcRQkIiJTY6KXC84D4x6XN7NGM1tnZlvMbJuZ/eUE2xIRkQmo9Rj8aspnzUD5ImNvAO48wWIDwLXu3mtmWeBxM3vQ3Z+ccLUiIlKzWo/Bf6liuADscvc94y3g7g70Rg+z0c3HXqL+3J0wDCmXfnob7ItsNouZ1bscEZmAmg7RRBcde47yFSXnAUEty5lZ2sw2AweBH7r72irzXG9mHWbW0dnZWXPhkxEEAUEQDA339vYSBAFhGHLT6s2EYUgQBBSLxarLnGidE6ljoqZiHdVU9oWInJpq/UWnXwXWAb8C/Cqw1sxOeLlgdy+6+yXAcuByM3tjlXlucfeV7r6yra3tpIqPQyabrXcJM4b6QuTUVushmk8Dl7n7QQAzawP+A7i7loXdvcfMHgFWAU9PpFARETk5tZ5FkxoM98ihEy1rZm3R6ZSYWRPwbsqHeUREZBrUugf/kJk9DHw3evxrwAMnWGYJ8C9mlqb8ZnCnu6+ZWJkiInKyTvSbrOcCi9z9U2b234G3RZOeAG4fb1l33wq8ZUqqFBGRk3aiPfibgT8DcPd7gXsBzOziaNovxlibiIhMwomOwS9y96dGj4zGtcdSkYiITIkTBfzccaY1TWEdIiIyxU4U8B1m9rujR5rZ7wAb4ilJRESmwomOwf8BcJ+ZfYjhQF8J5IBfjrEuERGZpHED3t0PAG81s2uAwW+h/sDd/zP2ykREZFJqvR78I8AjMdciIiJTaKLXgxcRkRlOAS8iklAKeBGRhFLAi4gklAJeRCShFPAiIgmlgBcRSSgFvIhIQingRUQSSgEvIpJQCngRkYRSwIuIJJQCXkQkoRTwIiIJpYAXEUkoBbyISEIp4EVEEkoBLyKSUAp4EZGEii3gzexMM3vEzJ4xs21m9sm42hIRkePV9KPbE1QA/sjdN5pZK7DBzH7o7s/E2KaIiERi24N391fdfWM0fBR4FlgWV3u1cneCIKBUKhEEAe5e0/wnmm8qlp3OtkQk+ablGLyZtQNvAdZWmXa9mXWYWUdnZ+eE1h8EwdCtt7eXIAiOm97b20tvby/5fJ4vrdlCT08Pn//+BsIwHHO9hTCku7v7uPmCIKBYLB43PFoYhty0evO4bZzs/IPbOdm2alEIw6ptjVXPWLWJSH3EHvBmNgu4B/gDdz8yerq73+LuK919ZVtbW9zlAJDJZgFIZ7I1zV/rfOO1Fdf8U7WsiCRPrAFvZlnK4X67u98bZ1siIjJSnGfRGPBN4Fl3/0pc7YiISHVx7sFfDfwGcK2ZbY5u18XYnoiIVIjtNEl3fxywuNYvIiLj0zdZRUQSSgEvIpJQCngRkYRSwIuIJJQCXkQkoRTwIiIJpYAXEUkoBbyISEIp4EVEEkoBLyKSUAp4EZGEUsCLiCSUAl5EJKEU8CIiCaWAFxFJKAW8iEhCKeBFRBJKAS8iklAKeBGRhFLAi4gklAJeRCShFPAiIgmlgBcRSSgFvIhIQingRUQSKraAN7NvmdlBM3s6rjZERGRsce7B3wqsinH9IiIyjtgC3t0fBbriWv+othgYGKC/v5+BgQHc/bjpQRBQKpUIggD34fvB5YaXHZzmx61/YGBgaB3gnIzRNQ7X4iPWX229Y23f2Ns1cvpgG6OHS6XSULuj+6zato83T7VtqVbHyRq9vtHrmui6qy13onVNZjviXt9U1zZWGyd6LZxsPdNRdy1t17OOONX9GLyZXW9mHWbW0dnZOaF1hGHIF9ds4gvfX8/fPvgUYRgOTQuCgO7ubr7ywFb6+vr48g82kT96lH/44TMcy/fxpdUb+fKaTXzu3rV89p4n6T1ylK88sJUwDCkUQoIgoFgo8MX71/OF+zfR19fH3z6wlWKx/IIoh/1wW4O3YrFIEAQM9PcTBAFhGPLXdz3BX9/9JH9z71oOHjzITas3EoYh+Xyev7l3LV9cs4mB/oGhdfT29tLb20s+n+dz93Xw2fvW8cU1mwjDcGi7blq9kb6+Pr60ZgvBQMBXKrY/n8/z+e9vIAxDwjDkptWbyefz5PN5blq9mZ6eHm6883H+6q4nyOfzQ+0NbkuxWCSfzw/N093dTW9v74jtHOz/m1ZvHtqWG+98nM/e10E+nycIAvL5PH99z5Pk8/kRz9vo/hvruf3cfR184f6NI7ZjcBtHPx7st1rWW7ncWONOtMxkVD4/kzVebdX6ufI5PFFfVbZR+VyM106156VaO5Wvy1rrmCqVNU71c3syTuY5OFl1D3h3v8XdV7r7yra2tgmvJ53Okopu1QyOH7xPZ4Yfp0YtW20dqXR2aJnB+5OuMVNuIz1YQ0U76Yrx1WSy2arzDD7OZKvXVvl4cJ7K4fH6bFAt81Suu7KvRtc5EZlsdsztqPb4ZNZby7ipaGssE30tVTPVtY3VRq0111rPdNRdS9v1rCMudQ94ERGJhwJeRCShMnGt2My+C7wDWGhme4DPuPs342pvKg0USmzcc5TnDwX83WP72LSnl/6wQJECL9y+lX1deRqyaZoe3cnyOTkO5UOCQolcRu+XIjJzxBbw7v7rca17qrk7h46V2NtbZN/RIl39Jb637QgATx8MSacgY042DfmgQE9/kaCvyFcf3TV0zssPnvsJFy9t5bL2+Vz2ulZKpWR9Gi8ip57YAv5U0F9wdvQU2N4dciRwDFjYnOKSxY385pXLefS5V/nkNSu4de0+Bvr7yDY086n3XsyX1mwhlcny0Xeez/YDR7jl8V0sXzCLDa8c4ZbHd/K1kpNLG3t7i/T3B/SHRXK5em+tiJxuTsuA7wudZ7tDXuopUnJY2JTiyqVZls/O0JA20pksV7bPYcPLBzCzMdfTmE3z+jNaOGdBI59897kABJ7i0ecP8tUfv8TaXYfp7ivwjpufYNVFizh6NKStJUN6ujZURE5rp1XAd/WFrNvbz4tdIe5w9twMFyzIMrdx6o6dz2rI8K4LFrJt92tc/7Mr+D//to2m5mYe3HaA/ECR5qxxzvwGfr6rf8raFBGp5rQI+ELReaazn1+9dRv5oMiKOSkuWphhdmO8572mU8bS2Vn+6LoLuNHSfOK2J3mpO+DpA/184LZttLWkOXPRPlZddEasdYjI6SnxAd+xq5tP3/cMO7r6ufKs2ZzRUKDZClhqes94acymWTEvx1lzcwQlOGPeLG5b9yo3Pvgin//37SybneW8BTmWtCbvyxYiUh+JDfj8QIGbHnqO257cxeLWHNe0t/DZ953LVx95kXCgUNfamrIpPnjpIo4czXPdpSv4t60HuGfjPnZ0BzRnjUzTy7z/Z87kzDkKexGZuEQG/LqdPfz5D15gb88xfuOKM/nNSxdw6092jvuBaT2YGRcuaeXCJa1kwj52Hw7Z3jXArU/s5ps/3c2bl7Xyvjct1iEcEZmQRAV8seRsOXCMf92yhfaFLdz1e1fxpqWz6OqalotaTko6ZbTPy9E+L8dH3n4+Dz17iHs27q04hJPjrLkZls3W+ZYiUpvEBHzPsSI/3tFHd3+JX3nLEv7yl99Ecy4z7VeomwoLZ+X47avP4kMrF/Ps/l7+besB7t20jx3dA6Qsz67erbz7wkVcvry53qWKyAx2yge8u/Pdjr3c/9xhMinjmvYWPvPe19OcO+U3bcQhnEYfYP+RAXb1hOzqOsZnVj8HwOyGFL2ll+k6OsCilhRTeHFCETnFnfIpeORYga8/tovFrVmuWpajOZfMhEuZsWhWlkWzstzwnjfyyuGQH23bx50b9rFmWyfHwhIAcxvTHAq2celZ8zl/YY5Swn7AQERqd8oH/JzmLN/5rUv57k9eoFis79kx08XMOO+MWSxpXkr34aP8r2vO469+8Dx7Dw/w2rEijzzfyb2b9gGQTsHm/et5w5JWXunMs3nPYc5ra6nzFojIdDjlAx5g2dzGGXeGzHTKplMsbs3S1pwik83yx9ddzIHeIk9u389tT+zC3blv0z7yQZFHX94MQGtDmmcOHKPr6ADzGjNs78xz1vwmsmldEVMkKRIR8DKSmfG6Bc3MbziDF/d18an3volSybnx/q1cdW4bLxzM88BT+9nT08+OQwFOwGP/2EE2bZzb1sKFS+dyzoIG9h0J6Tl2evxXJJJECvjTRCplzG7McM3rF3LN6xcSBgHXv+0svvTAUxwJjKvfsIwXDvbywoE8j77YyT0bBwB4ePsWmjLGvKY0qf/axUVL57ByxQKWzjm9/2sSORUo4E9z6ZQxvynNL168CFgEwKxZs9h1oIvPrn6a85fOYc1T++k+5tze8SphsXxsv21Wjjctn8Mly+dw0eIWwmKpjlshItUo4KWqBS05ls7O8sFLF9HdcxizNB971/ns6gnZdqCPLXsOs2X3YX70XCcABjy24yiXLJvF/p6QZfP0hSyRelPAS82y6RQXLmnlkrMW8KHLzwSguy9g485DfOPxneSyWVY/HZ2y+Uo/a/eu58oV83nL8lb6Qu3hi0w3BbxMyrzmHD977gK2vNLFx689j/yxfj7z/ad47ZjR1NjA97e8ynfW7wFg3b51XHlOG1eePZ8rVixgfpPO2BGJkwJeplQ2naKtOc3SuY3csOpCUukMW3Z38eWHn6O5qYk1W/bx3XWvAPC6+U1cdtY8rjq3jStWzGf5vCZ9cCsyhRTwEqtMOsXFS2dz8aIm/ui6i2lqbuGZfUdYu+MQT7z0Gv/x3EHuib6UtXROI1ecvYArVszn8hXzWbFQX8gSmQwFvEyrdMq4ePkcLl4+hw9fsZxSydnZM8Dal7tYu+MQj73YyX2b9gLQ1trAm5fPpudIH2e05ujtLzCrUS9ZkVrpr0XqKpUyLlg8mwsWz+Yjb23H3XmpM8/aHYdYv6OLzbt72HmoD8jz4Oce4eyFLaQpMX/2Li5aPo+z5zfWexNEZiwFvMwoZsa5Z8zi3DNm8aErziIIAm68byOH+oqcv2wBW/ce5omXu/jsQy8MLdOUTbH51X7esHQ2K+Y3saQ1yzmLZnNWW5Z0Ssf05fSlgJcZrzGTYvncDB99x9kAfOWhbXzkbefxclc/2/Z0c+/GPeSDAnes282xsDi0XC6dYvn8JtoXtLBsbhOL5zSyaHYji2c3sqA5TaAvZ0nCKeDllLRgVo4l82dx2etm03WklxtWXUQmk2XPoaNsP3CEfUcD9vQE7DqUZ+ehPjbs6ubwsfC49XxvcyeLZjeyoCXH7MYMe7p6CR9+gQWtjcxrzjGvOcvspiwtuQzZVInegSI9fSFzUxlymZl3mmex5PSHRYJiibBQIiw6+f6B8jeNU/2EBScoljjWP0BYLA8HxRJu6Wj+8i0oOmGxNOJy08VCkS2v9oEZtzy2g3R6OD7MwLxENp2iqSGLeYkXO/t4+JkDNDfkomlGc2OOXDpNQzZFQyZFyov0hyX6wyKZjC5tPdViDXgzWwX8HZAGvuHun4+zPTm9pVLG4jmNzG9KkcvlyOVGfpv2WFDkwJF+9h/pZ29XL3etf4Xzl8zltXxIVz5gT/cx9vQM8O21uxkojL13/+0NBwDKgZXL0JJL05hLk0unyKSNTCo1PJxOkU0Z2XSKdDo6XBTlWFgIeXH/UXYd3YKZMZilTvmHbIKiU6gM3EKJQqkc2kEUxoVSeXxQLBEUSnz9p/umulurWr97e03z/ejFnprmu3X9fgBymXLwN2bTI+6rjTtunor7xrHusykaMumhN5ewWKJY8sQeyost4M0sDfw/4N3AHmC9md3v7s/E1abIeJpyadoXttC+sIVgeSsv7uvihlXnD70RBEHAVx7axg2rLqJImu6+gO6+gMPHQo4FRQ73DfD9ja9w9XmLCEqQD4r0DRToC4r0BcXhwC2WKEQhnA+KFKLHYan8pmGUP2solUp09xfY8VqelKWo/ApAyoxsJkUuXX5zaM6lyEbDw7fhxylKbNx1iKvPO4Omhiy5aHwuk8K8RC5tNDXkyvNnUlipGA2X19ES7VkPPh5cf6qiqDAI+PIDW7FUij9c9cYRb6Al96H/Ckhl6D3Wzz/9+AU+9NZzIJWmrz8o/0dgaYJCiYFCkYGwRL4/4KGn9nL5igUU3Ci40R8WGSiUGIju+yvuj/YXhqcXynv/g/cT9c21+8mkDDO4c0snTdkMDZnyG3Q6lSKTMtIpI5MyUtF9eug+mp4eY/yIcRXT0sOP8RItuTS/fuWKCW/DWOLcg78c2O7uLwOY2R3A+4BYAr5YDCkVQ8xKBEEw9Fusg8OlYjh0XyqGUEpBuvqLwowRywyuu1iIHhdCvGLdg+MHVY4rFoenDS4HqeOnFcMRy1feAxTCkJIXj5s+uI7B6YO1j65jcB2jhyv7rLL9ynVXm6fSYPuVfV0spKvWObqdExlcdyqdqrodlW1X1l7rekfXMzgul8uxsDnNwuYmoGlo+jM79/PBlUuO++9gInp7e/mHHz3PDe+5eNLrC4KAmx/u4/euPvO4dQ1uY+X40X10fPtevlUcNTEvQrGAUd77Tfnw5x0poCHlNKQgl0sxK52hNQtnz28gl8sRBJmq7QRBwCv7X+PDly2u+l9XrdydsOjDbwYVbyLlN4PyG0RQMS3fH/Kjba9y2dkLGSiUePKl17hw2dyhN5liySmUnGJ0GxzuD0uUqk4rjZhvaLoPzxcWqx+GWjgrF0vAm8f0k25m9n5glbv/TvT4N4Ar3P3jo+a7Hrg+eng+8PwEmlsIvDaJcuMyE+uaiTWB6jpZqqt2M7EmmLq6znL3tmoT6v4hq7vfAtwymXWYWYe7r5yikqbMTKxrJtYEqutkqa7azcSaYHrqivM0gL3AmRWPl0fjRERkGsQZ8OuB88xshZnlgA8A98fYnoiIVIjtEI27F8zs48DDlE+T/Ja7b4upuUkd4onRTKxrJtYEqutkqa7azcSaYBrqiu1DVhERqa+Z91U8ERGZEgp4EZGkcvcZeQN2Ak8Bm4GOaNx84IfAi9H9vGi8Af8X2A5sBS6tWM9HovlfBD4ygTq+BRwEnq4YN2V1AD8Tbef2aFmbRF1/QflMpc3R7bqKaX8WtfE88PMV41dF47YDf1oxfgWwNhr/PSBXQ01nAo9Q/jLbNuCTM6G/xqmr3v3VCKwDtkR1/eV46wIaosfbo+ntE613gnXdCuyo6K9L6vC6TwObgDUzoa/GqavufeXuMz7gF44ad9NgxwN/CnwhGr4OeDDqvCuBtdH4+cDL0f28aHjeSdbxduBSRgbplNVB+Q/pymiZB4H3TKKuvwD+uMq8F1L+Y22I/iBeil6Q6Wj4bCAXzXNhtMydwAei4a8Dv19DTUsGX7BAK/BC1HZd+2ucuurdXwbMioazlIPoyrHWBXwU+Ho0/AHgexOtd4J13Qq8v8r80/m6vwH4DsNBWte+GqeuuveVu59yh2jeB/xLNPwvwH+rGH+blz0JzDWzJcDPAz909y5376a897jqZBp090eBrjjqiKbNdvcnvfxM3laxronUNZb3AXe4+4C776C8J3A5FZeTcPcAuAN4n5V/GPVa4O4q2zheTa+6+8Zo+CjwLLCMOvfXOHWNZbr6y929N3qYjW4+zroq+/Fu4J1R2ydV7yTqGsu0PI9mthx4L/CN6PF4/T4tfVWtrhOYtoyAmX0M3oF/N7MN0eUMABa5+6vR8H5gUTS8DNhdseyeaNxY4ydrqupYFg1PZX0fN7OtZvYtM5s3wboWAD3uXphoXWbWDryF8t7fjOmvUXVBnfvLzNJmtpny4bYfUt6LHGtdQ+1H0w9HbU/56390Xe4+2F9/E/XX35pZw+i6amx/os/jzcCfAIMXkRqv36etr6rUNaiefQXM7IB/m7tfCrwH+JiZvb1yYvRuNt5exbSYKXVEvgacA1wCvAp8uR5FmNks4B7gD9z9SOW0evZXlbrq3l/uXnT3Syh/0/ty4ILprqGa0XWZ2RspH7u+ALiM8qGE/z1d9ZjZLwAH3X3DdLVZi3HqqltfVZqxAe/ue6P7g8B9lF/8B6J/WYjuD0azj3VZhLgulzBVdeyNhqekPnc/EP1hloB/otxnE6nrEOV/HTOjxp+QmWUph+jt7n5vNLru/VWtrpnQX4PcvYfyB8FXjbOuofaj6XOitmN7/VfUtSo61OXuPgD8MxPvr4k8j1cDv2RmOykfPrmW8m9N1LuvjqvLzL5d574a5jUerJ/OG9ACtFYM/5TysfMvMvLDupui4fcy8oOLdT78wcUOyh9azIuG50+gnnZGfpg5ZXVw/Aco102iriUVw39I+VgjwEWM/GDpZcofKmWi4RUMf7B0UbTMXYz88OqjNdRjlI8R3jxqfF37a5y66t1fbcDcaLgJeAz4hbHWBXyMkR8c3jnReidY15KK/rwZ+HydXvfvYPjDzLr21Th1zYy+OpkNmK4b5U+ytzB8mtano/ELgB9RPo3oPyo6wCj/uMhLlE8nWlmxrt+m/EHKduC3JlDLdyn/+x5SPv71P6eyDmAl8HS0zD9Q++li1er616jdrZSv+1MZYJ+O2nieik/hKX+q/0I07dOjnoN1Ub13AQ011PQ2yodftlJx6mG9+2ucuurdX2+ifGrd1mib/ny8dVE+ffGuaPw64OyJ1jvBuv4z6q+ngW8zfKbNtL3uo2XfwXCQ1rWvxqlrRvSVLlUgIpJQM/YYvIiITI4CXkQkoRTwIiIJpYAXEUkoBbyISEIp4EXGYWY3mtm76l2HyEToNEmRMZhZ2t2L9a5DZKK0By+nJTNrN7PnzOx2M3vWzO42s2Yz22lmXzCzjcCvmNmtZvb+aJnLzOynZrbFzNaZWWt0Ua4vmtn66MJSv1fnTRMZooCX09n5wFfd/Q3AEcrXEAc45O6XuvsdgzOaWY7yD0h80t3fDLwLOEb5G8SH3f0yyheW+l0zWzGdGyEyFgW8nM52u/tPouFvU76kAZSDfLTzgVfdfT2Aux/x8mVofw74cHRp3bWUL8twXqxVi9Qoc+JZRBJr9AdQg4/zJ7EOAz7h7g9PTUkiU0d78HI6e52ZXRUNfxB4fJx5nweWmNllANHx9wzwMPD70eWIMbPXm1lLnEWL1EoBL6ez5yn/mMyzlC/R+rWxZvTyz7j9GvD3ZraF8q8vNVL+mbZngI1m9jTwj+g/Y5khdJqknJain+5b4+5vrHctInHRHryISEJpD15EJKG0By8iklAKeBGRhFLAi4gklAJeRCShFPAiIgn1/wEmBcU0xqxiXwAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price', bins=700, kde=True);"]},{"cell_type":"markdown","metadata":{"id":"K8odvDwSeYni"},"source":["Clearly, if we increase the number of bins, it reduces the frequency count in each group (bin). Since the scale of KDE depends on the total frequency of each bin (group), the above code gives us a flattened KDE plot."]},{"cell_type":"markdown","metadata":{"id":"YrNe76c55IuS"},"source":["**Let's check out the histograms for a few more attributes in the data.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lvkFthd_5IuS","outputId":"abc65643-4837-49cc-d5b6-9818a7338442"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='curb_weight', kde=True);"]},{"cell_type":"markdown","metadata":{"id":"hU64jtH-eYnj"},"source":["- A histogram is said to be **symmetric** if the left-hand and right-hand sides resemble mirror images of each other when the histogram is cut down the middle."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EPGmJKGO5IuS","outputId":"a720d602-debc-4412-f5d1-76d88c3e9db3"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='horsepower', kde=True);"]},{"cell_type":"markdown","metadata":{"id":"T2Nu0xFSeYnj"},"source":["- The tallest clusters of bars, i.e., peaks, in a histogram represent the **modes** of the data.\n","- A histogram **skewed to the right** has a large number of occurrences on the left side of the plot and a few on the right side of the plot.\n","- Similarly, a histogram **skewed to the left** has a large number of occurrences on the right side of the plot and few on the left side of the plot."]},{"cell_type":"markdown","metadata":{"id":"CVpitoKleYnk"},"source":["**Histograms are intuitive but it is hardly a good choice when we want to compare the distributions of several groups. For example,**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"U8G-kAWGeYnk","outputId":"c336d1f5-0e76-4e56-b7bc-9abda67f8bd0"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABQcklEQVR4nO3dd3hUVf748feZOzOZ9B4ISUhC70moAoJIR1hUig1cwbWsgri6y35ddVfQ1Z9tdV3bqqsi6iIqytoVKQKC0kvoBAKEEiC9Z8r5/TGTIYEkpMxkksx5Pc88c+fec8/9zM3kM3fOPfdcIaVEURRF8R46TwegKIqiNC2V+BVFUbyMSvyKoiheRiV+RVEUL6MSv6IoipfRezqAuoiIiJAJCQmeDkNRFKVF2bp163kpZeTF81tE4k9ISGDLli2eDkNRFKVFEUIcq26+aupRFEXxMirxK4qieBmV+BVFUbxMi2jjVxSl5TGbzWRkZFBaWurpUFo9k8lEbGwsBoOhTuVV4lcUxS0yMjIIDAwkISEBIYSnw2m1pJRkZWWRkZFBYmJindZRTT2KorhFaWkp4eHhKum7mRCC8PDwev2yUolfURS3UUm/adR3P6vEryiK4mVU4lcURfEyrT7xJ7SPRQjh8kdC+1hPvzVF8Srp6en06tWrQeuuWbOGSZMmuSSOHTt28M0331y23IIFC3j++eddsk1Xa/W9eo6dOIlc9ZTL6xUjH3Z5nYqiNH87duxgy5YtXHPNNZ4OpcFa/RG/oiith8ViYcaMGXTv3p1p06ZRXFzMypUrSUlJoXfv3tx+++2UlZUB8N1339GtWzf69u3LZ599BoDNZqNz586cO3fO+bpTp07O1xf75JNP6NWrF0lJSQwfPpzy8nL+9re/sXTpUpKTk1m6dGmd6ktLS2P8+PH069ePYcOGsX//fnftojpxW+IXQpiEEJuEEDuFEHuEEAsd8xOFEL8KIQ4LIZYKIYzuikFRlNblwIED3Hvvvezbt4+goCBeeOEFZs2axdKlS9m9ezcWi4XXX3+d0tJS7rzzTr788ku2bt3KmTNnANDpdMycOZMPP/wQgB9//JGkpCQiIy8ZwBKAxx9/nO+//56dO3fyxRdfYDQaefzxx7nxxhvZsWMHN954Y53qu+uuu3j55ZfZunUrzz//PPfee68b99LlufOIvwwYKaVMApKB8UKIK4BngBellJ2AHOB3boxBUZRWJC4ujqFDhwIwc+ZMVq5cSWJiIl26dAHgtttuY+3atezfv5/ExEQ6d+6MEIKZM2c667j99ttZvHgxAO+88w6zZ8+ucXtDhw5l1qxZvPXWW1it1mrLXK6+wsJCNmzYwPTp00lOTubuu+/m9OnTDd8JLuC2Nn4ppQQKHS8NjocERgK3OOa/BywAXndXHIqitB4X91cPCQkhKyurXnXExcXRpk0bVq1axaZNm5xH69X597//za+//srXX39Nv3792Lp1a73rs9lshISEsGPHjnrF6U5ubeMXQmhCiB3AWWAFkAbkSiktjiIZQEwN694lhNgihNhSU/uboije5fjx42zcuBGA//73v/Tv35/09HQOHz4MwPvvv89VV11Ft27dSE9PJy0tDYAlS5ZUqeeOO+5g5syZTJ8+HU3TatxeWloagwYN4vHHHycyMpITJ04QGBhIQUFBnesLCgoiMTGRTz75BLAPsbBz587G7YhGcmvil1JapZTJQCwwEOhWj3XflFL2l1L2r6n9TVEU79K1a1deffVVunfvTk5ODg888ADvvvsu06dPp3fv3uh0On7/+99jMpl48803mThxIn379iUqKqpKPZMnT6awsLDWZh6A+fPn07t3b3r16sWQIUNISkri6quvZu/evc6Tu3Wp78MPP+Ttt98mKSmJnj178r///c81O6SBmqQ7p5QyVwixGhgMhAgh9I6j/ljgZFPEoChKy5aQkFBtb5hRo0axffv2S+aPHz++xt4zO3fuJCkpiW7daj8WregNVFlYWBibN2++bH0LFixwTicmJvLdd9/Vuq2m5M5ePZFCiBDHtC8wBtgHrAamOYrdBnj2q09RFK/y9NNPM3XqVP7f//t/zbK+piDs52DdULEQfbCfvNWwf8F8LKV8XAjRAfgICAO2AzOllGW11dW/f3/Z0HvuCiHcdgGXu/adorQG+/bto3v37p4Oo06efPJJZxt8henTp/PII494KKL6q25/CyG2Sin7X1zWnb16dgEp1cw/gr29X1EUpVl45JFHWlSSbyx15a6iKIqXUYlfURTFy6jEryiK4mVU4lcUpUnEtY936dDoce3jPf2WLis3N5fXXnvN+frUqVNMm2bv1Lho0SLmzp1b7XoBAQFujavVD8usKErzkHHiOC/8cMBl9T04tqvL6nIHi8XiTPwVg7K1a9eOTz/91MORqSN+RVFascWLF9OnTx+SkpK49dZbSU9PZ+TIkfTp04dRo0Zx/PhxAGbNmsW8efMYMmQIHTp0cCbnm266ia+//tpZ36xZs/j000+xWq3Mnz+fAQMG0KdPH9544w3AfsOXYcOGMXnyZHr06MFDDz1EWloaycnJzJ8//5KbyZw4cYIRI0bQuXNnFi5cWO17eO6555zbeeyxx1yyX9QRv6IordKePXv4+9//zoYNG4iIiCA7O5vbbrvN+XjnnXeYN28ey5cvB+D06dOsX7+e/fv3M3nyZKZNm8aNN97Ixx9/zMSJEykvL2flypW8/vrrvP322wQHB7N582bKysoYOnQoY8eOBWDbtm2kpqaSmJhIeno6qampzgHa0tPTq8S4adMmUlNT8fPzY8CAAUycOJH+/S90u//hhx84dOgQmzZtQkrJ5MmTWbt2LcOHD2/UvlFH/IqitEqrVq1i+vTpREREAPahFjZu3Mgtt9gHB7711ltZv369s/x1112HTqejR48eZGZmAjBhwgRWr15NWVkZ3377LcOHD8fX15cffviBxYsXk5yczKBBg8jKyuLQoUMADBw4kMTExDrFOGbMGMLDw/H19WXKlClV4gF74v/hhx9ISUmhb9++7N+/37mdxlBH/IqiKICPj49zuuKqfJPJxIgRI/j+++9ZunQpN910k3P5yy+/zLhx46rUsWbNGvz9/eu8zYuHmb74tZSSv/zlL9x99931ei+Xo474FUVplUaOHMknn3ziHK8/OzubIUOG8NFHHwH2ETOHDRt22XpuvPFG3n33XdatW8f48eMBGDduHK+//jpmsxmAgwcPUlRUdMm61Q3hXNmKFSvIzs6mpKSE5cuXO28yU2HcuHG88847FBbab21y8uRJzp49W4d3Xzt1xK8oSpOIjWvv0p44sXHta13es2dPHnnkEa666io0TSMlJYWXX36Z2bNn89xzzxEZGcm777572e2MHTuWW2+9lWuvvRaj0X6n2DvuuIP09HT69u2LlJLIyEjnuYLKwsPDGTp0KL169WLChAnMmTOnyvKBAwcydepUMjIymDlzZpX2/Ypt79u3j8GDBwP2bp4ffPDBJcNM15fbBmlzJTVIm6K0PC1pkLbWoD6DtKmmHkVRFC+jEr+iKIqXUYlfURTFy6jEryiK4mVU4lcURfEyKvEriqJ4GZX4FUVpEgntY106LHNC+9jLbvPiQdEuZ/ny5ezdu7fWMmvWrGHSpEnVv8eEBM6fP1/n7dVEDcusKEqrcOzESZdeUyNGPuyyuiosX76cSZMm0aNHD5fX3ZyoI35FUVo1q9XKnXfeSc+ePRk7diwlJSW89dZbDBgwgKSkJKZOnUpxcTEbNmzgiy++YP78+SQnJ5OWlsbhw4cZPXo0SUlJ9O3bl7S0NAAKCwuZNm0a3bp1Y8aMGVUu5nz22Wfp3bs3AwcO5PDhwwB8+eWXDBo0iJSUFEaPHu0cBK6wsJDZs2fTu3dv+vTpw7Jly6rEfv78eQYPHlxlaGhXUIlfUZRW7dChQ8yZM4c9e/YQEhLCsmXLmDJlCps3b2bnzp10796dt99+myFDhjB58mSee+45duzYQceOHZkxYwZz5sxh586dbNiwgejoaAC2b9/OP//5T/bu3cuRI0f4+eefndsLDg5m9+7dzJ07lz/84Q8AXHnllfzyyy9s376dm266iWeffRaAJ554wll+165djBw50llPZmYmEydO5PHHH2fixIku3SeqqUdRlFYtMTGR5ORkAPr16+ccI//RRx8lNzeXwsLCS0bZBCgoKODkyZNcf/31gH2kzgoDBw4kNtZ+jiE5OZn09HSuvPJKAG6++Wbn8wMPPABARkYGN954I6dPn6a8vNw5bPOPP/7oHDQOIDQ0FACz2cyoUaN49dVXueqqq1y5OwB1xK8oSitXebhlTdOwWCzMmjWLV155hd27d/PYY49RWlra6DorVB5auWL6vvvuY+7cuezevZs33njjstvT6/X069eP77//vl5x1ZVK/IqieJ2CggKio6Mxm818+OGHzvmVh1EODAwkNjbWOepmWVkZxcXFl6176dKlzueKUTXz8vKIiYkB4L333nOWHTNmDK+++qrzdU5ODmD/wnjnnXfYv38/zzzzTCPeafXc1tQjhIgDFgNtAAm8KaV8SQixALgTOOco+rCU8ht3xaEoSvMQHxfj0p448XExDV73iSeeYNCgQURGRjJo0CBnsr/pppu48847+de//sWnn37K+++/z913383f/vY3DAYDn3zyyWXrzsnJoU+fPvj4+LBkyRIAFixYwPTp0wkNDWXkyJEcPXoUgEcffZQ5c+bQq1cvNE3jscceY8qUKYD9l8SSJUuYPHkygYGBzhu2u4LbhmUWQkQD0VLKbUKIQGArcB1wA1AopXy+rnWpYZkVpeVRwzI3rfoMy+y2I34p5WngtGO6QAixD2j4V7SiKIriEk3Sxi+ESABSgF8ds+YKIXYJId4RQoTWsM5dQogtQogt586dq66IoiiK0gBuT/xCiABgGfAHKWU+8DrQEUjG/ovgH9WtJ6V8U0rZX0rZPzIy0t1hKoqieA23Jn4hhAF70v9QSvkZgJQyU0pplVLagLeAge6MQVEURanKbYlf2Duwvg3sk1K+UGl+dKVi1wOp7opBURRFuZQ7r9wdCtwK7BZC7HDMexi4WQiRjL2LZzpwtxtjUBRFUS7izl496wFRzSLVZ19RvFBcfBwZxzNcVl9s+1hOHDvhsvoqpKenM2nSJFJTW29jhFeM1bNg4UJPh6AoXi/jeAavbn/18gXraE7KHJfV5W28IvFPvPsal9e58KfPXV6noiiuU1RUxA033EBGRgZWq5W//vWvdOrUiQcffJDCwkIiIiJYtGgR0dHRbN26ldtvvx2AsWPHOutIT0/n1ltvpaioCIBXXnmFIUOGsGbNGhYsWEBERASpqan069ePDz74oMo4Pc2ZGqtHUZRW6bvvvqNdu3bs3LmT1NRUxo8fz3333cenn37qTPSPPPIIALNnz+bll19m586dVeqIiopixYoVbNu2jaVLlzJv3jznstqGZm7uvOKIX1EU79O7d2/++Mc/8n//939MmjSJ0NBQUlNTGTNmDGC/QUt0dDS5ubnk5uYyfPhwAG699Va+/fZbwD488ty5c9mxYweapnHw4EFn/bUNzdzcqcSvKEqr1KVLF7Zt28Y333zDo48+ysiRI+nZsycbN26sUi43N7fGOl588UXatGnDzp07sdlsVcbkr21o5uZONfUoitIqnTp1Cj8/P2bOnMn8+fP59ddfOXfunDPxm81m5125QkJCWL9+PUCVYZrz8vKIjo5Gp9Px/vvvY7VaPfJeXE0d8SuK0iRi28e6tCdObPvYWpfv3r2b+fPno9PpMBgMvP766+j1eubNm0deXh4Wi4U//OEP9OzZk3fffZfbb78dIUSVk7v33nsvU6dOZfHixYwfPx5/f3+Xxe9JbhuW2ZUaOyzzpv9e7+KIYOAtn6thmRWlFmpY5qZVn2GZVVOPoiiKl1GJX1EUxcuoxK8oiuJlVOJXFEXxMirxK4qieBmV+BVFUbyMSvyNIIRw+SMuPs7Tb0tR3CIhLs6l/ysJcep/paHUBVyN4MohZiuooWaV1upYRgZn//Wyy+qLmnefy+ryNuqIX1GUVum5557jX//6FwAPPPAAI0eOBGDVqlXMmDGDe+65h/79+9OzZ08ee+wx53rffPMN3bp1o1+/fsybN49JkyYBkJ2dzXXXXUefPn244oor2LVrFwALFizg9ttvZ8SIEXTo0MG5zeZMJX5FUVqlYcOGsW7dOgC2bNlCYWEhZrOZdevWMXz4cJ588km2bNnCrl27+Omnn9i1axelpaXcfffdfPvtt2zdupVz584563vsscdISUlh165dPPXUU/z2t791Ltu/fz/ff/89mzZtYuHChZjN5iZ/v/WhEn8t9JYydDYLqKEZFKXF6devH1u3biU/Px8fHx8GDx7Mli1bWLduHcOGDePjjz+mb9++pKSksGfPHvbu3cv+/fvp0KEDiYmJANx8883O+tavX8+tt94KwMiRI8nKyiI/Px+AiRMn4uPjQ0REBFFRUWRmZjb9G64H1cZfjaCiLGLOHyGg1P5HLfIJ4ERkZwr8wzwcmaIodWUwGEhMTGTRokUMGTKEPn36sHr1ag4fPoyvry/PP/88mzdvJjQ0lFmzZlFaWtrgbbW0IZrVEf9FwvLP0CVjB3qrmRMRHcmI6IjeZqFbxnais9I9HZ6iKPUwbNgwnn/+eYYPH86wYcP497//TUpKCvn5+fj7+xMcHExmZqbzxitdu3blyJEjpKenA7B06dIqdVUM2bxmzRoiIiIICgpq8vfkCuqIv5Kgoiw6nN5DgV8oh2KSsOk0AM6ExpF4Zj+x59OQCM6Ex3s4UkVpeeJjY13aEyc+tvZhmcGerJ988kkGDx6Mv78/JpOJYcOGkZSUREpKCt26dSMuLo6hQ4cC4Ovry2uvveYcgnnAgAHOuipO4vbp0wc/Pz/ee+89l72XpqYSv4POZiHhzH5KjX5Vkj6A1Gkcie4B2Ig9f5giU6DnAlWUFir9xIkm3+aoUaOqnGitfOvERYsWVbvO1Vdfzf79+5FSMmfOHPr3t49qHBYWxvLlyy8pv2DBgiqvU1NTGx23u6mmHoeY80fxsZSS3qZ7laTvJATpbXtQavSjw+k9RPiJpg9SURS3e+utt0hOTqZnz57k5eVx9913ezokl3Nb4hdCxAkhVgsh9goh9ggh7nfMDxNCrBBCHHI8h7orhroymEuJyjnBueB2FPqF1FjOptNIi+6F3mrm2dE+NZZTFKXleuCBB9ixYwd79+7lww8/xM/Pz9MhuZw7j/gtwB+llD2AK4A5QogewEPASillZ2Cl47VHtck5gQBOhSVctmyJKZDMsPbMTjHSNuuY22NTFEVxNbclfinlaSnlNsd0AbAPiAGuBSrOirwHXOeuGOpCs5qJyjtJdmAU5UbfOq1zKjyRE3k2rtz1BUibmyNUFEVxrSZp4xdCJAApwK9AGynlaceiM0CbGta5SwixRQixpfLVc64WkXcazWbldFjde+rYdBp/WVlGVN4pOp7a47bYFEVR3MHtiV8IEQAsA/4gpcyvvEza71Ze7WWxUso3pZT9pZT9IyMj3RZfRP5pCk1BlNSzp86SVDPZgVEM3LcCYbO6KTpFURTXc2viF0IYsCf9D6WUnzlmZwohoh3Lo4Gz7oyhNr6lBfiVFZIV1Lbe69okbOo+htDCc3TJ2OmG6BSldYlvH+/SYZnj21/+V3p6ejq9evVy2XsICAhw1vvf//7XZfU2Nbf14xdCCOBtYJ+U8oVKi74AbgOedjz/z10xXE54/hlsCLIDq21tuqwj0T3JCmpL8qG1HIhLAaG6eCpKTY6fOM6vX6S5rL5Bkzu6rK7qWCwW9PrqU2RF4r/lllvcGoO7uPOIfyhwKzBSCLHD8bgGe8IfI4Q4BIx2vG56UhKef4a8gHAsemPD6hCC7Z2GEV6QSfvMA66NT1EUl7Bardx555307NmTsWPHUlJSwltvvcWAAQNISkpi6tSpFBcXAzBr1ix+//vfM2jQIP785z9z9OhRBg8eTO/evXn00UeddT700EOsW7eO5ORkXnzxRUpLS5k9eza9e/cmJSWF1atXA/aLxK699lpGjBhB586dWbhwoUf2wcXc2atnvZRSSCn7SCmTHY9vpJRZUspRUsrOUsrRUspsd8VQG//SfIzW8gYf7Vc4HJtEgW8wKYfWuigyRVFc6dChQ8yZM4c9e/YQEhLCsmXLmDJlCps3b2bnzp10796dt99+21k+IyODDRs28MILL3D//fdzzz33sHv3bqKjo51lnn76aYYNG8aOHTt44IEHePXVVxFCsHv3bpYsWcJtt93mHPRt06ZNLFu2jF27dvHJJ5+wZcuWJt8HF/PaK3dDCs8jEeT5hzeqHptOY2fHK4nJOkpU9nEXRacoiqskJiaSnJwM2IdqTk9PJzU1lWHDhtG7d28+/PBD9uy50Dtv+vTpaJr96v2ff/7ZOTRzxZDM1Vm/fj0zZ84EoFu3bsTHxzuHhxgzZgzh4eH4+voyZcoU1q9f7463WS9enPjPUeAXglUzNLquffEDKDWYSDm8zgWRKYriStUNmTxr1ixeeeUVdu/ezWOPPVZlSGZ/f/8q64tGnru7eP3G1ucKXpn4fcqL8SsvIjcgwiX1mQ0+7Em8gg6n9hBceN4ldSqK4j4FBQVER0djNpudQy1XZ+jQoXz00UcAVcoFBgZSUFDgfF15yOaDBw9y/PhxunbtCsCKFSvIzs6mpKSE5cuXO0cC9SSvHJ0zpMienHP9XXd9wK4OQ0g6vJ4+aT+zLulal9WrKK1F+7j2Lu2J0z6ufYPXfeKJJxg0aBCRkZEMGjSoShKv7KWXXuKWW27hmWee4dprL/xf9+nTB03TSEpKYtasWdx7773cc8899O7dG71ez6JFi5y/NAYOHMjUqVPJyMhg5syZztE+PckrE39QUTYlBj/K6jhEQ12UmAI5FJtEt+Nb2dR9rEvrVpTW4Njxph/bKiEhocowyX/605+c0/fcc88l5S8eqjkxMZGNGzc6X//9738H7Hf3WrVqVZWy7777brUxxMbGVjucsyd5XVOPkDYCi3PJ93f9oKC7OgzBYDXT/dhml9etKIriKl6X+P1L8tCklXy/xvXmqU5WSDtOhifS68hGNYyDoijOk8jNTZ0SvxDikrMR1c1rCYKKc5BAQS3j7jfGro5DCSrJJfHMPrfUrygtiX04LsXd6ruf63rE/3Id5zV7wUXZFJmCXNKNszrp0d3J9wuld9oGt9SvKC2FyWQiKytLJX83k1KSlZWFyWSq8zq1ntwVQgwGhgCRQogHKy0KAqq5P2HzprNZ8C/Nr9cQzPUlhY7diYMZuucbInJPcT6kndu2pSjNWWxsLBkZGbhzWHXFzmQyEVuHm89XuFyvHiMQ4ChXedzifGBavaPzsICSPATSbc08FfbF92fg/h/pk/Yzq/pNd+u2FKW5MhgMJCYmejoMpRq1Jn4p5U/AT0KIRVLKFn+fwYCSXCRQaAp263bKjb7sb9+XHsc2s7Hn+HqP9a8oiuJOdW3j9xFCvCmE+EEIsari4dbI3CCwOJdin0BsmvsvX9jdYQiazUrP9E1u35aiKEp91DUDfgL8G/gP0CL7KQppI6A0n7MhMU2yvdzASI616ULPo7+yrctV2HReea2coijNUF2P+C1SytellJuklFsrHm6NzMX8SgvQSRuFviFNts1dHYbiX1ZAp5O7m2ybiqIol1PXw9AvhRD3Ap8DZRUzPTWWfkMEluQCUOCmxC+l5HzJeTKLM8kry6PcVo5B6OnnG0S3Q2vY264Xejd1IVUURamPuib+2xzP8yvNk0AH14bjPgEleZQafBt+t60amK1m9mTtYU/WHvLL7feS1+v0GHVGLDYL//HT+FvWWXZsfYOCtj3pE9mHcF/XXzWsKIpSV3VK/FLKFt8ny780nwJf147Pk5abxrqT6yixlNDOvx19o/oSGxhLgCHAOea2pTSf4h//wR3FFubmpbE/Zz+JQYlc0e4KQnxCXBqPoihKXdQp8QshflvdfCnlYteG4x4GcylGSxmFvkEuqa9M2oi9K5Yfjv1ApG8k4xLGEe0fXW1ZvSmIAwlXcEXaeu7pdwsbi46z49wOlh5YSv82/UmJSkEnvG7IJEVRPKiuTT0DKk2bgFHANqBFJH7/UnsTTJGp8Yk/T1p40XKK4CuCGdB2AH2j+l42ce/ucAVJh9fR7/g2zD3H0yO8B+tPrmfTmU0czz/O2ISx+Bv8a61DURTFVep0qCmlvK/S406gL/YreluEgNJ8bAiKfRoXcrY087Q5g0xZzrGXjtG/Tf86Ha0X+oVypF1PeqRvQm8px8/gx9iEsYxuP5rzpef59OCnnC463ajYFEVR6qqhbQxFQItp9/cvzafYFIjUNXx4oXxp4TnzSfKx8qA+hsKdhfVaf1fHoZjMJXQ5sd05r3NoZ6Z0moJep+eLtC/Ym7W3wfEpiqLUVV2HZf5SCPGF4/E1cAB7185mTyfAvyS/Uc08ZdLGS5ZTZGPhD/p2dNbV/+5aZ8LiORvcjj5HNkCl0QrDfcOZ1mUaMQEx/JTxE5G/iVSjGSqK4lZ1PeJ/HviH4/EUMFxK+ZDbonKhbhE6NGltcOKXUvKe9Szpsoy79W0blPQBEILdHYcSVnCW2HOHqyzy0XyYkDiBLqFdaDO1Dc9veV4lf0VR3Kaubfw/Afuxj9AZCpRfbh0hxDtCiLNCiNRK8xYIIU4KIXY4Htc0NPC6GhRjb94pamCPnh9tufxiK+B6LZy+usadIzgU04dinwD6pP18yTJNaIyMG0nWiiwW713Mgo0LsElbo7anKIpSnbo29dwAbAKmAzcAvwohLjcs8yJgfDXzX5RSJjse39Qn2IYYGKNh0ekpNfjVe91jtlI+tp4nRfgzUdf4awBsmp49CYNIyDxAcOH5S5YLITj94Wnu6nMXnx36jKd+fUod+SuK4nJ17c75CDBASnkWQAgRCfwIfFrTClLKtUKIhEZH2EiDYjR7M4/jgqq6KpM2/m05QxB6ZuvbOC/IaqzUxEH0PbSG3mkbWJ80udoyc5PnYraZeTf1XYyakfn957ts+4qiKHVt49dVJH2HrHqse7G5QohdjqYg115Ke7HyYnq30TWofX+ZNYtMzNyhb0OAcN3NxkpMgRyK6UO3E1sxmkurLSOE4IG+DzCj+wze3/s+L29vkXe5VBSlmapr8v5OCPG9EGKWEGIW8DXQkGaa14GOQDJwGvvJ4moJIe4SQmwRQmxp8K3bTu9ErxP1vmL3sK2ElbZcRuqC6a6rfxPR5ezqOBSjpZxux7bUWEYIwf8N+D+mdZnGW7vf4o2db7g8DkVRvNPl7rnbCWgjpZwvhJgCXOlYtBH4sL4bk1JmVqr7LeCrWsq+CbwJ0L9//4Y1dJ+0J9b6HPFbpGSR9Sxh6JmqRTRos5dzPiSGU+EJ9D6ygd0dhyBruAhMCMFfr/gr5dZyXtnxCr56X37bs9rRMxRFUersckf8/8R+f12klJ9JKR+UUj6IvQ//P+u7MSFE5QFtrgdSayrrErknOJpjw6L3qfMqq225nJLl3KKPxNeNY+js6jCE4OIc4s/sr7WcTuhYOGQhY+LH8NyW51h+eLnbYlIUxTtcLrO1kVJechcRx7yE2lYUQizB/sugqxAiQwjxO+BZIcRuIcQu4GrggYaFXUfXPEuP1+p+hW2+tLDcmk1P4UeycO/YOUeje1DgG0JSNV07L6bX6Xl62NMMjh7MYxseY+XxlW6NTVGU1u1yiT+klmW1XskkpbxZShktpTRIKWOllG9LKW+VUvaWUvaRUk6WUrp9gJpSS93Lfm7NohwbN+sj3d6LRuo0dncYTMz5I4TnXX43GDUj/7z6n/SK6MX8n+bzy+lf3Bqfoiit1+US/xYhxJ0XzxRC3AG0qFsvXs4xWylrbfmM1IXQTrj2Zi012Rc/ALNmoE/ahjqV9zP48dqo14gPimfeqnnsPqdu6agoSv1dLvH/AZgthFgjhPiH4/ET8DvgfrdH10SklCyxnicAjWu1sCbbbpnRlwNxfemcsQNTWd2apIJ9gnlzzJuEm8K5Z+U9pOWmuTlKRVFam1oTv5QyU0o5BFgIpDseC6WUg6WUZ9wfXtPYLYs5KEu4TgvDz4V99utiV8ehaDZrnY/6ASL9Inlz7JsYdUbu+uEuThaedGOEiqK0NnUdq2e1lPJlx2OVu4NqSlJKPrdmEYGeYbrgJt9+bmAkR9r1pPeRjRhquKCrOnGBcbwx5g1KraXc9cNdnC+5dAgIRVGU6nj9Pf+2ySKOyTKu1cLRe2hYhG1dRuBjKaXX0V/rtV7n0M68Nvo1zpWc4+4Vdztv9q4oilIbr078NsfRfjQGBusCPRbHuZAYjkd1JiltPaa6jp7kkBSZxEtXv8TRvKPM+XEOxeZi9wSpKEqr4dWJ/1dbAadkOdfpw9F5eBC0rV2uxq+skNtTDPVed3C7wTw7/Fl2nd/Fgz89iNlqdkOEiqK0Fl6b+K1S8j9rNu2FD/2E528ffDo8gdNh8fx5iA80IHGPjh/NgsEL+Pnkz/xl/V+w2OpxAYOiKF6lng0LrccmWwFnMTNXi27Q0b4mYE7KHJfG9FUnPd/M8IPdn0DyLfVe//rO15Nfns/zW55Hh46nhj2FXue+P3FcfBwZxzNcXm9s+1hOHDvh8noVRbHzysRvk5JvbDnECGODh2awStj03+tdG5iU7Fi7guR1L0CfG6EBN4e/redtWKWVF7e+iFVaeXr40xh09W8+qouM4xm8uv1Vl9fr6i9URVGq8sqmnh2yiJOynGt0oR5v269CCJ5aVwZZh2Dflw2u5vZet/On/n/ih2M/MP+n+arNX1GUKrwu8Usp+dqaTSQGBnqwJ09Nlu2zQFhHWPc8NOK2i7f1vI2HBj7EyuMrefCnBym3XvY2yYqieAmvS/x7ZTFHZRkTtFC05nS072CTwPA/wZndcKBxtySe0X0GDw96mDUn1jBv1TzV1VNRFMALE//X1hxC0BjaDI/2nXrfAGEdYM3/a9RRP8DN3W5m4ZCFbDy9kdu/v52skiwXBakoSkvlVYn/qK2U/bKEcVooBjfeZKXRND0M/7P9qH9/jTcpq7Mpnafw0tUvkZabxm+//S0n8lWPGUXxZs04+7ne97YcfNExXFf/m683ud7T7W39a54Bm63R1Y2IG8FbY98irzyPmd/OZE/WHhcEqShKS+Q1if+8NLPFVshVuiB8m3gEzgbR9HDV/0Gma476AZKjklk8YTEmzcTt393OmhNrXFKvoigti9ck/h+tuQhgtBbi6VDqrtdUCO8EP7nmqB+gQ3AH3r/mfRKCE5i3ah5v7XoL2cjzCIqitCxekfiLpZW1tnwG6AIJE+65mMktnEf9qbC/4f36LxblF8V7499jQuIE/rX9X/zppz+pHj+K4kW8IvGvteVTio1xuhBPh1J/vaZCeGeXtfVXMOlNPD3saR7s9yArjq3gtu9u41ThKZfVryhK89X6E78GK6y5dBO+xOtMno6m/nSa/aj/7B7Yu9ylVQshmN1rNq+OepWTBSe54asbWJux1qXbUBSl+Wn1iT94QDA5WBjbQtr2NWFPyJUfWvIN7M60cvCN32LQxCXLL/dIaB9b6zaHxQ5jyaQltPVry5yVc3hh6wuYbWqYB0VprVr1IG1SSiLGR9AWA30aOBhbU7NKkKueunRB1mFI/RTz4unQLqVedYqRD1+2THxQPB9O/JBnNz3Lu6nvsj1zO89d9Rxt/dvWa1uKojR/rfqIf0vmFnwTfBmrNbPB2BoirCMExcKx9eCmcXd8NB/+OvivPDv8WQ7mHGTal9NYfXy1W7alKIrntOrE/9mhz7DkWxjSnIdnqCshoMMIKC+CjC1u3dSExAl8/JuPaeffjnmr57Fw40LV60dRWhG3JX4hxDtCiLNCiNRK88KEECuEEIccz6Hu2j7AwiELSX8+HWNzHp6hPoJj7T18TvwCbk7E8UHxfHjNh8zuNZtlB5dx41c3sue8utpXUVoDd2bERcD4i+Y9BKyUUnYGVjpeu41RM1J6vNSdm2h6iVfZb82Yvt7tmzJoBh7s9yBvj3ubEksJM7+ZyZu73sRqs7p924qiuI/bEr+Uci2QfdHsa4H3HNPvAde5a/utln+E/eTuqe1QeLZJNjmg7QCWTV7GmPgxvLz9ZWZ/P5uMAtffclFRlKbR1L162kgpTzumzwBtaioohLgLuAugffv2TRBa87Fg4cJal/vq4b5BRjJ//A/v7WyabpfBPsE8M/wZhsUO46lfn2Lal9MIGRKClBLR0k+cK4qX8Vh3TimlFELUOEiMlPJN4E2A/v37e9VgMhPvvuayZc7mZpCYeYCZt/QjJ7DG708AFv70uUviEkLwm46/oW+bvjy87mGK7ipixbEVXBV7FT56H5dsQ1EU92vqs56ZQohoAMdz07RVtELngmMo9gkg7uwhdE3c5h4TEMM7494h89NMjuYd5eODH6vhHhSlBWnqxP8FcJtj+jbgf028/dZDCI5FdcHHUka7rKNNvnlNp3Huq3Nc3/l6dELHF2lfsPnMZmzSdeMJKYriHu7szrkE2Ah0FUJkCCF+BzwNjBFCHAJGO14rDVToF8q5oGjaZh/DvyTfIzFE+UUxvct0Ood2ZkvmFv53+H8UlBd4JBZFUerGbW38Usqba1g0yl3b9EYnojoTXJxN4pm97IkfgNQ1/U1mjJqRUe1HERcYx9qMtXx84GNGxI2gY0jHJo9FUZTLayVXNnkvq2bgaNvu+JYXEeOBJp/KuoR2YXqX6YSYQvjh2A+sObEGs1UN9qYozY1K/K1Avn8454LbOZp88jwaS7BPMNd1uo6UqBT2Ze/j00OfklWS5dGYFEWpSiX+VuJEZGfK9SY6nE5F8/BRtiY0roi+gt90+A3l1nI+O/QZB7IPeDQmRVEuUIm/lbBqetLa9cJoLiPxzF5oBvfRjQ2MZXqX6UT6RbLqxCp+yvhJDfegKM2ASvytSJFvMCeiOhNaeJ6Y80c8HQ4AfgY/JnecTHJkMnuz9rL88HLV60dRPEwl/lbmbEgsZ4Pb0S47nYjc5nFRlU7oGNxuMOMSxpFblssnBz/heP5xT4elKF5LJf7WRgiOt+lKnl8YCZn7CMs/4+mInDoEd2Bql6kEGAL4+ujXbM3cimwGTVKK4m1U4m+FpNBxOKYPBb4hdDi9l9nJhnrfp7cuD60BY7OF+IRwfefr6RzSmU1nNrHi2Ap1f19FaWKt+p673sym0zgUm0Snk7t551rJE7f34FR4ov1OXi4y8JaGDf5m0BkY1X4U4b7h/HL6F/IO5zE+YTyBxlZwpzRFaQHUEX8rZtPpORSbxLvby4nJOkqXjB0YLGWeDguwj/SZEpXCNYnXkF+Wz7JDyzhdePryKyqK0mgq8bdyUui4/YtS0tt0I7Akl15HfyEq5wSimQymFh8Uz5TOUzDqjHxx5Av2Ze3zdEiK0uqpxO8lzoXEkJowiGJTIPFnDzq/ADSrxdOhEWoKZWrnqcT4x7AmYw3RM6Kx2Dwfl6K0Virxe5Eyox8HYlM4GJOEVdMTf/YgSWnriT+zj4DiHI9e9OWj9+GaDteQFJlE+Jhwfv/j78kr8+zwE4rSWqnE722EIC8ggr3xA9kTP4DsoCjC88/Q/cQ2ktPWE5+5n8DibPBAU5BO6BjSbggZb2WwLXMbt3x9C0dym8eFaIrSmqhePY2w5qc1ng6hUYpNQaS37cHxqC4EF2YRVnCW8LzTROWexKwZyAmIIicwiny/EBBNd4yQ+3Mu73z2Dvevvp8Z38zguaue48qYK5ts+4rS2qnE3whDOnV2Q62b3FBn7Ww6PTlBbcgJaoPOZiW4KIvQgkzC888QlXeScs1IZmgcZ0NisWlN85FJjkrmo4kfcd+q+5izcg5/6v8nZnafqW7sriguoBK/UoVNp5ETaD/SF44vgajck8SdTyM6+xhnQ2M5HRaPTef+j050QDSLJyzm4fUP8+zmZzmce5hHBz2KQTO4fduK0pqpxK/USOo0cgOjyA2Mwq80n+isY7TLso8BdLxN1yaJwc/gxwsjXuC1Ha/xxq43SM9L58WrXyTMFNYk21eU1kid3FXqpNgURFpMb/a2749Z70OnU7v54Hpf9E1wQZhO6JibMpdnhz/Lnqw93PzVzRzMOej27SpKa6USv1IvRb7B7Ivvz8nwRG7qpWfq2tcJKspukm1PSJzAovGLMNvM3PrNraw+vrpJtqsorY1K/Eq9SaHjVEQHxn9YjH9JPtPWvELMubQm2XaviF4smbiExOBE7l99P//Z/R81wqei1JNK/EqD/XjEyqdX3UuxKZDfbHiHThk7mmS7bfzbsGj8IsYnjOelbS/xl/V/oczaPMYgUpSWQJ3cdRWLRMuzIcokwiwRZpB6kCaBzSSwBehA3/q6IuYHRLBs+D1c88tiRm/5GM1m5UD7fm7frklv4pnhz9AptBMvb3+ZE/kneGnkS0T4Rrh924rS0qnE30AGwHDCjOG4Bf1pK1qujdrSuhRgC9ZhCddhidSwxOixhuhcOkyyp5gNJr4ePIsJv77PyG3L0Nms7EsY6PbtCiG4q89ddAzuyF/W/4WbvrqJf438Fz3Ce7h924rSknkk8Qsh0oECwApYpJT9PRFHQ4hCC/otOazs2InA70uQBjC30VPewYA1RIf0FUiDQBpAmEGUSnSlEi3XipZtQ3/Gik+aBSjD5iswx+opT9BjjtG36F8EFr2Rb674LeM3fcDVOz7HJjQOxLv/yB9gVPwoFgcu5r5V93Hbt7fx5JVPMjZhbJNsW1FaIk8e8V8tpTzvwe3XT5EFn9Xn0O/IQ1glv5SW0ndKpD1h1+lWVBcuOtIV2NCfsmA4acFwzIzPITNSD+VxeiYEBkKZFXw0970XN7FqBr4deCsTf3mPq3d8RpnRl/Topjn67hbWjSUTl/DA6gf4409/5HdZv2Nuylz0TXChmaK0NOrk7uXYJIZfs/F/JQ399lwsKcEUze3APSczMLc31DHpX1RloI7yrkaKRvqROyOQ/PF+lHUyYDht5R/tYvB//hCmpRnoU/OgvHmMm19XNk3Pt4Nmci64HWM3LyH6/NEm23aEbwRvj3ubaV2m8Xbq29y14i7Ol7ScYwtFaSqeOhySwA9CCAm8IaV88+ICQoi7gLsA2rdv36iNNXQwNf9ijZS9wQQUGjgXWsae3gUU+mdCaqPCqUoTWGL1WGL1FA+R3L8glbenJaPfW4BpfwFSL7B2DsDSIwhLlwAwNv/vaoveh68Hz+L6dW9wzS/vsXzY3WQFRzfJto2akccGP0ZKVApPbHyC6V9O57nhz9G/bYtpTVQUt/NU4r9SSnlSCBEFrBBC7JdSrq1cwPFl8CZA//79G9VRu96DqUmJ8aAZ/22lSE1QMMqElhBIHxFZqZAbBlPTCbaWlFA+oS3l49qgO1GCfk8++n35mPZd9CXQ2b9ZNweV+vjz5ZDbmbL2dSZuXMSyq+6lyDe4ybY/ueNkuoV1449r/sgdP9zBvL7zmN1zthrkTVHwUFOPlPKk4/ks8Dng/i4gdWWR+K8pIWBdKZYojbwp/pgTDU3f+0YnsMX7UX5NW4of6EzxrHjMKSHoThRjWnYS/2cPYnrvGIYNWYhzZR69iUpNCv1C+HrwLAyWMiZtfBejubRJt98ltAtLJi5hVPtRvLj1Reatnqdu7qIoeCDxCyH8hRCBFdPAWFzbeNJgoshG0FdFGNMsFPfzoWC8H9K/GTStVPclMDgcUWzFZ8VZ/F87gt8/D+Pz+Sn023IRWeXN5osgKzia7wbNJKTgHOM2fYCuiW+pGGAM4PmrnuehgQ+xPmM9076cxuYzm5s0BkVpbjzR1NMG+Nzxk1sP/FdK+Z0H4qhCO28l8IdihFlSOMYXc3wzHfq34ksg3g9GRyHyzGiHC9GnFaEdLsSwy35EawvQY03ww9rejy4+PmCToPNMM8fJyE6sSZnKqG2fcPX2z1jZd3qT/oISQjCj+wySIpN4aN1D/O7733FH7zu4J/keDLpm+ndWFDdq8sQvpTwCJDX1dmujP2Uh8IdibCZBwSR/rOHNt+38YjLYgKVfKJZ+oSAlIqscLb0Y7XgxWnoxhtR8lickIp85iDXWF1usL9Y4X6yxvmBquvd5oH1fAkpyGbRvBQW+IWzq0fT97HtF9OLjSR/z7OZneWv3W2w4tYFnhj9DfFB8k8eiKJ7k9Z2cDcfNBKwswRqko2CCH9KvGTTtNJQQyAgfLBE+WPo7vghyzSx8aB1/n9wTLaMYw7rzGKW9W5UtyufCF0GcLzLM6NYj8a1driawOJf+B1dT6BfC3ia4uvdifgY/FgxZwNCYoSzYsIDpX07n/r73c3O3m9E14e0lFcWTvDrxG46aCVhdgjXUkfRNzeMf39X38v2qIJ/hAfuhG2idBCEFekLzjITllxGyqwTTNvv7LjPYyAkykxNUTk6wmdxAM7bL/ChYuHBhvWL5O5LFiTpGbP+cNz/7ipUFTferIy4+jozjGc7X+hA9MbNjeNryNH/94K+cfOck5WfK61VnbPtYThw74epQFcWtvDbxGw+V47+2FEukRuF4P6Sx+XTzc/29fDfVWGehlOhybRgyrejPWonM1NP2qA9gH1/IGq7D0lZPeZweS1vtogvWNvGnCRPqHU2qzUKvrHUs6ljAR+FDyTSGVln+5+Xv1bvOusg4nsGr21+tMk9KycGcg/ys/UzQM0EMaDuApMikOh/9z0mZ445QFcWtvDLx++wtx39DKeZ2GgVj/MDQfJJ+kxMCW6hGWahGWTfHrFIb+rNW9I4vA5995ZhSy+3jEsXavwTM7Rv+0THr9HwWNpgZ539iavZGPoi4iny9v4veUP0IIega1pXYwFjWZazjl9O/cDjnMMNih9HWv61HYlIUd2sebRtNyLSrDP8NpZTH6SkY6+VJvwbSpMPc3kDJABMFE/3JmRlIwRhfyjoY0GdaCVhbSsh/C3klJoZ2+7PQma313kaRZuLTsMHopI1p2Rsw2erXxOJq/gZ/xiWMY2z8WEqsJXx++HNWHV9FsbnYo3Epijt4zxG/lPhuK8N3ezlliXqKrvb1WPfGFscgMMcbMMcbKJYS7bwN4xEzPbaZaPvNYSwGHWc6hXG8dyTZMYF1PkGcbQji87AruCHrZ6ZlbeDj8KGUe7B7pRCCjiEdaR/Ynq2ZW9l5fidH844ysO1AekT0QBMtp7eXotTGO474pcR3kyPpdzaopN8YQmCN1CgZZGL0kTQ2Tu/OyW7htDmSw5CP9zF88W4Stp9BX1a3C7VO+kTwv7CBRJlzmZ71M0ab2c1v4PIMmoEr2l3BDV1uIMovivWn1rN0/1IO5x5Wt3lUWoVWn/gF4PdzKb67yyntYaBouEklfRexAVlxQewe04Ef70ph59hEbHodvVYfY/Sb2+n141H8ci4/TMMRUzRfhg6krTmXqdkb8G8m11SFmkKZ1GESExInoOk0VhxbwbJDyzhRoHrxKC1bq27qkRYLT7WNxrTfTEkfIyUDfFzaT/3YsXSX1dUSaQL+fPelPXB6+pi4OTSESTsstN+ZyYrCAt7Ozia1tPYvgWk99Hw01caPv/Uj3E9Hdonnj66FECQEJdA+sD2Hcg6x+cxmvjryFe3825ESleLp8JqNi7vKuoLqKus+rTrxn3n8Ca4NDqa4nw+lya6/OCk6Ksal9dmddUOd7mGVsP65mi/CKiq2YdpTzph9gnGBQZijNUqSfbC002r8Wxy0FJDcNoPDj3fgyyG3U+gX4rJ4G9P1Uid0dA3rSqeQTuzJ2sOOszv4+ujXdFzYkW+PfsuY+DFefdOX6rrKNpbqKus+rbqpJ/Tmm3gi8wylKa490lfqRvrpKBlgIvemQIoH+aDl2Qj6tpjAr4vRn6r+HEC2PpBxHxTjV5rPlLWvE5Z3pomjrp2m0+gT2YcZ3WcwInYEOqOOP6/9M5M+n8S7qe+SVZLl6RAV5bJadeI3de/OktxcT4ehGAWlvX3IvSGAosEmtHwbQd8UE/h1EfrTl34BrD1mZfmwuxFIpq59jU4ZuzwQdO00nUb38O4cevgQ/7z6n7Txa8MLW19g9KejeXDNg2w4uQGbbFl3T1O8h/f+NlWanl5Q1tNIWVcDPvvL8d1ZTtDXxfYmoH4+WNpe+DhmBUfzyVVzGbf5v4zdsoSonOP80nMCNl0z61IpYVT7UYxqP4q03DSWHVrGl2lfsuLYCtr6t2V0+9GMbD+SvlF90Zpb7IrXUolfaXp6QVkvH8q6GS98AXxVjLmdRklfH2exYt8g/nflHQzZ/Q3JaT/TNvs4q/pOIzcwyoPB16xjSEf+PODP/KHvH1h5fCXfHPmGjw98zAf7PiDMFMaIuBEMixlG/zb9CTGFeDrcOrHarOSU5ZBVkkVeWR7FlmJKLCVVHmXWMqKui2LTGftd6QTC+azX6THoDBg0w4VpnQGT3oSv3hejzqjuiuYBKvE3N0LHlfNdfFvH5jrqZKUvANO+ckyOL4C3YmN5efAf2VWpF9ANPfW8ds0xppx7gb+tLuOFjeVY69npR2ui/GLUjExInMCExAkUmYtYf3I9K4+v5Pv07/ns0GcIBF1Cu5ASlULPiJ70DO9JYnBik5wcjouPI+NEBlqAhj5Yjz5Ib3+uPF15XqAeUYfuz1HXRbE1c2u949EJHb56X+cjwBBAoDGQAEMAfl38OFV4iii/KJfuG3f0QIKW1QtJJf7mRtp4YMF8l1b54oLnXFqfy+nt5wBKHV8A3TdY+Cg+AUsnf8pHRGKL8QXguKWMhMwDPDvmHI9NiuBEZGcK/MPqvJmBt3zurndQo4qhIMYljMNsNZOalcqm05vYfGYzX6R9wUcHPgJAL/S0C2hHXFAc8YHxxAbGEmYKI9gnmGBjMCE+IfgafNGEhk7onI9yazmlllJKrCWUWkopMheRW5ZLTmlOlefs0myySrLwf9Cf3iG9kVz6rakJDT+9H74GexL20/s5X/vp/TDpTRh0F47cK541oTG379xLevXYpA2LzYLZZnY+m61mym2OmC/65VBiKeF8yXlKLCUAdHi4A+OWjUMTGlF+UbQLaEd8ULzzkRCUQFxgHEbNWK+/iTt6IEHL6oWkEr/SfBgEpX18GPvBLn6+50qMG7Lx+086ls4BlI+IwNLOl8PtehNaeJa4s4fplrGdXP8ITkR2pNQnwNPRX5ZBM5ASlUJKVAp3J92NTdo4ln+M1POpHM07yvGC4xzPP86OszsoMhe5ZJv+Bn9CfEII9QmlrX9bNu7cyOjpo+1J3eDnPNL2M/i5vNlFJ3QYNWO9E7PFZqHQXMhTv3uK9z57j1NFpzhdeJqThSf56cRPZJVe6DklENV+ISQEJxDtH63usVADlfiVZqdYSsxXRmAeEIphUw7GDVn4vZWOpbM/5UPCyYmPItc/gjY5GURnH6VX+q/kBkRyOiyBIt8gT4dfZzqhIzE4kcTgxCrzpZTkleWRU5ZDXlme/VGeR7G5GJu0YZM2rNKKlBKDZnAejZs0E34GP3uiN4US4hNySdJ9dfSrDJo3qCnfZr3pdXpCfEIo2lPE1C5TL1leUF7A8fzjpOencyz/mPN5Z9rOKl+YvnpfEoMT6RjckQ4hHegQ3IGOIR1BnVJQiV9pxnw0zMMiMA8MxfBrDsZfs/F77zjWGBPlQ8I5060954Ojico9QZucDEILz5HvG8LZkFhyAyORLfRoTwhBiCmkxZwAbmqBxkD7uZGInlXmSynJKs3iaN5R0vPTOZJ7hCN5R9h0ZhNfHvnSWa7Hmz34+MDHhJpCCfUJtT+bQgk2BntNzyuV+JXmz0fDPDwC8+Aw9DvyMG7MwveTk9jCDJj7hXIqOZ4zofFE5Z0kKjeDTqdTMZ81cD64HeeCYygz+nr6HShNQAhBhG8EEb4RDGg7oMqygvICjuYdJS03jXv+eg+JNySSWZzJ4dzDzjI6dAT7BF/yhRDiE9LqrspuXe9Gad0MOiwDQrH0C0HbX4Dxl2x8VpzFuOoclh6BnO0XyZmEOIJKcojKzaBt9jGis49R4BtCVmAbIvzUb3xvFWgMpE9kH/pE9mHK0ilc89A1AJitZvtJ8LIcckrtj4pfDRUnwAWCQGMgoaZQwnzCCDGFEGYKq7YpraVQib8Zys3LdW2F7ugi6uZ6a6UTWHsEUdIjCF1mKfqtuRh25WHYnY8tzEBpjyCO9OiCltiViILThOefIeHsAU7/MYBTG97hUEwSR9v1pNxganysOtzTD12HffhTN6jvfZLrROhc36tF6Nyzbyt9vgyagUi/SCL9IqsUsdqszi+E7NJscktzyS7L5kTBiSpXZAcYAi78OrgqFP8u/pSdKsNaVP+bE9WkfVx7jh0/5rL6QCX+ZinQP9C1FbqhiyjYu4m6q966srUxUX5NW8rHRKFPzUefmo/h5yyM67OwhRjI6hHI2U69Mcba+PKj9cwZe55R2z/FsnM5GZEdSY/uQXrbbhSbGnhS2Ibbugb+9akbXF7vEw9/zB03zXN5vU8tf5RJL/7HpXV+9cAd3Lz4A5fWCbDktzMvW0bTaYT7hhPuG15lvk3ayCvLc3aRrXg+nX2amNkXBm0MEsFEa3FEa3G00+KI1mJpp8URLELr/WU2aHLHepWvC69O/FIKJDpwPEupAzSktE9LBEjNucxe1v7coU0RRWUduNBFQCDlhWkQ9vUrXkuBlGBBoxw9FjTM6DGjUS4rXmv0vrIv2aVdsQqwosOGwAZIcEwLpLgwbV8mKi23P8uKskDijOf5taSds+e2Pa4L/bgrXlfEK6t8LmWld+MsgQBipi1kc2mC/R2Kiigql7W/1gkbOkdE9r1nQwjpfHf2eRLhKOfb+Qq25sehFzb0woombGjC5nhtf1wyT7NiSQ5FSw5BlFjQ7y9Evy8fwy/ZGDdkI/WC8LxI1g2+CkOsIFp/ivisgyRkHgAgMzSW9LbdyYjsxNmQGKSXnORT6kcndM62/8q9saSUPDD2AV7/94ecsp7glPUEp20n+LV8LSWyUk8j4U87LZZonf3LIEprS6QumkitDSbRdOeiREu4o1D//v3lli1b6r3exuVprF62jbBAH6iUvKUUWNBhRYdZgFVILIBFgAXpeK762gqYhcR6cTln2Qt1WKvUUbluXNaVTEjQHNXpKk1rCOcynWOecPyJK38tVRfKhUvtLyyXzod0TttE5fkXPUTFl1TV8jbs+9DWBM3sOinRsO8DTUr0NgsGqxmDpRQfSzmatKK32dAJ0PRg8rHgayjGXytGjxUNiZkASgmmTIRQToD9giku7FdN2J/PH8ukXXwUOmnDYDWjt1nQ28xoFjOa1YzeakZvMaO3ljtel6M326cNljL7cnMZms2KzmZFkzaEtGEuLMHX6PiLCB1S6LBqeqROh01o2DQ9Zr0Ri96EVW/EbPDBohmxGHww632wGExY9D5Ine7CBwA4tP8Unft2rbS3Lvpw1MAeh7wwfdGyPRt2EtN3UNXyFVsQ1Vdf8fmqWtbRsi4kaT+toOv48fbPlLDHWjEtHbFUN11x4FLTsjX/eI57X73X/n4q/kEq/pEqPwtpn9ZVTDuWVSknHc199l9pv36RVuU9SinJkzn2LwJrhuPZ/siXeVXKBolgInRtHV8GbYjUoonUteG2GddhLWlY05EQYquUsv8l8z2R+IUQ44GXsP8f/UdK+XRt5Rua+Bcs3s7SzQfx8zNgxp7szcL+LBuRgTWsWMvNBBolBqyOhwU9VozC8cyFZ4OwOMqYMVQsExZHGQtGYcGIGQMWnlx6iN9MnYjecRSsw+aM9sLzxf9IF8ZGuXgewLL3PuaG2TdfVLZyOXu2vjTtg5BV63RuQ8J3n3/DhOsn1rLORXFJHMf9ON4Z2NBhk5XnCXZs3cnkkR2xSoFF2n8TWKQOKwKrFFixz7eic752PqPDKnF8sQtslaYzzhUT2iYEXVkZorwUabWA1YrNZsMqBBZNw2bQYdXrsGoaVnHh11m51GMRXv0DuWlU+R6Szk+c83MvL3z+7c/iQp6m0jJZtUzN61ccONnLaBX5vdL8C9MVy0TV19J+IGCzWvHR9GhCoCHQdPb1NYFjHuiFQKcT6IXAoium0JhDkTGLfJ9zFBjOk2s4S57xHPn6bOeXVsFbpaSvP9Sg3VlT4m/yT7IQQgNeBcYAGcBmIcQXUsq9rt5W565hZH2+i5Q+gRiwYBRmDMKKETNGYU/IRsz2Z2FxlKlufuXyFnRCcuX8Tax63PV3YMo8vB0/w6UX2EjsR8wNkXZmN6U+4xsVV3U2H/qRK/1cvw9Wr/kXz9x1vcvrHXjL59W3x0uJvrAUn5wifHKKMOYUY8wrwr+sgFDreULIIUiXS4C+AKGTzua6MmngdK6GLSiKYuFPkd6fIs2fUoMf5QYfyg0+lPqYMBtMlBl9KPPxxWw0YNNp9i87UfGlZ3+W2JsDpYRFjy5m8vQrqjSwVUfYJJrFhma1P+stNvSWytM2NLN9nt5ixVxQRqDRgM5qP0FZue6K72urXsNsNGAx6LEY9ZiNeqyahk2vYdV02HQ6rHoNm2b/grTpdGxZvYW4K0diEwIphONZh805bX+/0jF9oVGw0rPz+MA+cXjFV/SYfB0Vx6bSceCAYx9V/LyUXPraWmn6Qhn7vNyMDNp2bIdN2ufZbPabCkkpsEqw2ewHDFZpf7ZJav0bVFVex3L2uCgLsj8KLjQbOX/BC0fzqO2dutdZR544hBkIHJZSHgEQQnwEXAu4PPHPGBTPzOVPMWdozXeJUhSEwBLoiyXQl6L2ETWXkzaCinMJLjpPUGEWwUVZHP9mDUMSfDCVn8K3rBDNYrO36ZXUPwz7+Rt7cnzuWjN6ub3W8s5kaXA8qn9zVV6Zyy0YfIwVayMcSVFUypD2VpVKzTrOzFtj4HAVwHeXBtiYBoVhQM6Xly1Wb9FAcR3KVfyMAGxSYEbDcslDX2W+2THvwnTFa519Wl5cXn/RuvZfmpXXPWnZ5/Jd0ORNPUKIacB4KeUdjte3AoOklHMvKncXcJfjZVfgQAM2FwGcb0S47qLiqp/mGFdzjAlUXPXV2uOKl1JGXjyz2TZaSinfBN5sTB1CiC3VtW95moqrfppjXM0xJlBx1Ze3xuWJwUxOAnGVXsc65imKoihNwBOJfzPQWQiRKIQwAjcBX3ggDkVRFK/U5E09UkqLEGIu8D32k9fvSCn3uGlzjWoqciMVV/00x7iaY0yg4qovr4yrRVzApSiKorhOyxywXFEURWkwlfgVRVG8jZSyxT2AdGA3sAPY4pgXBqwADjmeQx3zBfAv4DCwC+hbqZ7bHOUPAbfVM4Z3gLNAaqV5LosB6Od4j4cd64pGxLUAe8+pHY7HNZWW/cWxjQPAuErzxzvmHQYeqjQ/EfjVMX8pYKxjXHHAauwX6u0B7vf0PqslJo/uL8AEbAJ2OuJaWFtdgI/j9WHH8oSGxtvAuBYBRyvtr+Sm/tw71tWA7cBXzWF/1RBT89hXdS3YnB7YE3/ERfOerfiDAA8BzzimrwG+dezYK4BfHfPDgCOO51DHdGg9YhgO9KVqgnVZDNj/wa5wrPMtMKERcS0A/lRN2R7Y/4l9HP8kaY4PquaY7gAYHWV6ONb5GLjJMf1v4J46xhVd8WEGAoGDju17bJ/VEpNH95cj/gDHtAF7crqiprqAe4F/O6ZvApY2NN4GxrUImFZN+Sb73DvWfRD4LxeSrEf3Vw0xNYt91Zqaeq4F3nNMvwdcV2n+Ymn3CxAihIgGxgErpJTZUsoc7EebdR7QRkq5Fsh2RwyOZUFSyl+k/S+8uFJdDYmrJtcCH0kpy6SUR7EfOQyk0rAaUspy4CPgWmEfSHwk8Gk17/FycZ2WUm5zTBcA+4AYPLjPaompJk2yvxzvudDxsmJABllLXZX34afAKMe26xVvI+KqSZN97oUQscBE4D+O17Xt+ybZXxfHdBlNtq+g5bbxS+AHIcRWx9AOAG2klKcd02eANo7pGOBEpXUzHPNqmt8YroohxjHtytjmCiF2CSHeEUKENjCucCBXSmlpTFxCiAQgBfsRY7PYZxfFBB7eX0IITQixA3uz3QrsR5w11eXcvmN5nmPbLv/sXxyXlLJifz3p2F8vCiF8Lo6rjttvzN/wn8CfuXDfstr2fVPtr4tjquDpfdViE/+VUsq+wARgjhBieOWFjm/A2o5E3K45xFDJ60BHIBk4DfzDU4EIIQKAZcAfpJT5lZd5ap9VE5PH95eU0iqlTMZ+ZftAoFtTx1Cdi+MSQvTC3i7eDRiAvUni/5oyJiHEJOCslHJrU263NrXE5NF9VaFFJn4p5UnH81ngc+z/GJmOnz84ns86itc0RIQ7ho5wVQwnHdMuiU1Kmen4h7UBb2HfXw2JKwv7T1D9RfPrRAhhwJ5gP5RSfuaY7dF9Vl1MzWV/OWLJxX4CenAtdTm371ge7Ni22z77leIa72gyk1LKMuBdGr6/Gvq5HwpMFkKkY2+GGYn9fh+e3F+XxCSE+KAZ7Cs7WceTAc3lAfgDgZWmN2Bvm3+OqicJn3VMT6TqSZNN8sJJk6PYT5iEOqbD6hlLAlVPorosBi49cXNNI+KKrjT9APZ2TICeVD2ZdQT7iSy9YzqRCyezejrW+YSqJ8zurWNMAns75D8vmu+xfVZLTB7dX0AkEOKY9gXWAZNqqguYQ9WTlR83NN4GxhVdaX/+E3jaE597x/ojuHAi1aP7q4aYmsW+8ngir+8D+5n1nVzoUvaIY344sBJ7l6cfK+0cgf3GL2nYuz71r1TX7dhP4BwGZtczjiXYmwHM2NvXfufKGID+QKpjnVeoe3fO6uJ637HdXdjHRaqc2B5xbOMAlXoFYO9lcNCx7JGL9v8mR7yfAD51jOtK7M04u6jUTdKT+6yWmDy6v4A+2LsA7nK8n7/VVhf2bpafOOZvAjo0NN4GxrXKsb9SgQ+40POnyT73ldYfwYUk69H9VUNMzWJfqSEbFEVRvEyLbONXFEVRGk4lfkVRFC+jEr+iKIqXUYlfURTFy6jEryiK4mVU4leUBhJCPC6EGO3pOBSlvlR3TkVpACGEJqW0ejoORWkIdcSvKBcRQiQIIfYLIT4UQuwTQnwqhPATQqQLIZ4RQmwDpgshFgkhpjnWGSCE2CCE2CmE2CSECHQMaPacEGKzY1Cuuz381hQFUIlfUWrSFXhNStkdyMc+hjtAlpSyr5Tyo4qCQggj9ht73C+lTAJGAyXYr5rOk1IOwD4o151CiMSmfBOKUh2V+BWleieklD87pj/APrwD2BP8xboCp6WUmwGklPnSPtzvWOC3jmGMf8U+PEVnt0atKHWgv3wRRfFKF5/8qnhdVI86BHCflPJ714SkKK6hjvgVpXrthRCDHdO3AOtrKXsAiBZCDABwtO/rge+BexxDPyOE6CKE8Hdn0IpSFyrxK0r1DmC/yc8+7MPhvl5TQWm/Hd+NwMtCiJ3Y75hlwn7Lvb3ANiFEKvAG6le20gyo7pyKchHHbRi/klL28nQsiuIO6ohfURTFy6gjfkVRFC+jjvgVRVG8jEr8iqIoXkYlfkVRFC+jEr+iKIqXUYlfURTFy/x/rZsWzudD4QcAAAAASUVORK5CYII=\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='price', hue='body_style', kde=True);"]},{"cell_type":"markdown","metadata":{"id":"KcZRBLmN--tA"},"source":["It might be better to use subplots!"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"z1Z1dl-6BVMA","outputId":"eaf3b195-e768-4f88-b0b7-68904a12e874"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["g = sns.FacetGrid(df, col=\"body_style\")\n","g.map(sns.histplot, \"price\");"]},{"cell_type":"markdown","metadata":{"id":"fzYXN1-a75hP"},"source":["In such cases, we can use **boxplots**. Boxplots, or box-and-whiskers plots, are an excellent way to visualize differences among groups."]},{"cell_type":"markdown","metadata":{"id":"vEInLWSo5IuU"},"source":["## Boxplot\n","\n","- A **boxplot**, or a **box-and-whisker plot**, shows the distribution of numerical data and skewness through displaying the data quartiles\n","- It is also called a **five-number summary plot**, where the five-number summary includes the minimum value, first quartile, median, third quartile, and the maximum value.\n","- The *boxplot()* function of seaborn can be used to create a boxplot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"YU3g9wFTeYnu","outputId":"9c4eea87-6b2f-4090-96f1-da7e1d8092de"},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"execution_count":20,"metadata":{},"output_type":"execute_result"}],"source":["from IPython.display import Image\n","Image('/content/drive/MyDrive/Python Course/boxplot.png')\n","#Image('/location on your computer/boxplot.png')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0KpRGUH15IuU","outputId":"26104b87-28f0-4d9a-80e1-c7793f73809e"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# creating a boxplot with seaborn\n","sns.boxplot(data=df, x='curb_weight');"]},{"cell_type":"markdown","metadata":{"id":"EKK6WXds9hWw"},"source":["**Let's see how we can customize a boxplot.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":295},"id":"-mQ93PiW9m0r","outputId":"ed670709-fffa-4fc2-ce92-64f016c50708"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWoAAAEWCAYAAABPON1ZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAASyUlEQVR4nO3de7QdZX3G8e+TCwhyiQpYEExE1GCtSyEquOKtF61UhKLWGxHUpdZUGqkuq8YltDV/UFsRbVOKrUXEawEraluhKoEoEAJFLk1UKqYRxQSEAN4Iyds/5j24czgXEs45+83Z389aszJ7ZvZ+39/MznPemX32nJRSkCS1a0a/OyBJGptBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINaEypJSXJIv/shTScG9TSW5AdJfpHkniR3JPlKkoP63S+AJCcmWTnONmcn+cCwZfPqD4NZk9tDqR0G9fR3dCllD2B/4CfAR/vcn76ZTuE+nWrR+AzqAVFK+SVwHvBkgCR7JzknycYk65K8L8mMJI9M8sMkR9ft9khyU5LX1cdnJzkzycVJ7k6yIsnckdoco41DgTOBI+to/84drWu0Nuq6E5N8M8npSW4HTk1ySO3zpiS3Jflcz2vNr3X9NMl3kvxRz7ox607y7CRX1de9Ksmz6/IXJLm+Z7uLk1zV8/iyJMfW+QOSnF9ruTnJn/Zsd2qS85Kcm+Qu4MQd3WfaCZVSnKbpBPwA+N06vzvwCeCc+vgc4IvAnsA84LvAG+u6FwK3AvsBHwPO63nNs4G7gecCuwJnACt71hfgkAfRxom9z6vLXgNcN6ytDwzbZl5tY9aDbOM+4CRgFrAb8BlgKd0g5WHAwrrtw4H1wOvrtk8HbgOePF7dwCOBO4BF9bmvro8fVdv8JbAPMJvurOaW2t/dgF/U7WYAVwPvB3YBDga+D7yotnEqsBk4tm67W7/fX05TN/W9A06TeHC7oL4HuLP+J/8R8FvATODeoRCq274FuKTn8UeB62uoPKpn+dnAZ3se7wFsAQ6qjwtwyHhtjBTUI/T/7Bpyd/ZMdw0F9YNs4/+GveY5wFnAgcOWvxK4bNiyfwROGa/uGtCrhj33cuDEOn8ZcBxwBHAR8Hng94EXUH8wAc8aoa/vAf6lzp8KXNrv95RTfyYvfUx/x5ZS5tCNHt8GrAAOpBvdrevZbh3wmJ7HZwFPAc4updw+7DXXD82UUu4BfgocMGyboRHkWG08GH9TSpkzNAFP3c421rOtdwEBViW5Mckb6vK5wLOS3Dk0Aa8FfmOk1xpW9wHD+jC8HyuA59ONxlcAlwDPq9OKnvYPGNb+e4FHj1GLBoRBPSBKKVtKKRfQjQKPoBth915bfizd6JkkM+mC+hxg8Qi/bnf/b44k2YPu1P9Hw7a5baw26EbFD9V4bTygnVLKraWUN5VSDqAbfS+v9a0HVvT+UCil7FFKeWvP00er+0fD+jC8H8ODegUPDOr1wM3D2t+zlHLUaLVocBjUAyKdY4BHADfQnX4vS7Jn/VDsz4Bz6+bvpQuFNwAfBM6p4T3kqCQLk+wC/BVwRSllm9FeKWXLOG38BDiwvsYOeRBtjLQfXpHkwPrwjlrnVuDLwBOTLEoyu07PqB98jlf3v9fnvibJrCSvpPvQ9sv1ed8CngQ8k+4SyY3UETxwad1mFXB3kj9PsluSmUmekuQZO7p/NH0Y1NPfl5LcQ3dtdxlwQg2Kk4Cf0X1gtRL4NPDxJIfThd3rahCeRhdm7+55zU8Dp9Cd+h8OHD9K2yO2Udd9HbgRuDXJbQBJXpvkxu2sb6w2RvIM4Mq6Ty4ElpRSvl9KuZvuQ9RX0Y2Qb6Wrfdee545Yd7009BLgHcDtdJdXXlJKua2u/xlwDXBjKeXe+lqXA+tKKRvqNlvqazwNuJnubOGfgL23c39oGkopnk3pwUtyNvDDUsr7+t2XqTSodasNjqglqXEGtSQ1zksfktQ4R9SS1LjturHLPvvsU+bNmzdJXZGk6enqq6++rZSy744+f7uCet68eaxevXpH25KkgZRk+DdXt4uXPiSpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakhpnUEtS4wxqSWqcQS1JjTOoJalxBrUkNc6glqTGbdffTNzZLVu2jLVr1/al7XXruj+ZNnfu3Elva/78+SxdunTS25E0NQYqqNeuXcsV11zBfXvdN+Vtz7qr29XrN6+fknYkTR8D97/6vr3u484j7pzydudcMQdg0tseakfS9OE1aklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakhpnUEtS4wxqSWqcQS1JjTOoJalxBrUkNc6glqTGGdSS1DiDWpIaZ1BLUuMMaklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakhpnUEtS4wxqSWpc34N62bJlLFu2rN/dkEble1T9NqvfHVi7dm2/uyCNyfeo+q3vI2pJ0tgMaklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakhpnUEtS4wxqSWqcQS1JjTOoJalxBrUkNc6glqTGGdSS1DiDWpIaZ1BLUuMMaklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1NIU27BhA8cffzwbN24ccf3KlSs59NBDufzyy6e4Z20ab38NAoNammLLly9n9erVLF++fMT1J598Mlu3bmXJkiVT3LM2jbe/BoFBLU2hDRs2cMEFF1BK4fzzz3/AKHHlypXcddddAGzatGngR9Xj7a9BMavfHVi3bh0///nPWbRo0aS3tWbNGmbeO3PS2+mnmT+byZo1a6Zkfw6KNWvWsPvuu0/Iay1fvpytW7cCsHXrVpYvX84pp5xy//qTTz55m+2XLFnCqlWrJqTtndF4+2tQjDuiTvLmJKuTrB7Un2bSRPnSl77E5s2bAdi8eTMXXnjhNuuHRtNDNm3aNGV9a9F4+2tQjDuiLqWcBZwFsGDBgjLRHZg7dy4An/zkJyf6pR9g0aJFrLxp5aS3009bHr6FQw85dEr256CYyLOTo48+mvPOO4/Nmzcze/ZsXvrSl26zfq+99tomrPfee+8Ja3tnNN7+GhReo5am0OLFi5kxo/tvN2PGDBYvXrzN+tNPP32bx2ecccaU9a1F4+2vQWFQS1Nov/3247jjjiMJL3vZy9h33323Wb9w4UL22msvoBtNH3nkkf3oZjPG21+DwqCWptjixYtZsGDBqKPD008/nRkzZgz8aHrIePtrEPT9tz6kQbPffvtx7rnnjrp+4cKFrFmzZgp71Lbx9tcgcEQtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakhpnUEtS4wxqSWqcQS1JjTOoJalxBrUkNc6glqTGGdSS1DiDWpIaZ1BLUuMMaklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakho3q98dmD9/fr+7II3J96j6re9BvXTp0n53QRqT71H1m5c+JKlxBrUkNc6glqTGGdSS1DiDWpIaZ1BLUuMMaklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakhpnUEtS4wxqSWqcQS1JjTOoJalxBrUkNc6glqTGGdSS1DiDWpIaZ1BLUuMMaklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNm9XvDky1WXfNYs4Vc/rSLjDpbQ+1I2n6GKj/1fPnz+9b2+vWrQNg7ty5k95WP+uUNPEGKqiXLl3a7y5I0nbzGrUkNc6glqTGGdSS1DiDWpIaZ1BLUuMMaklqnEEtSY0zqCWpcQa1JDXOoJakxhnUktQ4g1qSGmdQS1LjDGpJapxBLUmNM6glqXEGtSQ1zqCWpMYZ1JLUOINakhqXUsqD3zjZCKybvO4AsA9w2yS30SLrHizWPVieVErZc0efvF1/hbyUsu+ONvRgJVldSlkw2e20xroHi3UPliSrH8rzvfQhSY0zqCWpcS0G9Vn97kCfWPdgse7B8pDq3q4PEyVJU6/FEbUkqYdBLUmN62tQJ/lBkuuTXDv06ytJHpnk4iTfq/8+op99nAhJPp5kQ5IbepaNWGc6H0lyU5LrkhzWv54/NKPUfWqSW+oxvzbJUT3r3lPr/k6SF/Wn1w9dkoOSfCPJ/yS5McmSunxaH/Mx6p7WxzzJw5KsSvLtWvdf1OWPS3Jlre9zSXapy3etj2+q6+eN20gppW8T8ANgn2HL/hp4d51/N3BaP/s4QXU+FzgMuGG8OoGjgP8AAhwBXNnv/k9w3acC7xxh2ycD3wZ2BR4H/C8ws9817GDd+wOH1fk9ge/W+qb1MR+j7ml9zOtx26POzwaurMfx88Cr6vIzgbfW+cXAmXX+VcDnxmujxUsfxwCfqPOfAI7tX1cmRinlUuCnwxaPVucxwDmlcwUwJ8n+U9LRCTZK3aM5BvhsKeVXpZSbgZuAZ05a5yZRKeXHpZRr6vzdwBrgMUzzYz5G3aOZFse8Hrd76sPZdSrAbwPn1eXDj/fQ++A84HeSZKw2+h3UBbgoydVJ3lyXPbqU8uM6fyvw6P50bdKNVudjgPU92/2Qsd/sO6O31VP8j/dc2pqWddfT2qfTjbIG5pgPqxum+TFPMjPJtcAG4GK6s4M7Syn31U16a7u/7rp+E/CosV6/30G9sJRyGPBi4E+SPLd3ZenODab97w8OSp3VPwCPB54G/Bj42772ZhIl2QM4H3h7KeWu3nXT+ZiPUPe0P+allC2llKcBB9KdFcyfyNfva1CXUm6p/24AvkBX4E+GTvvqvxv618NJNVqdtwAH9Wx3YF02LZRSflLf1FuBj/HrU91pVXeS2XRh9alSygV18bQ/5iPVPSjHHKCUcifwDeBIuktYQ/dT6q3t/rrr+r2B28d63b4FdZKHJ9lzaB54IXADcCFwQt3sBOCL/enhpButzguB19XfBDgC2NRzurzTG3bt9Q/pjjl0db+qfiL+OOAJwKqp7t9EqNcb/xlYU0r5UM+qaX3MR6t7uh/zJPsmmVPndwN+j+76/DeAl9fNhh/voffBy4Gv1zOs0fXxk9KD6T7x/TZwI7C0Ln8U8DXge8B/AY/sVx8nsNbP0J3ybaa7VvXG0eqk+wT57+mucV0PLOh3/ye47k/Wuq6rb9j9e7ZfWuv+DvDifvf/IdS9kO6yxnXAtXU6arof8zHqntbHHHgq8N+1vhuA99flB9P94LkJ+Fdg17r8YfXxTXX9weO14VfIJalx/f4wUZI0DoNakhpnUEtS4wxqSWqcQS1JjTOoNSmSzOu9a56kHWdQqzk93+Zq2s7ST+38DGpNpplJPlbv0XtRkt2SPC3JFfUGPV/ouSfzJUk+nO6+5EuSvCLJDfUev5fWbWYm+WCSq+rz31KXPz/JpUm+Uu9rfGaSGXXdq9Pd8/yGJKfVZa9I8qE6vyTJ9+v8wUm+WecPT7Ki3jDsqz1f/d6mn1O7OzWoHBFoMj0BeHUp5U1JPg+8DHgXcFIpZUWSvwROAd5et9+llLIAIMn1wItKKbcMfT2X7puNm0opz0iyK/DNJBfVdc+ku7/xOuA/geOSfAs4DTgcuIPuTo3HApfVfgA8B7g9yWPq/KX1fhUfBY4ppWxM8kpgGfCG4f2UpoJBrcl0cynl2jp/Nd0d1OaUUlbUZZ+g+yrtkM/1zH8TOLsG/NBNjV4IPDXJ0P0T9qb7YXAvsKqUMjQy/gzd15k3A5eUUjbW5Z8CnltK+bcke9R7zRwEfJrujxw8p7b1JOApwMX1NsEz6b4KP1I/pUlnUGsy/apnfgswZ5ztfzY0U0r54yTPAv4AuDrJ4XT3xDiplPLV3icleT4PvGXoePdG+Bbwerp7TFxGN1o+EngH8FjgxlLKkeP1U5oKXqPWVNoE3JHkOfXxImDFSBsmeXwp5cpSyvuBjXQj368Cb62XJkjyxHrnRYBnpvsbdTOAVwIr6W5487wk+ySZCby6p73LgHcCl9LdUOcFwK9KKZvownvfJEfWdmYn+c2J2w3S9nFEral2AnBmkt2B79ONakfywSRPoBtFf43uLovXAfOAa+otNTfy6z9vdBXwd8AhdLeX/EIpZWuSd9fHAb5SShm61eRldOF/aSllS5L1wFqAUsq99fLKR5LsTff/5MN0d3mUppx3z9NOr176eGcp5SV97oo0Kbz0IUmNc0QtSY1zRC1JjTOoJalxBrUkNc6glqTGGdSS1Lj/B0Jce8UGjtePAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.title('Boxplot:Horsepower')\n","plt.xlim(30,300)\n","plt.xlabel('Horsepower')\n","sns.axes_style('whitegrid')\n","sns.boxplot(data=df, x='horsepower',color='green');"]},{"cell_type":"markdown","metadata":{"id":"0gNIxAvL-tJ-"},"source":["- In a boxplot, when the median is closer to the left of the box and the whisker is shorter on the left end of the box, we say that the distribution is **positively skewed (skewed right)**.\n","- Similarly, when the median is closer to the right of the box and the whisker is shorter on the right end of the box, we say that the distribution is **negatively skewed (skewed left)**."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rh73sV5iBdnB","outputId":"5265e301-c10c-4c33-ed9c-35bb60123217"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABLYAAAKeCAYAAAC4SZL0AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAIj9SURBVHhe7d0JmGRVfTfgO26JGnY1EcQQlihKwsjqhxADCYLgGlA2NUSQVY2CgIBGURlW0aCyRVxQWRSiMUBYIqigYXcQXOIA4kZcYNhM3J2P35k6w+2iqrtnumemb/f7Ps99blXd7dxbNdNdvz7nf2cteEgDAAAAAB3zqN4cAAAAADpFsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOmrXgIb3HAMAUkx/TmX7/+9+X+axZs5pHPepRZZ5ppqrXJFPU65KJ5W/Q+/PoRz96Rn9mAYClw29/ADAO+YL+29/+tvnNb35Tpt/97nfly/vSNnfu3Ga11VZrHvvYxzZPfvKTm6997WvNL3/5y2Vy7Kkq53722Wc3j3nMY5rHPe5xzaabbtrcf//9za9//esZfV2miv735wUveEHzwAMPNL/61a+8PwDApBNsATBt5EtzAqcETwk5RptqOJXAaqwv21nn2GOPLeFS/aJ+5513ln0szS/q2fd9991Xpkh4c8stt5T50j720pR255oOeq/yPAHiWO/Ld7/73d6jprn55pubu+66q/nf//3fsh3LX/v9+eIXv1jen//7v//z/gAAk06wBcC0kBDkwgsvXNRL5A/+4A+GTgmmXve61zXnn39+CUMSqIzWAyvLTjjhhN6zhV/U/+u//qt8UV/a4VKO3ZaQK23uf70rEmx85zvfaebMmVPeh/RCq+/Ln//5nzc777xz89GPfrT5wQ9+MPR9yfP+gOTuu+9ufvGLXwhOpgDvDwCwLAm2AJgW8mX64x//eO/Z6L70pS+VdXfddddmiy22aK666qoSUg0LUQa9nqFV+aK+NAOmHLP/uDlepgQE/csWV7bPfuoQy/H0lFpS2Wfa/da3vrV55jOf2bz97W9vrrjiitL7rPre977XfP7zn2/22Wef5i//8i+bj3zkI4vel7bsq7+NaX/WWxptZ/EMen/GCo8BAJaUYAuAaSFfmO+9997es/G79dZbm7/7u78rYdeDDz74iBCl2n///XuPmmbDDTds/vRP/7T3bNkaFBosqf76XQn4llavmuxzu+22G9HzbTQJDg844IDmpptuKjXFxmqTwGRqm8zPLQBAm2ALgGlh0BfnT3ziE81nP/vZ5j/+4z+aSy65pEwf+tCHmgMPPLD5oz/6o95aTQm0dt9992bevHmPGOZX7+Z28MEHl1pOCcA+8IEPNH/2Z3/WPP7xjy/LuijXqr9+1x133FHm6bk1mSFEQqljjjmm+cIXvtB7pWme+MQnNv/4j//YnH766c1FF1206L3Zc889mz/5kz/prdWUYYsJ24QiAAAMItgCYFoYFGwlvHra057WrLfeemX4W6YXvvCFzetf//rmc5/7XLP66qv31lwYbn36058uPYX6C7MnvMq+1lhjjWbddddt1llnneapT31q84QnPKEEX13V3zstodZk1+/Kdcz+TjzxxN4rC0OthFgve9nLms0337zU1nrGM57RbL/99s1b3vKW8t7svffe5Zo//elPL9sLtgAAGESwBcC0lYLkq6yySvPHf/zHJYjKlDArYVdqOL3jHe/orbnQddddV8KdX/3qVyOClEc96lGlIP1KK63UPOlJTyrD9lZcccUyhK+rwVbOrz8sSk+thEiTXWcrvdzatbS23XbbMpRzzTXXLFPek/reJMhKb7jU4vrqV7/arLXWWuXadzlABABg6RFsATBtJZCqd0lsT+lptfLKKzc77bRTb82F0msrw976e2xFgpU6jVcCogRFtTh7CmiPNdUC7uORNvbvP/O6j0HhVN2mrteWbfrbmscT6TFVj9e22WabNauuumqZEhBmSGfelwSR6c2VMDJBV0KvDEvMa3kvl1T7nMdzfer71r4O7Wsx1rbjOU6V5fWa1/2Ptv6wYwyT9bPPQe9rXhvreIMM2udE9gcAMBGCLQBmlARTNfBKwNWWL+T5gt7/5TyPP/WpTy0KyTbddNMSgmXdQV/i89pPfvKTUuPrBS94QenlVYObsabU8UpQMGi/VZaljWlTCrKn51j2/5SnPKXZeeedy90Ef/7zn5f9tEOPbHfaaaeV8/jDP/zDZocddugtWejwww9v/uIv/qIETgmb0p7sL8Mzx2rTMNmmf7vUzcq+0+a8F+3QsL43ad8KK6xQhiNmvcUJFNty/un9Vd+79La7+uqrS0H6/nZl3RSrz/qbbLLJiPcs7/nrXve65itf+UoJPwcFSj/72c9KMf5sl6ne1XFY8JTXc83r+5fPSt630T5XP/3pT0ccI7XJ0sOw/xhZN5/BT37yk80rX/nKct5ZP+eSz0l6zaV93//+98v24wmk6vEzjLT9ucs+6/4ylLX/cwcAsDQJtgCYkRKUDLqLYv1y3/6Sn8cprF4lfEqIMSgcyfMbb7yx+X//7/+VQuhXXHHFiGF4Y/nGN75RwoFhwUD2n3Vmz57d/P3f//2Iguw5zuc///lm3333bXbdddfS5hpaRLa95557yuPxSjiSMGPQuY5Xu1B/JIzJPhMODdpnDbhS2yzTREKt/fbbrzn++ON7rzSlB1iCof5aYmnPLrvsUgKt3Lkxd4xs+/rXv958/OMfb57//OeXOmDf/e53H3FtM1S1fT4f/ehHm/nz5w8MBfM8255xxhm9V5rmi1/8YnP99dcPvTNltsm1qwX/I+smDGuvn/X+/d//vdSUe81rXtP867/+64ht8jnJ8NB8TnI+F198cdnHsPcj8npCv+c+97nNG97whhGfu6j722KLLcrdNXPOAADLgmALgBkpX9Qvv/zy3rOFMkQuPXtqL6IqoUG+9LclFOvvKZN9JtRK75UEH1XClARRmQZJva8NN9yw2Wijjcq6owUMCT9e+9rXNnfeeWfvlcFyJ8h/+qd/WhSs1Hauv/76zZZbbll6IKUIflvqWdW21PamuPt4e/QMkuuY/WVYYfXjH/+42Weffco5JDBb0n2PJuebUOtf/uVfeq805Xzf+c53lh5RUd/jhFq5qcD5559fnlf1GvRfp/R6e/nLX97cfffdpf312uYcXvziF5fHcc0115TPQXudtgRF7cAp0iNsWLCZ/SdAqvJZSV2y9vXLPD35XvrSl47Yd/szmKGd1Q9+8IMyJPe8884beOOE6mtf+1rzt3/7tyM+14MkdH3FK15R/h0AACwLgi0AZox8Yc+U0OCGG25o3vSmN/WWLLxTX3rrZHhihlgl3Krqdm2DhixmvxnGVgOF7POII45ozjzzzOakk05q/vmf/7nc8e8f/uEfyvIqvWaOOeaY5gMf+EApqp6hXcN6KaXHToZBRnpspcfPRRddVIaBpYdYW4KaL3/5y2X9tDUy/PCcc84p2735zW8ur1WvfvWrm6OPPrp5//vfX9pyyimnlGNkSGCGnC1Jz6lsk+t51FFH9V5Z6Nvf/naz1VZbjRg2OVkBV96HtL0daq299tol6MuNAzLUMu9z3uOsu8cee5SQqUpoddZZZzXHHXdc8773va/0vEpY9Fd/9Ve9NZrmm9/8Zlme97r2yMr+Mpyw7corrxzYAyvPUxy/X3r4JdjqDzfzONcnva+q9I7K+5IwNtc56yT4yvtY5cYJ7373u5sPf/jDzXvf+97yGUwPrXwu2z3pDj744DJEdNDQyTzPkNR2UJYAND3b0kMw+8v7m2A28nnrD40BAJYWwRYA01a+kCcgSPBQpwQNhx12WOmd1f6ivtdeezV//ud/XkKc0YKlqj+AyfP0UmkP0dp7772bv/mbvyl3+kuvn3XXXbd8+T/kkEOal73sZb21muYzn/lMKZi+xhprlCCihi7DJDA78cQTm9133730wElok5Ao55WpLUPSao2sSMiUYyXgybHaav2lhGtpb/abtqc+U2peLWmwleAlPZlyjdsSgLzxjW8sx3jXu97VfO9735tQ77DIdgmhMlyuynnkDpi522J6OGUoYj2frPuf//mfvTWbUkerfhbSgy3vWaZc39NPP72EXlWGJt5+++2LwqC8Zxmq15bPRK3J1T6nPM570y9BZPbX3xswEr61h7XmM5zPQt63HDv7TG++Ku/vscceWwKw9JjLdVhvvfXK+eSzmbCrhlsJF3M+2X8N6qJez3ZPrZxjer6lN1+uaa5VPosf+9jHymcbAGBZEmwBMG2ld1K+xNewKmFGgqaEQlWCgX/8x39sdtxxxxLgpE7SkvROSgDQ7oGT/abAdsKFhCmZZ/8JjvI89ZyqDM1LyJOC7bXH2LDjZ7/peZRAK0FYQqGEVHmcKUFRnlff+ta3yr5rWJGaVTlOzrO/9lUCqOw/wVfCn0y5e2TaNJFaV9k2x0oYkt5D/cdN8DZnzpzmOc95zqIhiksScGXds88+u9SVqtqhVq5PCvnn/GsQlB5ZVXohJYDLsL0EQXmf8n5lm/q+5dpXCYPSM6nWp8r1ybYZ1lhl6GiCqv6wKOeWkHWQ7LN/+GIeJwCt8j5tvPHG5b2pn9cEZe0A6sADD1z0+ciUtuVc8jnM42222abUYqv+7d/+rYS9/cMr29cox817lOuRa1SvU65tHidQTO9DAIBlRbAFwIyUL+jpNZUhay95yUvKF/OET3l9tN5Sg+TLf6Z2MfoEaglwEgxlnvCh3kUuYUSO05ZhYAk7cuzRAqT999+/hFoJE5761KeWECr7S2iXfeZ4GdpYpQh6hrYlKEobs+8coxZmb8uyvJaAqz2N1aaxZNucd4YAZrhkwqcXvehFvaUPS8CVO0mmV1uGQ45V0Lwt69x6660jeiyl11l/qJVrlXNKm2677bZSO6raeuutS+CX4KcGennPsn7an+uboCw1yqr0oqpDKSPrte82mWUJPPt7YF144YW9R00JiTJVGU6YMKx97tm23Rvwec97XvlcpY15z7Jee5/5LOdzknPJeddwt76nebziiiuOeB8SsGaIaB06mX2m/lj7GuWmCLmWaW+Cz7Qhn71MOUaO9w//8A+P6J0HALC0CLYAmJES9kS+pCckSg+WfDEfrbfUaBIC1BAicjfBhByZ2sFQ5nme4KItvV1qmDCaBC4JiGqokPbW/Wee4yV8aUuoMt6AaCxpYwK47C91xvqnvJ6pv7dV2pbwI+3OELb0mksPpPRc6w/5EnAdfvjhJcSrwyjHantCqtTKqhJqpXfVoFArsr/UyWpLKJO2pJ1pbz3POuXcEyJlWXXXXXeV9zLnnn1meX+drRpU1WuS/aRIfJWwKEFVlfpv7V5emebNm1fuxlllOGDa2h6GmO2qBFs5j5xzPhNZ3j6XtCXq9ah+9KMfjSjo33+NctOBBGKZsv+cbz57mfI4x0o4mOMDACwLgi0Apq30/vnsZz9b7hCYu74deuihJcCqUsj95JNPLuFQ7c1SA6glkZpHVXq/pDdPDUQSEkTmCQ1SwL1KCJCeVwkoxjp+woOEFe1QoS3P28FL5Hg1qJiIhEcZXpngZrQpdarSU6mGPVXaleuccC5hYsKcDE9MQfT08OkPuHKNEnBlKGWu42jtT9H+hGBViqNnGF6O0x9qVenh1ZZi+xm+l7v6ZTjhoHPLkNX0gqvSppxnDYpyjvmMPfvZzy7PI0MO20FVPg/tIvAbbLBBGVZY5bOTECvrZ91Ml112WW/pQrl2uV4JkiL7bbcrwWquXYr/p1fWoPdt++23L+u05Txq8JV99l+jBFrt8K9fXst1zr8pAIBlQbAFwLSVHk2pLZSC2elpkoLZCUtS7LrKXd0Sei3OsLd+NUzKELVnPetZvVebEqTVu9wlpEgAktAiPZFSz6hKyFB71owVbOU4dRq2bv/rS3JOg/zgBz8ohdZzTglrUj+qf8rrKSKeYCVhTkKZtrQ7oUfON7238v5suOGGpeh9wp72nQcjdzbMULgMjxvtPP7iL/6i92ihT3/60+X9Ty+81NRKCNiWffW3LcHQtddeWwq4Dzq3TOl91Q7QIvvJ/jLl2ud93G233XpLFwZVGWpa64blcQrlVwmpEjylrVWKzteeU9l/jl2lGHzCpRrW5Zj91ybXP/tIz7C0uf886nTLLbf0tnhYPZdM7RssRG4skPMbLQTO68OWAQBMNsEWANNWegelJ1R6RNUC1wlATj311BEhwgc/+MHmnnvuKUFCf0AwXjXQSG+lKmHZq171qhLc1B4zacdHPvKR3hoLi5unxld6wqS9UzUQyHXp71E1TILEBCK1rle/nGOCphpwZWhlrkuuU96bhJBt6XU3VvCYHl+pa1ZdeumlzcUXXzyiN1Vb9rOk73VbCs7nfW8HjQl9tt122/K4uuqqqxbdHTHhWZWQKgFcerG1hyOmXlYd4pht2kFohi7W2lY5bkzGueTfSWpn5b0Ztt+cQ5a1zxcAYHkSbAEwbeXLd0KGBA+Z0nMnAVKKk++77769tZrmf/7nf0oPn/TE6R8+N175kp8wpx1aVenpVHvNtCXIOfroo0s9qNQlmsrBVqS9qcGUWk7ptZXhcf1T7uj34Q9/uARWCa5GO58sq+9R3puEkCmIn551bdddd13p9Zb3Zpj0/sqwugQ+1QknnFAKt9dQbCy5kUAdujro3NpTgrPM99tvvxJK1ZCpntMznvGMEcMRa52t9NxLL8EqBd4TsmZq300xNbVqvat2UfhIjbKEjPm8DAuYMvwwPRGzbW3rsCnLM6Wof4LfXMNBw1wjATAAwFQi2AJgRsiX9EwJURIKpGh5W77U33///WMOeRsmw8XOPPPMRUO70qvmXe96V6lj1K7rlV4x6b11zDHHlALqz3zmM8vyBG7DwoSpoF67BHAZPpjeURnSOWhKL7QEVAm3EryMJfvOegnCEqq89KUv7S1ZKNc2Ac9oPbYS8qSnVwrGVwm03vSmNzW33357CZXaPbdyzBTsb5s/f355LxI0Djqv9pTgKu9ditOnl1OCrfreZZ4gtX13ygwLrIXm2wFn2lxrVuVz0VbDsHawlXAxn6H2MMTIPMMEq+9///slKEydsfSgG3QOdarnkse5Jvks1hpZ7aG1kYCxDo+cjF5iAAATJdgCYEZJAJBAYP31129233333qsLC6OntlKChNEClGHyRb9dEDw9ZlIv6t3vfnfpBZTaU6lPlRpfb3vb20qIkVAkIVECiDqcbSpL+9KzKkMHE64kvOqfEgxlWQKwnFMNXsYj6+YY6a3Ulv3V92PY+5JQMGFPhn6+8pWv7L268K6FKSR/7733lnAs71OVMKctPe4SrKXY/LDza09ZJ+tmm/6QKc//7u/+rjyvEmilt1sC1Mj2a621Vgm1Esxln+1eXlk/4Vw7CEtgWuuGtT8vOWZCryo1trLP9CYbz7nkfUtAl89iDekyZfhu2ze+8Y1FwyOHyXtUzxEAYGkTbAEw4+QLe0KX3OGuLTWZMhxxWG2oYbJuerG070qXYKMWR0+AlV4zmdLTKVN61yRMqEMQp0Kold44OZdh557rlnamN0+u37Apy3P+WTf7SpiU6zOenj5ZlgCwLcPj6v7ShmESbqX30/vf//4SXFYZNnnaaaeVsKXemTAyDDA9mqoct4aaOd5o55ll9TwH9bRLWzPkNe9/lV5bGapZPec5zylhXIKk7CP7bRedz101s016X1W582bOMeu2PzM5fvvznGArRfdzzet7Nt7zqdc5U65RPqNVhmlm6G4thN8v7296P77vfe/rvQIAsHQJtgCYkRIkvPjFLx4xHO2iiy4qIUKGI7Z79oxHwpD00qpyN78EEwkKEkSk50x6OmXKUK92DapsW8OWZSXHbYc/kVpWtdh6DaDqfEnbl+0S6L3iFa9ovv71ry8aUphj1P3WKa8lyEkwVeXaJcxJ+JNrmXYPk2UJaRLEnHHGGSNuEHDccceVOlIPPvjgolpd2V96eFUJJj/5yU+WXlI1AMvUr76ea1OvT7+EQwks23d5TM+rtKHKeeVzkDZn/bSnXXQ+7Ui9sipDPDPVz05bzj03J8hnqzr22GNLfbf+YZht9VyGnU/alJsbVAk/c7OFBMB5L9vvYx5niO3f//3f99YGAFj6BFsAzEg1BHn1q1/de2Wh9NpKoLA4ReSzrwQTb3zjGxeFKRnamC/4T37yk8trGa6W3jvpVZMphcJTwP7jH/94CR5qoDTeY06GDKNr91i65JJLyrDJhD8Zwpc78X3iE59Y1DtnSdqW87rjjjvKftODKeed4Oqaa64pAWICpExf+MIXyvV47nOfO2IY2x577FGuWwKuhCxjqYFShuUl3GrL+5NhjglnEuBk3de+9rUjws33vve9zcEHH9zcfPPNZb20LedQpzzPsNLDDjusDHnMOnm9/9rkM5HwKTXWqqz7ne98p/dsYU+0drCVKfWu2u3J8Ngqd03MdcgwxP5eYnmcHoBvfetbe680zY9//ONm1113bT72sY+Va5ogqn0umdKes846qwSPGUrbDqvq5zp1ytr+/d//vdl///2br3zlK+XfSrbJZyXDazPMFgBgWRJsATAj5Ut7gpKddtqp98pCuZNc7Y0yrDfOIAkaNtlkk9JjZZiEC/XuiJkSOOQOgKljlLsyjtazZrLl/NPm17zmNb1XFnrnO99Zwq4MlXz5y19eCuKnqPriDs+MrJ9r2B7KlqDm0EMPbbbccssS0qQnVqb0VMqx2vJaApcM6UwA1B/mDJMwJuFPgpaDDjqo92pTQpgEWbmzX97fWH311UvvunbvrvPPP7/ZYostmg022KDsIz2hMqW4ekKzv/mbvymF/xMEZchf3recZ7+0Y4cddhjRi6r6y7/8y1L7qt0TLVNCrnbPv7b08EpAOmjoav085y6N/TXGEtQlxEzIVs8lU46VOmN77rlnOZdrr7221BlL4FXlmids++d//ufeKwtl2GZCyvREzHuTz0rCyUgPvfZdRwEAlibBFgDTRn/oMVYIknAgX+zbtYnSy+Wyyy4bM2QadKxvf/vbzZFHHtl7ZeEwugQY6T2UWkWZEkz0S5CWnmPpLTae4451Xv2GrZ/zT6jRLljeLwFQgqAEW4PCm7Hk2AmsEo6MV67b4Ycf3hxyyCGlsHmGbyaoGu2828vyOIFM9pOeVSm4Xv33f/93KeifACdDItOrKss/9alPlTsUtmVYajuIvPPOO3tLFsp7OVrol+ub4Kq/llskOMv27SLwaXfCqYRO/RKC5X0aNAyxyjlneUKo9E7r/6wlVKznkqlfziHhX/vmCWlTziFDNo8//vjy2mgSWB511FGPeL9He+8AACZCsAXAtJAvzltttVXv2cIgIAHAaL188nrW2WeffUb02EnPqoQV9c5vWa89PCzF3/v3ndDngAMOWDSMLrWQ8gU/YcDJJ5/cfOADHyi1iVLHK8XMP/OZz5RQqS29pXL3vlrfKdLbp/Z4SlCTO9fluAlDBp1Xf1tHuw7ZR3qL5U6NBx54YOlpU+VYCV/SxnbIsTiyfoKabbbZpvnc5z7XfOQjHyk9phLwpV1tuV45XnpYJQhLGFQL7Oe9abe//xzXWWedR5xj5nkt1y9DEtv1xFLAvb7HWS/hUj47KXqeIvMZvpfC7v1ynLQ9IeQ//dM/NR/96EcXDSMcJm1Iz6b25yvnniGXea1/+zx+/vOfX65FW3pE1dpsg97LqOecz0uGJOaz9uY3v7mcW65jW0KvnEt6cWVYYT6buYtjtu8/nzzP+vkspHh8atPlWlQ5n4Rxc+bMad7+9reXZQnhak+1Qe8PAMBkmfXQL6uLN64AAKagBEupYZQeVz/72c/KcKoMk0pws8oqq5Qv1YNku/SSyjYZVpYeSgl10lMoQ+DSWyU/KlN3KvtO76VI7ax8oc8X/nxZT52idlCVWk3pAZQgKvtLwBM5Xqa0L8dNge8ULK9S2ylDARMKZL8JuXLM3Iku55fj1V5MCUX6g4K0tZ5P2pvtE3QMuw7pHZZaV+nBlFCtDsPMfmowlGFstdfUaCHOINlPPde0P9cxj2t9rRoepl05nxwj1yvHTfDTHqpXDTrHnFuGFeY9b59jrnWOdffdd5f10yMp55VzqqFZ9p3rkPNO+zKlrTlGu6dazj1tSTszHDAhU9qZ65t2Dro22W+OWT+XOUb2keuZ9zHtbZ9fzq32kss2eT/yWt73fN7yuRvrfaifr3q96/nkXPJ69pfj5TrlWtTrnmPkXDIfdM2zbc4ln5MEg9ln3V/2U69Hpuwzy3/605+W65/9Dnp/AAAmSrAFwLSQH2cJSRJGZMqX+4QP+ZKeeftLelu2q+FOtssX9folPV/28wU/6+T1LM96kWVZJ+vmWBk29773va8sy9DD1GBKj6OEEQk9+kOCTNlfanKdcMIJvSVNKaqe3ks1hMq+E3TUECHHyzkNC1LqdUg7M+XxWNch55995ziZ8jiy/xrgZL6kgUTalPNIW7LvBFE11KrXooZGNWjJlOd5vb/N/eeY9qd9CcQGnWOWJ9TJNcxxowZoOU7Wr+3Ifmv7ahvT9sh6uQZpV6Zsm/bm8bBrk33mnNPOvN/ZX84p7189fv/7mPbW97y2t/2ZzLEGvY9tOW59X+u55HFey7Jsn6meSz2fTMP2X/eZa5n21esT2T5tzHnVa5rl9d/UaO8PAMBECLYAmDbyIy0hRDuISGjQHxz0y3b1S3tVt6tfwvv33V6eL/eve93rSjH4SJiVYtxrrbVW6fWVL/r9sr8U9k5x8VtuuaW8liFb6b2VeYKthAW1bTlu5vWcMq9t69ff1rpNpmHa2+Rx1GOMdbzxyn7rVNtWjxX9xxrteHUf4z3HQec2aP3avrr/un7Vblt7Gk3dV91f3WZYe9vHzxR13fEcr63up+4zU1X3U/fZnoZp76fuN+p2tY3RXqcuG3S+AAATIdgCgAlKsJW6ULkjXZVhiKmZlWLa6aXS/kKfH72pf/Sud72rmTt3bu/Vpty9LkW6E4hlOJcQAAAARifYAoAJSk+v7373u81LX/rS5pvf/Gbv1Yf91V/91YiQatAd6VJ8OwW/a8H0DDkbrecMAAAg2AKACcuP0tQS+u///u/Sa+v666/vLRlb6g7tsccezc4771wKvCfUSqHtJa1nBQAAM4lgCwAmQXpt5e5zufveV7/61eZLX/pS87Wvfa3czTB3t2ubPXt2qcO1wQYblCGLT3va00otrtzxLnfpSxFuvbUAAGBsgi0AmAT5cZpwK3e/S8D1wAMPlF5c/XePi3oHutxBLne6S5iVqd6FUagFAADjI9gCgEmSH6m5C1wCroRZdUqolWWZElplquFWpvTQyvPU4RJqAQDA+Am2AGCS1RArU4Ku+lpVw6saZNUJAABYPIItAAAAADrp4XuPAwAAAECHCLYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB00qwFD+k9BoAlNnun9/ceAUxfcy94U+8RADAVCLYAmBQJtk45ab3eM4Dp54CD5gm2AGCKMRQRAHrOfP/ZvUcAAEAXCLYAoOcjgi0AAOgUwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAACWkXe+8529RwBMBsEWwBLyiykAsLiOOuqo3iMAJoNgC2AJ+cUUAABg+RJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAEwbp59+ejNr1qwyb7v55pvLBEwvgi0AAAAm7Nxzz2123XXXZtVVVy3BUqZ11123OeCAA5o77rijt9bSd//994+YRwKt2bNnl0m4BdOLYAsAAIAlds899zTbb799s9tuuzXnnXdeCba22267Mt1+++3Nqaee2qyzzjol+JosOUam8VphhRWaVVZZpUx5DEwfgi0AAACW2IEHHthceumlJby66qqrmttuu6255JJLynT33Xc3xx13XFkvwdfVV19dHk/UvffeW6bxWnvttZv58+eXKY+B6UOwRacN+ktN/mKUH5iZAwAAS09+704vrfSEuuyyy5ott9yyt2Sh1VZbrTn00EObI444ojx/85vfXOYAk0WwxWLL+Pgjjzyy2XTTTReNnc+U7seT2b14PAb9pSZ/Mdpqq63KHAAAWHo++MEPlvn+++8/ak+ovfbaq8xvuOGGEfW2jj/++PJdor/QeyQ0y7KsU+U7R16r6neR9mvDjDZ8Mcdof7/J44svvri39GGpz5XlWT+PU0Msz9OuKtu195V12ucATC7BFoslwdUmm2zSzJkzp/xQqmPn0+043Y/TvTj/iU9Wb6kUn8wPg8Up8Ji2tOcAAMDSkV5a8cIXvrDMh0nole8R8e1vf7vM29qF3kez5557LhraGHlcp7EMG76Y7y+HHXZYeZz9pHdZ1ttxxx0fEUg9+OCDZX7TTTc1W2+9dRnamO9D+S4UCbWyXbav7cp5Z31g6RBsMW4JlxJc5T/p/Gef8fJ17HzG0Wc8ff7TTuC1xx579LaamPvuu6/M6w+Q8Tj66KObBQsWlDkAALD01KBo/fXXL/PRZFhi3HrrrWW+JPKH7wxtrPK4TksiwVW+v6TH2fXXX1/2k+8R1157bflDeQKvQXd0zPDLLJ83b175PpTvH3HyySeXeQK/2q50DljWI1tgJhFsMW71rxgJtfKfff3BVGU8fR1fn79YDOq6CwAATD/93w264owzzijzd7/73WVe5Xz22Wef8vjyyy8v87Z850mgNey877rrrt4jYGkTbDEu6a1Vu9cedNBBZT5Iuhjnryhx4YUXlnmVIYXDxrT3j5XPX07yvB4zNbPyPNNYd1LJ+PysN2icfs4j7Us7sk7mBxxwwMChk3UYZKSmWF2/BnbZJtvWfWXKeQz6iw4AADC15Pf522+/vTw+88wzy3eQ9nTFFVeUZYOGSW622WYDQ603vvGNZZ7vL/musDglVYAlI9hiXK655poyz/jxsf4a86IXvajM05W336Ax7YNsscUWZTx6rZOVrsF1jPrqq69eXhum/uDp/wGUQGr27NmlW3BCq+zrBS94QXPqqac266233iPCrToMMj+QUlMswywTYtWu0wmxsm3dV3qyZR/+OgMAwEwz1h+fI+VLIr/rTwXf+ta3eo8Wjk7pn+of2VdaaaUyH48ddthhUYmWfFfI9498bxBwwdIj2GJcaki08cYbl/loVlxxxTLPWPUllWGNGY+eO4jE7rvvvmiM+mh3WxkmgdOrXvWq0mX4yiuvbE455ZRF491PO+20Eri9/e1v7609Un4gnXPOOSWoyw/jbJcf3HUsft1Xhmdmnf5bHAMAwHSVP3zHN77xjTIfJqMaau+o8dTjWhba7UiNrGHTvvvu21trfPJ9IN8L5s6dW74vJCBLoXkjO2DpEGyxWBbnrxVTScbFJ7zKD5YNN9yw9+pC9QfVsIKO6Y1Vh1f288MJAICZ7OUvf3mZn3DCCY8YAdGW0Q2R38cHjQAZNNxvrLBsotKO/OE7Rmv7ksr3jvwRPOec7yKDanUBEyfYYka45ZZbyvzGG298xNj5TDFsmOSgrtL5K0y6F+evL+lVllBsafwwBACAqWznnXcu5UPSG2tQvdn8jpzSHvUmU295y1t6SxbaYIMNyjyjJNrbpl7ufvvt13v2SDWQmugfmusfsIeN3pjMuxmuueaavUfAZBJssVhqAcXR/PCHPyzz2i15KkigFQmiBo2fj/rDcbxyF5T85Wn+/PnNbrvtVup01ZAMAABmgvR6uuCCC0q4lVIdmW+66aYl5Mr0pCc9qYRWtSRIf1mR1KTKH4zzR+bMs03+cJxQK8+HqYFU3Sa1cJdE7oaYfaSNOW79w3e9SVR+z18c2SbtqfvJ4+w7x9h88817awGTSbDFuNReS9ddd12Zj+bLX/5ymY+nHteyUtuSYYWDxs1nSkC1OPJDPHW15s2bV2pw5YdYQrLcQREAAGaKDLm79tprS+3a/HE7AVf+oJwpgU5+B8/vzP0lQar8wbgO18s2CcEuuuii5sMf/nBvjUdKILXLLrss2iY3hapq+ZT+MirZb/8fs/M7fY6fNmZZ/cN3veFU6mS1rbDCCmW+8sorl3m/tCN1eet+8jjnlmMMGoIJTNysh77QL+g9hlEluMkPjvzAGlZAMXf7yJ0/It2R23+RmTVrVpnffffdI/5TT/fk/PUi6/d/HPMXjvygyp1FBhVlr/tsb5e/jOSHSH44pah71K7M6WGVMGo8xjp2v3SDzl+o8gNxcUMyuimfP/+FPmz2Tu9vTjlpvd6zbnreWi9qvnLnhb1nACMdcNC8Zu4Fb+o9gyXj9weAyaXHFuN2zDHHlHkCogRF/XKnwNztIxIg9Xczrl2JTzrppDKPhEEJkOodUvrVv4TU4Y1Latttty3zdAMedKvdtGM8tygej4RbAAAAwNIn2GLc0kur3s0k4VYdP54p49G32mqr0qMrXW0H9Yo66qijynzOnDmLxt3XQpPDwqCXvexlZZ6x7fU4SxJAJWTLcMG0Lz3KMma+jntPW3L8r371q721x1a3q/vJ8MMa3B188MFlDgAAACxdgi0WSwKrDM1LeJVgK0P1MmXoXca4Z1luaTtICkNmrHxCpIy7T72u7Cfj7Wso1C/j2hOmZXhfjpP56quv3ls6eJz8sDH12Vfal3bm7iZ13HuGRWZ4ZR22WNXeYnUcfVvu3pLt0gMs+0hYt9lmm5Xzq4UsAQAAgKVLjS2AJaRGxkhqbAHTnRpbTAa/PwBMLj22AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAKaBM86/vnnV4Z9uZu/0/mbXQ89rPv5vN/aWjM9Et+831doDTE+CLQAAgI57y4mXNGdf8u3mB/c/oVnt6c9p/ufBJzYf/fdvNm957yW9NUY30e37TbX2ANOXYAsAAKDD5vzLlc1N8+5pHrvS2s3jHr9K86hHPaZ53BNWKc+/esvPyvLRTHT7flOtPcD0JtgCAADoqLvv+9/m05fMbWY9fvXeKyM9fuWnleVZb5CJbt9vqrUHmP4EWwAAAB31sc/e1Kz2lDWaRz36cb1XRsrrK666enP2hXN7r4w00e37TbX2ANOfYAsAAKCjvj7vJ81vmyf2ng026zF/1Nzwzbt6z0aa6Pb9plp7gOlPsAUAANBRP/rJfc2jH/eHvWeDZfkPfnx/79lIE92+31RrDzD9zVrwkN5jmHFyC+Ev3/jd5tbv3NU8c52nNi983rrN3790497SsU10e7pt1qxZj5gPeq1/vqTL6nxpLKvzJV0WT/iLA5pTTlqvPO6q5631ouYrd17YewYw0gEHzWvOPXr7Mf9PHG1ZnS/psjpf0mV1vqTL6nzYMsaWazWZX8Fm7/T+5slrbdp7NtzP7ry+mXvBm3rPHjbR7ftNtfYA059gixkrtxC+4ds/axY8bpXmMX+wQvPbXz7YzPrNvc0m6z+5OfHg7XtrDTfR7em+/GL6+9//ftEvp5m3Hw+bL+myOl/SZXW+NJbFKw+/WLAFTGsJtn75jdPG/D9xtGV1vqTL6nxJl9X5ki6r8/7Xqvxs7A+72vPRltX5ki6r8yVdVudLuqzOx1r2zW9+8xHXbSL+Zq8PNwueuHbz6Mf+Qe+VR/rdb3/Z/P6B7zZf/OjevVceNtHt+0219gDTn2CLGSm3CP7PG+5qHv1Ha/Veedj/3nNH86LnPa054nVb9155pIluz/SQX079F/qw/IVVsAVMZwm29BAZrP48zLz9uH8+2rI6X9Jldb6ky+p8SZfV+VjLNthgg0WvTYbdDzuv+dEDKzSPe8JKvVce6df/d1+zxor/25x93Ct7rzxsotv3m2rtAaY/wRYzTm4N/Ld7ndGstubsgXdb+f3vft3c84O5zX+euU/zpJUfWbhyotszfQi2RhJsAdOdYIvJMNm/P5z40auaz3/1ruYPVnxa75VH+tUDP2xessXqzVv+YaveKw+b6Pb9plp7gOlP8XhmHLcgBgBgutjz5Rs1D8y/q/xxdZC8nuVZb5CJbt9vqrUHmP4EW8w4bkEMAMB0kRECr9x+dvObn/+o98pIv7jvh2X5sJEEE92+31RrDzD9CbaYcdyCGACA6SS1XTdb/0nNL+bf3vz6/+5tfv/73za//sW95fns9VYZs/brRLfvN9XaA0xvgi1mnHvu+3nz6MeMEUw9tPze+3/eezbSRLcHAIDJlrtyv+5lz26e8sSfN/d8/2vNU57w8+Y1O67fnHLki3prjG6i2/ebau0Bpi/F45lx3IKYyaJ4/EiKxwPTneLxTAa/PwBMLj22mHH++EkrNL/7zS97zwb73a9/2az+lBV7z0aa6PYAAADA5BBsMeNs9MzVmwW/fbD3bLAFv/35Q+s9tfdspIluDwAAAEwOwRYzjlsQAwAAwPQg2GLGcQtiAAAAmB4EW8xIbkEMAAAA3SfYYsZyC2IAAADotlkL3GsWYIm4XfdIs3d6f3PKSev1nnXT89Z6UfOVOy/sPQMY6YCD5jVzL3hT7xksGb8/AEwuPbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAlpE11lij9wiAySDYAlhCfjEFABbXD3/4w94jACaDYAtgCfnFFAAAYPkSbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLWBKuvnmm8s0Uffcc09z9dVXlzkAAADTi2ALmLCLL764mTVrVpk23XTTcYVICZtWXXXVss26667be3WhBFqzZ88u00TDrQMPPLDZaqutyhwAAIDpRbAFTNitt97ae9Q0N9xwQ3P++ef3ng33nve8p7n33nvL49tvv73MqxVWWKFZZZVVypTHE7HOOuuMmAMAADB9CLaASbP//vuX+QknnFDmw6QX1qWXXrpo/X5rr712M3/+/DLl8UQcffTRzYIFC8ocAACA6UWwBUyatdZaq9luu+1KD6wMNRzm9NNPL/Pdd9+9zAEAAGBJCLaASbXnnnuW+dlnn13m/VJ/69RTTy1DA7fccsveq4+U+luZ2tLTKzW5jj/++OaOO+5oDjjggBG1vQaFaQnRsryGaVX2vf3225f2HHnkkYvqfWU/qRkWWZZj1GVZf1DNr7ye5YOWpa1Z1t+2XXfdtbweaVvqjOV55tmmyuP2sto2AAAABFvAJNt2221LbayEV4OKyNf6W4ccckiZD5P6W7UGV/Xggw+W+U033dRssskm5RjpIZaQLLW9UiS+P1y6//77R8yr7DvtSyg1Z86cso+6nx133LGETeutt145xmabbVaWZfjk1ltvXUK1QWr7xuO+++4r8wRn++23X3mcc0pvt8MOO6yEbQnZ8jjXsy5L24RbAAAACwm2gEm12mqrld5IMaiIfOpvJajZeeede68svvPOO68ETQl6Lrnkkua2225rdtlll7Ksv2fWaBJiZR9XXXVVc/3114/YT8KmHGPu3LnlGNdee20J0RKIXX755WWdyZDg7LTTTivHThvyOBK2pW0XXXRReT3TEUccUZadddZZZQ4AADDTCbaASbfvvvuWeX8R+fQ0SliT4CsB2JJK4JSwqV1Y/vDDDy/zYb2phrnyyitHDIl8/etfX+b1GBtuuGF5nvbWYZbZZrIkyKrXK9qPc5wddtih96xp9tprrzK/7LLLyhwAAGCmE2wBky5hUB06164tdfLJJ5d5O7xZEqk11R+M1QAqPZ8WR92uqiHXoGM87WlPK/M6jHAyPPvZz+49elh6hkV/22qQ1z9EEwAAYKYSbAFLxcEHH1zmH/zgB8s8PalSoyqhTX9gM5kSpgEAADAzCLaApaIWkU89rIRaJ554Ynm9DucDAACAiRJsAUtFu4j8mWee2Zx77rkl6KqvTUcPPPBA79HDcgdHAIC23MW5/07OACwZwRaw1NRaWrnDX+pC7b///uX5dLPxxhuXeWqI3XPPPeVx5gcccEDpsQYALH3pIb7qqqs2s2bNKvPxBEf5eZ26mtkm0+LehGZJpF2zZ88uk3ALYOIEW8BSU4vIV/WuftNNziu90VJDbPPNN2+23377Zr311mtOPfXUEecPACw9d91116IbrGR+zDHHlMejSa/ydn3O7GNpW2GFFcrvDZnyGICJEWwBE7bSSiuNmLfVIvK77LLLorv6tdVf7PoNer3+8rfyyiuX+SD92wxr27DjjmbY8XNeV155ZSmMn1+OE3C94AUvaObOndvsvffevbVGqvtY3F9ol6TdADCT5OfxOuuss6jO52iOPfbYsm69I/GykN8b5s+fX6ZBvxsBsHhmLXhI7zEALLHZO72/OeWk9XrPuul5a72o+cqdF/aeAYx0wEHzmrkXvKn3jKnm6quvbrbaaqsSUm2zzTbNYYcd1hx33HHNoYce2ltjpNT/3G233co6V1xxRfnD1FVXXdVsueWWvTUA6AI9tgAAgGll5513LvMzzjijzAd573vfW+Z13WESgKXMQK3DlZpcxx9//KK6mnH66aeXZVmvX26ck2XZT5UaYJna6j4S0GXadNNNy/Osl7qd9XgXX3zxiGVpyyB1+SD1fNpS7yuvZX/p6VbbnSmPaz2wzNvL2m0DWB4EWwAAwLSSIX61RECCoH4JZ2644YahpRKqBDjp1ZXgJj27MkV6g+2xxx7lceSGORnSmF5f7QArx86QyLQl+6pSA6zWA6vuv//+Mj/77LNLz7O0PdtlvdTtzPESIu24447ltbosbTnyyCPLtv36jzGaBx98sMxzR+fUCK3tTgmEPN56661L+Jai95dddtmiZWnboEAPYFkRbAEAANPOnnvuWeZnnXVWmbcloInXv/71ZT5MwqWLLrqouf7668uQxkzXXnvtohCrXcPrYx/7WJnXHkyZ3vjGN5bXTjnllDIfjwRFuZP0vHnzmksuuaTU7IwcL8sSrt12221lWdoWeX2yJMTK+eXcc4y0I88Tku23334lDKxtSziYcCtzd3gElhfBFgAAMO2kh1TtbdQOoBI4JQhKWDNWPa0EWjvssEPv2UKrrbZaGY4Y7bsoZl9HHHFECYDe/va3NyeddFIJhxJELU6R+ARHCcJynMhdptM7Kk477bQRNcPStho6TVawlP0ltKptTjv22Wef8jhtS4+02rasU3uiXXPNNWUOsKwJtgAAgGkpPZ/i/PPPL/M488wzy/yQQw4p8/FIzavUnqpTekwNctBBBy0anjdnzpwypG9Y8fphNtpoo96jh6UYfjz72c8u87YastWhhBOV/dXgqtpiiy3KfFDb1lprrTKvQykBljXBFgAAMC3ttddeZX7ssceWeaSgfMKnsYrGR2pkJehJzavUsqpTemINkkCohmmx99579x4BsLQItgAAgGmpFpHPUL0MocuUUCrD5/p7JfXL8MVXvepVzfz585tzzjmnufvuu5sFCxaUqQ4N7Jdt6jDHOPzww90xEGApE2wBAADTVi0in+LutcB77mI4lssvv7wEYumBNZ4gLFI4PtucfPLJi+ptHXjggb2ly0d/sJbnw4ZSAnSRYAsAAJi2ahH53FUwU+pepSD7WFZaaaUyv/HGG8u8SpH26667rvfsYbnTYvafAusp6p56W+m5leL1GdK4rOU8I0Xsq/Qo23777YcOpQToIsEWAAAwrbXrXh188MG9R6PbdtttFwViCYNSND49smbPnt1b42EJjDLsMOunaHykh1d6bsUb3/jGZT4k8aijjirztGfTTTct55CgLaFWHSoJMB0ItgAAgM5bYYUVynzllVcu87ZaRD7BU3pw9avb1H1Egqkrr7yy9MBKuJWi8ddff31z3HHHNcccc0xvrYXqsMO3vvWtpa5XlZ5b2T5hUvvOjGlHprbaQ6zOx2tQ2yPHvuiii0qIdcMNN5ReZgn45s2bt6g3V9to1280S9pugMkya0GqHwLABM3e6f3NKSet13vWTc9b60XNV+68sPcMYKQDDprXzL3gTb1nAMBUoMcWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJ7ooIwKTIXRG77uZ/fXOz4d+9r/cM4JHcFREAphbBFgD0zJo1q/FjEQAAusNQRADoecc73tF7BAAAdIEeWwAAAAB0kh5bAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAgBnrnnvuaU4//fRm++23b2bNmrVo2nTTTZvjjz++LB/m6quvbnbddddm1VVXLdtknuc333xzbw0AYGmbteAhvccAADBjJIDaaaedmttvv70832STTZrVVluthFk33HBDeW2VVVZprrzyymbDDTcsz6uEYfvtt195vN1225X5pZdeWubDtgEAJp8eWwAAzDgJr2qolWAq8+uvv7655JJLyjzPd9lll+bee+9ttt5660f03Lr//vubI444oqyXbTLdfffdzTrrrFO2SfAFACx9gi0AigypOeCAA5p111130VCcOqwmy8YjX+SyTSaAqezMM88soVR6aSWUWnvttXtLFsrzc889tyxPUJX12w499NDm6KOPHrFdenvts88+5fEdd9xR5gDA0iXYAqA58sgjm6222qo59dRTm/nz55feC3VozXnnnVeWJfQaJj0ZEoBlWE6+AGZioVq3p1+GQKnDA8vPscceW+ZHHXVUmQ9z8MEHl/kZZ5xR5uO18sor9x4BAEuTYAtghksvqzlz5pSaMKeddloJtuqwmjw+55xzyrKEXimk3C+9udZbb70SgGVYzrJ28cUXL+phlmLPoxV6rtLmWuw5PdSWtQRas2fPLpNwC5a9/LurAfwOO+xQ5sNsu+22ZZ7eXWP9/5JeWjUwe/3rX1/mAMDSJdgCmMHyJe3www8vjz/5yU82++67b3nclp5YWRb5wtb/xe4973lPCYmuuuqqMixnWbv11lt7j5pS7Pn888/vPRsuba5favNldVlbYYUVSliYKY+BZevBBx8s8wwzHEuGF1bf+ta3eo8WSkCWwD9TerVmf/n/8KKLLmq23HLL3loAwNIk2AKYwRICJeDJl7HRei1kWS2IfPnll/deXehtb3tbc+211y73L3H7779/mZ9wwgllPky+iObOZXX95SE1edIbLlN/XR9g2WmHVkvimmuuaQ477LAypVdr/o9MYN0O3AGApUuwBTCD5Xb08YpXvKLMR5O7g8Utt9xS5lUCrYl+OZwMa6211qI7m41W7L7eqWz33Xcvc4AllV6uCxYsKFPuiJih2wm3EnSNVpcQAJg8gi2AGey+++4r8w022KDMR7PSSiuV+Y033ljmU9Gee+5Z5meffXaZ98swyvSqSO+zsXqYpWdXhmHWWlyZ54vqsBo7qfWVGl+13lfWHe2uaNlfpn4J5QYdd9C+sizF6dOmDIWq26RuWA3wgOHSe3Ms7X97o/2/kYA//3Yvu+yy8jz/1+T/BQBg6RJsAdCsuOKKvUfdliLPtdD9oACq1t865JBDynyYfBlNYfd8Qc0X1eOOO655wQteUPabQvn9+z733HObHXfcsdT4yrDO9BzLunl822239dYaKb06MrUljModKLOfDJXMcTfbbLNF++o/brbPawm30kMkgV3WS6+13KFSuAWDtQOqsW7gcN1115V5/m2NR4YX17vKGpIIAEufYAuAaaP2mIhBReRTfyvB184779x75ZESFL3qVa8q62Wo5imnnNIceuihJbzKXSMTJr397W/vrb1w/TrkKMOQrr/++nJHyYRLCZoWpzh9vmAnzEoYlkL8OW72lWGgOW5/fbNICJZjpHh/jp0p7Yyx6o3BTFaHVx9zzDFlPkj+faeOYBx88MFlPh410H76059e5gDA0iPYAqD56le/2ns03J133lnm22yzTZlPVfXOjv2hTnphJQBK8DVaTbCERwmR0mNqww037L26UN13Qq6qrp8vyTVUi/TaSCiVcGu8aojWb6ONNirz73//+2XeLwFcuwdK2plgbnFCNZhp6h1hzzvvvIHDjDMEMb0h8+8ovbXa/74jQ37b/xdU2Ve2yb/B9CIFAJYuwRbADFZDqptuuqnMR1PrxoynHtfylDCqDsdrF5E/+eSTy7yGU8PU4vipJVZv49+eIkFWVcOmGj61JUDLl9/FlZ5bGUZYj3nFFVf0lgzWH8BFhjDGaHW+YCbLv5v0sqzDl5/0pCeVICtT6uUllE6PyMjj/uArdzXdbbfdSl27ul3q3GVfkaB6KtxYAwCmO8EWwAxW68Ckx8JodWYSsiQoype7HXbYoffq1FWHDH3wgx8s84Q7KRKd8x0UArXV4vhZv97Gvz1FvghX999/f+/RxOU9yJfj1PdKjax6zPEUuB7mrrvu6j0C+qUXVsKrI444ogTi+beWKf/fpRdmgq+8nv8jU18vQXMNiwdtl2ArvT3nzp37iB5eAMDSIdgCmMES8tQ6M1tvvfWIHk5VQq2ELFF7PU11tYh8vozmS+iJJ55YXq93TRzNxhtvXOapdVVv498/padGVe8WORn23nvv8uU4x84X63q8PAeWjgwbTk271Kdr/xvPMMOEU3k9/wbTUzNBc4KsYdultlZ6ao0VoAMAk0ewBTDDfehDHyo9mfKlLXfky9C59rCaGmq1eym1Jfiq62eqBr22rLSLyJ955pnlC2raP54eFLXY83h7YtVga9BwzgxdGnZXxH7prZUeIPnSnDpb+dIMTA35N5mwOb2xAICpRbAFMMMlBEqR8wy5Se+t9FSow2oy9DBDberdAHfccccSVKUQe5VApq6fqRr02rJUa2nNmTOntH28X0hrsefUyRk0PDM9wNo92+r66R3Wf11yrfJleDxWWGGFMs/67Vo+efyZz3ym9wxYXhI2pzdWu8cmALD8CbYAKNKbKT2b8qWtDqvJEJsMtUlIlJoxtZZMAq701Ip80avrD5uWhwwFqkOGYq+99uo9Gl2+vCbkSxiWWle5w1kt4l4LSrfvIpn1E/5FrkvWyZRts4+sPx7ZT+05t/nmm5fjHXnkkaWuz3jDMQAAmGkEWwCMS4KiBF21mPJkFk2fiDoUcFCtq1pEPj3RBg3ty/DEQUMsE/JdddVVZbuEfbWIe3q3pfdahiW1JfxLDZ6EWBlOWIcsXXvttSPCtbZBx/7Upz5Vtku4mOOlF1ja8vnPf763xkjD2t9We4IBAMB0NGvB8vpTOgAAAABMgB5bAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdNKsBQ/pPQYApoj8eM70+9//ftHjWbNmlelRj3rUosddVs8vU+S86rmx/Hl/AIAu0GMLAKaYBAmf+tSnmhe84AXNYx/72OZxj3tc8wd/8AfNtttu23zkIx9p/vd//7f57W9/W4KHrkrbc46PecxjyvltuummzYMPPtj85je/6fR5TRd5D/bff/9F78+73vWu5uc//3nnP3cAwPQj2AJgxsgX8oRG+XKeACXT7373uyn1RT3tS6Dw6le/uvnCF77Qe3WhL33pS82+++7b/OQnP2l+8YtfLNd212uZ65fr+Otf/3rRlOe5xlk+rI15/Y477ug9a5qbb765+dnPftb88pe/nFLvx0yV9+C2227rPWuayy+/vPnpT3/q/QEAphzBFgAzxu23396st956i3pBTbXeT2nDscce25xxxhm9VxbacMMNm9mzZ/eeNc38+fNLsJXgaHnIcb/4xS82hx12WOlVVnuUZUrPq9e97nXN+eefX65tgq5B4WH2kevedu+99za/+tWvltt58bC8B+33Ie/jfffdV4It7w8AMJUItgCYERKs/OAHPxjRS+iWW24pIVG+tE8FCQw+/OEP9541zR//8R83Z555ZjNnzpzmpJNOaj7/+c83H/jAB0owV+sc5bxqr6l2T6mlIcdKr53tttuu2WabbZoTTzyxueKKK3pLF/r617/efPzjH2922223ZoMNNmiuuuqq5v/+7/9KG9uyr/6wayr2oJup+t+ffKby7yRz7w8AMJUItgCYMfrDlfQoSl2nqdBjK8f/2te+1nz3u9/tvdI0r3zlK5s111yzefrTn96su+66zUYbbdS85CUvaZ761Kc2T3ziE0u4ddNNNzVPetKTSq+pJz/5yc1XvvKVEkAsjfPJUMFnPOMZzX/+53/2Xhnd97///WbPPfdcNMRwrMBNYDK15f3xHgEAU41gC4AZYdCX8gRdmaZKL5T777+/92ihP/mTP2lWW2215ilPeUoJrTKlF9cqq6zS/OEf/mG5Q12G72WIWGT7BGMp8j3Zvbayvz322GPRsWLttdduDj/88OYTn/hEc9FFFzWXXHJJ6cW1ww47NH/0R39U1vnRj37U3HPPPcu9JhgAANOTYAuAGW2qhC1pR4ZKtv3lX/5l84QnPKFM6ZFVa4NlevSjH1226e+F9sADD0x6HaQcJ73J2j210rYTTjih1Nj6i7/4i+bP//zPS2+ul7/85c3xxx/fXHDBBc2LX/ziUtOsBoiCLQAAJptgCwCmiAzda3vMYx5TQqzMM+ywPUWCov4AK8Mql0aIlN5YbS984QubVVddtQyVzLT66quXIZKZZ+hkit2/733vKwFXepjlPGq7AQBgsgi2AGCCasCUQCkF0FPjqk61IHqWDwqb8lqWZ93M2+p+E1bV/dbgqh4rz9vq+oPasKRhV21j23Of+9wSbGVaccUVm8c//vElvMqdEVP/K2FWgq6EXhlSmdcydHJJta9DPe+8Nsig61avQ17LuWT5oOtRt+0/zmjXrn2sTGNd62HHGCTrZso+h53PWO0bJNtkn5O1PwCA5UWwBQATkBAgBdzf+ta3NptsssmicCfTpptu2rzuda8rBd1TY6o/wEh4sP/++5ceWQmG3vWud/WWLJRaVRnKt8IKK5T9Zbhfamrlzoh1mxSTbzvkkENKofm6TaZXvOIVpVD+WIHLMNmmf7vvfOc7Zd853wRW7d5keZ72pQ5Y2pF6WxPpsZV25/rWoZipNfbVr361BDHtduVx1s3dI/fdd99y7drvx7bbbluuce7cmOGag65H7uKYYZ71OPWuju33rS2v532ubcv+U+Osv21VXvvyl7884hi5U+evfvWrRxwj6+YulGeddVa5kUC9SUDOJXXXMgz0Ix/5SBnCmmAq2w86ZluWz5s37xGf1+xv5513Lj3z8llJ+wEAukCwBQBLKKHDLrvsUgKC1JuaO3dub8lCCVA+/vGPN89//vObt7zlLaWwewKMBCqRkOG2224rj8fje9/7XnPXXXc1P/7xj3uvjM9PfvKTZv78+eXYYwUfw6RXVtu///u/lzAlYd2gfdaAKwFOpiUNtbL//fbbr1zfKj3BUkQ/4VQ9duapA5aQ6WUve1nz4Q9/uLnzzjvLsupLX/pS8+53v7v567/+6zJMMvXIaiAU2UfCwirF+D/72c+Wa5f1+s+zHjPBZvXRj360vD8JMgeFYdnmk5/8ZO/ZwmAs6/YX/M/jBHTPfOYzy50l//Vf/3XEzQXy+Itf/GIJ8P7qr/6qBFLZz2jhZV7/1Kc+1Wy22WaP+Lxmfzle6qLtuuuuJWwb1H4AgKlGsAUASyChVupMnX/++b1XFkptqUzrrLNO75WFTjvttFJY/e67715U3D1BQ3plbbHFFs3GG29chuy1bbDBBqVIe91n1k3vodyN8P/9v/9Xtuk/zlprrTVim+c85zll3XaAs7gSSv3t3/5t79lCV199dfNP//RPJRAZ1vtporLP9GhLSFXlfN/znveMOJccNwHT3/zN35R5lZ5i9Tq0r20Crbe97W3NYYcdVu7y2A6tUgj/T//0T8vjSGCUYGtYQf70HGvLXSBvvvnm0utp0Po5TrsIf977hFrt65ftEn4loGvfhTLnUM8nQzur1GbLuuedd96innn9su+EWq9+9atH7HOQiy++uPQQ+9nPftZ7BQBg6pr10C86k/tbKABMQQkLvvCFL5ThW1W+5L/5zW8uYVB6JKVn0XhkX9ttt92IgCKhVab0JMrwruwrQ8ROP/30MvSsOvDAA5vDDz+8WW211crwtfSySdh1zz33NGeccUaZqnPOOadZeeWVS4iR/WV4X9qZwCZBSwKKBCv/+I//2Nuiad75znc2m2+++aJt0msqd1XM8TJl2Nni9p7Krwrp7XXwwQc3p5xySu/VhdZff/0y/C7D/DL0MG2sQxNHk6Fu2S4hVZVhfxlGmXZmHx/60IdGnFsCvayfIZkpUp/6XrnWCWByR8Ya2OT67LbbbqX3UdqUc46EXtlnhuJVGcr3ohe9qFzntD3tSu+6DPeszj333GarrbYqwwbznlUJkBIApTdV2xve8IYyPe1pTyvHr9ci1/HGG28svcqqI444ooRSf/Znf1bakPfsyiuvLCFdlc/UG9/4xhJS1mucY1922WWlnQnGIsM+04sr1yfvea5hlXPO620vfelLy7+HFPtPIJbrkx6Gg3oEJizNtavvT/s6AAAsT3psAcBiqD1f2qFW6mjttddeJThISJYv/5kShiTYSuBVJTi4/fbbF9VtSlCR2kkpsp5goy3hRHrpJPRIqJN953kKs6cmUrbJvC0hTnubzNdYY42yzZKGEQlmEqYcddRRzbOe9azeqwt961vfKjW80tPpzDPPbB588MFFwy2X9G9ntcfSoFAr1zXnl2uV88kx0vuq3QvpHe94R6kXlfPOdtkm9bYS5KSNCcGqBHW1R1b2lWDpec97Xm/pQumBVWuktc8pj/tDrah1uQbVzerv4ZUi/Akha+CY65bPUpVQ68QTTyzDDdufrUz/8A//UHoCJsiLXPsEdQm62m3N/Pjjjy+Pq9e+9rXN3nvv3Wy00UalF1yG0+a1hHi5TgAAXSHYAoDFkJAg9Zmq9GRJz6CELQma0pMoYVPCqszzPEP2qoQOl19++aLhZ7VH1UorrVRCrrb0RkoPrfRMSi+ZzNMrJ3WgEoYk3KmhRpWwp71NpqyXfY+nJ9UwCXxyrEsvvbTUfOqX3mnpjZbrkZ5YGe63JAFXgqCzzz57xDHaoVauZ0K6BEE5n/TW+pd/+Zfemk2z++67lyGcWa++H+lplfcj71GWpedZdcMNNzS33nprCaLS1siQz3ZNsRpUtYcsZp7XB0ntqgxJ7B++mMcf+9jHes+aMkQ072Xe/7zXkdpl7dpg6fmV80/vrwR17c9Wnm+zzTal11hVa3G125phs+3hnHmPEl6lVll6a2XfuU7ZXwLKk046qfm7v/u73toAAFObYAsAFkOKvbfrOG299dYllEp4kgApIUXCpfRwSliRACrBxJZbbtnboinFxhNsJXyIBDR1CF9bQqg6BLHusw4vrK9n3jbaNksaakW2zfkkMEsB9vR8So2vfgm4jjnmmGbDDTcstZr6ew+NJuukd1R6DlW1plY71KohXdbPcLy2XOe0Me9HwqkEYLkGmfI4weBOO+3UW3uhDA/MULy0s55nu9dS6olleX8PrJxflUCoLdskDGufe0K49mcnRdwTFuYzU9/HCy+8sMwjvbUybDHnkoAyn6W0rb63uQ75zKXWW/U///M/zbe//e1FPdAy/dd//Vdv6UIpnp/t6mc2+82+0o5cs4Rm73//+8swUwCAqU6wBQDjlJDgm9/8Zu/ZQgkHajCQsCW9fhJm1ClBSA2WqtzZMKFH6jnV0GNZyfHSptq+tKF/are93b6cQ84zIUvqUmVI5qmnntrsuOOOvTUeloArAVICsHr3wbHONYFM7shXJdRKiDYo1IrsL0FYW3of5f1oD+2r51PPKaFQW8KgBEFZHnm/2mFRXHHFFYt6ddVr2B6OmvUTYFbptdXu5ZWpP4RLaNVua/aZkK1KD7OETenVlTa137dMtYdZ7e1V/fCHPyzvYz1ueqS15bgJtGrwl+uZ42dKaJbj5VqnZxgAwFQn2AKAxdAfEuSuiBmClzpTCTdSjLt/SvCToKNK2JDgoYYky0qOlR5nKXyfaVBb67TPPvuMCHKqhCAJQxKMJGxKz6bUgLrgggtK2NUvw/4+/elPl/pPCWNGO9+DDjqohGBVhnCmRlgCnv5QK7Kvdg+ohESpr5WaZynIPugc81qGjrYlMGq/HzlGhgm21R5YNahKnbT2e5raYynaX+WGAXX97D/Tv/3bv/WWLhwOWEPRBFM1hGsHdSninmuSQvj5DPWfS6YMmzzyyCN7WyxUw8m0s/8aRXq0JTCroVa/hGhpU+1FFmkfAMBUJNgCgHFKSJCAoi3hxrXXXluCjNyRbtD0pS99aURgE9lPDR6Wpe9///ulp1F6IOXue4Pam9c/+tGPlrs11iFtbQlD0usp4Uh6b6WXVAqupzbTJz7xiVKovS29rrKvFGAf7Xz7h/Odd955ZehgpkEhTP/1q3f2y9C7XPNB55Ypy9r695MQJ2FaO6jL8NE6HDEBVHt4X4ZdZvheOzDLul//+tfL9cv6eb9zzat658pcw/SSiv7P1k9+8pPm+uuvL6HaoPOoU3/Y2v5sZbr33nt7S5oSFOa9y5TgalhgJcgCALpCsAUA49QfgCyp9NZJj5gENcsyQEjbM8xsPHKHx/SyqkPa+qXdCUZqwJVeQOnBte2225YC6Qmjqgz1S6gzVr2t9LTKsMMqNaw+//nPlzb0hz4xGe9HwqUMeUy4lHOq70eet4OthEwJqurdEduF4xNSpVZWhvi1i84nQEyvrbQ/wWf7zo25C2G2afdCG3SOiyt1uVIUvoZW/dcn7cmy0UItAIAuEWwBwASccsopzWc/+9nmP/7jP0oNpdGm3FEw8/32268M5esfWrcspHfRd7/73eaaa65pvvCFLzyijZkSyCScSvtq4DNMluUc2rWZUnQ8dydsqwXaE/IMk1Dm8MMPH3Gnxzlz5jRf/epXS6CUnk+jWWuttUrdrwz5q9d6tCnrZN0MIU0Ql5Au51PPKUP92tKOOrwwQ1CrDEOsPcvavbZyx8WEeem1lc9HlVpcf/qnf7qovtawz0D2leMk4BvU/vZUzze93HLnx7wXg/abgA4AYDoRbAHAOCXwWHPNNXvPFpo/f34ZtpZeP+nlNNr0jGc8o3nmM59ZhoNl6FqCo9FCo8mWYyVISe+qBCsZMjionXk9IVFqQGX98bSxhkEJhxJMpfZTW0KpWqB9WC+r9PxK76cjjjii90pTgqEDDjig1LTK9u1eTTlm2lndeeedJVzK0Mj0/Bp0bu0p70XmuRa5Ju0i7Nl33tf28MgMYUw4l8Dq/vvvL68ljMv7mpAq72f7vNPmefPmlTCsHYSlfleCpzoMMceq09Of/vTeWguHjeY9yDkOe6/qlDZkqoX2s++8H9lnegi25TOb92Oivd0AAKYCwRYALIaEIW0ZXpYgJ3eQq8PARpuyTtbNNmP1hppsOVaGoCWESW2sYe1NoJM2tnsxjVfWTaCSUKct+6tByrBApbbtVa96VbmjYpW7SB566KElTGrfXTHHSu+ktnvuuacMB0wgNOjc2lPOM9cgoVaO2x6el3nen7Slyjn993//d+m5VaUHXAKtTAkBt9hii96ShbJu7vb4ve99r/fKwmGIubb9vapy/HaQlt5VWSftG89nK+eTwHSllVZaFEhmaodlkTt7pufcaOFWXm/X5gIAmKoEWwAwTgkJZs+ePSIoyLC92gspQUiCoPT8GTRlWaast7RqHKVHUdoyLLDIMXPs0dqZKctrG7Ov9JRKEJKpFicfJssuvPDC3rOF0pso5117EQ2S13PsBFPvfe97R4SIuc4Z9tmu+5X1//Zv/7a3xkLpVZX3I8vG+35kGtSuvJaaYW25a2F7WGGCtfSOSrCV65Vwqb/ofIZ8Vgmoag+vtKEGWzl2Hrd7fOWuiBnCmXMd73uWc85UzyXz9t0a43Of+1wZ2plC+IPqeuU9zp0+23doHO39BgBYngRbALAYEhq0e/Hkroif/OQny5C52ptoUAhQX0+QMFYwNF4JLfp7kKV2Vu2NU48z0eOlp1KCldzdMMP96pDC2uOnPeW11Llq3wEwQ+Ey3C/hTzt0GSThTnobpVbXhz70odKzqTr66KNLHakM7ctxIsPwttpqq/I4Uhus3sGwBmCZ2trtHe39SFsSQrWDzNSyat8RceONNy7BVoKlrJ/zawdbX/nKV8p7UmUYYtbPlCCqLdsnqGuf87ve9a7mBz/4waIQalA72+dRpyrX+jnPec6Ic8idIy+44IJFn9m630zpJbbLLrs0H/7wh3trAwBMbYItAGasfJFPQJIAJF/wh01ZXntlJeB57WtfO6LWVnoXHXzwwaWHSwKVuk2d8vzKK69sDjvssOaVr3zliNBlIhJaZMhduy0pNJ56TunZ9KMf/aj0zvnEJz5R2lDDoMWVYCWOOuqoUsNpn332aT7ykY80t956a+n5k32nd1GOtd122zV77rlnWb969atfXXphpZdSgp+x5BpnCF56x33wgx/svbrQ/vvvv6jeVn0/3vnOd/aWLrTvvvs2xx13XCmSn/a134tMaWuKxme9hGUJygbV/sr1Tfj00pe+tPfKwiCzShH4DLFsB1uZnvvc5/bWWCh3RKwyDDHXIeeXtrdDvmyb+lhvectbeq8svKPky1/+8uajH/1oCaIScPWfT4ZH5j3OZ+tf//Vfy/vRDrdyzd/61rf2ni2U9/LEE08s55Pzz3HOOuusErwl9AIA6IpZD/0SN7HfqgGgA/JFP0PC+u90Nx7Pf/7zy5f9BBIJOhIcJKx4xSteUQKktvSMSXH4Glikh1Omtu985zslkErPnIQbkdDpPe95z4iQ5pJLLik9slI/KcFJv/wIT9CRbRLkDPNXf/VXzWc+85kSLo23GHyVY1x//fWPGM42Xm94wxual7zkJaXHVobp5RomwEkgk95IOefqqquuKsFZ6n8ljMk6qWGW8Onkk0/urbWwzll6biVUyvuR8OrMM89s3vzmN/fWeFiGCmZ/9ZzTW6kWfo/nPe95pYdZ1klAlba15X1Jr6t8Bvrlzo+5w2VuHJD3M23J9Urolut1yy239NZcKOeeuxZm/RS4z/P2e5Ftc86pbZWhgIMCpryX7TZ+8Ytf7D1aKKFY6pGlzlb9zOSzn89pgrwcfzzSCy7nlKAs0usuPejq+9Pf2wwAYHnRYwuAGaM9xGtxpG5TerSkZ0skMEjPlgQim266aXmtyp3ssn4Ch0z9oVaKxueudAmkxvrb0lgBVJYnGEsPqfXXX7/36iMlaEmYk9BkrGMOklBjzpw5pTfReKU30wknnNC8+MUvLsFcCqCnl9Jo59RelscJTxLGHXLIISOCtRRjT5iXHkwJbRLWpVdYanD1tzG9ytrvRzvUihyjvyh9W0KkDDfsL8Ae6X2V97NdBD7tTiiXMK/faMMQo26bz2l6AeZukNl/WwLVei6ZBqlDNev5ZL9p4z//8z83O++8c3ltNK95zWtK78K8Z1X2kQkAYKp59EO/GI7svw8A01R6+Hz+859vfvrTn/ZeGZ8MiUtPrwQOCSUSJiWASGDzwhe+sHn2s59dAoiEFRnm1pbeOemtlCLkL3vZy8owvvSESY+adiASd999d+lZFenNs8cee5R187j27OpXQ4vakyc9nBKcRbbbbLPNytDJtCEhUdq4OAFFXTfhVu5UmP0k8Mh+aiH3KuvkLoG77bZb6R2U3j0JmnKnvly7XLO6v4Qud9xxx6Ii81k3PeBqAJZzybqZ59wzvC8BVe56GKkFleuTdRM0pj11H3mf834k9Oq/s1/ey7wn22yzTdk+va5yXdp3Ehwk+0mPsirnmu3TC23llVcubWhvm15NGRb6wAMPlOd5L/7+7/++edaznlXe0/o56lfPOeeTQC1DO1NvLM8TviXMq3KO2V/9fCbgTI2utKd+ZrK/OuX6//Vf/3X5vCbMS7ha95cgcuutt27e9KY3lWuTNkZ9f/L5Si+u9vsDADAVGIoIwIyQH3epo5TgJ7WnElS0Q5lhEggktEhQkZAmAUgCg+wvvWLSGyoBT6bUzkpvmVroOxIAJFDIPhKcJNCoQUqKqdeAIPvLkLqf/exnJRzLfrPOGmusUYKN7GOYnFeOnUAr55Wwop5bjpn9JFwaFMCMR9qW/eXccpycax7X+lo5fuS6ZP8JPhKs5DwTaA0qGl+Hx+Vca1iVMCV3DUxg0w5Ocp1zTgkkE/7l+uYYWbeGRJF2pF31/cg2uY5pe30/0saERJnSrrQz1ydtHXZt6vHT1rw/2WfOJyFPws1c1/b55XplnZxXtkm4lddyXrXNY4VDOWbOM9c72+f49bNVr3eOl+PWc8mU6532DArOcg2yfa5N/h0k3Mo+s7/sK+ffft+y76yTc057EhgOen8AAJYnwRYAM0a+2NdeLwke8nysH4P5wp+AoIYg7V492TZTgoHst055XoOUun1CgkwJDxJE5HE7eMh+Eh4kLKphQ9ZNwJD5aEFC3TbHznm1w48cpwZqY+1nNDlGzin7TVDUPtd6HbLvHC/nl2NlyvO8Xq9ZlfVrWJZzjoQ9aWe2b69fz69em2yXa5d1s01dv93GXIO0L+tm2/p+pC3970emvDbs2tS2tt+brFs/E4Oua46Z9yLBVNoRaWdtc47Xf036pc3ZT47dPp+0J1O2z3HruWT/9drn9UH7b1+fus8cI+q2Oa88jpxDzjnHy+uD3h8AgOVJsAXAjJIv9plqODAe+RKfaVgYUfeVqe67rW7fP/Wr22eKrJOAoj80GWRYG+o+6nyi+o9TX6vax6vTMHUfdT/1XAdt0z5mpnqcQeu3162P22q7+qfRtI+dx3Wb2oZ+9bh1m2i3d6zjVXU//VNV99U/jabuo//6ZLv+9g1rPwDAVCHYAgAAAKCTJv6nWwAAAABYDgRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAwJje+c539h4BAEwdsxY8pPcYAMZt9k7v7z0CZoKb//XNzYZ/977es5lj7gVv6j0CAKYiwRYASyTB1g0f2K73DJjuHrvGs5rf/OibvWczwyZvuFSwBQBTnKGIAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgC5azd77znb1HAADLjt9BAJgOBFuwnB111FG9RwAAy47fQQCYDgRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAJ216667NrNmzWpuvvnm3isLXX311c0dd9zRewZMV4ItAAAAFss999zTnH766c32229fQqU6bbrpps3xxx9fli8r9913X5k/+OCDZR5p21ZbbdVssskmvVeA6UqwBQAAwLilZ9Tmm2/e7Lfffs2ll15awqPtttuuzG+44YbmsMMOa9Zbb71H9KBaUgmpEpplPl5rrrlmma+zzjplDkxfgi0AAADGJT2xdtppp+b2228vYVbm119/fXPJJZeUeZ7vsssuzb333ttsvfXWk9Jz6/777x8xH48ddtihWbBgQWkTML0JtuiMYX+pybj5jJ8HAACWrjPPPLOEV+mdlTBr7bXX7i1ZKM/PPffcsjzh1kknndRbArB0CLYYU0KjAw44oFl33XUXjZ1fddVVS5HGZRkoDftLTX5oZvz84nRNBgAAFt+xxx5b5kcddVSZD3PwwQeX+XnnnVfmVa3JNWiYYmpzZVn9jpF5nmdoY2Rev49k3dFk/1kv31n6pRdZ//ebrDeoTfWP62lLArt8D+o/fh6395U6YxdffHFvKbC0CbYY1ZFHHllCo1NPPbWZP39+6W6cKfJDKsvyQ2Gy5AdFpsVRx83XcfQAAMDkS/CTXliRoX6j2Xbbbcs8vbsGDUdsF3ofZvXVV2+OO+64Rd8/Ms/zTFtssUV5bZi6/1pYvspoj9T/yveb/IE8+9p///2byy67rJk9e/Yj/nBf/6h+9tlnN7vttlv5rpLtrrjiivJ6vi8lcEuwVdu22mqrNbfeemtZDix9gi2Gyl8n5syZ06yyyirNaaedVoKtdDfOlMfnnHNOWZYfCmP9xWS88oOy/rAcr4ybz/j5sX64AgAAS66GRQl2xpJwp/rWt77Ve7R4Mqzx0EMPbbbZZpvyPPM8z7TllluW1xZX/iif7xv5LpMeWNnXKaec0lx55ZVl+Z577lnm/fKdJwHYbbfdtqimWOT7Uv7Qnue1bfUxsGwIthgof1U5/PDDy+NPfvKTzb777lset6W7bpZF/koxGYUhAQCAqa0dWnVJemvVuzj2D1HccMMNFxXDHzQkMcsSgA2SP/r7LgTLj2CLgc4///zyl4z8pz9aT6gsq0MBL7/88jKPOh5+0Jj2yLKMr6/qWPuqjk9vvzZMjpH1Bv0Aytj2uu9M6SI8qHdZHYOfZXlcx8i325h9Zbz8WPsCAACmnm9/+9tlnu85+T2+f0pvrBg0TLL2Gut3xBFHlP1leGP2kfAMWLYEWwxUu+K+4hWvKPPR5Ha+ccstt5R5W/+Y9mHS5Tfj0as6Pr392jD1GP0/gDLefccddyw/oPIDJ/vK0Mn0LmsHVlG3vemmm8ptiWs9sfxFJxJqZV/5oVXbldAv6wMAwExSf0ceTTvgWdJhg5Ot1r1Kr6x8J+if8nqssMIKZT4eRx99dCnbktpb2Uf+6J/hjnpwwbIj2GKgGhZtsMEGZT6alVZaqcxvvPHGMl8S6XXVHodex6cv6dj09BjLePeET9dee235gZN9ZTx8grj8MM6Y+n4piJ8fRvPmzStj41O7K04++eQyT1HJ2q5sP2gfAAAwHbUDqkGjJdquu+66Mh9PPa5lpX63yR+w83v+sCnDEhdHyrbkj+kXXXRR2XfqcfX/IR1YegRbjGrFFVfsPeqW3LUkchvi/hoAr3/968v8c5/7XJm3pUdXAq1hdQPuuuuu3iMAAJh56miNY445pswHSW+lt73tbeXxwQcfXOb9Hnjggd6jhy3t0RBrrLFGmS+t3lQp05LvEvlD+Q033DBm+AdMDsEW01J6ZsWFF174iLHzNfQaNExys802GxhqvfGNbyzzrbbaqnQt9kMKAICZqN5gKiMdBg25yxDE9FbKsL5BRdo33njjMs+IiLpt5tlX9jlIHSFy5513lvmSSk+sGjoNGnmRdqQEyWR52tOe1nsELE2CLUb11a9+tfdouPoDZlhBxeUhP6wi3YD7x87ntVh55ZXLfDzy15errrqq/HDO9rNnzy4/sAVcAADMJAmHzjnnnDLSIb8XP+lJTyq/F2fKjZZqcJTfm9N7qd9ee+1Vtk1pkM0337xsl8Lr2dewYYvbbrttmWedHCNT/mC9JC644IJy/N12260cu/7xOwFczqWWIBmPlD/JDaWybd1PnifU23///Tt790joGsEWA9WQajzdgVN3KsZTj2tZqT8UE0YNGjefaXHrY6WmQHqCzZ07t/ygyg/jFJp35xMAAGaSBDkJr3KDpvzend+LM+W11JhK8JXfmwcFO2uvvXa5UVXWSwCU7V7wgheU37H33nvv3lojZZvss4ZmuaFT+7tH/YN1u+h7fdz/x+wEc9lHfp9PXaz6x++0JefzqU99qrfmQrW3WJ23rb766iXIyvehup+EZrnR1CmnnNJbC1jaZj30BX9hdWxoSU+k9EqK/JAZVkDx9NNPb/bbb7/yQ6beHjfy14sM28sPujossKr7zg+z/r/izJo1q8wHfSzzF5D8sMgPinZR+fylJT8QE2LVgpb5YZuuzCngmN5WY6ntHdSmYdJdOn81yl1QUjBySeWc/TOki2bv9P7mhg9s13sGTHePXeNZzW9+9M3es5lhkzdc2sy94E29Z9OP30EAmA702GKgBFm1MGR6JSX46VdDrejvsrv++uuXef4a0h6nnv1kf8PkLxwx0V5QL3vZy8r8He94x8DikGnHZPW0WnPNNXuPAAAAgGVJsMVQH/rQh0oPpnT1TW+mdLOt4+dXXXXVRaFWugX394pKt+N05Y0dd9yxbJOx8NlPencNU4tLpqdXPc6SyH7SvTjBWsbsH3nkkaXHV+Y5j7Rjce5wmHakPXXsfB7XOgCpDQAAAAAse4Ithko4lWF5Ca7Se2v+/PmLxs8n6ElwlLHoNYzqd/TRR5dhg7U4ZAKyPM/QxNozq9+73/3ucqysW8fbV8PGtw8aUx8Z1562506Hc+bMKcMYaxiVIYp12GIMG4NfpR3tMfh5nPPP9VEUEgAAAJYPNbZgOVPfgq5SYwtmFjW2ph+/gwAwHeixBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJ81a8JDeY2A5mDVrVuOfIV00e6f3Nzd8YLveM2C6e+waz2p+86Nv9p7NDJu84dJm7gVv6j2bfvwO0n1nnH998+Ubv9vc+p27mmeu89Tmhc9bt/n7l27cWzq2iW7fb6q1B5gZBFuwnPmlkq4SbMHMItiafvwO0m1vOfGS5oZv/6xZ8LhVmsf8wQrNb3/5YDPrN/c2m6z/5ObEg7fvrTXcRLfvN9XaA8wchiICAAB0yJx/ubK5ad49zWNXWrt53ONXaR71qMc0j3vCKuX5V2/5WVk+molu32+qtQeYWQRbAAAAHXH3ff/bfPqSuc2sx6/ee2Wkx6/8tLI86w0y0e37TbX2ADOPYAsAAKAjPvbZm5rVnrJG86hHP673ykh5fcVVV2/OvnBu75WRJrp9v6nWHmDmEWwBAAB0xNfn/aT5bfPE3rPBZj3mj5obvnlX79lIE92+31RrDzDzCLaYMXKXlVcd/ulS8HrXQ89rPv5vN/aWAABAN/zoJ/c1j37cH/aeDZblP/jx/b1nI010+35TrT3AzCPYYkbIXVbOvuTbzQ/uf0Kz2tOf0/zPg09sPvrv32ze8t5LemuMTTAGAMDyds99P28e/ZgxgqCHlt97/897z0aa6Pb9plp7gJlHsMW0Nxl3WZmMYAwAACZqtZX/qPndb37VezbY7377y2blFf+o92ykiW7fb6q1B5h5BFtMa5NxlxW3HwYAYKr44yet0PzuN7/sPRvsd7/+ZbP6U1bsPRtpotv3m2rtAWYewRbT2kTvsrKsbj88a9Ysk6lzE8BMMOj/v+ky0U0bPXP1ZsFvH+w9G2zBb3/+0HpP7T0baaLb95tq7QFmHsEW09pE77KyrG4/vGDBApOpcxPATDDo/7/pMtFNe758o+aB+Xc1v//dr3uvjJTXszzrDTLR7ftNtfYAM49gi2ltondZcfthAACmkiet/MTmldvPbn7z8x/1XhnpF/f9sCzPeoNMdPt+U609wMwj2GJam+hdVtx+GACAqeaI123dbLb+k5pfzL+9+fX/3dv8/ve/bX79i3vL89nrrVKWj2ai2/ebau0BZhbBFtPaRO+y4vbDAABMRScevH3zupc9u3nKE3/e3PP9rzVPecLPm9fsuH5zypEv6q0xuolu32+qtQeYOWYtMMCeaWz3w85rfvTACs3jnrBS75VH+vX/3desseL/Nmcf98reKw/7m70+3Cx44trNox/7B71XHinB2O8f+G7zxY/u3Xtl8aR4q3+GdNHsnd7f3PCB7XrPgOnusWs8q/nNj77ZezYzbPKGS5u5F7yp92z68TsIANOBHltMaxO9y4rbDwMAAMDUJdhiWpvoXVbcfhgAAACmLsEW09pE77Li9sMAAAAwdQm2mPYmcpcVtx8GAACAqUuwxYwwkbusuP0wAAAATE3uigjj9PF/u7G58Kp5zbzv/rhZ78/+pNn2ues0++y8aW/pknNHIrrKXRFhZnFXxOnH7yAATAeCLVjO/FJJVwm2YGYRbE0/fgcBYDowFBEAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALlrM11lij9wgAYNnxOwgA04FgC5azH/7wh71HAADLjt9BAJgOBFsAAAAAdJJgC5aie+65p7n66qvLfKKynzvuuKP3DAAAABBsQcumm27azJo1q0znnntu79XR7brrrkO3OfDAA5utttqqzCfi9NNPL/vZZJNNeq8AAAAAgi1oueGGG3qPmuaAAw7oPRouvajOO++83rOm+f73v997tNA666wzYr6k1lxzzTKf6H4AAABgOhFswQD7779/c++9947Za+uDH/xgmWf9QY4++uhmwYIFZT4RO+ywQ9nP9ddf33sFAAAAEGzBALvvvnuZf+xjHyvzQVLvKr21tttuu2attdbqvQoAQFt+Z0ovdwBYGgRbMMCWW25Zhv1deumlQwu2n3nmmWW+5557lvkgqY2V2luZt6266qrN9ttvX4rKH3/88eV51lt33XUfsW7cfPPNZXnqebXV+l6R7bJ93U/2W+Vxe9nFF1/cW/Kw/MI56BhVlqXNbfX8sm2mWqMs55OhnLVofo7XXtZuGwCwZCa7NujSkhqhqRU66HccAJgowRYMsc8++5R5DbD6nXrqqc0qq6wyNAiK+++/f8S8yjDHhD4Jig477LASouWXvttvv73Zb7/9HvGL34MPPljm9913X5lX9XlCpGwXdT/Z75FHHll+6c3jtLUu23HHHQeGW9F/jNHU8zr77LPLL6zZd3qw5fxyffbYY4/Sthwvr9VltW0AwJKb7NqgS0utEVprhgLAZBJswRA777xzmSeg6Ze/cCageetb39p7ZfHll9EEQVdddVWpnZXptNNOK8tOOOGEMh+vtDHb3nbbbSP2M2fOnHKMiy66aNExjjjiiLLsrLPOKvPJkOOnzti8efOaSy65pJk7d255PT3esuy4444rbcuytCUGXVcAYPFNVm3QpSW/f6RWaGqGAsBkE2zBEGuvvXazyy67DPxF8b3vfW+Z1/BrSV155ZVl2GO17777lp5VCaMWR4KsbFu1H+cY7V8k99prrzK/7LLLynwy5DqdcsopzWqrrVaeb7jhhqV3VqRthx56aHkcaUv+cpvrmiGWAMDEqA0KwEwm2IJRvOY1rynz9i+K6caf3lYJcxJ+TUQCoH6bbbZZmQ+r7TXIs5/97N6jh9Vgqf8Ytc0JlibLRhtt1Hv0sG222abMB7Utdb6iDrEEAJbcZNUGjfyekzILtf5nrZvZ3m+t/ZlltZ5mVetvtodG1rpe7T9o1X2k7mb23a79lcd13czby7Lf/mNGyjtkefsYVY6RZTm3trS/1jxNiYR6zinjUEs2ZFmOWZdl/UHHAGD5EWzBKGrvovyiWH+JST2peP3rX1/mS8tdd93VewQAMLrJqA2aUCo1M/MHvAxXTCmB/MEt26ZOZw2U8kezOvzx7W9/e3ktElAdfvjh5Tjvfve7e68+XL+z/Qet+vimm24q+669ybJtHm+99dalPbNnzy69zOuytKX/ZjZti/NHs7Q/55T9pXxDfufLlPNPfdAcf7311ivHzHWovxOmbYvzB0gAli7BFoyh/qKYX27yS0x+uckvNu0hhAAAy9Nk1AbNH/FqXcyjjz66lBJIfcxamuHyyy/vrdmU4KoGTbUnVOp4Zr12eYKxJMTK71Upw5BjpV5nnmc/uTFOjl1reCZwyjEzn6xeU9lXu+Zpzj3HjBw/bUnt0Bz/2muvLQFb/7UAYPkSbMEY6i+K+aWw/hX0kEMOKfPpaFD3fl3uAWBqm4zaoAmk2nUxq1pyoH0XxQRXn/zkJ8vjDG/M0L3a62q0XmH9EhwlNKqlErLf+kfFnE/OpYZkWafu+5prrinzydBf87T2yq9tq2Ud0o46lDPbADA1CLZgDO1fFNNNPSZaNH4qWn/99cs8f7msdSUif4VNl3sAYGqbrNqg+YNWeqqnNlWmK664ordkpJRsSJCVHk8ZupfeVAnHFkfqbvb37tpiiy3KfFANz1r4/v777y/zydBfj7SGXIPa9rSnPa3M6/BKAJY/wRaMQ/1FMVJTov+XnOkg55QhBJFfTlNvIsVTU2sjf7EEAKa2idYGzTb5+Z+6VhmGd9hhh5Up+xvmjW98Y+9R07zgBS8Yd3gGAJNFsAUt+Utjpn71F8XYd999y7xtpZVWGjGvhr0+7DhtK6ywQu/Rw49XXnnlMq/q8/a64zHs+KmnkdoaWZZfYtNLLc9Tc2LQ+sPObyxL2m4AYHQTqQ269957l5//+dmfXlgLFiwoU54P8453vKPMc4wMRey/8yAALG2CLWiZP39+mQZJMdH8ctffXT0SdmVZf+g17PXRjpNaDv3HyeO81l8zI8+HtanuZ5DRjp/aGlmWbXPOtdZGXss+24adX2S7LBv0i/Ro7QYAltyS1gZNb60MWcwdCvMzfDw9rzJMMdukx/fJJ59cXksNqkH1OpeVBx54oPfoYbnzIgDTl2ALAACmiSWtDVp7UaenVjuYyuPPfOYzvWcPSxCWYYrpqXXQQQeV3u05brY/6aSTemstOxtvvHGZJ2Cr7c/8gAMOKD3JAJi+BFsAADCNLElt0ARiKQSfQGzzzTcvvbGOPPLIZr311ithVb8MW4wESXX/CdJSuiDzWuNrWdlrr70WlVJI+1MrLG3PUMz0QgNg+hJsAQBAByXIGVQDc0lrg37qU58qQVjKD6Q3Vno67brrrs3nP//53hoLpX5XhiAmCMuxqoRjxxxzTHlc5zGotuaw+qFjGdb2HPvKK69cdJfGBFwpZj937txFIVy/YddvNEvabgCWnlkLUugGABbT7J3e39zwge16z4Dp7rFrPKv5zY++2Xs2M2zyhkubuRe8qfcMAJiK9NgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAAAAnSTYAgAAAKCTBFsAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQDAmN5+0IG9RwAAU8esBQ/pPQaAcZu90/t7jwCmr7kXvKn3CACYigRbAAAAAHSSoYgAAAAAdJJgCwAAAIBOEmwBAAAA0EmCLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQSYItAAAAADpJsAUAAABAJwm2AAAAAOgkwRYAAItsv/32zaxZs3rPHnb11Vc3d9xxR+8ZAMDUINgCAFiGLr744hIcZdp0002be+65p7dkuIRKq666atlm3XXX7b267Jx++unNVltt1WyyySa9VwAApgbBFgDAMnTrrbf2HjXNDTfc0Jx//vm9Z8O95z3vae69997y+Pbbby/zZWnNNdcs83XWWafMAQCmCsEWAMBysP/++5f5CSecUObD3Hzzzc2ll166aP3lYYcddmgWLFjQXH/99b1XAACmBsEWAMBysNZaazXbbbdd6YGVoYbDZBhg7L777mXOxKRO2JFHHlmGgdYhoZlSW+zcc8/trTVYltcaZHVY6AEHHDCu4aQAwNIh2AIAWE723HPPMj/77LPLvF8Ck1NPPbUMAdxyyy17rw6W2l39ocvxxx/fW/pIWb8d7iSgGVYcPr3Gss6uu+7ae+Vhg8KeHHdQ2JM6YVk3y7JOu25YDfCWprQ1dcLmzJlThoEmWMyU65tecbvtttvQumc59yy/7rrryjbZT0LJvD/1nACAZU+wBQCwnGy77bbNKqusUsKRQcFIrb91yCGHlPkw6YG04447NrfddltzxBFHNMcdd1zZ72GHHVZCl34JeLJ+wp0ENAlq0oY8zj76Pfjgg2V+3333lXlVw560PcfMFDnuHnvsUR63pU5Y1k2bsk4CpRoQ7bfffks13Eo4l7amDblGd999d3PJJZeUKed81VVXlbbkmgxqe5x22mnNvHnzyjYZljl37tzyera5/PLLy2MAYBlbAMCMdM455yzYZZddFjz05XdBfhxkeuhL5oL9999/wUNfMntrDffQl8IFD305LNtlP8D4HHfcceXfTeaRf3N5ftppp5Xnbfk3mX+j+fcW9d9q21VXXVVe22STTRatV+XfZpbl33uVdeq/+/br+XeffYx2jO222673ykJZ/6KLLuo9Wyj7T7uzfv//JXXfOX72WeXc83q2W1rS9hwj/28Nk/bWa9Nu32jqfuv7CQAsW3psAcwwtbdEei6cd955ZShQemtkSq+JOuxptFoz6fmQfWQ4T/T34gDGb9999y3z/iLyGSqYf5PpFbXaaqv1Xn2kOozxqKOOesR6r3/968v8c5/7XJlHehal19Iuu+wyYmjh2muvXXoi5d//eKXXUgrLt6UNGVoYd911V5n3u/LKK0cMrcw1WGWVVcr5Lg21AH8cdNBBZT5IrkG9JsOGhw6z0kor9R4BAMuSYAtghjnwwAPLF7x8ec3QmwzBqcNx7r777kVDiRJ8DSponaFCs2fPLl9Al+dd2mC62HDDDRcNx2v/mzv55JPLvAZfw9Q7FV544YWlblV7quFMO3z+/ve/X+YbbbRRmbe1Q6nFkXa3jztoOGNbzrnfZpttVubD6nxNxDXXXFPmCfBHCwnjRS96UZmP5w6QCR/z/2lCuZ133rn3KgCwLAm2AGaQfPlML618CbvsssseUYw6X/gOPfTQUn8m3vOe95R5W+rg5Mthasq4SxtMjoMPPrjMP/jBD5Z5wp0EJvm3NigEasu/xUhvy9Stak95LVZeeeUyj/vvv7/3aOIS7CQI22qrrUYcdyI9r4b18pqIes4bb7xxmY9mxRVXLPN6XdtyvjW8S8+u1CnLe5QeaGMFZgDA0iHYAphB6pfm9LTKkJth9tprrzLPF+v+3hMXXXRR6d012vbA4qlF5BM859/ciSeeWF6vd00cTXp7RXpgLliwYODUHlo8WUPm0s5XvepVzfz585tzzjmn9Pisx0vYMxVN9NzPOuusReFd3qvqRz/6Ue8RALCsCbYAZpD00ooXvvCFZT5MQqv6Zfnb3/52mVf99XSAiUtvn1rb6cwzzyxBVIKudg2sYWpNrAceeKDMx1LDnZtuuqnM21KDb6xhhFWt1ZWgPO2cCT2W8r7U8C690jJ0+7rrris9t0arSwgALD2CLYAZJF9CY/311y/z0dQvqbfeemuZA0tXraWVmzLUwGg8Xvayl5X5O97xjhJM9csQ5HbPy/QOi/Q4ytC6qt4UYrzDCGtAduONN5Z5lf0k7JmKrrjiit6j4X74wx+W+Vi9zvIHgAzdPuWUU8rz1CUcdP0BgKVLsAUwA6kFA1NPLSJf1SHBY0lvqYRgqQm13nrrNUceeWSpAZV5rX/VrluVQKbW0UtPo0033bRMuSlEArXx3hWxDp/MkOUEYjnmAQccUPYz1WyxxRZlPp7A7ctf/nKZj6ceV7R71X3rW9/qPQIAlhXBFgDAMlR7Og2q91SLyO+yyy4D69glSMrUL72GUucqdxZMj6/UgErh+ARlqYvXf6OIo48+ugyjS4iVQKze5fTaa68dEa5VK6ywQpm3i9AnIE/R9LQ14VaOmTsJZr/HHHNMb62RhrW/rR5rMuX8c9wEd7mz6zDpbVYL7o83WGz3hlt99dV7jwCAZWXWghQJAGBGmDVrVpmnyHT/F91+6emRL7ujrZshTukNkiE7KSgPMFUl0MpdXeO0005bNPSzyv9nL3nJS0r4lR5tCf+qLMtdYt/2treN+P8wQw/TWy3hoP8HAWD50GMLYAapNWO+8Y1vlPkw6YFQ6+yMpx4XwFSXIKsOwUzAteqqq5ZQKlMdslnrEPb3pksvsvRKyzrt7Z70pCeVUCu9wdJTDQBY9gRbADPIy1/+8jI/4YQTRi1yXL/8ZWiSelzAdJFeWOmFmv/bElAlrMoUeS3DORNSZVhlwq7c6TD/V6b+2aDtMmwz/1/OmzevrAMALHuGIgLMIPmCtvnmm5feWPlClruitev4ZPnb3/72UmMmX+7SE2FQnZ/KUERgusn/gwceeGD5/zFSQywBFwAwNQm2AGaYFEfeaaedFg01TMBVe2XVnguR1z/84Q8/ohdC7npWiyXnC2AdhpOi1ZE7ibVr0wB0UYL7D37wg819990nuAeAKUywBTADJZA6//zzm89+9rMjwqz0vMpwxfadwTL0JrVpasBVi8oPo/cWAACwrAi2ABjo4osvbl71qlctKqY8d+5cNWQAAIApRfF4AAbaYYcdSkHk3OlrnXXWaR588MHeEgAAgKlBjy0AAAAAOkmPLQAAAAA6SbAFAAAAQCcJtgAAAADoJMEWAAAAAJ0k2AIAAACgkwRbAAAAAHSSYAsAAACAThJsAQAAANBJgi0AAAAAOkmwBQAAAEAnCbYAAAAA6CTBFgAAAACdJNgCAAAAoJMEWwAAAAB0kmALAAAAgE4SbAEAAADQQU3z/wHb8LH/6bcoRQAAAABJRU5ErkJggg==\n","text/plain":[""]},"execution_count":23,"metadata":{},"output_type":"execute_result"}],"source":["from IPython.display import Image\n","Image('/content/drive/MyDrive/skew_box.png')\n","#Image('/location on your computer/skew_box.png')"]},{"cell_type":"markdown","metadata":{"id":"8eLH2ULT5vo9"},"source":["**For example,**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-5Ta38rV5IuU","outputId":"b2e5af65-5ad6-4c8c-a49d-b1590244c9cd"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.boxplot(data=df, x='price');"]},{"cell_type":"markdown","metadata":{"id":"rP4KARhjBnn4"},"source":["From the above plot, we can see that the distribution of `price` is positively skewed."]},{"cell_type":"markdown","metadata":{"id":"WV0AVUY1Ho5q"},"source":["**Let's see how we can compare groups with boxplots.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qsuosVXAIBjO","outputId":"ca04fc4e-a296-4b86-e6a4-2eff2a521b6c"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.boxplot(data=df, x='body_style', y='price') ;"]},{"cell_type":"markdown","metadata":{"id":"HNwpY-9ceYnw"},"source":["**Though boxplot visually summarizes variation in large datasets, it is unable to show multimodality and clusters.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"s6w1YYNaeYnw","outputId":"5089bb20-339e-4ef3-d15e-14218d1c2886"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.boxplot(data=df, x='bore');"]},{"cell_type":"markdown","metadata":{"id":"exW4UuCReYnw"},"source":["- From the above boxplot we can not tell if the data is bimodal or not, but it is clearly visible in the following histogram."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7w7iE4BVeYnw","outputId":"0826f0e3-6a93-469b-a4e5-107e3ece7217"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYQAAAEGCAYAAABlxeIAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAunElEQVR4nO3dd3hc5Zn///c96l2yJUuyijvuXdimLaEZ0wOhhhCSULJJyJUEvmmb3Q3Jbva32exCdrNkEwcIJUDoYGyaAQdiim25y71iq8u2ep+Z+/fHHBNhZGsMmjkzmvt1XefSzJkzOh9JM7rnPM85zyOqijHGGONxO4AxxpjIYAXBGGMMYAXBGGOMwwqCMcYYwAqCMcYYR7zbAYKRm5uro0ePdjuGMcZElbVr1x5S1bxgt4+KgjB69GjKy8vdjmGMMVFFRD48me2tycgYYwxgBcEYY4zDCoIxxhjACoIxxhiHFQRjjDGAFQRjjDEOKwjGGGMAKwjGGGMcVhCMMcYAVhCMMSeppHQUIuLKUlI6yu0ff0iLiqErjDGRo/LgAe55fYcr+75z4URX9hsr7AjBGGMMYAXBGGOMwwqCMcYYwAqCMcYYR8gLgojEich6EVnq3B8jIqtEZLeIPCkiiaHOYIwxZmDhOEL4DrCtz/1fAveq6nigEbglDBmMMcYMIKQFQUSKgUuA+537ApwLPONs8jDw+VBmMMYYE5xQHyH8GvgB4HfuDweaVNXr3K8EikKcwRhjTBBCVhBE5FKgXlXXfsrn3y4i5SJS3tDQMMjpjDHGHCuURwhnAJeLyH7gzwSaiv4byBaRo1dIFwNV/T1ZVRerapmqluXl5YUwpjHGGAhhQVDVH6tqsaqOBq4H3lLVG4EVwNXOZjcDL4YqgzHGmOC5cR3CD4E7RWQ3gT6FB1zIYIwx5hhhGdxOVf8C/MW5vReYF479GmOMCZ5dqWyGBLeGZLbhmM1QYsNfmyHBrSGZbThmM5TYEYIxxhjACoIxxhiHFQRjjDGAFQRjjDEOKwjGGGMAKwjGGGMcVhCMMcYAVhCMMcY4rCAYY4wBrCAYY4xxWEEwxhgDWEEwxhjjsIJgjDEGsNFOjaG920tDazfNnb14/UpCnJCZkkBhZjJJCXFuxzMmbEJWEEQkGXgHSHL284yq/lREHgLOBpqdTb+iqhtClcOY/vT6/GyvaWVrTQu1LV39biNAUXYKU4syOWVEBh6PhDekMWEWyiOEbuBcVW0TkQRgpYi84jz2fVV9JoT7NqZfPr9SUdXMqn1H6Oz1kZueyGljh1OUnUJ2agIJcR56vH4aO3qobOxkR10rr22pY/W+I5w5Ppexeelu/wjGhEzICoKqKtDm3E1wFg3V/owZSENrN8u31tHQ1k1xTgoLxgxnZHYyIh//5J8Y7yE9OZ6SYaksGDuMvYfaeW/3YV7aVMMp+emcO3GENSWZISmkncoiEiciG4B6YLmqrnIe+oWIbBKRe0Uk6TjPvV1EykWkvKGhIZQxzSBxaxrLY/+h92dzZTN/XnOA9h4vl0wv5KrZRRTlpAz4XBFhXF46X5xfyoKxw9hd38YTaw7S0No9WL82YyJGSDuVVdUHzBKRbOB5EZkG/BioBRKBxcAPgZ/389zFzuOUlZXZkUUUcGsaSzj+VJZev5+/7GhgS3ULo4ancuHUAlI+xaf7OI8wf8xwSnJSebmihmfWVnLZzMLPGtuYiBKW005VtQlYASxS1RoN6Ab+CMwLRwYTezp6vDy7toot1S2cOjqHy2eO/FTFoK+R2Slcf2op6cnxvLChmpRxpw5SWmPcF7KCICJ5zpEBIpICXABsF5FCZ50AnwcqQpXBxK7Wrl6eWVtJQ1s3F08v4PRxuXiCaFoKRnpSPFfPLWZ4WiJ5V/6EFzdUDcr3NcZtoTxCKARWiMgmYA2BPoSlwGMishnYDOQC/xrCDCYGNXb08PTaStq7fVw5q4gJIzIGfR8pCXFcNaeI7sqtfO/JDSzfWjfo+zAm3EJ5ltEmYHY/688N1T6NOdzWzbPrAp/YvzCniBGZySHbV1J8HPXP/pzL7n2DOx5fx6O3zGfemGEh258xoWZDV5gh40h7D8+tr8IjcPXc4pAWg6O0t4s/fuVUinJSuOXhNWyraQn5Po0JFSsIZkiIzxnJc+sqUYWr5hQzLC0xbPselpbII1+bR1piPF/542rqjnPlszGRzgqCiXotnb3kX/8L/ApXzSkKazE4qjgnlT9+9VRau7zc/kg5Xb2+sGcw5rOygmCiWkePl+fXVyGJKVw5u4jc9H6vcwyLyYWZ3HPtLDZWNvOjZzcRuFjfmOhhBcFErW6vjxc3VNPW7aXhmbvJy3CvGBy1aFoBd11wCi9sqOZ3b+91O44xJ8UKgolKXp+fpZtqnOsMCumu2u52pI/cce54Lp1RyH+8tp037HRUE0WsIJio41fl1S21VDZ2snByPmNy09yO9DEiwq+unsm0kVl858/r2VnX6nYkY4JiBcFEFVVlxfZ69jS083cTcplUmOl2pH6lJMax+MtzSU2K57ZHymnq6HE7kjEDsoJgosr7ew9T4YxNNLs0x+04J1SYlcLvvjSXmqYu7nh8PV6f3+1IxpyQFQQTNTYebGLN/kamjczktLHD3Y4TlLmjcvjXK6excvch/u3lyOnnCDefX+n2+vD6rShGMptT2USFvQ1tvL2zgbG5aZwzaURQcyBEimvLSthW08KD7+5jcmEG15SVuB0pLOpbuthW28rBIx0cae/5aHasrJQExgxPY8rIzIg4M8z8jRUEE/HqWrp4paKWvIwkFk0rGLRRS8PpJxdPZmddKz95voKxeenMHRXZzV2fRU1zJ+/tOUxlYydxHqE4J4WxeWkkx8fR7fNzqLWbzdXNbKhsYmJBBmeNzyUtyf4VRQL7K5iI1tLZy5KN1aQkxnH5zJEkxEVnK2d8nIf/vWEOV9z3Ln//p7W8dMeZFGSFfqylcOr2+li56xAV1S2kJsZx1oRcphRmktzPHBTdvT7WHmhk3YEmKo90cNG0QopyUlxIbfqKzneXiQndvT6WbKzG61eumDky6j9F5qQlcv/NZXR0e7n90aE1vEVNcyePrzrAlpoW5pRmc/Npo5lTmtNvMQBISojj9HG5XH9qCQlxHp5fX8XehrZ+tzXhYwXBRCS/X1lWUUNjRw+XTi9kuItDUgymU/IzuPe6WWyqbOb7z2zC74/+4S2217TwzNpKAK6ZW8xZE/JIjA/uX0tuehLXnVpCbkYiyzbXsO9QeyijmgFYQTAR6a+7D3HwSCfnThpBybBUt+MMqoVTC/jBoom8tLGaX74WvWceqSqr9h3mta11jMxK4YZ5pRRmnXyzT3JC3EfjUL1SUUNDa3cI0ppghHIKzWQRWS0iG0Vki4j8zFk/RkRWichuEXlSRMI/NKWJaFtrWthwsIlZJdlMHZnldpyQ+MbZ4/jSglJ+//ZeHn5vv9txTprPr7yxrZ4P9h5hUkEGV8weedzmoWAkxcdx2YyRJMZ7eGlT9ZBqTosmoTxC6AbOVdWZwCxgkYgsAH4J3Kuq44FG4JYQZjBRprali7e211Ock8JZ43PdjhMyIsLPLp/GBVPyufulLbxaUeN2pKBJYiovbqxia00L88YMY+GUfOI9n/1fSXpyPJdOH0l7t5e3ttfbaLEuCFlB0ICjvUQJzqLAucAzzvqHgc+HKoOJLp09PpZtqiEtMY6LpxXi8UTf6aUnI84j/M/1s5ldks23n1jPW9sjfyC8qqZOCr70K6oaO7lgSj6njR0+qNeEFGQls2DscHbVt7Gt1saACreQ9iGISJyIbADqgeXAHqBJVb3OJpVA0XGee7uIlItIeUNDQyhjmgigqry+tZbOHh+XzCgkJfHTNz9Ek5TEOP741XlMKsjk7x9dx9s7I/e1vrmymc/f9y7xGcO5YlYRU0I0jtTcUTmMzErmnZ0NdPR4B36CGTQhLQiq6lPVWUAxMA+YdBLPXayqZapalpeXF6qIJkKsP9jE/sMdnDUhlxEZQ+v8/IFkpSTw6C3zGD8indsfKWflrkNuR/qEN7fVce3v3ycxzkPtYz+gNIQd/R4RzpucT6/Pzzs7I+93MZSF5SwjVW0CVgCnAdkicvSE8mKgKhwZTOSqbeni3d2HGJeXxoziodmJPJDs1ET+dOt8xuSm8bWH1rB0U7XbkT7yyPv7ue2RcsaNSOP5b55O76EDId/nsLREykYNY0ddK1WNnSHfnwkI5VlGeSKS7dxOAS4AthEoDFc7m90MvBiqDCby9Xj9vFpRS1pSPOdPzo+qMYoG27C0RP58+wJmlmRxx+PreWDlPlfz9Hj9/OT5zfzzi1s4Z+IInrz9NEZkhu/orWx0DulJ8byzq8E6mMMklEcIhcAKEdkErAGWq+pS4IfAnSKyGxgOPBDCDCbCvbvnEM2dvVw4teAznbY4VGSnJvLoLfNZNLWAf1m6lbuXbKHXhWGzD7d186UHVvHYqgN8/eyxLP5yWdivFE+I83DGuOHUt3ZbB3OYhOwvrKqbgNn9rN9LoD/BxLjKxg42VTYzqySbomwbx+ao5IQ47rtxDr9Yto0H393HhoNN/OaG2WG7QG/1viN878kNHGrr5tfXzeLzs/s97yMsJhZksP5gE6v2HmZifoZrOWKFXalsXNHr8/PGtnqyUhI4fVx0zG0QTnEe4Z8vm8J9X5zDnvo2Lvmfv/Ly5pqQNp10e338+yvbuW7x+8R5hKf//jRXiwEErteYP2YYLV1ette2uJolFkT3aGEmar2/9zDNnb1cNbsoakcwDYdLZhQyvSiLO55YxzcfW8fnJubx08umDvo80qv2Hubul7ayraaFG+aV8I+XTImYwQTH5KYxIiOJNfsbQey1Ekr22zVhV9/SxfoDTUwvyhpy4xSFQunwVJ79xun84yWTKd/fyIX3vsMvlm2ltrnrM3/v3fWt3PpwOdct/oDG9h7+8OUy/r+rZkRMMYC/HSU0d/aSNvUct+MMaZHzVzcxQVV5e2cDKQlxnGFNRUFLiPNw61ljuXzWSH75yg4eWLmPP767n4unF3Lz6aOYXZIT9JXdXp+f9/ce5rEPDvD61lpSE+P5/oUT+doZYyL2gsAxuWnkZSTRe/p1eH1+4u2oMiSsIJiw2lXfRnVzF+dNGkHSUDirSDyunCobn5VP4dk3sCJhEUs2VlOQmcyZE3KZOyqHCSPSyc9MJjMlAQhMMlTb0sWO2lbW7D/Cyl2HONzeQ05qAl8/exy3njkm4ocXP3qUsLS1mxc3VPOFucVuRxqSrCCYsOn1+fnrrkPkpScxZWRohj0IO/Vzz+s7XNn1nQsnsvWpX/H6llqWb63jzW11H81LcDy56UmcMT6Xi6cX8LmJI6LqVN+xuWn01O/j9++kc9Wcopi+ZiVUrCCYsFn3YSNt3V4WTY3OeZEjUXpSPFfNKeaqOcWoKgePdLKnoY2G1m5aunoByExOIC8ziVPyMxiZlRy1/0hFhJY1z7NzxBhW7j7EWRNsSJvBZgXBhEVbl5fyDxuZMCLd5s4NERGhdHgqpcOHbkd9+7Z3mHTdj3lw5T4rCCFgPTMmLNZ8eAS/KmcM4TkOTBj4vNy0YBQrdjSwx+ZgHnRWEEzItXb1sqWqhSmFmWQ5HZ1mEDgd2uFe3HbjglIS4zz88V13x3oaiqzJyITcmv2NKMqpY4a5HWVocalD+86FE8O+z75y05O4YtZInl1bxf9bOJHsVJuFd7DYEYIJqZbOXrZUNzN1ZBaZyXZ0YAbH184cQ2evjydWH3Q7ypBiBcGE1Jr9RxCEU0fnuB3FDCGTCzM5bexw/vTBh/j8NjT2YLGCYEKmpbOXrTUtTC3KJMOODswgu3FBKVVNnbyzK3KnHY02VhBMyKw/2ARA2Sg7OjCDb+GUAnLTE3nsg9DP4BYrQjljWomIrBCRrSKyRUS+46y/W0SqRGSDs1wcqgzGPd1eH1uqm5mQn2FHByYkEuM9XFNWwlvb66hptmk2B0MojxC8wF2qOgVYAHxLRKY4j92rqrOc5eUQZjAu2VLVQq9PmVOS7XYUM4TdcGopCvzZOpcHRcgKgqrWqOo653YrgfmU3Z1tw4SFz6+sP9hEcXZKWOfgNbGndHgqZ03I489rDuB1YarRoSYsfQgiMprAdJqrnFV3iMgmEXlQRKyBeYjZXd9GW7eX2aXZbkcxMeDG+aXUtXTz1vZ6t6NEvZAXBBFJB54FvquqLcD/AeOAWUAN8F/Hed7tIlIuIuUNDXYWQbRQVdYdaCQ7NWHQZ/Uypj/nTRpBfmYSj6+2zuXPKqQFQUQSCBSDx1T1OQBVrVNVn6r6gT8A8/p7rqouVtUyVS3Ly7NBrKJFTXMX9a3dzC7JjohhDszQFx/n4Zq5Jbyzs8E6lz+joAqCiJwRzLpjHhfgAWCbqt7TZ31hn82uBCqCi2qiweaqZhLjPEwuHCLzHZiocPXcYvwKz62rcjtKVAv2COE3Qa7r6wzgJuDcY04x/Q8R2Swim4BzgO8FH9dEMk9yOrvq25hUkEGCTXFowmh0bhrzxwzjqfKDqNqVy5/WCQe3E5HTgNOBPBG5s89DmcAJp1pS1ZVAf20GdprpEJU29Vx8fmVaUZbbUUwMurashLue3sjqfUeYP9bm6/40BvoYlwikEygcGX2WFuDq0EYz0URVSZ+1iILMZPIyInt+XjM0XTS9gPSkeJ4qP/E0oub4TniEoKpvA2+LyEOq+mGYMpkoVP5hI4m5pUwrsr4D447UxHgum1nIC+urufvyKXaF/KcQbENvkogsFpHXReSto0tIk5mo8sSqA/i72zklP8PtKCaGXVNWQmevj2WbatyOEpWCnSDnaeB3wP2AL3RxTDRq6uhh6eYa2resIOHiWW7HMTFsdkk240ek81T5Qa6fV+p2nKgT7BGCV1X/T1VXq+rao0tIk5mo8eKGanq8flo3vOZ2FBPjRIRry4pZd6CJ3fWtbseJOsEWhJdE5JsiUigiw44uIU1mosZz6yqZUphJb4PNcWvcd+XsYuI8wtPWuXzSgi0INwPfB94D1jpLeahCmeixu76NjZXNXDXHxi00kSEvI4lzJ43g2XVV9NqAdyclqIKgqmP6WcaGOpyJfM+vr8QjcPmskW5HMeYj15aVcKitm7/ssHHQTkZQncoi8uX+1qvqI4Mbx0QTv195YX01Z03IY0SGDXNtIsfnJuaRm57I0+UHuWBKvttxokawTUan9lnOAu4GLg9RJhMlVu07QlVTpzUXmYiTEOfhytlFvLW9nkNt3W7HiRrBNhl9u89yGzCHwBXMJoY9t66S9KR4Fk4pcDuKMZ9wTVkJXr/ywnob8C5Yn3YEsnZgzGAGMdGls8fHKxW1XDStgJTEEw5rZYwrTsnPYGZJNs+srbQB74IU7PDXL4nIEmdZBuwAng9tNBPJlm+ro63by5XWXGQi2DVzi9le20pFVYvbUaJCsFcq/2ef217gQ1W1k3xj2JIN1RRkJrNgjI0qaSLXZTNH8i9Lt/L02oNML7ZReAcSbB/C28B2AiOd5gA9oQxlIltzZy/v7GzgkhmFeDw2K5qJXFkpCVw4tYAX1lfR1Wuj7gwk2Caja4HVwDXAtcAqEbHhr2PU61tq6fH5uXRG4cAbG+Oya8qKaenysnxrndtRIl6wnco/AU5V1ZtV9csE5kH+pxM9QURKRGSFiGwVkS0i8h1n/TARWS4iu5yvOZ/tRzDhtnRTDcU5KcwqyXY7ijEDOn1cLiOzknl6rbVyDyTYguBR1fo+9w8H8VwvcJeqTgEWAN8SkSnAj4A3VXUC8KZz30SJI+09rNx9iMtmjiQwbbYxkS3OI3xhbjF/3dVATXOn23EiWrAF4VUReU1EviIiXwGWMcBUmKpao6rrnNutwDagCLgCeNjZ7GHg858it3HJqxW1+PxqzUUmqlw9txhVeG6dXZNwIicsCCIyXkTOUNXvA78HZjjL+8DiYHciIqOB2cAqIF9Vj85eUQv0e125iNwuIuUiUt7QYOORRIqXNlYzNi+NKYU2M5qJHqOGpzFvzDCeLj9o1yScwEBHCL8mMH8yqvqcqt6pqncSuAbh18HsQETSgWeB76rqx04G1sBfpt+/jqouVtUyVS3Ly8sLZlcmxOpbuvhg32EunWHNRSb6XFtWwv7DHZR/2Oh2lIg1UEHIV9XNx6501o0e6JuLSAKBYvCYqj7nrK4TkULn8UKg/njPN5Hl5c01qMJl1lxkotDF0wtIS4zj6fKDbkeJWAMVhOwTPJZyoidK4CPkA8A2Vb2nz0NLCMyvgPP1xQEymAjxckUtp+SnM8HmTTZRKDUxnktmFLJsUw0dPV6340SkgQpCuYjcduxKEbmVwCQ5J3IGcBNwrohscJaLgX8HLhCRXcD5zn0T4Rpau1mz/wgXTbOjAxO9rikrob3Hx8uba92OEpEGGrriu8DzInIjfysAZUAicOWJnqiqK4HjNTSfdxIZTQR4fWstqnDRdBvZ1ESvslE5jMlN4+nyg1w9t9jtOBHnhEcIqlqnqqcDPwP2O8vPVPU0VbUSG0Ne2VzLmNw0JlpzkYliIsLVc4tZte8IBw53uB0n4gQ7ltEKVf2Ns7wV6lAmsjS29/D+3sNcNK3Azi4yUe+qOUV4BJ5Za53Lx/q08yGYGLJ8ax0+v1r/gRkSCrNSOHNCHs+uq8Lvt2sS+rKCYAb0SkVg7KJpRXYxmhkarplbTFVTJ+/tOex2lIhiBcGcUEtXLyt3H7LmIjOkXDAln6yUBJ62ZqOPsYJgTujNbXX0+pSLpltzkRk6khPiuGLWSF6tqKW5s9ftOBHDCoI5oVc211KQmcys4my3oxgzqK6ZW0K3189LG6vdjhIxrCCY42rv9vL2zgYWTSuwmdHMkDOtKJNJBRk2T0IfVhDMca3YUU+3189F0+xiNDP0HL0mYePBJnbVtbodJyJYQTDH9crmWnLTEykbPcztKMYEiAcRGbTl6xfORn1e5l3/nRNuV1I6yu2fPCwGGrrCxKiuXh8rdtRz5ewi4qy5yEQK9XPP6zsG9Vsu3VRNzVnX8pMf/fC4r/U7F04c1H1GKjtCMP16e2cDHT0+uxjNDHlTRmbS0eNj36F2t6O4zgqC6dcrm2vITk1g/lhrLjJD2+hhaaQnxVNR3ex2FNdZQTCf0O318ea2ei6YnE9CnL1EzNDm8QhTR2by4eEOWmL8mgR7t5tPeG/3YVq7vVxsF6OZGDF1ZCYCMX+UYAXBfMIrFTVkJMVz+vjhbkcxJiwykhMYnZvGluoWfDE84F3ICoKIPCgi9SJS0Wfd3SJSdcwMaiaC9Pr8vL61jvMmjyApPs7tOMaEzbQi61wO5RHCQ8Ciftbfq6qznOXlEO7ffAqr9h6hqaOXRXZ2kYkxH3UuV8Vus1HICoKqvgMcCdX3N6HxSkUNqYlxfG5inttRjAmrjzqXj3TE7IB3bvQh3CEim5wmpZzjbSQit4tIuYiUNzQ0hDNfzPL5lde21HHOxBEkJ1hzkYk9RzuXt8Ro53K4C8L/AeOAWUAN8F/H21BVF6tqmaqW5eXZp9VwKN9/hENt3SyysYtMjIr1zuWwFgRVrVNVn6r6gT8A88K5f3Nir1TUkhjv4ZxJI9yOYoxrYrlzOawFQUT69lReCVQcb1sTXn6/8tqWWs4+JY/0JBviysSu0cMDncubY7BzOZSnnT4BvA9MFJFKEbkF+A8R2Swim4BzgO+Fav/m5GysbKKmucuGujYxzyPC9KIsDhzpoLG9x+04YRWyj4KqekM/qx8I1f7MZ/NKRS0JccJ5k/PdjmKM66YVZbJ63xE2VTZzdgydcWdXKhtUlVcqajhjfC5ZKQluxzHGdamJ8UzIT2drTQs9Xr/bccLGCoJhS3ULB490WnORMX3MLM6mx+dne22L21HCxgqC4dWKWuI8wgVTrCAYc1R+ZhIjMpLYWBk7nctWEGKcqvJyRQ3zxwxjWFqi23GMiRgiwszibI6095BUOt3tOGFhBSHG7axrY29DuzUXGdOPU/LTSU7wkDHnUrejhIUVhBi3dFM1HsEGszOmH/FxHqaOzCJ1wgKqmjrdjhNyVhBimKry0sZqTh+XS15GkttxjIlIM4qyAHh81YcuJwk9KwgxrKKqhf2HO7hsph0dGHM8mSkJdO5ezROrD9LV63M7TkhZQYhhL22qJt4jXDjV+g+MOZHWdUs50t7Dko3VbkcJKSsIMcrvV5ZtquHvTskjO9XOLjLmRLo+3Mikggwe+Os+VIfuKKhWEGLU+oONVDV1WnORMUG69ayx7Khr5Z1dh9yOEjJWEGLUSxtrSIr3cL6NXWRMUC6fOZL8zCT+8M5et6OEjBWEGOTzK0s31XDupBFkJNvYRcYEIzHew82nj2bl7kNsrR6aw1lYQYhB7+85zKG2bi6dMdLtKMZElRvnjSI1MY77Vw7NowQrCDHoufWVZCTHc95kmxnNmJORlZrAtWUlLNlQTW1zl9txBl0oJ8h5UETqRaSiz7phIrJcRHY5X3NCtX/Tv/ZuL69W1HLpjEKSE+LcjmNM1PnaGWPwq/LQe/vdjjLoQnmE8BCw6Jh1PwLeVNUJwJvOfRNGr22ppaPHx1Vzit2OYkxUKh2eyqJpBTy+6kPau71uxxlUISsIqvoOcOSY1VcADzu3HwY+H6r9m/49t66KkmEplI2ygzNjPq1bzxpLS5eXp8oPuh1lUIW7DyFfVWuc27XAcc95FJHbRaRcRMobGhrCk26Iq2nu5N09h7hqdjEi4nYcY6LWnNIcykblcP9f99HrGzozqrnWqayBy/2Oe8mfqi5W1TJVLcvLi505TUPphfXVqMJVc4rcjmJM1PvmOeOoaurkhfVVbkcZNOEuCHUiUgjgfK0P8/5jlqry3LpKykblMGp4mttxjIl650wcwZTCTH77lz34/ENjOItwF4QlwM3O7ZuBF8O8/5i1uaqZXfVt1plszCAREb597nj2HWpn2eaagZ8QBUJ52ukTwPvARBGpFJFbgH8HLhCRXcD5zn0TBk+sPkBygodLZtjYRcYMlgunFjB+RDr3vbUb/xA4SogP1TdW1RuO89B5odqn6V9rVy8vbqjmshkjyUqxoSqMGSwej3DHOeP57pMbeGNbHQujfCh5u1I5Bry4oZqOHh83LhjldhRjhpxLZxQyangqv3lrd9QPjW0FYYhTVR5bdYAphZnMLM5yO44xQ058nIc7zhnP5qpmXt9a53acz8QKwhC34WAT22pa+OL8Urv2wJgQuXJ2EWPz0rjn9Z1RfcaRFYQh7vFVB0hNjOOKWTayqTGhEh/n4Xvnn8KOulaWboreaTatIAxBJaWjEBE8yek8+cFu6lYvIzMlEREJ6WJMLLtkeiGTCjK4d/lOvFF69XLIzjIy7qk8eIB7Xt/B+gONvLPrELfddhv5d3075Pu9c+HEkO/DmEjl8Qh3LZzIbY+U8+y6Sq47tdTtSCfNjhCGKL9fWX+wiaLsFPIzk92OY0xMOH/yCGaWZPPfb+yiq9fndpyTZgVhiNpV30Zrl5c5pdluRzEmZogIP1o0iermLh5Yuc/tOCfNCsIQte5AIzmpCYzJtXGLjAmn08YN54Ip+fx2xW4aWrvdjnNSrCAMQUkl06lv7WZOaY519hrjgh9fNIlur597lu90O8pJsYIwBGXOu5KUhDgmFWS4HcWYmDQ2L52bThvFk2sOsL22xe04QbOCMMTsqmsldfw8ZpZkER9nf15j3PKd8yaQkZzAL5Zti5ohLew/xhDzP2/txt/TyYyibLejGBPTslMT+e75E/jrrkO8vLnW7ThBsYIwhGytbuGljdW0li8hJTHO7TjGxLybFoxiSmEmP3tpCy1dvW7HGZAVhCHknuU7yEyOp2X1c25HMcYQGNLi366aTkNbN//12g634wzICsIQse5AI29sq+frZ4/D393udhxjjGNWSTY3LRjFIx98yMaDTW7HOSFXCoKI7BeRzSKyQUTK3cgw1PznazvITU/kK6ePdjuKMeYY/+/CieSlJ/EPz2+mN4LHOXLzCOEcVZ2lqmUuZhgSVu46xHt7DvOtc8aTlmTDUxkTaTKTE/jZ5VPZUt3CfSt2ux3nuKzJKMp5fX7+ZelWinNS+OL86BtMy5hYcdH0Qq6cXcRv3trNhghtOnKrICjwuoisFZHb+9tARG4XkXIRKW9oaAhzvOjx6AcfsqOulX+6dApJ8XZmkTGR7O7Lp5KfkcT3ntxAR4/X7Tif4FZBOFNV5wAXAd8Skb87dgNVXayqZapalpeXF/6EUaCupYt7lu/krAm5LJyS73YcY8wAslIS+K9rZ7H/cDv/9vI2t+N8gisFQVWrnK/1wPPAPDdyRLt/frGCHq+fn18xzcYsMiZKnDZuOLeeOYY/fXAg4mZXC3tBEJE0Eck4ehtYCFSEO0e0W7aphte21PG9C06xEU2NiTLfv3ASc0fl8INnNrGjttXtOB9x4wghH1gpIhuB1cAyVX3VhRxRq6a5k394fjMzirO49cwxbscxxpykxHgPv71xDmlJ8dz+aDnNHZFxFXPYC4Kq7lXVmc4yVVV/Ee4M0cznV+56aiM9Xj//ff1sG8DOmCiVn5nM/904h+qmTr775Hp8fvcHwLP/JlHmnuU7eG/PYX52+VRrKjImypWNHsZPL5vKih0N/NOLFa6PimpXMUWRVytquW/FHq4/tYRrTy1xO44xZhB8acEoKhs7+d3bexielshdCye6lsUKQpRYd6CR7z65nlkl2dx9+VS34xhjBtEPF02ksb2H37y1m5zURL7mUt+gFYQosKuulVsfLic/M5n7by4jOcEuQDNmKBERfnHlNJo6e/j50q3EeYSbXRiXzPoQItyuulZu+MMHxHuEh786j9z0JLcjGRN7xIOIhHRJiI9j8VdPp2Pn+/x0yRayz7wREaGkdFTYfkw7Qohgaz9s5JaH1xDv8fD4bQsYbZ3IxrhD/dzzenjmM/D7lTe217HtzC9y9vXfYMm3PzGQQ8hYQYhQz6+v5EfPbqYwK5mHvzaPUcOtGBgTCzwe4YLJ+aQkxLHuQBOpk84M276tIESY9m4v/7psG0+sPsD8McO478Y51kxkTIwREc6akEfJsFT+55d/Ddt+rSBEkBXb6/npki0cbOzg62eP5fsLJ9qFZ8bEsNFhbhmwguAyVeX9PYf57V/2sHL3IcbmpfHU10/j1NHD3I5mjIkxVhBc0tbt5c1tdTy4ch8bK5vJTU/iHy+ZzJdPG01ivB0VGGPCzwpCmKgqew+1s3Z/I8u31fH2zgZ6vH5GDU/lF1dO4wtziu36AmOMq6wgDKJur48j7T0cbuuhoa2bg0c62NvQzt5D7WyubKLRGdGwIDOZG+eXcvH0QuaW5uDx2FwGxhj3xUxB8Pr8tHZ5aev20tLVG7jd5aWz10e310+310d3r59ur5+eo/f7rO/y+ulytu3q9dHd97bXT1uXl9buT06Jl5oYx+jhaVwwJZ+5o3KYU5rDuLx0KwLGmIgzpAvCf762g98sK0fjk/EkJp/Uc9XXi3p7na89/SzdaG8P6gvc9/d04etowt/RjK+jGX9HM/62w/Q217MNeCU0P6IxxgyaIV0Qxual0bZrFWdfdh2J8R6S4uNIjPeQGOchKd5DYryHhDgPcR4h3iPE9Vk8gzAl5Z0LJ4bt6sZj92uMMSfLlYIgIouA/wbigPtV9d9DsZ+r5hTzhVd/w1l33hGKb2+MMUOKG3MqxwH3ARcBU4AbRGRKuHMYY4z5ODdOeJ8H7Ham0uwB/gxc4UIOY4wxfUi4p2wTkauBRap6q3P/JmC+qt5xzHa3A7c7dycC4WyMzwUOhXF/n1U05Y2mrBBdeaMpK0RX3mjKCn/LO0pV84J9UsR2KqvqYmCxG/sWkXJVLXNj359GNOWNpqwQXXmjKStEV95oygqfPq8bTUZVQN8JgYuddcYYY1zkRkFYA0wQkTEikghcDyxxIYcxxpg+wt5kpKpeEbkDeI3AaacPquqWcOcYgCtNVZ9BNOWNpqwQXXmjKStEV95oygqfMm/YO5WNMcZEJhtn2RhjDGAFwRhjjCNmC4KIlIjIChHZKiJbROQ7x9nucyKywdnm7XDn7JNjwLwikiUiL4nIRmebr7qUNVlEVvfJ8bN+tkkSkSdFZLeIrBKR0S5EDTbrnc7vfZOIvCkio9zI6mQZMG+fbb8gIioirpwuGWxWEbm2z+v68XDn7JMjmNdCqfM+XO+8Hi52I2ufPHFOlqX9PHby7zFVjckFKATmOLczgJ3AlGO2yQa2AqXO/RERnvcfgF86t/OAI0CiC1kFSHduJwCrgAXHbPNN4HfO7euBJ136vQaT9Rwg1bn9DbeyBpu3z2vkHeADoCxSswITgPVAjnPfzfdYMHkXA99wbk8B9ruV18lwJ/A4sLSfx076PRazRwiqWqOq65zbrcA2oOiYzb4IPKeqB5zt6sOb8m+CzKtAhogIkE6gIHxykoYQ04A2526Csxx79sIVwMPO7WeA85zcYRVMVlVdoaodzt0PCFw744ogf7cA/wL8EugKV7ZjBZn1NuA+VW10nuPmeyyYvApkOrezgOowxfsEESkGLgHuP84mJ/0ei9mC0JdzKDWbwCeCvk4BckTkLyKyVkS+HPZw/ThB3v8FJhN4kW4GvqOq/vCmC3AOZTcA9cByVT02axFwEAKnIgPNwPCwhnQEkbWvW3B5eouB8orIHKBEVZe5ke+YLAP9bk8BThGRd0XkA2ckZNcEkfdu4EsiUgm8DHw7vAk/5tfAD4DjvcdP+j0W8wVBRNKBZ4HvqmrLMQ/HA3MJVOELgX8SkVPCHPFjBsh7IbABGAnMAv5XRDJxgar6VHUWgU/T80Rkmhs5ghFsVhH5ElAG/CqM8T7hRHlFxAPcA9zlUryPCeJ3G0+g2ehzwA3AH0QkO5wZ+woi7w3AQ6paDFwMPOr8zsNKRC4F6lV17WB+35guCCKSQOCf62Oq+lw/m1QCr6lqu6oeItAmOzOcGfsKIu9XCTRxqaruBvYBk8KZ8Viq2gSsAI795PfRECYiEk/g8PtwWMMd4wRZEZHzgZ8Al6tqd5ij9es4eTOAacBfRGQ/sABY4lbH8lEn+N1WAktUtVdV9xHoG5sQ5nifcIK8twBPOdu8DyQTGEgu3M4ALnf+xn8GzhWRPx2zzUm/x2K2IDhtaQ8A21T1nuNs9iJwpojEi0gqMJ9A233YBZn3AHCes30+gVFi94Yn4d+ISN7RT3kikgJcAGw/ZrMlwM3O7auBt9Tp/QqnYLKKyGzg9wSKgWtt3E6WE+ZV1WZVzVXV0ao6mkCfx+WqWh5pWR0vEDg6QERyCTQhhf016+w/mLx932OTCRSEhjDGBEBVf6yqxc7f+HoC758vHbPZSb/HIna00zA4A7gJ2Oy0GULgLJ1SAFX9napuE5FXgU0E2unuV9UKN8ISRF4CHYkPichmAmdM/NA5sgm3QuBhCUyG5AGeUtWlIvJzoFxVlxAobo+KyG4Cnd/Xu5Az2Ky/ItBJ/7TTJ3dAVS+P4LyRIpisrwELRWQr4AO+r6puHSkGk/cuAs1a3yPQwfwVNz7IHM9nfY/Z0BXGGGOAGG4yMsYY83FWEIwxxgBWEIwxxjisIBhjjAGsIBhjjHFYQTCmHyIyWkTcOsXYGFdYQTBmkDnnsRsTdawgGHN88SLymIhsE5FnRCRVRM5zxp/fLCIPikgSgIjsF5Ffisg64BoRWSgi74vIOhF52hmDypiIZgXBmOObCPxWVScDLQTGnn8IuE5VpxO40v8bfbY/rKpzgDeAfwTOd+6XO881JqJZQTDm+A6q6rvO7T8RGMNmn6rudNY9DPxdn+2fdL4uIDB5yrvOMCM3A67NsmZMsGJ5LCNjBnLsuC5NnHg8+XbnqxAYS/+GUIQyJlTsCMGY4ysVkdOc218k0PQzWkTGO+tuAvqbZ/sD4Iyj24lImtvzaBgTDCsIxhzfDuBbIrINyAHuJTDnxNPOiLJ+4HfHPklVG4CvAE+IyCbgfVyel8KYYNhop8YYYwA7QjDGGOOwgmCMMQawgmCMMcZhBcEYYwxgBcEYY4zDCoIxxhjACoIxxhjH/w/iUNPR9HVQqwAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.histplot(data=df, x='bore',kde = True);"]},{"cell_type":"markdown","metadata":{"id":"iVf003Gs5IuV"},"source":["## Bar Graph\n","\n","- A bar graph is generally used to show the counts of observations in each bin (or level or group) of categorical variable using bars.\n","- We can use the *countplot()* function of seaborn to plot a bar graph."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":280},"id":"dVO4Q56f5IuV","outputId":"8ef5ceda-e081-433c-ce19-e713ffc63902"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.countplot(data=df, x='body_style');"]},{"cell_type":"markdown","metadata":{"id":"4n0v6DcQ5IuV"},"source":["**We can also make the plot more granular by specifying the *hue* parameter to display counts for subgroups.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":280},"id":"xTHnIIKy5IuV","outputId":"f5508c7a-0eab-4a30-d4b1-72dbb0dd67dd"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.countplot(data=df, x='body_style', hue='fuel_type');"]},{"cell_type":"markdown","metadata":{"id":"vmDOlVCT5IuV"},"source":["**Let's check out the bar graphs for a few more attributes in the data.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"qHcjy0Fv5IuV","outputId":"1cdb5108-64a7-4705-cb6c-bc2f0831277a"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.countplot(data=df, x='make');"]},{"cell_type":"markdown","metadata":{"id":"HkLgJzv75IuW"},"source":["- This plot looks a little messy and congested.\n","- Let's increase the size of the plot to make it look better."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":442},"id":"DUhQ71Xc5IuW","outputId":"a6a65756-9600-4e30-cc9e-65413d030992"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(20,7))\n","sns.countplot(data=df, x='make');"]},{"cell_type":"markdown","metadata":{"id":"yVK2igls5IuW"},"source":["- Some of the tick marks on the x-axis are overlapping with each other.\n","- Let's rotate the tick marks to make it look better."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":544},"id":"hGSTXceH5IuW","outputId":"244f55a5-9819-40a9-ef54-5e92d4c89d36"},"outputs":[{"data":{"text/plain":["(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n"," 17, 18, 19, 20, 21]),\n"," [Text(0, 0, 'alfa-romero'),\n"," Text(1, 0, 'audi'),\n"," Text(2, 0, 'bmw'),\n"," Text(3, 0, 'chevrolet'),\n"," Text(4, 0, 'dodge'),\n"," Text(5, 0, 'honda'),\n"," Text(6, 0, 'isuzu'),\n"," Text(7, 0, 'jaguar'),\n"," Text(8, 0, 'mazda'),\n"," Text(9, 0, 'mercedes-benz'),\n"," Text(10, 0, 'mercury'),\n"," Text(11, 0, 'mitsubishi'),\n"," Text(12, 0, 'nissan'),\n"," Text(13, 0, 'peugot'),\n"," Text(14, 0, 'plymouth'),\n"," Text(15, 0, 'porsche'),\n"," Text(16, 0, 'renault'),\n"," Text(17, 0, 'saab'),\n"," Text(18, 0, 'subaru'),\n"," Text(19, 0, 'toyota'),\n"," Text(20, 0, 'volkswagen'),\n"," Text(21, 0, 'volvo')])"]},"execution_count":32,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(20,7))\n","sns.countplot(data=df, x='make')\n","plt.xticks(rotation=90)"]},{"cell_type":"markdown","metadata":{"id":"Ea22q-uo5IuW"},"source":["- A lot of plot-specific text has shown up in the output.\n","- Let's see how we can get rid of those."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":509},"id":"fSHdavFm5IuW","outputId":"ebd1b8be-cb26-4c3f-b205-912538f4d449"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(20,7))\n","sns.countplot(data=df, x='make')\n","plt.xticks(rotation=90)\n","plt.show() # this will ensure that the plot is displayed without the text"]},{"cell_type":"markdown","metadata":{"id":"kkLBjFcbEgtg"},"source":["**Here are some common ways to customize a barplot.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":458},"id":"4q223RFD5IuW","outputId":"5bd7aae9-45fb-4b3a-9ae7-ea38f127d103"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(10,7))\n","plt.title('Barplot:Engine-type')\n","plt.ylim(0,180)\n","sns.countplot(data=df, x='engine_type',hue='fuel_type')\n","plt.xlabel('Engine-type');"]},{"cell_type":"markdown","metadata":{"id":"3y_u5xZv5IuW"},"source":["## Lineplot\n","\n","Suppose, your dataset has multiple y values for each x value. A lineplot is a great way to visualize this. This type of data often shows up when we have data that evolves over time, for example, when we have monthly data over several years. If we want to compare the individual months, then a line plot is a great option. This is sometimes called seasonality analysis.\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":34},"id":"AVLSppnef9Ks","outputId":"428f1eed-a841-4b47-d64c-d6c7a62daac9"},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"execution_count":35,"metadata":{},"output_type":"execute_result"}],"source":["from IPython.display import Image\n","Image('/content/drive/MyDrive/Python Course/Line_plot.png')\n","#Image('/location on your computer/Line_plot.png')"]},{"cell_type":"markdown","metadata":{"id":"ddvSSLq9OxKy"},"source":["- A **line plot** uses straight lines to connect individual data points to display a trend or pattern in the data.\n"," - For example, seasonal effects and large changes over time.\n","\n","- The *lineplot()* function of seaborn, by default, aggregates over multiple y values at each value of x and uses an estimate of the central tendency for the plot.\n","\n","- *lineplot()* assumes that you are most often trying to draw y as a function of x. So, by default, it sorts the data by the x values before plotting."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":281},"id":"PYEci6FO5IuW","outputId":"7e23cd46-4f04-4392-df81-a8ac1ad1ed3b"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# loading one of the example datasets available in seaborn\n","flights = sns.load_dataset(\"flights\")\n","\n","# creating a line plot\n","sns.lineplot(data = flights , x = 'month' , y = 'passengers');"]},{"cell_type":"markdown","metadata":{"id":"MEfKsJUflDzJ"},"source":["- The light blue shaded area is actually the '**confidence interval**' of the y-value estimates for each x-axis value.\n","\n","- The **confidence interval** is a range of values around that estimate that are believed to contain the true value of that estimate with a certain probability."]},{"cell_type":"markdown","metadata":{"id":"Qta0NdaV5IuW"},"source":["**We can switch off the confidence intervals by setting the *ci* parameter to *'False'*.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"QC4Bl2dz5IuW","outputId":"2a73cf9e-eab9-4b0a-9e74-58e97cd38337"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEGCAYAAACKB4k+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAA7TUlEQVR4nO3dd3hc5Znw/++tUe9t1GXJtiR3Wza2Mc1gg7EBG0OABHaTTYVsekI2YVuyye775t1C+S0kJEAAA6EGDDhAAAcb995xl21Z1baK1bvm+f1xjoVwZHtURmck3Z/r0qWZM+fMc480M/d5ynkeMcaglFJKAQQ4HYBSSin/oUlBKaVUF00KSimlumhSUEop1UWTglJKqS6BTgfQH4mJiSY7O9vpMJRSakjZsWNHpTHG3dNjQzopZGdns337dqfDUEqpIUVETl7oMW0+Ukop1UWTglJKqS6aFJRSSnXRpKCUUqqLJgWllFJdNCkopZTqoklBKaVUF00KSimlugzpi9eUUr3T0t5JXXM7tc3ttLR7AMhLiSQk0OVwZMpfaFJQahhq7eiktrmduuZ2mts8Pe4TFCi0dxhKzzYzxh05yBEqf6VJQakhrK3DQ21zO7XNbRf98o8JCyImLIjw4M9+5AsrG6lv6RiMUNUQoUlBKT9R29zO0+tP0Onx4AoIIDBAcNk/ArR3emjr9NDRaaztYj0WYP8OChSiQ4OICg0kIiQQV4AQGBBAW6fQ0u6hqqHN3iYE2L/jI4Kpb+mgrcNDcKB2MSpNCkr5jafXHefRVQW4ROgcpLXT85IjefDOaZTWNDM6MWJQylT+TZOCUn6gtaOTF7cUMSs7jp8vnoQxBgQiQwKJCHERGuTCGOjwGDo9hg6PwWP/7vR4urZ3dm07/76HTg+f2XdXUQ3LNhZSWtNMhojTfwLlJzQpKOUH3tlTTlVjGz+4PpdxKVGD0pRzXV4SL20pYsuJajLiwmnv9BDk0iakkU7fAUo5zBjDsxtPkBkXRn5m7KC17ceEB3HdODfv7iun02ONQlJKk4JSDttx8iyflNaxZFoa2e7Bbddfmp9ORX0rR8/U6ygkBWhSUMpxz24sJDIkkHnjkogODRrUsq+fkEREsIvNx6sAa4STGtk0KSjloLKaZt7/5BQLJiaTER826OWHBrlYODmFDw+cpq3DQ3lNy6DHoPyLJgWlHPSHzScxxnDLlFRSokMdiWFpfjr1LR3sK62ltrndkRiU/9CkoJRDWto7eXlrEZePTmBUQjji0LDQq8YmkBARzKbjlQB0aBPSiKZJQSmHvL27lLNN7SyZmurohWOBrgAWT01l9eEKmto6KK/VJqSRTJOCUg4wxvDshkKyE8KZnB7j+PUBt+an09bhYXthNTVN2oQ0kmlSUMoBm49Xc+hUPUumpTF6kIeh9mTGqFgy4sLYaI9C6vQMzjQbyv9oUlDKAcs2niA6NJBr89xEDfIw1J6ICEvz09h0rIqzTW2U1+qFbCOVJgWlBllxdRMrD5xm4aQUMuLCnQ6ny9L8dDwGNh+v4myjNiGNVJoUlBpkL2w+iSDcNDmVlBhnhqH2JC85ivEpUWwosEYhaRPSyOSzpCAioSKyVUT2iMh+EfnleY8/KiIN3e6HiMirIlIgIltEJNtXsSnllKa2Dl7ZWsQVYxMYlTD4F6tdytL8dPaU1HKqtoVTdToKaSTyZU2hFZhvjJkG5AOLRGQOgIjMBOLO2//rwFljTA7wCPBfPoxNKUcs31lKXUuHNc9RgvMdzOdbMi0VgPXHKqhuaHM4GuUEnyUFYzlXEwiyf4yIuID/AX563iFLgefs268D14tTV/Mo5QPGGJZtLCTHHcmElCgC/XCa6oy4cGZlx7H+aCXGWGs2qJHFp+9KEXGJyG7gDLDSGLMF+C6wwhhTft7u6UAxgDGmA6gFEnwZn1KDaX1BJQVnGlgyLZWxSZFOh3NBt+anc6yikcKqJk7XaxPSSOPTpGCM6TTG5AMZwGwRmQvcBTzW1+cUkftEZLuIbK+oqBigSJXyvWUbCokND+KaXDcRIf67vtUtU1IJDBDWHa2gsl6bkEaaQam/GmNqgNXAPCAHKBCRQiBcRArs3UqBTAARCQRigKoenutJY8xMY8xMt9s9CNEr1X+FlY2sOnyGRZNSyIjzvw7m7uIjgrkmN5H1BZV4jLGWBlUjhi9HH7lFJNa+HQYsAHYYY1KMMdnGmGygye5YBlgBfNm+fSewyui7UQ0Tz20qxCXWMNQkh2ZD7Y2l+emU17ZwsLyOM/WtToejBpEv67CpwHN2x3IA8Jox5p2L7P808IJdc6gG7vZhbEoNmobWDv64vYSrcxIdWTOhLxZMTCY0KIC1RyuYlBZD8hBIZGpg+CwpGGP2AtMvsU9kt9stWP0NSg0rb+wooaHVf4eh9iQiJJAFE1NYd6SCe68egzHGsam91eDyvzFxSg0jHo81DHVcchR5yVG4AobOF+vSaWnUNLezu7iGCm1CGjE0KSjlQ2uOVnCispEl09IYmzQ0agnnzM1zExMWxJqjFZyu06QwUmhSUMqHnt1QSHxEMFeOTSA82H+HofYkODCAm6eksuV4NS3tnToKaYTQpKCUjxScaWDtkQpunpwyZDqYz7c0P43m9k62nqimokFrCyOBJgWlfOT5TYUEuYSFk1JIihqao3dmZ8eTEh3KmiMVnK7VpDASaFJQygdqm9t5fUcJc3PdpPv5xWoXExAg3Jqfxs6is9Q1t2sT0gigSUEpH/jj9mKa2jpZPDWNrCEyDPVCbp2WRofHsPFYFVWNOu3FcKdJQakB1ukxPLepkImp0eQkRQ6pYag9mZQWzVh3BGuOnKG8RifIG+40KSg1wFYdOkNxdTO3Tksjx49nQ/WWtX5zOvvL6vR6hRFAk4JSA2zZxhO4o0KYMyaBsGCX0+EMiFunpWGAdUcrqNJRSMOaJgWlBtDhU/VsKKji5smpQ3YYak+yEyOYlhnLmqMVlGkT0rCmSUGpAbRsYyHBgQHcODGZxMgQp8MZUEunpXG8opHi6ianQ1E+pElBqQFS09TGm7tKuC5vaA9DvZDFU1MJEGvqjrM6CmnY0qSg1AB5ZVsxLe0elkxNY1R8uNPhDLik6FCuHJvI2iMVWlsYxjQpKDUAOjo9vLDpJFPTYxjtjiBgiA9DvZBb89Mor23h6JkGp0NRPqJJQakBsPLAaUprmlkyTIahXsiiySkEBwaw5kgFNU3ahDQcaVJQagA8u7GQ5OgQZmXHExo0PIah9iQ6NIj545JYe7SCwkptQhqONCko1U/7y2rZeqKaW6akMiph+PUlnG9pfho1Te3sK611OhTlA5oUlOqnZRsKCQ0KYMHEFOIjgp0Ox+fmjU8iKiSQNUfOUNvc7nQ4aoBpUlCqH6oaWnl7TxnzxiWRHjv8hqH2JDTIxcLJKWw8VsUx7XAedjQpKNUPL28toq3DGoaaMQyvTbiQpflpNLV1sq2w2ulQ1ADTpKBUH7V3enhh80mmZ8YyKiF82A5D7ckVYxJIjAxmzZEK6lq0CWk40aSgVB+9/8kpTte1DpvZUHsj0BXA4qlpbCus5lB5ndPhqAGkSUGpPnp2wwlSY0KZkRU3rIehXsjS/DTaOw0bCqqcDkUNIJ8lBREJFZGtIrJHRPaLyC/t7S+KyGER+UREnhGRIHu7iMijIlIgIntFZIavYlOqv/YU17CzqIbFw3RKC2/kZ8YyKj6cNUcqqNcmpGHDlzWFVmC+MWYakA8sEpE5wIvAeGAKEAZ8w97/JiDX/rkP+K0PY1OqX5ZtLCQ82MUNE5KIGwHDUHtiLb6Txt6SGvYU6zULw4XPkoKxnBuvFmT/GGPMe/ZjBtgKZNj7LAWetx/aDMSKSKqv4lOqr87Ut/DO3jKuH59E2ggZhnohS/PT8BhYc6TC6VDUAPFpn4KIuERkN3AGWGmM2dLtsSDgS8D79qZ0oLjb4SX2tvOf8z4R2S4i2ysq9I2oBt9LW4ro6DQsHmHDUHuSkxTFxNRo1h6poLG1w+lw1ADwaVIwxnQaY/KxagOzRWRyt4cfB9YaY9b18jmfNMbMNMbMdLvdAxitUpfW2tHJHzYXcVlWHJnx4YiMnGGoF7I0P43Dp+vZckI7nIeDQRl9ZIypAVYDiwBE5N8AN3B/t91Kgcxu9zPsbUr5jff2lVPZ0MqSaWmMTYpwOhy/sGRaGgCrDp5xOBI1EHw5+sgtIrH27TBgAXBIRL4BLATuMcZ4uh2yAvg7exTSHKDWGFPuq/iU6i1jDM9uKCQzLozpmbGEBI68Yag9SYsNY3Z2PB8fqaCxVUchDXW+rCmkAqtFZC+wDatP4R3gd0AysElEdovIz+393wOOAwXAU8C3fRibUr22s6iGvSW11jDUETAbam8snZ5Gydlm1hyudDoU1U+BvnpiY8xeYHoP23ss0x6N9B1fxaNUfy3bWEhEiIv545OIDR+Zw1Av5ObJqfz87f385eBpbp6qgwaHMr2iWSkvnKpt4c/7ylkwIYXU2FCnw/E7cRHBXJvnZu3RChpbdBTSUKZJQSkv/GHzSTzGcMvU1BEzRXZvLc1Po7Khjff3a1fgUKZJQalLaGnv5KWtRcweHU9mfJgOQ72ABROTCQ0KYOUBHYU0lGlSUOoSVuwpo7qxjSVT0xiTOLJmQ+2N8OBAbpyYzIaCSup0RbYhS5OCUhdhjGHZhkKyE8KZkh5DcKB+ZC7mtunp1Ld2sGKPXmI0VOk7XKmL2HqimgPldSyemkZWol6sdinX5LqJCQviw/3ahDRUaVJQ6iKWbSwkOjSQa/OsLzt1cUGuAG6ZksKWE1VUNbQ6HY7qA00KSl1AaU0zH+w/xYKJKaSN8InveuO26Rm0dnh4Y2eJ06GoPtCkoNQFvLDpJIJw85QU0mL02gRvzcyKIykqhA/3n3Y6FNUHmhSU6kFzWyevbCtizph4MuJ0NtTeCAiwFt/ZVVxDeW2z0+GoXtKkoFQP3t5dSk1TO0umpTHGrR3MvXX79Aw6PYZXtxVfemflVzQpKHUeYwzLNhYyJjGCianRBLn0Y9JbE1KjyEoIZ+UBbUIaavTdrtR5Nh+v5tCpepZMTWO01hL6RET43PR09pfVUVjZ6HQ4qhe8SgoicpeIRNm3/1VElovIDN+GppQzlm08QUxYEHPz3ESF6jDUvrp9urX8+stbixyORPWGtzWFnxlj6kXkauAG4Gngt74LSylnFFc3sfLAaW6cmExGvA5D7Y9RCeFMTI3iQ21CGlK8TQqd9u9bgCeNMe8COqG8Gnb+sPncMNRUkqN1GGp/fW5GBicqGzlQVut0KMpL3iaFUhF5AvgC8J6IhPTiWKWGhKa2Dl7eWsScsQm6stoAWZqfToBoE9JQ4u0X++eBD4CFxpgaIB74ia+CUsoJb+0qo66lgyVTU8lO0A7mgeCOCmH6qDg+PHAaa3FF5e8umRRExAXsNMYsN8YcBTDGlBtjPvR5dEoNEmsY6gnGuK1hqK4AvVhtoNwxI53Tda1sL6x2OhTlhUsmBWNMJ3BYREYNQjxKOWLTsSqOnG5gydQ0cpOjnA5nWFk8LY0gl/CKXsg2JAR6uV8csF9EtgJdg46NMbf6JCqlBtmyjYXEhAUyN9dNWLDL6XCGlejQIOaMSeCjg2fo6PQQqBcD+jVvk8LPfBqFUg4qrm7iLwdPc+dlmWQlagezL9x1WQbrjlayvqCS68YlOR2OugivUrYxZg1QCATZt7cBO30Yl1KD5oVzw1Anp5AYGeJ0OMPSjZNSiAwJ5On1J5wORV2Ct1c03wu8Djxhb0oH3rrEMaEislVE9ojIfhH5pb19tIhsEZECEXlVRILt7SH2/QL78ey+viilvNXU1sErW4u4MidBp7TwodAgF0vz01h3tJKjp+udDkddhLeNe98BrgLqAOxRSJeqA7YC840x04B8YJGIzAH+C3jEGJMDnAW+bu//deCsvf0Rez+lfOrNXaX2MNQ0MuO06ciXvjsvh5DAAB5bVeB0KOoivE0KrcaYtnN3RCQQuOigY2NpsO8G2T8GmI9V6wB4DrjNvr3Uvo/9+PWik9grHzLGsGxDITnuSCakRhGgw1B9KjU2jEWTUnhnbxlFVU1Oh6MuwNuksEZE/hkIE5EFwB+BP13qIBFxichu4AywEjgG1BhjOuxdSrCaorB/FwPYj9cCCT08530isl1EtldUVHgZvlJ/beOxKo6eaWDJtFQdhjpI7r8xjwARfvOx1hb8lbdJ4R+BCmAf8E3gPeBfL3WQMabTGJMPZACzgfF9C/Mzz/mkMWamMWam2+3u79OpEezZDYXEhgVxTa6b0CAdhjoYshIiuH5CMm/sKOFMXYvT4ageeDv6yGOMecoYc5cx5k77ttfXrNtTY6wGrgBi7eYnsJJFqX27FMiEruapGKDK2zKU6o2iqiY+OnSahZNTdGW1QfbjG/PwGMPv1hxzOhTVA29HH+0Tkb3n/awTkUdE5K+aeOxj3CISa98OAxYAB7GSw532bl8G3rZvr7DvYz++qjeJR6neeH5TIQEi3DQphdhwnfB3MOUlR3FNrpuXthZR09R26QPUoPK2+ejPwLvA39o/fwK2A6eAZRc4JhVYLSJ7sa5rWGmMeQd4ALhfRAqw+gyetvd/Gkiwt9+P1WSl1IBrbO3g1e3FXDU2gZzkSKfDGZHuX5BHS7uHp9YedzoUdR5vr2i+wRjTfaW1fSKy0xgzQ0S+2NMBxpi9wPQeth/H6l84f3sLcJeX8SjVZ8t3lVJvD0NNj9WFdJwwLTOWy0fH89ymk3xrXg6RId5+FSlf87am4BKRri9yEZkFnOuZ6+j5EKX8jzUM9QQ5SZFMzohGRz0750c35NHQ2sFzGwudDkV1421S+AbwtIicEJFCrKaee0UkAvh/vgpOqYG2vqCSYxWNLJmaxli3DkN10pyxCUzLiOH3647T0t556QPUoPB29NE2Y8wUrCuTpxljphpjthpjGo0xr/k0QqUG0LKuYaiJBAfqbJ1O+8ENuZxtateV2fyIVw159vKbdwDZQOC5Krcx5t99FplSA6ywspFVh8/whZmZ5GoHs1+YNy6JcclR/PbjY3xxThZBOq2247z9D7yNNQ1FB9Z6Cud+lBoynt900hqGOjmVqNAgp8NRgIjw/etzOFPfyvKdJU6Ho/B+9FGGMWaRTyNRyocaWjv44/Zirs5JZFyK9iX4k5smp5KdcJhfryrgrssydQ4qh3lbU9goIlN8GolSPrR8Zwn1rdYw1JSYUKfDUd0EBAjfnpdD8dlm3t1X7nQ4I563SeFqYIeIHLavZt5nX5SmlN/zeAzLNhaSlxxJ/qhYp8NRPfjc9HRSY0L5378cRScycJa3SeEmIBe4EVgCLLZ/K+X31hVUctwehpqdoGsm+KNAVwDfvHYsBRUNrDp0xulwRjRvh6SexJqsbr59u8nbY5Vy2rINJ4gLD+KqnERdNN6P3TM7k4SIYB5ZecTpUEY0byfE+zesOYv+yd4UBPzBV0EpNVBOVDay+nAFN01OZXyqdjD7s5BAF9+4ZjSflNWx8Vil0+GMWN6eNt0O3Io9DNUYUwboJ0z5vec2FhIYICyalEJ4sM6v4+++fGU2UaGBPPyh1hac4m1SaLOnsTYA9vQWSvm1htYOXt9RwtU5iUxIi3Y6HOWF8OBAvnxFNttPnmV38VmnwxmRvE0Kr4nIE1gL5NwL/AV4yndhKdV/b+wooaG1gyXT0nBHhTgdjvLSvXPHEBbk4sEPtLbgBG87mh8EXgfeAMYBPzfGPObLwJTqD4/H8NzGQsYlR3FZVpzT4aheiAkL4m8uH8WGgkoOn6p3OpwRx9uO5gisldB+glVDCBMRnSdA+a21Rys4XtnI4qmpjIrXYahDzd9fO5YgVwAPfnjY6VBGHG+bj9YCISKSDrwPfIkLr7imlOOWbSwkLjyIq3MTddqEIcgdFcIdl6Wz6tAZCit1mrXB5G1SEGNME/A54LfGmLuASb4LS6m+O17RwMf2MNQJqdrBPFR9d34uAA9pbWFQeZ0UROQKrPWZ37W3uS6yv1KOeX7TSWsY6uQUQoP0bTpUpceGsXhqKh/sP82p2manwxkxvE0KP8S6cO1NY8x+ERkDrPZZVEr1UX1LO3/cXsw1uYlMSY9xOhzVT9+/Ppf2Tg8P61XOg8bb0UdrjDG3GmP+S0QCgEpjzPd9HJtSvfb6jhIa2zpZPDWNuIhgp8NR/TTWHcmCicm8s7ecqoZWp8MZEbwdffSSiETbo5A+AQ6IyE98G5pSvXNuGOr4lChmj453Ohw1QL5/fS5NbZ08+tFRp0MZEbxtPppojKkDbgP+DIzGGoGklN9Yc6SCwqomlkxNIyMuzOlw1ACZnB7D1TmJvLmrlNrmNqfDGfa8TQpB9nUJtwErjDHt2FNeXIiIZIrIahE5ICL7ReQH9vZ8EdksIrtFZLuIzLa3i4g8KiIF9poNM/rxutQI9OzGQuIjgrl2XCLn1hFXw8MPb8ilrqWD36w+5nQow563SeEJoBCIANaKSBZQd4ljOoAfG2MmAnOA74jIROC/gV8aY/KBn9v34dM1G3KB+4Dfev8y1EhXcKaBtUcquHlyCnnJOgx1uJmZHc9lo2J5Y0cJTa0dToczrHnb0fyoMSbdGHOzsZwE5l3imHJjzE77dj1wEEjHqmGc+9TGAGX27aXA8/bzb8aaZym19y9JjUTPb7JmQ104KYXgQF0zYTj6/g15VDW28eS6406HMqx5PZewiNyCdcFa9wVu/93LY7OB6cAWrOGtH4jIg1hJ6Up7t3SguNthJfY2XbRVXVRdSzuv7yhhbq6babrc5rA1NzeRCSlRvLqtmG9dO5YQvQbFJ7wdffQ74AvA9wAB7gKyvDw2EmsivR/andXfAn5kjMkEfgQ83ZuAReQ+uy9ie0VFRW8OVcPUH7eX0NTWyZJpaUSH6pRcw5WI8P3rcymvbeHZjSecDmfY8raefaUx5u+As8aYXwJXAHmXOsjunH4DeNEYs9ze/GXg3O0/ArPt26VYS36ek2Fv+wxjzJPGmJnGmJlut9vL8NVw1WkPQ52QEsWcsToMdbhbOCmF0QkRvLK1mI5Oj9PhDEveJoVz15g3iUga0A5ctL1frOEfTwMHjTEPd3uoDLjWvj0fODf4eAXwd/YopDlArTFGm47URX18+AxF1U0smZZGaowOQx3uAgKE787PobCqiRe3FDkdzrDkbVJ4R0RisUYK7cAaifTyJY65Cutahvn28NPdInIzcC/wkIjsAX6FNdII4D3gOFCANT33t3vxOtQItcwehjp/vNYaR4pb89NIjQnlpS1FWlvwAW87mh/E6gu4BtgErOMSQ0aNMeux+h96clkP+xvgO17GoxRHT9ez7mglX5yTRU6SLhk+UgS5Avj2dWP52dv7Wb6rlM/PzLz0Qcpr3tYUnsMaefQo8BgwEXjeV0Ep5Y3nNhUS5BIWTUoh0KXDUEeSu2ZmkhARzEtbiuj0XPQ6WtVL3n6SJhtjvm6MWW3/3AtM9mVgSl1MbXM7b+woZW6um+k6DHXECQ1ycd/cMewuruG9fWWXPkB5zduksNPu/AVARC4HtvsmJKUu7Y/bi2lut2ZDjQjx+nIbNYz87ZwsokIDeVFrCwPK26RwGbBRRApFpBCrX2GWiOwTkb0+i06pHnR6DM9vOsnE1Giuzk10OhzlkMiQQL561Wg2H69m9aHTToczbHh7irXIp1Eo1QurD1nDUB9YNB53VIjT4SgHffXKbJ5ae5w/bC5i/vhkXY97AHiVFOy5jpTyC8s2FpIYGcwNE5KcDkU5LC4imL+9fBTPbDjB+oJK5ubp0OT+0iEbakg5erqe9QWV3Dw5lTHuSKfDUX7g3rljcAUIL20pwqN9C/2mPXTK77V1eNh+spq1Ryp5/5NyglzCwskpuLSpQAHJ0aHcNTOT17YVs+1kNZePTnA6pCFNk4LyS4WVjaw9WsHaIxVsOlZFY1snrgBhfEoU9y8Yx2VZcU6HqPzI388dyytbi3h5SzGzsuK1b6EfNCkMQ0VVTQQEQHps2JBZgayhtYONBZV2IqikqLoJgJToUObmuZk+Ko5pGTGMcUdq57L6K6MSwrl1Whrv7y/n70qymDFKTxr6SpPCMHOqtoUFj6yhtcNDVEgg41OjGJ8S/envlCi/GNfv8RgOlNex5kgFa45UsPPkWTo8hvBgF1MzYrhpcgozRsWRGhOKOzqE5KhQPftTF/Wt63J4a3cZr20rJj8jVt8vfeT8t4MaUE+sPUaHx/D9+TlUNLRx9HQ9b+4qpWHzp0sYZiWEMz7FShIT7GQxKj7c5x+iivpW1tlNQuuOVlLVaC3CPjE1ms/PzGRSWjQTUqMJcgUQExZEWmyoTl+hvDYuJYobJybzp71lfHHOKCanxzod0pCkSWEYqahv5aUtRcwb52bBxJSu7cYYqhrbqGpopaSmmaOnGzh4qo4PD5zG2IM1woNdjDsvUYxLiSImrO+L1nTvIF57pIID5day3vERwVyTk8jUzBhy3VHERQRbMYS4yIwL1+U0VZ99e14OHx44zRs7SpmUFjNkmk/9iSaFYeT364/T3unhzhmZjIoPJyY8iPqWdqoa2hAREiNDGJcSzfXjkwEQMdQ0tVN8tpnDp+o5dKqO9/aV8/LWT+epT48NY3xKFBNSP22Cyk4Iv+AZfE8dxIEBwoysOH6ycBxT0mOICQsiwP6wBgcGMCo+nLBgXVpR9V9+ZixX5yTy5u5S7p6dybiU6EsfpD5Dk8IwcbaxjRc2nWRunpv0uDBiwq0z/KjQIKK6LVHp8Rhqmtupamilpd1DTFgwMWHBTE6Lsfd30eGB4uomDp6q41C5lSw+PlLRNb9MSGAAeclRVhNUajTuqBC2nqj6TAdxZnwYt89IZ26um4lp0ZxtbO+KQcRqworSpTOVD3x73lj+5qktvLmrjAcWRWltoZc0KQwTz244QVNbJ3fOyCA97sIrkAUECPERwcTbTTZgNfOcbWqjsqGV+pZOABIjQ7gmx83cXDfxEcFEhQZSVN3EwfJ6DpXXcehUPasOneGPO0oAq/npijEJfP3q0czNc5MYGUxRdRMeD10JISMurKupSClfuWJMAtNHxbJ8Zwl3zkgnJ1nX2ugNTQrDQF1LO89uLOTqnESyEiI+84XvjeDAAJKjQ0mODu3a1tTWQVVDGzVNVvNTVYPVKTwuOYop6TFdiaW6sY1TtS3kpURiDBRVN9HQ0kFDi9WxnRwTgjsyRM/W1KAREb47L4evP7edFXvK+NGCPH3/9YImhWHg+Y2F1Ld0cMeMDFJiQi99gBfCgwMJjw8kM966b4yhrrmDysZWmlo7OVXbwqnalq79j5xq6LodHxlMarQOIVXOmT8+iakZMbyyrZjbpqfrlCi9oElhiGts7eDp9SeYMyaenCTfXdglIsSEB3X1VQB0dHo429ROVWMrYUEu0mPDdAip8gsiwo9uyOOry7bxxo5SfrJonNMhDRn6CR7iXtxykrNN7dwxI2PQr/QNdAXgjgphfEo0WQkRmhCUX7lunJv8zFhe21HMyapGp8MZMvRTPIS1tHfy5NoTzMyKY3xK9IA1HSk1HIgI9y/Io6K+lVe2FjsdzpChSWEIe2VrEZUNrdwxI4P4SB3Vo9T5rslN5LKsOF7bXkzxWa0teEOTwhDV2tHJ79YcZ1pGDJPTY0iPvfAwVKVGqnO1harGNl7YWHTpA4YIY3y3boQmhSHqjR2lnKpr4Y4ZGf2aikKp4e7KsQnMzo7n9R0llNU0Ox1Ov3V6DPc8tZllG0745Pl9lhREJFNEVovIARHZLyI/6PbY90TkkL39v7tt/ycRKRCRwyKy0FexDXXtnR4e/7iAianR5GfGkhmvtQSlLkREuP/GPKqb2nhmvW++SAfTa9uL2Xy8mvqWjkvv3Ae+HJLaAfzYGLNTRKKAHSKyEkgGlgLTjDGtIpIEICITgbuBSUAa8BcRyTPGdPowxiHp7d1llJxt5me3jCYqLEgvzFHqEuaMSeCKMQm8vqOEr189mtQh2txa29TOf79/iElp0XzpiiyflOGzmoIxptwYs9O+XQ8cBNKBbwH/aYxptR87Yx+yFHjFGNNqjDkBFACzfRXfUNXpMTy+uoC85EhmZceRFR/udEhKDQn335hHTXM7T6497nQoffbwysPUNrfzzbljiA33zeCSQelTEJFsYDqwBcgDrhGRLSKyRkRm2bulA93HjZXY285/rvtEZLuIbK+oqPBx5P7n3X3lHK9s5HPTMwgPcelVw0p5aVZ2PFeNTWD5rlJO1w69voWD5XW8sPkkiyancuOklEsf0Ec+TwoiEgm8AfzQGFOH1WQVD8wBfgK8Jr1o/zDGPGmMmWmMmel2u30Ss7/yeAy/XnWUMYkRXDE2gdGJeum+Ur1x/43jqG1u5/GPh1ZtwRjDv63YT0RIIF+5MovQIN9NNe/TpCAiQVgJ4UVjzHJ7cwmw3Fi2Ah4gESgFMrsdnmFvU7YPD5zmyOkGbp+eTmiQC5fWEpTqlcuy4pibm8jynSWcqWu59AF+4k97y9l6opovzcnisqx4n5bly9FHAjwNHDTGPNztobeAefY+eUAwUAmsAO4WkRARGQ3kAlt9Fd9QY4zhsVVHGRUfzjW5bsa6I5wOSakh6f4bx1Hf2sGjqwqcDsUrja0d/Ordg4x1R/D5mZk+Pxn0ZU3hKuBLwHwR2W3/3Aw8A4wRkU+AV4Av27WG/cBrwAHgfeA7OvLoUx8frmB/WR2356cTFCg6z5BSfZSfGct1eW7e2lVKRb3/1xZ+s7qAU3UtfHPuWLITfX8y6MvRR+uNMWKMmWqMybd/3jPGtBljvmiMmWyMmWGMWdXtmP9rjBlrjBlnjPmzr2IbaowxPLrqKGkxoVw3zk2eLhqiVL/8w8JxNLR28MjKo06HclGFlY08te4488a5uX5C0qCUqaebQ8CGgip2FdVw2/R0Al0BBGktQal+mZwew/zxSby9u5SK+lanw7mgf3/nAIEBAXzlytEkRA7OLMj67TIEPLbqKElRIVw/Ppm8FB1xpNRA+Icbx9HY1slDHx52OpQerTp0mlWHznD3rExmjY4btHI1Kfi5rSeq2XKimqX5aQQHBhAS6LuhaEqNJBPTorlhQhJv7y6j0s/6Flo7Ovn3Px0gPTaMJdPSCA8evPXQNCn4ucdWHSUhIpgbJ6aQm6y1BKUG0k8WjqelvZMHPzzidCif8ft1JyisauK+uWOYkhEzqGVrUvBju4trWHe0kiXT0ggNcvn0ghWlRqJxKVEsmJjMW37Ut1Be28yvVxUwZ0w8V+cmDnofoiYFP/brVUeJCQvipskpjE3S6xKU8oWfLhpHa7uHBz845HQoAPzqvUN0GsPXrx7DmEEYgno+TQp+an9ZLX85eIbFU1MJDw4c1DZFpUaSnKQobpyUzFu7yxy/ynnz8Sr+tKeMz01PZ0p6jCMzIGtS8FO/WV1AZEggi6emkZ2oM6Eq5Us/XTSe9k4PDzo4Eqmj08MvVuwnKSqEO2ZkOLbmuiYFP3T0dD1//uQUt0xJJTIkkKhQXVlNKV8a645k4aQU3tpV5tgMqi9uKeLQqXq+dtVo8lKcu0BVk4If+s3qAsKCXCyZlsYoXS9BqUHxwKLxdHg8joxEqmpo5aEPDzMtI4YrxyY4usSuJgU/c6KykRV7yrhpSgoxYUHEhGstQanBkJ0YwaLJKby1u5RTtYPbt/Dgh4dpauvkvrljHa0lgCYFv/PbjwsIcgWwdGo66XFDc8lApYaqBxaNx2PgwQ8Gr29hb0kNr2wr5pYpqYxxRzg+9FyTgh8prm5i+c5SbpqcQlxEMPERvlluTynVs6yECG6yawtlNb7vW/B4rMVz4sKDuWf2KL+Y7FKTgh95Yu0xRGBpfrpjIw+UGukeWDQeGJzawvJdpewqquFLc7JIjwvzi4WzNCn4iVO1Lby2rYSFk1JIjAzBHTU4MyIqpT4rMz6cRZNTWLGnjJKzTT4rp66lnf/88yEmpEYxf3wSmX4yqESTgp94cu1xOo1haX46SdGaEJRy0j/atYWHfDgS6dG/HKWqsZX7rhlLhh/1H2pS8AOVDa28tPUkCyYkkRIdSnK0Nh0p5aSM+HBunpLKij1lFFUNfG2h4Ew9yzYWcuOEZHKSIgdtrQRvaFLwA79fd4LWDg+35WcQH6mdy0r5gwcWjSNA4KGVA9u3YIzhFysOEB7s4ktXZPvdvGaaFBx2trGNFzYVMn98EulxYaTH+k81UqmRLD3Oqi38aU8ZhZWNA/a8H+w/xfqCSu6ZPYqYsCC/m9dMk4LDnt1YSGNbJ7fnpxOrF6op5Vd+unA8ga4AHh6g2kJzWyf/8c5BcpIiuWlyKuNTnR+Cej5NCg6qa2nn2Q0nuG6cm6yECL/qbFJKQXpcGDdPTuWdveUcq2jo9/P9bs0xSmua+dpVo4kKC/TL9db9L6IR5IVNJ6lv6WDptHQiQwMdmSZXKXVxP1mYR5ArgIdX9m8kUnF1E79bc4zrxycxJT3GkbUSvDEik0J9SzsrD5ymo9PjWAyNrR38ft1xrspJICcpkiw/GaOslPqs9LhwFk9N47295Rw9Xd/n5/k/7x4gQIQvzsnCHRXityeBPksKIpIpIqtF5ICI7BeRH5z3+I9FxIhIon1fRORRESkQkb0iMsNXsb23r5x7n9/OVf+1igc/OExxte8uULmQl7YUcbapndvy0wkLdhHgB1cyKqV69uMFeYQGufpcW1h3tIIP9p/mC7MySYwM8esZC3zZ7d0B/NgYs1NEooAdIrLSGHNARDKBG4GibvvfBOTaP5cDv7V/D7jPzcggNjyYV7YW8fjHBfzm4wKuzknk7lmjWDAxmeBA31agWto7eWLtcS4fHc/4lGi/rUYqpSxpcWEsnprK6ztKOHSqjvEp0V4f29ZhLZ6TFR/OrdPSGJXg360CPvv2M8aUG2N22rfrgYNAuv3wI8BPAdPtkKXA88ayGYgVkVRfxBbkCmDhpBSe/eps1j8wnx9cn8uxMw1856WdXPH/PuJX7x0ckE6lC3l1WzGVDa0szU8nODBAawlKDQE/vCGX0CAXj/SytvDcxkKOVTTy5SuzCXIFOLpWgjcGpU9BRLKB6cAWEVkKlBpj9py3WzpQ3O1+CZ8mke7PdZ+IbBeR7RUVFf2OLS02jB/ekMe6B+bz7FdnMTM7jmfWn+D6h9bw+Sc28eauElraO/tdzjmtHZ38bs0xZoyKZUp6DGPdWktQaihIjwtnaX4aH+w/zf6yWq+OOVPXwv9+dJRrchOZlR1PbnKkj6PsP58nBRGJBN4AfojVpPTPwM/7+nzGmCeNMTONMTPdbnef4yqqamJfSS1lNc10egyuAGHeuCSe+NJMNv7TfH66aByn61r40at7uPxXH/GLFfs5dKquz+Wds3xnKeW1LSzNT8cVIAT64ZA0pVTPvjM/h4hg72sL//n+Ido6PHzx8iwCXeL4Wgne8OmldCIShJUQXjTGLBeRKcBoYI/d854B7BSR2UApkNnt8Ax7m08kRYfQ2NZBVUMbVQ1tAESHBZIWG0ZSVCjfvi6Hv587ls3Hq3h5WzEvbSli2cZC8jNjuWd2JounphER0rs/X3unh8c/LmByejTTM2OHxFmDUupTmXHhLM1P56WtRewrqWVKRswF991xsprlO0v58hVZpMWG+cVaCd7wWVIQ61v/aeCgMeZhAGPMPiCp2z6FwExjTKWIrAC+KyKvYHUw1xpjyn0VX2iQiwmpVmdRS3snJWebqWvuoK7ZGnIWFhxARlw4V+YkcmVOItWNbSzfWcIr24p54I19/Mc7B1kyLY17ZmcyJT3Gq+FlK3aXUVzdzFduySYgQPzywhWl1MV989oxrNhTxiN/OcIzX5nV4z6d9uI5KdGh3DIljdjwIL9YK8EbvqwpXAV8CdgnIrvtbf9sjHnvAvu/B9wMFABNwFd9GNtnhAa5yEmyztrbOz2U17RQ29zO0dNWZ7MrQMiMD+Mb14zh61ePZsfJs7y8tZg3d5Xw8tYiJqZGc8/sTJZOTyc6tOdOpE6P4TerCxiXEjVk2haVUn8tKyGC26en88Lmk+wuriE/M/av9nl1WzGflNbxL7dMICzY5TdrJXhDjDGX3stPzZw502zfvt1nz9/pMZyua+lqXjonPS6M+IhgapvbWbG7lJe3FnOgvI7QoABumWLVHi7LivtM7WHFnjK+//Iu/nHReK7KSbxotVMp5d8KKxtZ8uv1zBgVx3Nfm/2Zx2qa2pj34MfkJkfxrzdPID0uzK+mxgYQkR3GmJk9PeZf0/P5GVeAkBYbRlpsGMYYKhvaOFXbQunZZkrPWuu33jgphb+ZPYr95XW8vLWYFbtLeWNnCblJkXxhViZ3zMggJiyI36wqYKw7givGJmgtQakhLjsxgs9Nz+C5TYXsOHmWy7Liuh57eOURapvb+eLlWYiI3yWES9GaQh/VNrVTfLaJ7n++2PAgokMDeX//KV7eWszu4hqCXQFclhXHpuNV/HhBHteNS9JaglLDwPGKBm5/fCNT0mP4wzes62wPlNWx+LF13D17FPfMGsXYpAi/mxobtKbgEzHhQcSEW1/uja0dlNY0U9PUTk1TOxNTY3j48/E0tHawfGcpy3eWkOOO5Jpct98tqKGU6psx7kjumJHOMxsK2XqimlnZcfxixX5iw4NZMiUNwC8TwqUMvYj9UERIYNdws9aOTspqWmho6UAQ7piRwR0zMmhp78QVIEPyTaKU6tnfXD6K5btKeWTlEe6encnWwmr+5eYJRIYG+uVaCd7Qb6gBFhLoYrQ9l1FHp4dTdS2cbWwnNMjFaL16WalhZaw7kjtnZPD79Sf4pLSWKekxzMqOJzzENWSHnGtS8KFAl3WtQ0bcpfdVSg09IsLnZ2awfGcp1U1tfGfeWFwBMqQnudSkoJRS/ZCbHMVPFo6jrrWd9Nhwv14rwRuaFJRSqh9EhNlj4mlqtSbO9Oe1ErwxNBu9lFLKj4xOsJqL/H2tBG9oTUEppfopIECGzfVHWlNQSinVRZOCUkqpLpoUlFJKddGkoJRSqosmBaWUUl00KSillOqiSUEppVQXTQpKKaW6DOlFdkSkAjjZx8MTgcoBDGcklzecX9tglzecX9tglzecX1t/y8syxrh7emBIJ4X+EJHtF1p5SMvz37KGe3nD+bUNdnnD+bX5sjxtPlJKKdVFk4JSSqkuIzkpPKnlDcmyhnt5w/m1DXZ5w/m1+ay8EdunoJRS6q+N5JqCUkqp82hSUEop1WXYJwURaRikcjpFZHe3n+yL7PuxiPR5KJmIGBH5Q7f7gSJSISLv9PU5vSz3Nrvs8T4sw6nXNijvk96WOwDvFZ//z84r719EZL+I7LU/B5f7uLwMEXlbRI6KyDER+V8RCb7I/j8UkV4vj2b/DR/qdv8fROQXfQzbm/LOfZ/sF5E9IvJjERmU7+thnxQGUbMxJr/bT6EPy2oEJotImH1/AVDamycQkb6suncPsN7+3ZuyXL3Yvd+vTX1Gn/5nfSEiVwCLgRnGmKnADUCxD8sTYDnwljEmF8gDIoH/e5HDfgj0Zc3MVuBzIpLYh2P74tz3ySSsz8BNwL8NRsEjIimISKSIfCQiO0Vkn4gstbdni8hBEXnKzsgfdvsyGohyLxORNSKyQ0Q+EJHUbg9/yT4T+EREZvfh6d8DbrFv3wO83K3c2SKySUR2ichGERlnb/+KiKwQkVXAR718LZHA1cDXgbvtbdeJyFoReVdEDovI786dzYhIg4g8JCJ7gCsG4bWtFZH8bvutF5FpvXyN13WvkYjIr0XkK/btQhH5Zbf30ICdeV+s3H4+74X+Zxd6jTeLyCH7/fpoH2pnqUClMaYVwBhTaYwpu9DnwK4F/W8/PgfzgRZjzLN2eZ3Aj4CviUiEiDxoP+9eEfmeiHwfSANWi8jqXpbVgTXa50fnP2B/j6yyy/lIREaJSIyInOz2eYgQkWIRCepluRhjzgD3Ad8Vi0tE/kdEttllfrNbLA/Y7889IvKfvS0LRkhSAFqA240xM4B5wEP2WQZALvAbOyPXAHf0sYww+bTp6E37n/8YcKcx5jLgGT57BhNujMkHvm0/1luvAHeLSCgwFdjS7bFDwDXGmOnAz4FfdXtshh3Ttb0sbynwvjHmCFAlIpfZ22cD3wMmAmOBz9nbI4Atxphpxpj1vSyrL6/taeArACKSB4QaY/b0stxLqbTfQ78F/mGAn9sXLvQ/+yv23/oJ4Cb7/drjFAiX8CGQKSJHRORxEbnWx5+DScCO7huMMXVAEfANIBvIt2stLxpjHgXKgHnGmHm9fnXwG+BvReT8xZgfA547Vw7wqDGmFtgNnPucLQY+MMa096FcjDHHAReQhJXka40xs4BZwL0iMlpEbsL6n19ujJkG/HdfyupLE8JQJMCvRGQu4AHSgWT7sRPGmN327R1Yb6S+aLbf3FaBIpOBycBKO/+4gPJu+78MYIxZKyLRIhJrjKnxtjBjzF6x+i3uwTqz7i4GeE5EcgEDdD87WWmMqfa2nG7uAf7Xvv2Kff8dYKv9hkVEXsY6M30d6ATe6EM5fX1tfwR+JiI/Ab4GLOtL2Zew3P69g0+Tnz+70P+sJ+OB48aYE/b9l7HOTr1mjGmwE881WCdfrwL/Bx9+Di7iOuBxY0yH/fx9ec9/hjGmTkSeB74PNHd76Ao+fT+8wKdfxq8CXwBWY9XUHu9vDLYbgakicqd9Pwbr5PYG4FljTJMdb59e80hJCn+LdeZzmTGmXUQKgVD7sdZu+3UCA9V8JMB+Y8yFmk7Ov0CkLxeMrAAexPoAJHTb/h/AamPM7faX68fdHmvsbSEiEo9VVZ8iIgbrg22Ad3uI+9z9Frs631e9em3GmCYRWYl1pvR54IJnxRfRwWdrz6HnPX7uvdLJwH52LlVur13kf/b2QJfVnf0//xj4WET2Ad/Bd5+DA8Cd3TeISDQwCijsxfP0xv8H7ASe9WLfFVgno/FY78dVfS1URMZgve/OYH23fM8Y88F5+yzs6/N3N1Kaj2KAM3ZCmAdkDUKZhwG3WJ1viEiQiEzq9vgX7O1XY1UFa/tQxjPAL40x+87bHsOnnbNf6cPznu9O4AVjTJYxJtsYkwmcwDojnG1XXQOwXlNvm4oupC+v7ffAo8A2Y8zZPpR5EpgoIiEiEgtc34fn6AtflHuh/1nABco6DIyRT0fNfaG3BYrIOLsGd04+cBDffQ4+AsJF5O/s53ABD2HVEj8Avin2gAr7ixmgHojq5UvrYp99v4bVhHPORuw+G6wT0HX2vg3ANqza2jt9PUkSETfwO+DXxrra+APgW+f6J0QkT0QigJXAV8UeXdXtNffKsK4p2G+IVqx2vj/ZZy7bsdqlfcoY02ZX7x612yADsc4y9tu7tIjILqzmj6/1sYwSrC/B8/03VhPLv2KdzffXPcB/nbftDeBbWG/6XwM5WNXkNwegvD69NmPMDhGpw7uzuC7n3ifGmGIReQ34BOsLdFefgvePci/0P7sb60vtM2UZY5pF5NvA+yLSiPV/7a1I4DE72XQABVhNUE/ig8+BMcaIyO3A4yLyM6yE9x7wz1hn1XnAXhFpB57Cep8+ab/Gsj72K4CVeL7b7f73gGftpssK4KvdHnsVq2nzul6WESYiu7H+Lh1YzVIP24/9HquZe6fdN1oB3GaMeV+swRbbRaSNT/8WvTKsp7kQa/TJU8aYvozuUZcgItcB/2CMWexwKACISBpW08V4Y4ynF8c58j7xt/eniETa/QKC1al61BjziA/L+xjr/bPdV2Wo3hu2zUci8vdYnVj/6nQsyvfsJoQtwL/0MiE48j7x0/fnvfbZ6X6sZronnA1HOWFY1xSUUkr1zrCtKSillOo9TQpKKaW6aFJQSinVRZOCUoNIRGLtoZ/n7n9mLiKlnKZJQanBFYs1z49SfkmTglIXINbsl4dEZJk9yduLInKDiGwQa/7+2SISLyJviTVb5WYRmWof+wsReUasmUCPizVDJ8B/AmPFmjjxf+xtkSLyul3Wi/Z1Ako5Ylhf0azUAMgB7sK62nYb8DdYk/7dinW1aDGwyxhzm4jMB57Hmt4BrEnm5mFNq3BYRH4L/CMw+dzkifYFgNOxZvwsAzYAVzFw04Uo1StaU1Dq4k4YY/bZF8TtBz6y55/ZhzXVwNVYUxBgjFkFJNiTsgG8a4xpNcZUYk1klvxXz27ZaowpscvYTd9n6lWq3zQpKHVx3WfR9XS77+HSNe3zZ+C90P7e7qeUz2lSUKp/1mHNjHmuKajSXujlQvo1S6dSvqZnJEr1zy+AZ0RkL9AEfPliOxtjquyO6k+APzMws9gqNWB07iOllFJdtPlIKaVUF00KSimlumhSUEop1UWTglJKqS6aFJRSSnXRpKCUUqqLJgWllFJd/n+MJD0y9l9IeQAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lineplot(data = flights , x = 'month' , y = 'passengers', ci = False);"]},{"cell_type":"markdown","metadata":{"id":"I5j3we4V5IuX"},"source":["**We can also check the relationship between two variables for different categories by specifying the *hue* parameter.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"Cn-ki_Cb5IuX","outputId":"779a9a6d-30a4-4321-e213-9d67ec28893b"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lineplot(data=flights,x = 'month' , y = 'passengers', ci = False ,hue='year');"]},{"cell_type":"markdown","metadata":{"id":"AsHYYzFnrhh9"},"source":["**We can change the style of the lines by adding 'style' parameter to the function.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"H2EvcdWB5IuX","outputId":"44c9d884-7d75-4969-e26e-747d46ba4442"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# loading one of the example datasets available in seaborn\n","fmri = sns.load_dataset(\"fmri\")\n","\n","# creating the line plot\n","sns.lineplot(data = fmri, x=\"timepoint\", y=\"signal\", hue=\"region\", style=\"region\", ci = False);"]},{"cell_type":"markdown","metadata":{"id":"l2QreA4ls8pk"},"source":["**We can also add markers at each observation to identify groups in a better way.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"eI-U5TIfsuXF","outputId":"ff8c1a4b-92dc-430a-bf2b-cf757c05492f"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lineplot(data = fmri, x=\"timepoint\", y=\"signal\", hue=\"region\", style=\"region\", ci = False, markers = True);"]},{"cell_type":"markdown","metadata":{"id":"LITD773h5IuX"},"source":["**Let's customize the lineplot for a better visualization.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":442},"id":"QU06o0KM5IuX","outputId":"2f327e2e-3574-48ef-9cb6-931f1848a398"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (15,7))\n","sns.lineplot(data = flights , x = 'month' , y = 'passengers', hue = 'year')\n","plt.ylabel('Number of Passengers')\n","plt.legend(bbox_to_anchor=[1, 1]); #another way to change the legend's location in the plot"]},{"cell_type":"markdown","metadata":{"id":"CHjHKurcxv5K"},"source":["- Note that, unlike barplots and histograms, line plots may not include a zero baseline.\n","- We create a line chart is to emphasize changes in value, rather than the magnitude of the values themselves, and hence, a zero line is not meaningful."]},{"cell_type":"markdown","metadata":{"id":"2I1yAy1n5IuX"},"source":["## Scatterplot\n","\n","Sometimes we want to know if two variables mean something when put together, whether a small change in one variable affects the other variable. In such cases, plotting a **scatterplot**, or **scatter-diagram**, with our data points can help us to check whether there is a potential relationship between them."]},{"cell_type":"markdown","metadata":{"id":"cwreKVcrzwpH"},"source":["- A **scatterplot** is the simplest mode of a diagrammatic representation of two variables.\n","- It takes two perpendicular axes of coordinates, one for x and one for y.\n","- Unlike the lineplot, it directly plots each pair of values as a point on the 2D space.\n","- The *scatterplot()* function of seaborn can be used to make a scatterplot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Q7Y25sHm5IuX","outputId":"a9bfd002-6be8-411e-d85a-1895e1a82cef"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.scatterplot(data=df, x='engine_size', y='horsepower');"]},{"cell_type":"markdown","metadata":{"id":"Y4BpkiMy5IuX"},"source":["**We can also check the relationship between two variables for different categories by specifying the *hue* parameter.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"A--g5LGm5IuX","outputId":"278d1548-2caa-46f1-a566-f3f1037c6867"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.scatterplot(data=df, x='engine_size', y='horsepower', hue='fuel_type');"]},{"cell_type":"markdown","metadata":{"id":"nt4Ou1mPKBqq"},"source":["**We can assign the same variable as *hue* to another parameter *style* which will vary the markers and create a more readable plot.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6nAcr_rQKQN9","outputId":"2385503f-b37b-43f3-c2a9-b39af54a1a8b"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.scatterplot(data=df, x='engine_size', y='horsepower', hue='fuel_type', style='fuel_type');"]},{"cell_type":"markdown","metadata":{"id":"qUGTRzhO5IuX"},"source":["**Correlation**\n","\n","Correlation means association. More precisely, it expresses the extent to which two variables change together at a constant rate.\n","\n","- In a scatter plot when the y variable tends to increase as the x variable increases, we say there is a **positive correlation** between the variables.\n","- Again, when the y variable tends to decrease as the x variable increases, we say there is a **negative correlation** between the variables.\n","- If the points on the scatter plot seem to be scattered randomly, we say that there is **no correlation** between the variables.\n","\n","**Let's check out the relationship between a few more variables using scatter plots.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hmi7wg7I5IuY","outputId":"8f468f89-eb52-4675-d4fe-c47dcd763b6f"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.scatterplot(data=df, x='curb_weight', y='engine_size');"]},{"cell_type":"markdown","metadata":{"id":"rLjFCIXTJILW"},"source":["From the above plot, we can say that these variables are *positively correlated.*"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uteVal3Q5IuY","outputId":"2c818cbf-1ccd-4193-a19a-769b8ddf7e99"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.scatterplot(data=df, x='bore', y='stroke');"]},{"cell_type":"markdown","metadata":{"id":"MGaL-lfpJbnC"},"source":["- From the above plot, it is clear that the variables have no correlation.\n","\n","**Note:**\n","1. A strong correlation will have data points close together, while a weak correlation will have data points that are further apart.\n","2. We can not measure the relationship quantitatively using a scatter plot. It just gives an expression for the relative change between the variables."]},{"cell_type":"markdown","metadata":{"id":"rQrkio9KkNB6"},"source":["We can see from the scatterplot of `engine_size` vs `horsepower` that there is a positive correlation between the two variables. Now, we want to measure the relationship between these two variables quantitatively and try to predict the '**horsepower**' based on '**engine size**'. This can be easily done by fitting a linear model. Here comes the seaborn ***lmplot()*** function to help us with that."]},{"cell_type":"markdown","metadata":{"id":"3rcx8yyM5IuY"},"source":["## lmplot\n","\n","- The *lmplot()* function plots a scatterplot and also fit a linear model with a confidence interval for the fitted model."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"G9YVMZBU5IuY","outputId":"c0c786d8-dbb2-42ec-9628-20ac924a6ba6"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lmplot(data=df, x='curb_weight', y='horsepower');"]},{"cell_type":"markdown","metadata":{"id":"CNf18zOA5IuY"},"source":["**We can also check the relationship between two variables for different categories by specifying the *hue* parameter.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pJJB8Gh35IuY","outputId":"ed9336ee-0eba-4f31-9ad6-c316d3de757a"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lmplot(data=df, x='curb_weight', y='horsepower', hue='fuel_type',ci=False);"]},{"cell_type":"markdown","metadata":{"id":"A8fsEnG85IuY"},"source":["**We can also disable the 95% confidence interval and just keep the regression model fit by setting the *ci* parameter to *False*.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"a5aD2wjl5IuY","outputId":"9109261e-99a1-44f8-d319-6da140de354d"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lmplot(data=df, x='curb_weight', y='horsepower', ci=False);"]},{"cell_type":"markdown","metadata":{"id":"SnVjQ4Yu5IuY"},"source":["**We can also plot the levels of the third variable across different plots.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"f5o7WKp85IuY","outputId":"bc8fce7a-a6ca-4355-e47d-ec2669ee41a9"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lmplot(data=df, x='curb_weight', y='horsepower', col='fuel_type');"]},{"cell_type":"markdown","metadata":{"id":"qlSP-V945IuY"},"source":["**Let's check out the relationship between a few more variables using *lmplot()*.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hSVOgvhj5IuY","outputId":"700559ba-6d24-40b3-fceb-4c694c894f1d"},"outputs":[{"data":{"text/plain":[""]},"execution_count":51,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lmplot(data=df, x='curb_weight', y='engine_size', col='number_of_doors', ci=False)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Xs0GAgSO5IuZ","outputId":"476e2d77-04cd-4d8f-d41e-5b46299c787c"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.lmplot(data=df, x='horsepower', y='price', ci=False);"]},{"cell_type":"markdown","metadata":{"id":"gj01MSxVtzzz"},"source":["We have seen that histograms help us understand the distribution of individual variables and scatterplots help us identify the relationship between two variables. While we can view and analyze these plots separately, having them together in a single visualization would allow us to capture a lot more information in a concise manner. That's where a **jointplot** comes to our aid."]},{"cell_type":"markdown","metadata":{"id":"JjWlKXnTJGr9"},"source":["## Joint plot\n","\n","* A jointplot helps to quickly visualize the bivariate and univariate profiles on the same plot. \n","* It comprises three plots - one displays the relationship between two variables while the other two show the individual distribution of each variable in the margins.\n","* The *jointplot()* function of seaborn can be used to create a jointplot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"q1qFBMH_J2u4","outputId":"7b17f830-b9aa-46d5-d505-bec3adc7abdc"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.jointplot(data=df, x='engine_size', y='horsepower');"]},{"cell_type":"markdown","metadata":{"id":"2KFtsOhTeYn3"},"source":["- By default, *jointplot()* creates a scatter plot to show the relationship between two variables and individual histograms are created in x and y axis margins for each of the variables."]},{"cell_type":"markdown","metadata":{"id":"BR_sgdskwoyd"},"source":["One of the drawbacks of **scatterplots** is the overlapping of points. When we have large volumes of data to plot, the data points in the plot overlap with each other, making it difficult to interpret the data.\n","\n","In such cases, we can *divide the entire plot into bins using different shapes (square, triangle, hexagon, etc.)* and then try to see the number of data points falling within each of the bins.\n","\n","seaborn's *jointplot()* provides a '**hex**' kind to plot the data in above-mentioned way. "]},{"cell_type":"markdown","metadata":{"id":"17yDXHd5eYn4"},"source":["**We can create a hexbin plot by setting *kind=\"hex\"*.**\n","\n","- It actually splits the plotting window into several hexagons and the colour of each hexagon denotes the number of data points in it."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"J1Bz3wuFeYn4","outputId":"27385b1b-ff7a-44f2-efd8-57785f4d1851"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.jointplot(data=df, x='engine_size', y='horsepower', kind=\"hex\");\n","plt.colorbar(); # adds a separate axis indicating the color scale in this plot"]},{"cell_type":"markdown","metadata":{"id":"jZkVXs6TuQA8"},"source":["**We can also create a kde plot by setting *kind=\"kde\"*.**.\n","\n","- A KDE jointplot also uses color to determine where observations are the most dense.\n","- It creates a continuous plot using probabilities of new data should be introduced."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NVwnM4t3u8a-","outputId":"5121d915-5979-4267-c886-eb9879618d9f"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.jointplot(data=df, x='engine_size', y='horsepower', kind=\"kde\", fill=True);"]},{"cell_type":"markdown","metadata":{"id":"pd_DFA3deYn4"},"source":["**Let's check out the joint plots for a few more attributes in the data.**\n","- By using **kind = \"reg\"**, we can use the joint point to find the best line or curve that fits the plot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PWMwPK1PeYn4","outputId":"3a9da51d-211a-42cf-d40e-84e523bc832a"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.jointplot(data=df, x='price', y='city_mpg', kind=\"reg\");"]},{"cell_type":"markdown","metadata":{"id":"WyEI358GeYn5"},"source":["## Violin Plot\n","\n","* A **violin plot** allows us to visualize the distribution of a numeric variable for several groups.\n","* It is similar to **boxplot** but with a rotated plot on each side, giving more information about the density estimate on the y-axis.\n","* The *violinplot()* function of seaborn can be used to make a violin plot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"Eb8i04_teYn5","outputId":"798d87a6-72ea-4abe-a1a7-385f571ed3cd"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.violinplot(data=df, x='horsepower');"]},{"cell_type":"markdown","metadata":{"id":"5BnaH-umeYn5"},"source":["- The white dot in the plot represents the **median**.\n","- The thick gray bar in the center represents the **interquartile range**.\n","- The wider section of the violin plot represents a higher probability and the skinnier sections represent a lower probability for the given value."]},{"cell_type":"markdown","metadata":{"id":"TuLaxfKseYn5"},"source":["**We can get a vertical plot by setting *orient* parameter to *'v'* and assigning a numeric variable to the y-axis.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"gOn27pNIeYn6","outputId":"bafd1b22-e5ec-4345-e20d-23614ff1924f"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.violinplot(data=df, x='fuel_type', y='horsepower', orient='v');"]},{"cell_type":"markdown","metadata":{"id":"_-Ve6XzNeYn6"},"source":["**Let's check out the violinplots for a few more attributes in the data.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":280},"id":"WtDzN7zeeYn6","outputId":"8bb809ce-8c49-4e8a-8d07-05ec43eda4c9"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.violinplot(data=df, x='engine_size', y='fuel_type');"]},{"cell_type":"markdown","metadata":{"id":"VXHeG4ONeYn6"},"source":["**We can use the *palette* parameter to change the colour palette.**\n","\n","- seaborn has six variations of it - deep, muted, pastel, bright, dark, colorblind."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"_liFDJGteYn8","outputId":"ac59a89a-6b73-4a0b-d9d5-2d635b3e8dd3"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.violinplot(data=df, x='body_style', y='engine_size', palette=\"bright\");"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":280},"id":"_wPymXZReYn8","outputId":"3c94f42f-0e7d-4cfd-b624-be28f989015a"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.violinplot(data=df, x='engine_location', y='price', palette=\"colorblind\");"]},{"cell_type":"markdown","metadata":{"id":"CTJu7b038AK1"},"source":["Histograms and other distribution plots are typically preferred for larger data sets. When we have a small dataset and we want to visualize the frequency distribution, a **strip plot** can be used."]},{"cell_type":"markdown","metadata":{"id":"PkrTT17beYn8"},"source":["## Strip Plot\n","\n","* A strip plot is basically a scatter plot that differentiates different categories.\n","* The *stripplot()* function of seaborn can be used to make a strip plot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"STKc6cO785Pn","outputId":"4458bee7-14a2-4b64-e18e-ba4d7ed3c65e"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.stripplot(data=df, x='engine_size');"]},{"cell_type":"markdown","metadata":{"id":"MqB31jjI-fhf"},"source":["Strip plots are considered a good alternative to a box plot or a violin plot for comparing data distributions when we have fewer data points."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4xvVm2xneYn9","outputId":"ecdebdb2-160c-4808-8f73-3641f59dc69b"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3wAAAGqCAYAAABQ7EY5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABXJ0lEQVR4nO3dd3gc1dmw8fuoWZLl3ivu2KaYIqrpvYUaCBBaEiCdFNJD3iQkvOnhS3lDS+iEEggQTAst9BIb22DAgHHBRe6yXNSl8/2xaxVbtiVb0lqr+3dde2nOmTNnn4Hx7jw7M+eEGCOSJEmSpPSTkeoAJEmSJEltw4RPkiRJktKUCZ8kSZIkpSkTPkmSJElKUyZ8kiRJkpSmslIdwI7q27dvHDFiRKrDkCRJkqSUmDZt2soYY7+m1nX4hG/EiBFMnTo11WFIkiRJUkqEEBZsaZ23dEqSJElSmjLhkyRJkqQ0ZcInSZIkSWnKhE+SJEmS0pQJnyRJkiSlKRM+SZIkSUpTJnySJEmSlKZM+CRJkiQpTZnwSZIkSVKaMuGTJEmSpDRlwidJkiRJacqET5IkSZLSlAmfJEmSJKWprFQHIEnSzuKlxS9xy6xbqK6t5qKJF3H0LkenOiRJknaICZ8kScDckrl89ZmvUh2rAZi+fDp/P/nv7N539xRHJknS9vOWTkmSgBcXvViX7AFEIs8vej6FEUmStONM+CRJAkb2GLlZ3YjuI9o/EEmSWpEJnyRJwKFDDuWssWeRETIIBE4ceSLHjzg+1WFJkrRDQowx1THskMLCwjh16tRUhyFJShMry1ZSG2vpn98/1aFIktQsIYRpMcbCptY5aIskSQ30zeub6hAkSWo13tIpSZIkSWnKhE+SJEmS0pQJnyRJkiSlKRM+SZIkSUpTJnySJEmSlKZM+CRJkiQpTZnwSZIkSVKaMuGTJEmSpDRlwidJkiRJacqET5IkSZLSlAmfJEmSJKUpEz5JkiRJSlMmfJIkSZKUpkz4JEmSJClNmfBJkiRJUpoy4ZMkSZKkNGXCJ0lSCqwsW8kzHz9D0fqiVIciSUpjWakOQJKkzua5j5/jyuevpKq2isyQydWTr+bU0aemOixJUhryCp8kSe3s2jevpaq2CoCaWMPvp/6eGGOKo5IkpSMTPkmS2tma8jWNyiWVJdTG2tQEI0lKayZ8kiS1s9PHnN6ofOroU8nMyExNMJKktOYzfJIktbOv7/t1hnYbytRlU9mj7x6cO/7cVIckSTusbF0lOXlZZGZ5TWlnEjr6MwOFhYVx6tSpqQ5DkiRJ6pTK1lXy+A1vUzSnhNyu2Rx27jjG7jcg1WF1KiGEaTHGwqbWmX5LkiRJ2m6vPzKPojklAJRvqOLZO2dTWVad4qi0kQmfJEmSpO22evH6RuXqihpKVpalKBptyoRPkiRJ0nYbNrF3o3LXnl3oPbhriqLRptp00JYQQi7wAtAl+V73xxh/HEIYCdwD9AGmARfGGCtDCF2A24F9gVXAp2KM89syRkmSJEnbb58TdqG6soaP3lxB9355HHzmGDIzva60s2jrUTorgKNijOtDCNnASyGEx4FvAtfGGO8JIVwPfA64Lvm3OMY4JoRwLvAr4FNtHKMkSZKk7ZSZmcFBZ4zhoDPGpDoUNaFNU++YsPGm3uzkKwJHAfcn628DTk8un5Ysk1x/dAghtGWMkiRJkpSu2vxaawghM4QwA1gOPAV8BKyJMW4cumcRMCS5PARYCJBcX0Litk9JkiRJUgu1ecIXY6yJMe4FDAX2B8bvaJ8hhMtDCFNDCFNXrFixo91JkiRJUlpqt6cpY4xrgOeAg4CeIYSNzw8OBRYnlxcDwwCS63uQGLxl075ujDEWxhgL+/Xr19ahS5IkSVKH1KYJXwihXwihZ3I5DzgWeI9E4vfJZLOLgYeTy/9KlkmufzbGGNsyRkmSJElKV209Sucg4LYQQiaJ5PK+GOOUEMK7wD0hhJ8D04G/Jdv/DbgjhDAHWA2c28bxSZIkSVLaatOEL8b4FrB3E/VzSTzPt2l9OXB2W8YkSZIkSZ2FMyJKkiRJUpoy4ZMkSZKkNGXCJ0mSJElpyoRPkiRJktKUCZ8kSZIkpSkTPkmSJElKUyZ8kiRJkpSmTPgkSZIkKU2Z8EmSJElSmjLhkyRJkqQ0ZcInSZIkSWnKhE+SJEmS0pQJnyRJkiSlKRM+SZIkSUpTJnySJEmSlKZM+CRJkiQpTZnwSZIkSVKaMuGTJEmSpDRlwidJkiRJacqET5IkSZLSlAmfJEmSJKUpEz5JkiRJSlMmfJIkSZKUpkz4JEmSJClNmfBJkiRJUpoy4ZMkSZKkNGXCJ0mSJElpyoRPkiRJktKUCZ8kSZIkpSkTPkmSJElKUyZ8kiRJkpSmTPgkSZIkKU2Z8EmSJElSmjLhkyRJkqQ0ZcInSZIkSWnKhE+SJEmS0pQJnyRJkiSlKRM+SZIkSUpTJnySJEmSlKZM+CRJkiQpTZnwSZIkSVKaMuGTJEmSpDRlwidJkiRJacqET5IkSZLSlAmfJEmSJKUpEz5JkiRJSlMmfJIktaMYI6vLVlMba1MdiiSpEzDhkySpnbyw6AX2v2t/Dr/vcPa9c1/u/+D+VIckSUpzJnySJLWD6tpqvv38tymvKa8r/+y1n1FSUZLiyCRJ6cyET5KkdrCybCWl1aWN6mpjLXNL5qYoIklSZ2DCJ0lSOxiQP4CeXXo2qsvJyGF87/GpCUiS1CmY8EmS1A5CCNx07E0MyB9AINCzS0/+eNQfycvKS3VokqQ0lpXqACRJ6izG9xnP02c/neowJEmdiFf4JEmSJClNmfBJkiRJUpoy4ZMkSZKkNGXCJ0mSJElpqk0TvhDCsBDCcyGEd0MI74QQvpas/0kIYXEIYUbydVKDbb4fQpgTQng/hHB8W8YnSZIkSemsrUfprAaujDG+GULoBkwLITyVXHdtjPG3DRuHECYC5wK7AYOBp0MI42KMNW0cpyRJkiSlnTa9whdjLIoxvplcXge8BwzZyianAffEGCtijPOAOcD+bRmjJEmSJKWrdnuGL4QwAtgbeD1Z9ZUQwlshhJtDCL2SdUOAhQ02W0QTCWII4fIQwtQQwtQVK1a0ZdiSJEmS1GG1S8IXQigAHgC+HmNcC1wHjAb2AoqA37WkvxjjjTHGwhhjYb9+/Vo7XEmSJElKC22e8IUQskkke3fFGP8JEGNcFmOsiTHWAjdRf9vmYmBYg82HJuskSZIkSS3U1qN0BuBvwHsxxt83qB/UoNkZwKzk8r+Ac0MIXUIII4GxwBttGaMkSZIkpau2HqVzMnAh8HYIYUay7gfAeSGEvYAIzAc+DxBjfCeEcB/wLokRPr/sCJ2SJEmStH3aNOGLMb4EhCZWPbaVba4BrmmzoCRJkiSpk2i3UTolSZIkSe3LhE+SJEmS0pQJnyRJkiSlKRM+SZIkSUpTJnySJEmSlKZM+CRJkiQpTZnwSZIkSVKaMuGTJEmSpDRlwidJkiRJacqET5IkSZLSlAmfJEmSJKUpEz5JkiRJSlNZqQ5AHd/6imqu+88cZi1ey8Gj+/C5Q0aSlelvCZJ2bjFG7n3/Xp5f9Dyjeozisj0uo2duz1SHJUlSqzLh0w775r0z+Pe7ywB4/oMVrNpQyQ9OmpDiqCRp62555xaunXYtAC8tfom3V77N7SfenuKoJElqXV6G0Q4pq6zhqfeWNap7eMbiFEUjSc332NzHGpWnL5/O0g1LUxSNJEltw4RPOyQnK4M+XXMa1Q3skZeiaCSp+QZ0HdConJeVR/ec7imKRpKktmHCpx2SmRH40SkTyclKHErdcrP4obdzSuoArtj7Cnrn9gYgK2TxjX2/QX52foqjkiSpdYUYY6pj2CGFhYVx6tSpqQ6j01u9oZIPlq1jjyE96NrFR0MldQwVNRW8veJtdum+C/3y+6U6HEmStksIYVqMsbCpdZ6Zq1X07prDgaP6pDoMSWqRLpldKBzY5PejJElpwVs6JUmSJClNmfBJkiRJUpoy4ZMkSZKkNGXCJ0mSJElpyoRPkiRJktKUCZ8kSZIkpSkTPkmSJElKUyZ8kiRJkpSmTPgkSZIkKU2Z8EmSJElSmjLhkyRJkqQ0ZcInSZIkSWnKhE+SJEmS0pQJnyRJkiSlKRM+SZIkSUpTJnySJEmSlKZM+CRJkiQpTZnwSZIkSVKaMuGTJEmSpDRlwidJkiRJacqET5IkSZLSlAmfJEmSJKWpFid8IYT8tghEkiRJktS6mp3whRAODiG8C8xOlieFEP7SZpFJkiRJknZIS67wXQscD6wCiDHOBA5ri6AkSZIkSTuuRbd0xhgXblJV04qxSJLU7qpqqyipKGlyXU1tDcXlxdvdd3F5MTW1flVKklKnJQnfwhDCwUAMIWSHEL4FvNdGcUmS1OYen/c4R993NIfccwiXPnkpa8rX1K17cdGLHHv/sRx272F8+tFPs3TD0mb3u2T9Ej415VMcdu9hHPfAcby65NU2iF6SpG1rScL3BeDLwBBgMbBXsixJUoeztnItP37lxxRXJK7gvb70da6beR0AVTVVXPXyVawoWwHAWyvf4vfTft/svn/z39/w7qp3AVheupwfvvRDqmurW3kPJEnatqwWtM2LMX66YUUIYWArxyNJUrtYuHYhZdVljereL34fgOVly1ldvrrRug9Wf9Dsvjf2s9GKshUUlxfTL7/fdkYrSdL2ackVvnkhhLtDCHkN6h5r7YAkSWoP43qNo09un0Z1kwdPBmBw18GM6D6i0bqDBh/U7L4PHnxwo/LYXmNN9iRJKdGShO9t4EXg5RDC6GRdaP2QJElqe9mZ2fzlmL9wwMADGFIwhM/s/hku2f0SAEII/OGoP3DIkEMY3HUw5+56Llfsc0Wz+/7mvt/knHHnMLjrYA4fejj/74j/1zY7IUnSNoQYY/MahvBmjHGfEMJk4Cbgu8BPY4z7tGWA21JYWBinTp2ayhAkSZIkKWVCCNNijIVNrWvJM3wBIMb4cgjhaOA+YHwrxCdJkiRJagMtSfhO2rgQYywKIRwJHLyV9pIkSZKkFNpmwhdCuCDGeCdwXghNPrL3QqtHJUmSJEnaYc25wtc1+bdbWwYiSZIkSWpd20z4Yow3JP/+tO3DkSRJkiS1lmZPyxBC+HUIoXsIITuE8EwIYUUI4YJtbDMshPBcCOHdEMI7IYSvJet7hxCeCiF8mPzbK1kfQgh/DCHMCSG8FUJI6QigkiRJktSRtWQevuNijGuBU4D5wBjg29vYphq4MsY4ETgQ+HIIYSLwPeCZGONY4JlkGeBEYGzydTlwXQvikyRJkiQ10JKEb+PtnycD/4gxlmxrgxhjUYzxzeTyOuA9YAhwGnBbstltwOnJ5dOA22PCa0DPEMKgFsQoSZIkSUpqScI3JYQwG9gXeCaE0A8ob+7GIYQRwN7A68CAGGNRctVSYEByeQiwsMFmi5J1m/Z1eQhhaghh6ooVK1qwC5IkSZLUeTQ74Ysxfo/EvHuFMcYqoJTEFTkAQgjHbmnbEEIB8ADw9eRtoQ37jUBsSdAxxhtjjIUxxsJ+/fq1ZFNJkiRJ6jRacoWPGOPqGGNNcnlDjHFpg9W/amqbEEI2iWTvrhjjP5PVyzbeqpn8uzxZvxgY1mDzock6SZIkSVILtSjh24bNZmUPiZna/wa8F2P8fYNV/wIuTi5fDDzcoP6i5GidBwIlDW79lCRJkiS1QHMmXm+upm7LnAxcCLwdQpiRrPsB8EvgvhDC54AFwDnJdY8BJwFzSNwy+plWjE+SJEmSOpXWTPg2E2N8iSau/CUd3UT7CHy5LWNSvQ0V1Tw0YzElZVV8Ys/BDOudn+qQJEmS1EGsL67gg/8uJTsnk3H7D6BLfnabvl+sjcyduYJVizcwfGJvBo7q0abvly5aM+Gb34p9qY1V19Ry9vWv8m5RYgyd/3t2Dg9+eTLjBnRLcWSSJEna2a1dVcZ9//tfKjZUA/DWc4s454f7kZ2T2Wbv+cK9HzDr+cTwHv+dMo9jLpnArgc6g9u2NPsZvhBCfgjhRyGEm5LlsSGEUzaujzGe2RYBqm28/NGqumQPYENlDX9//eMURiRJkqSO4r1XiuqSPYA1y0qZP3Nlm71fZVk17764pFHd9KcXbqG1GmrJoC23ABXAQcnyYuDnrR6R2kVGEzfahi3dfCtJkiQ1EJo6cWzLc8mwef+euzZPSxK+0THGXwNVADHGUtr2f6va0MGj+7LXsJ515W65WVxw4C6pC0iSJEkdxsTJg8jrVv/MXu/BXRk5qW+bvV9ObhZ7HDG0viLAPsd77tocLXmGrzKEkEdyNM4QwmgSV/zUAWVmBO65/EAee7uIkrIqTtpjEAO656Y6LEmSJHUABb1yOe9/DmDOtOVk5WQwep/+ZGW33fN7AIecPZZhE3uzavF6hk3oTb9hjj3RHCExMGYzGoZwLHAVMBH4N4kpFy6JMf6nzaJrhsLCwjh16tRUhiBJkiRJKRNCmBZjLGxqXbOv8MUYnwohvAkcSOJWzq/FGNvuyUxJkiRJ0g5p6bQMuUBxcruJIQRijC+0fliSJEmSpB3V7IQvhPAr4FPAO0BtsjoCJnySJEmStBNqyRW+04FdY4wO1CJJkiRJHUBLpmWYC2Rvs5UkSZIkaafQkit8pcCMEMIzNJiOIcZ4RatHJUmSJEnaYS1J+P6VfEmSJEmSOoCWTMtwW1sGIklSR7W+cj1rK9cyuGBwXV1JRQnl1eUM6DoghZFJCbVlZVSvXEnOsGGpDkWdRGV5NeXrq+jeNy/VoXR620z4Qgj3xRjPCSG8TWJUzkZijHu2SWSSJHUAt79zO3+c/kcqairYp/8+/PGoP3LbO7dxyzu3UF1bzWFDD+N3h/+O3KzcVIeqTqpkyqMs/clPqF2/ni7jxjHsur+QPWRIqsNSGnvruUW8+uAcqitrGTiqOyd9aU/yCnJSHVanFWLcLIdr3CCEQTHGohDCLk2tjzEuaJPImqmwsDBOnTo1lSFIkjqpovVFnPDPE6iNtXV1p40+jYc/erhRu+/s9x0unHhhe4cnUVtayoeHHkbthg11dd1POYUhv/1NCqNSOttQUsHt33+F2tr6HGPS0cM45OyxKYwq/YUQpsUYC5tat80rfDHGouTflCZ2ktLYhpUw4y6oroRJ50LP7bjlaOksePch6DYIBu8D7z8GBf1h0nnQpaDVQ1bHt7JsJQ/PeZjaWMupo0+tu/WyNtby7/n/Zvbq2Rw0+CAOGHTAFvtYsG5Bo2QP4IPiDzZrN7dkbusGLzUhVlZS8sgUKhcsoNvRR5E3aRJVy5Y1SvYAKuZ+lKII1RmULC9rlOwBFC8tTVE0gpZNvL6OzW/pLAGmAlfGGP02k9Ry5SVw4xFQsjBRfvXP8IWXWpb0LXgFbjsVaquSFYG6j6sZf4dLn4GMlsxCo3S3pnwNn3rkUywvWw7Ane/dyf2fuJ9++f3439f/l3vfvxeAv836Gz868Eecs+s5TfYzqd8kenXpRXFFcV3dKaNOYV7JPMpryuvqjhx2ZBvujZSw6JvfZP3TzwCw6qabGPrnP1Fw1FHkjBpF5dz607RuRx6VqhDVCfQf0Y287jmUra2sqxu5Z58URqSWnAH9P+DbwBBgKPAt4O/APcDNrR6ZpM7hvSn1yR5A+RqYeXfL+njjpgbJHjT6bWrJm7DwtR2JUGnoyflP1iV7AKvLV/Po3EcprSrlgQ8faNT2zvfu3GI/eVl53HDsDRw+9HAm9J7Atwu/zUW7XcT1x17PgYMOZI++e3D1wVdz2NDD2mxfJIDKRYvrkj0AYmT17XcQQmDY9dfR7cQT6DJ+PH2/9CX6fuHzqQtUaS8rO5NTr9iLEXv2pe+wAg4+cwy7HeYzo6nUkmkZTo0xTmpQvjGEMCPG+N0Qwg9aOzBJnURmEw9xN1XX0j4are/Ssv6U9rIzs5usywgZZIUsqqmur8/YvG1DE/pM4M9H/7lR3b4D9uWm425qnWClZgjZWRACNBibIeQkPhtzhg9n6LXXpio0dUJ9hxZw8pcc13Fn0ZIrfKUhhHNCCBnJ1znAxvtVtj7yiyRtyfiTof/E+nL3IbDXp1vWx0FfgpwGz+llNPgta/RRMHTfHYtRaef4EcczovuIuvKQgiGcMuoUcrNyuWi3i+rqM0IGl+15WQoilFome8AAepx1Zl05ZGfT53OfS2FEknYW2xyls65hCKOAPwAHkUjwXgO+ASwG9o0xvtRWQW6No3RKaaCyFGZPgeoKmPAJyOvZ8j7WLkkM1NJtEAzaCz54IjFoy7gTIbMlNzOosyitKuWZj5+hJtZwzPBjKGjwo8HUpVN5v/h9Dhh4AGN6jUlhlFLzxRjZ8NLLVC5YQMHhhznnntSJbG2UzmYnfDsrEz5JkiRJndkOTcvQoJN+wGXAiIbbxRg/u6MBSpIkSZJaX0vuc3oYeBF4Gqhpm3AkSZIkSa2lJQlffozxu20WiSRJkiSpVbVklM4pIYST2iwSSZJSpDbWsqpsVarDkCSp1bUk4fsa8EgIoSyEsDaEsC6EsLatApMkqT1MXz6dEx44gSPuO4IzHj6DeSXzUh2SJEmtpiUJXw/gEuAXMcbuwG7AsW0RlCRJ7SHGyFUvXUXRhiIA5qyZwzWvX5PiqCRJaj0tSfj+DzgQOC9ZXgf8udUjkqSWmPsfeOG3sODVRHnR1ET5w6dTGpY6hrLqMj5e93Gjug+LP9yuvpZuWMpt79zGgx8+SFl1WWuEJ0nSDmvJoC0HxBj3CSFMB4gxFocQctooLknatud/A8/9vL68xznw9n315clfh2N/2u5hqePIz85n7/57M3359Lq6gwcf3OJ+5pfM5/xHz2dd1ToA7p59N38/+e9kZbTka1aSpNbXkit8VSGETCBC3bx8tW0SlSRtS4zw8h8a173zz8bl16+HqvL2i0kd0q8P+zXHDD+GwV0Hc8aYM/jBAT9ocR/3fXBfXbIH8N7q93it6LXWDFOSpO3Skp8e/wg8CPQPIVwDfBK4qk2ikqRtiTHVEShNDOw6kGuPvHaH+ohNHI9N1UmS1N6afYUvxngX8B3gF0ARcHqM8R9tFZgkbVVGBhz81cZ1E09vXN7/csjObbeQ1Hmds+s5FGQX1JUn9J7AQYMPSmFEkiQlhI7+C2RhYWGcOnVqqsOQlCpznoHFb8IuB8OIybDwv4mBXAbtCeOOT3V06kSWbljKE/OeoHuX7pww4gTys/NTHZIkqZMIIUyLMRY2uc6ET5IkSZI6rq0lfC0ZtEWSJEmS1IGY8EmSJElSmnKCIEmSWsGa8jW8vvR1RnQfwa69d62rX7B2Ac9+/Cxds7ty3C7H0TO3Z+qClCR1OiZ8kiTtoJkrZnL5vy+ntLoUgMv2uIwr9rmCe2ffy89f/3ldu1+98Sv+dvzf2Kv/XimKVJLU2XhLpyRJO+j6mdfXJXsAt7xzCyvLVvKH6X9o1K6ytpLrZ17f3uFJkjoxEz5JknbQ2sq1jcrVtdWsr1xPaVXpNttKktSWTPgkSdpBZ409q1H5wEEHMqLHCE4edfJmbc8ce2Z7hSVtJtbUsO7Z5yi+5x6qli1PdTiS2oHz8EmS1Aqe/fhZnlv4HCO6j+C88eeRn51PVW0Vd717F4/Pf5zczFwunHghx+xyTKpDVSe28CtfYf3TzwCQkZ/PLnfeQe7EiSmOStKOcuJ1SZKkTq78/Q+Yd9ppjep6nHYqg3/1qxRFJKm1OPG6JElSJxcrKzerq22iTlJ6MeGTJEnqBPL22J28vfeur8jKotd556UuIEntwnn4JEmSOonhf/srax56iOqly+h+4gnkTpiQ6pAktTETPkmSpE4iIz+f3uefn+owJLUjEz5J7evt++HF30FNJRz4Jdjvc7DwDfj3j2DtYug/EYrnAxH6jYelb0GX7nDkD2HXE5r/PsUL4PHvQNFMGHkYnPgryOvVVnslSZK0UzLhk9R+lr0L/7wMYm2i/Og3occwePByKCtO1JUsrG+/8oP65XsvgK/NhB5Dmvde938WFidH8H3rXogRzrppx/dBkiSpA3HQFkntZ97z9cneRm//oz7Z25raKljwcvPep2JdfbK30dznmretJElSGjHhk9R+Bu65ed3IQyErt5nb79G8djkF0HvUtt9bkiQpzZnwSWo/IybD4d+FrDzIyIb9LoO9LoDT/g/y+yTa9BoJWV0gMwf67gpkQE43OO4a6N/M0eRCgDNugF4jEuWBe8JJv2mLPZIkSdqphRhjqmPYIYWFhXHq1Knbbihp51FVnri1Mye/vq6mGqpKIbc7VJUlnrnLyYeK9ZCZnUgCt+Tj12DqLZCdBwd9GfqOTdTHCOVrHKxFW7R4/WJuf+d21lSs4bQxp3Hw4IO3uU11bTX3vn8vU5dOZY9+e3DBhAvIycxp9ns+teApnpz/JIO7Dubi3S6mT16fHdkFdXJVixez6pZbqSkupseZZ1AwefIW25Z/8AHFd9xJrK6m1/nnkbdHM++akLTTCyFMizEWNrnOhE9Sh7ZkBvz1aKitTpRze8IV0yG/d6JcW5t4fq+8BMYeB10KUhWpdjLl1eWc/ODJLC9dDkAgcNNxN3HAoAO2ut2v3vgVd753Z135tNGn8fNDft6s95wydwrff/H7deVxvcZx/yfuJ4SwHXugzq62vJyPjj+B6mXLEhUhMPzmv9H1oIM2a1u1bBlzTzqZ2g0bEk1zchj50IN0GTVqs7aSOp6tJXxtektnCOHmEMLyEMKsBnU/CSEsDiHMSL5OarDu+yGEOSGE90MIx7dlbJLSxKz765M9SFzR++CJxHJtLdx5ZuJ1/2fgz/tByeKUhKmdz+tFr9clewCRyJS5U7a53SNzH2lUfnTeo9TU1jTrPR/5qPG2HxR/wOzVs5u1rbSpDa+9Vp/sAcRIyb8eabLtuqeerkv2AGJlJWsfe7ytQ5S0E2jrZ/huBZqaOOvaGONeyddjACGEicC5wG7Jbf4SQshs4/gkdXRd+2+5bv4LjUfnXLcE/vvX9olLO72mbqXsk7vt2ys3bdO7S28yM5r3dbXpthkhg1653nKs7ZPVp+/mdX2bPoaz+ja/raT00qYJX4zxBWB1M5ufBtwTY6yIMc4D5gD7t1lwktLDPhfBgAbPoYw7EUYflViuWL95+4p17ROXdnq7992dU0efWlce3m04F0y8YJvbXVl4JV0yE8+UZmVk8a39vtXs97xsz8vom1d/4n3JbpcwsOvAFkQt1cvbY3d6nH56XTl7+HB6XXhhk227HX0UXQ+uv9Uzd8896XHqqU22lZRe2vwZvhDCCGBKjHH3ZPknwCXAWmAqcGWMsTiE8GfgtRjjncl2fwMejzHe30SflwOXAwwfPnzfBQsWtOk+SNrJ1dbAx69Cdj4M2ae+vqoM/m9/WPNxopyZA597CgbvlZIwtXN6f/X7FFcUs++AfcnOyG7WNsXlxby98m0m9J5Av/x+LXq/8upy3lz2JoMKBjGyx8jtCVlqpHz2bGqKi8kvLCRkb/0YLps5k1hdTd4++/jsqJRGUjpoSxMJ3wBgJRCBnwGDYoyfbUnC15CDtkjaqvXLYerNiUFbJp0Hg5yPT5IkpZetJXxZ7R1MjLHu6eIQwk3AxifkFwPDGjQdmqyTpO1X0B+O+F6qo5AkSUqJdk/4QgiDYoxFyeIZwMYRPP8F/D2E8HtgMDAWeKO940sH68qr+OXjs3lt7ir2HNqTH5w0gX7dtjKHmZQKr10H0++C/F5w5A9h+IGt2/+8F+A/v4KKtVD4GSj8bOv2L0mSAJjx9MfMfnUped2yOeDUUQwc1aNuXfHSDbzyz48oWVHGqL36sv8pI8nI3PowItVVNbz+8FwWzFpF78FdOfjMMXTvm9fWu5G22jThCyHcDRwB9A0hLAJ+DBwRQtiLxC2d84HPA8QY3wkh3Ae8C1QDX44xNm+cazXy44ff4Z/TExdHP1qxgeXryrnr0lY+mZZ2xNv3wxMNrrotfhO+/nb93Hk7at1SuOtsqC5PlKd8A7oNgl1PbJ3+JWB56XIenvMwAKeNOY3++U2MGCtJae7914p4+f45deXl82dw0S8m0yUvi9rayJQ/z2TtysT38bSiDWRmZbDfyVt/fvm1h+cy8+mFABQvLWXNsjLO/ZFjOW6vNk34YoznNVH9t620vwa4pu0i6hyefX95o/LLc1ZRXlVDbrazXGgn8cGTjcuV62HBKzDhlNbpf94L9cle3Xs+YcKnVrOqbBXnPHIOq8pXAXDne3fywKkPNBqBU5I6g/mzVjUqV5bXUPThGkbs2ZfipRvqkr269m+v2mbCt+Dtxn2uWrye9cXlFPTKbZ2gO5m2nodPKTCuf7dG5RF98k32tHPpt+smFQH6jW/D/oF+E1qvf3V6T8x/oi7ZA1hdvprH5zmJtaTOp/egro0rAvQalA9At965ZHdpfA7ae/Am7Zvqc5M2uQXZ5HXL2bFAOzETvjT009N2Y5c+iX9o/bt14ZdnOSqhdjIHfAHGHJtYzsqDY34Mfce0Xv+DJsHh34PkXGmMPwX2vaT1+len19T0DTkZnoxI6nwmHT2M4RMTj2RkZWdw8Jlj6NEvcR6ak5vFERfsSpf8xE2F/XfpxoGnjtpmnwefOaYu6cstyOaoC8eTmWXasr3afFqGtua0DE2LMbJ4TRkDu+eStY0HY6WUWbcMcvKhS7dtt90e5WsTt3YW+GyVWte6ynWc9+h5LFibmAd2eLfh3HPKPXTLaaNjWZJ2chtKKsjukklO7uZPjFVX1VC+vqrFt2SuW11OfrccMrM9l92WlM7D19ZM+CRJ7WXJ+iW8t/o9JvWbRH5WPk8ueJK5xXM5YNABZGZkkp2Rzb4D9t3mhNbvr36fog1F7NN/H2atmkVuZi5799/bibC1VdXFxZRNm0aXsWPJ2WWXHe4vVlay4fU3yCjoSv7ee7dChJJSZaeah09SJ1VbCxn+QqeO66E5D/GTV35CTawhOyObn03+GbfOupW5JXO59d1b69oVDijkxmNvJCNkkJmx+fPTv3rjV9z53p0AZIZMapIDUh806CCuO+a6JreRNrzxBgu/8EViaSmEwIDvfZfeF1+83f1Vr17NgvM/TeX8+QAUHHkkQ//yf/7oIKUhz74kta0Pn4b/tyf8rA/cdxFUrEt1RFKL1cZarp12bV1yVlVbxW/++xvmlszdrO3UZVM577Hz2PuOvTn1oVOZsXxG3bol65dw13t31ZVrGsw+9GrRq7y0+KW22wl1aCv+8MdEsgcQIyv+8Edqy8u3vtFWFN99d12yB7D+uecoff31HYxS0s7IhE9S26ncAPd/FtYsgFgL7z4M//llqqOSWqwm1rC2cm2jug1VG7bY/v3V7xOJzCuZx7df+DY1tYnEbk3FGiJbfpRidfnq1glYaaemuLhRubasjLgDCV9N8ZrN61Z7/EnpyIRPUttZ8T5UlDSuWzwtNbFIOyA7I5tTRjWeJ/KEESc0OVpnxiZfrUs3LGVF2QoAJvSewPjeTU9B0rNLT44cdmQrRax00/PMMxqVC446isyePbe7vx6nnQZZ9U/2ZPbrS9fDDt/u/iTtvHyGT1Lb6T8B8npDWYNfjXc5OHXxSDvgfw78H8b2HMusVbPYb+B+nDX2LM7Z9Rwe+PAByqrLqI219MrtxaqyVfx7wb/rthtaMJT++YmRYkMI3Hjsjdz53p0UrS9ifO/xzC2ZS25WLuePP5+euT1TtHfa2fW59FKy+vVj/Ysv0WXcOHpfeMEO9Ze3x+7scsftrHngATK7FtDrwgvJLNj2/GiSOh5H6ZTUtua/DE98F4oXwMTT4KTfQHZeqqOS2szayrVc/erVvLjoRcb0HMNVB17FhD4TUh2WJCmNOS2DJEk7qLKmkq8/93WmLZtGr9xeXH3w1ew/aP9tbvffpf/lb7P+RnVNNedPOJ+jhh/Ffe/fx5S5U+ib15cvTPoC43qNa4c9UDpb98wzrL7jTkJ2Nn0uvZSuB2z72JSUPkz4JEnaQV94+gu8vPjlunJmyOSV814hPzt/i9ssXLeQ0x46jaraKgAyQgaf3/PzXDfzuro2vXN788RZT5CX5ZVvbZ+ymTOZf+55kDynC9nZjHrsUXKGDUtxZJLay9YSPgdtkSSpgbLqMj4o/oAPVn9AcXn9yIjTljYecKgm1vDi4he32teLi16sS/YgMb3DE/OeaNRmdflqpi+f3gqRq7Na98yzdckeQKyqYv3zL6QwIkk7EwdtkSQp6YVFL/DdF77L+qr1QOIq3lf2/gqX7nEpvXN7s2TDkkbtR/ccvdX+hncfvlndkG5DmLd2Xl05EBjWzSsx2n45u+zSrDpJnZNX+CRJAmKM/Oy1n9Ule5C4iven6X+iaH0R1xxyTaNpGE4YcQJjeo7Zap+TB0/mjDFnEAgAHDnsSK4+6Gp277M7AFkZWXx5ry+b8GmH9PjEKRQcfXSiEAI9zjqTrodMTm1QknYaPsMnqWPasBKm3QoV62DSedC/6bnNpOYqry5n/7v2b3Ji9JuPv5n9Bu5HdW01Ly9+mTG9xjCkYEiz+166YSk1sabRNvNK5tGzS0965fZqlfjVucUYWX3nXVTMnk3BIZPpfuKJqQ5JUjva2jN83tIpqeOpKoO/Hg3F8xPl12+Ay56FARNTGpY6ttysXCYPmcxLi19qVN83ry8VNRWsKF1Bv/x+HD6s5ZNTD+w6cLO6kT1Gbnes0qZW/P73rLrprwCUPPAAFR9+SL8rrkhxVJJ2Bt7SKanj+fDf9ckeQHUZTL8zZeEoffzy0F/yqV0/xeCugxmQP4D9BuxHaXUpX3z6ixx3/3H888N/pjpEqUnFd/29UXn1JmVJnZdX+NLQhopqfvjg2zz6dhE1tZHBPfP4+em7c8Su/VMdmtQ6srtuXpez5aHxpebq0aUHVx14VV354scvprSqFIDqWM1vp/6WT4z6BNmZ2VvqollijPxp+p/4xwf/oCC7gCv2uYITR3oLnpoWY2Tln/5M8T33kJGfT78rvkqPU09t1Cbk5UFpaV05I89pPiQleIUvDf3u3x/w0IwlVNVEaiMsKi7jC3dMo6S0atsbSx3B6CNh+EH15W6DYN/PpC4epa0VZSsalddVrqO0unQLrZtvytwp3PT2TaypWMOi9Yv4/ovfZ9G6RTvcr9LT2sceY+Vf/kLN6tVULVrEku99n4p58xq16ffVr9YXQqDfV7/SzlFK2ll5hS8NvTF/1WZ15dW1zFpSwuQxfVMQkdTKMjLh4imJWzsr1sGuJ0Ju91RHpTR08qiTuX7m9XXlQ4ccSo8uPXa432nLNp/Tb/ry6QztNnSH+1b6Kd10cLraWsrenE6XkfXPgfY691Pk7b03ZTNnkL/33nQZO7ado5S0szLhS0N7D+vFrMVrG9XlZAYmDPKEWGkkMwvGn5TqKJTmvjjpi/Tq0otXlrzCuF7j+Ozun22VfvfstycPfPhAXTkQ2KPvHq3St9JP3qRJrLn7nsZ1e25+vOTuOo7cXce1V1iSOggTvjT0reN3ZcmaMp6ZvRyAPl2zueaMPejdNSfFkUlSx5IRMjh/wvmcP+H8Vu33tNGn8f7q93ngwwfomt2VK/a+ghE9RrTqeyh99Dj1VCrem03xvffWPcPnFTxJzeU8fGmstjbx/zYjI6Q4EklSU2pjLRnBx+nVPDFGQvA7XdLmnIevkzLRk6Sdm8meWsJkT9L28JtGkiRJktKUCZ8kSZIkpSkTPkmSJElKUz7DJ6l9LZoGHzwBfcfBuONg1j9h/XLY/Uzo22DUubVF8OQPoHQVHPJNGH1E436Wvg3P/AxCgGN+Av0ntOdeKE0tXr+YR+c+yuJ1i+nepTsHDz6YpRuWUrShiGN2OYZxveqHvC+pKOGRjx6hvKacU0adwsCuAxv1NXv1bJ79+FmGFAzhpJEnkZ2ZzXMfP8eMFTOorKmke5fuHD/ieEb1GNXeu6k0UVtZydopj1K1eDHdjj2G3PHjd7zPigrWTplCVdFSuh13LLnjnOZB6ugcpVNS+3n3YbjvYiD5uZPXG8pWJ5azcuEzj0PvUbD8XbjjdKiuqN/2nNth4mmJ5aWz4IZDIdYmyiEDvvwG5BRA6UoYsHsiESxbA6vnJspZTkuiza0qW8Wy0mUM7zacV5a8wo9e/hGl1aVNts0kkxuPu5H9B+1PaVUpn3zkkyxctxCA7jndue8T9zGkYAgAryx+hS898yVqYg0Ahw89nHG9xnHT2zc16jMnI4fbTryN3fvu3oZ7qXT18ec/z4bnX0gUsrIYdsP1FEyevEN9LvjMZyh99bVEITub4X/7K133338HI5XU1hylU9LO4bXrqEv2oD7ZA6guh39fBYvfhOqyzbd97hf1Cd+zP6tP9iCxfM+nYdUciDWJBK/wc4krhNVlUDAAPv0PGDSpTXZLHdPt79zOtW9eS3VtNRlkUEvtVtvXUMM3/vMNHj/rcV5c9GJdsgewtnItD815iC/v9WUA7nzvzrpkD+D5Rc/zWtFrm/VZWVvJ3bPv5ppDrmmlvVJnUTF3bn2yB1BdTfEdd+5Qwlf+/vv1yR5AVRXFd9xpwid1cCZ8ktpPxjY+chZNhZqKptc13DYje/P1K9+vX142C578Xv0VwvXL4LFvw+f+3bJ4lbZWl6+uS/aAbSZ7G62tXMvFj1/MstJlm63LCvXHaGZG5mbrM8PmdQBZ2/p3ITUhZDZxPGU1fYwBVBUVsfRnP6fs7bfout9+DLjqKmrWrGHZz6+h4sMP6Xr4YfT61Kc2f59sj0+po3PQFkntZ/LXGidu3Ro885TddcvJHgGO/Ul98ZgfQ8OT56bmMqvepK8l01sardLY8tLldcleS81ZM4d1les2q9+z3551yxdPvJicjPrbiE8ccSKX7XnZZtvkZ+Vz/vjztysOdW45u+xCtxNPqCuHnBz6fOYzW2y/5DvfZf2zz1KzYiVrH3ucoh//hEVf+SobXnmF6hUrKLn/Adb8858UHH10fZ+5ufS++OI23Q9Jbc9n+CS1rxUfwIf/TgzaMuoImD0FNqyA/hPh9lMb36o5YHfoMwYOvRIG7dm4nzUfw7PXQEYGHPptuOVEWL+0fn3ITNze2dD3F0GXbm22a+o4amMtpz10GvPXzt9qu9PHnM5Dcx5qVp/f2e87XDjxwrrywrUL+c+i/zCkYAiHDz2czIxMpi6dylsr3qKWWvKy8jh6+NGbDfYiNVesqWH9c89RtXgxBUcdRc6wYU23q65m9u57NKrL6NqV2g0bGtXl7LILox6dwrrnnqO6qIiCo44mZ+iQNotfUuvxGT5JO49+4xKvjXY/M/H3masbJ3sAB3wR9rmg6X56Doczb6gvXzIFXvgNrFsKk86DmX+HeQ2eb+k1MjGoiwRkhAxuOPYGrp95PQvXLaRLZhcWr1+8WQJ41tizePbjZ1lbuXabfY7v3XiExGHdhzVKAAEKBxZSOLDJ72OpxUJmJt2OOWbb7bKy6DJ2LBUfflhX12XCBKoWLKB6xYr6uokTCFlZdD/22DaJV1JqmPBJ2jk0deUtr2fzt+87Fs68sb48/AD4x2egaEZi5M8zbkyM3CklDS4YzNWTr64r19TWcM3r1/DgnAfJycjhsj0vY6/+e/Gbw37Dj1/9MUs3LGX3PrtTXlPOnDVz6JbdjdLqUnIyc7h4t4vZb+B+KdwbaesG/eIXLPn2t6mcN48u48cz6OqrqV6+jKIf/JCqJUvI22cfBnz3u6kOU1Ib8JZOSTuHDavgr0dD8bxEedgBcMmjkNnEAC0tUV4CXbqb7KnZyqrLyApZZDc49mpjLaVVpRQkrxKvq1xHQXYBFTUVZIQMcjKd9kM7vxgjtevXk9mt/ge2WFtLbWkpmQXeASF1ZN7SKWnn17UPfOlV+PApyM6D0UdBEyMdtlhujx3vQ51KXlbeZnUZIaMu2QPolpM4Yc7Nym23uKQdFUJolOwBhIwMkz0pzZnwSdp5ZOfBxFNTHYUkSVLacFoGSZIkSUpTJnySJEmSlKZM+CRJkiQpTZnwSZK0HRauW9is+fkkSUolB22RJKkF1pSv4SvPfoWZK2aSk5HDV/f+Kpfsfkmqw5IkqUkmfJJ2Hu88CK/8KbF88FdhtzMary9eAI9/Bxa8DCEDdj0JTvgFLHsX/vMLKCuGvS+EA7/Q/rErrdTU1vDHN//Ive/fS3lNOTmZORwz/Bi+f8D3ufmdm5m5YiYAlbWV/G7a76iqrWK/gfvx5+l/ZlX5KvYdsC9zS+ZSUlHCmWPP5NMTPg3A2sq1fOO5bzBj+Qzys/O5ct8rOX3s6SncU0lSunPi9TS3ZE0Z909bRGZG4Ox9h9K/u3NGaSe1ZAbceASw8TMpwOX/gcF71be5/hBY+nbj7caeAPNfgKrS+rpP3gK7n9mW0SqNvLDoBf679L/s1nc3jt/leEII3PbObfx26m83a3viyBMpry7nuYXPbbYuM2RSE2uafI9Pjvskxww/hp+++lOKNhQ1Wvetwm9x8W4Xt87OSK2kZv0GSh58kOqVK+l+0knk7jou1SFJ2gonXu+klpaUc/IfX6S4tAqA216Zz5NfP4xeXXNSHJk6naqyRELXdyx07dt0mzlPUZ/skVie8zQMmgRL3oTqqs2TvY3bbXqS/eFTJnxqlltn3crvpv2urvzw4Ic5d/y5PLvg2Sbbv7ToJb6937ebTPi2lOwB3P/B/dz/wf1Nrvvt1N9SUlHCFftc0cLo1dnVlpez9umnqV62jJ6nnUZW36Y/XyvmzqO2rJS83XZrVr+xtpaPL76Y8nfeAWD1zTcz/PbbyN9771aLXVL7MeFLYw/NWFyX7AEsX1fBo28XccGBu6QwKnU6S6bDnZ+E0pWQmQOnXAt7X7B5u/4TN6/rMQxuOAyWvpUoZ+VCdXnjNrG2ib7G73jc6hTumn1Xo/JLS17ipSUvEQhNth/TawxnjD2DuSVzufWdW1svjvfuMuFTi5S9/TbzP30BVFYCsOI3v2XAVT+k9wX1n68xRpZ857usfeQRAPL22othf/0rmQVdt9739Ol1yR5ArKpizT33mPBJHZSjdKaxnMzN//fmZPm/XO3sqR8nkj2Amkp44gdQVb55u11PgsLPQshMvAo/C6vn1id7kEz2NjkRz+kKR/0PZOUlyuNOhP0ua5NdUfrJyWj6jofI5o879MjpwQ8P+CEAVxZeyRcnfZHskN0qcXTJ7NIq/ajzWPaLX9Ylexst/+3vaPioTumrr9YlewBlM2ZQ8kDTV5obCjmb/7sIOR6jUkfl2X8aO3OfIQzvnV9XHtO/gJP3GJTCiNQprV3cuFxRAhXrNm8XQuLq37fnwHc+Sixvui3AvpfQKOk74vtw2JWJ7b41B86/B3LyN99OasLnJ32+2W0/t/vn2LX3rnXlL+31Je495d5mb9/wquFe/fba7jgkgKqios3qYnk51NQ0aLN08+2WbL7dpvL22IOuhx1aV87o1o3eF124nZFKSjVv6UxjPfNzePxrh/LkO0vJzAgcN3EgeTmZqQ5Lnc3un4Tnf1lfHnkYFPTbcvv83g22PQum31FfzusNx14N+10KH78KQ/aBIfsm1nUpSLykFjh19KmUVpVyzevXbLYuEOqu9HXJ7MLRuxy9WZuxvceyZ989eWvlW5ut26hPbh+uOeQahhQM4bWi1xjTcwyFAwuZvXo205dPZ89+e7Jbn+Y9WyVt1OP001h13fWN6rpMmEDIqj+1KzjicDIKCqhdvz5RkZFB9xNPaFb/w667jvXPv0D1ihV0O/qoLT4fKGnn5yidktpWbS28fn1icJX+E+HQKxsnddsy+zF483bI6wWTv+bzeWoT/57/b/5v+v+xvGw5+dn5HDH0CA4behgPf/QwGSGDCyZcwF7992py29Xlq7nprZuYVzKPQ4YcQkVNBY989AjlNeUcMOgAvjjpiwzsOrB9d0hpL9bUsPxPf2bNnXcSq6rI23dfhv35T2TkN77Dofy991h18y3UlpXS69zzKDhkcooiltSWtjZKpwmfJEmSJHVgTssgSdJWTJk7hSfnPcnArgO5dI9LGdB1QKpDkiSpVZjwSZI6tX999C9++NIP68qvFb3Gw6cnbuWUJKmj89tMktSpPTb3sUbl+Wvn8+6qd1MUjSRJrcuET5LUqfXP79+onBEy6JvniISSpPTQpglfCOHmEMLyEMKsBnW9QwhPhRA+TP7tlawPIYQ/hhDmhBDeCiHs05axSZIEcNmelzG462AgkexdvufljqopSUobbf0M363An4HbG9R9D3gmxvjLEML3kuXvAicCY5OvA4Drkn8lSWozw7oNY8qZU3hrxVsM7DqQIQVDUh2SJEmtpk2v8MUYXwBWb1J9GnBbcvk24PQG9bfHhNeAniGEQW0Zn6R2VrkBlr4NNVWw4n1Yv6K+rrpy29vX1sKyd6GseJO6d2Dxm7C2qHH7GBPtSzf9GJLqzS+Zz1vL36JvXl/WV66npraG4vJi5hTPAWDB2gW8sPAFXi96nZramhRHK0lSy6RilM4BMcaNZ2VLgY1jXw8BFjZotyhZt8kZHIQQLgcuBxg+fHjbRSqp9cx+DB78PFSshYxsqK2CkAkZWVBTAQUD4Ny7Yei+TW9fvADuPAtWfQhZuXD8/8KoI+COM2DNgmSjAPtfDif9GtYshDvPhJUfQGYXOP4a2P+y9tpbdQAbqjbwxae/yPTl0xvVd8vpRmlVKTWxhrzMPMpqyurXZXfj7lPuZpfuu7R3uJIkbZeUTssQY4whhBbP/B5jvBG4ERITr7d6YJJaV20NTPlGItmDRLIHEGugJnnFZP0yeOK7cOnTTffx3P8mkj2A6nJ47Fsw8vAGyR5AhDdugD3Ohmm3JJI9SCSUT/4Qdj8L8nu3+u6pY7rv/fs2S/YA1lWuq1tumOwBrKtax2ef+CxZGVmM6z2O7+73XYZ2G1q3fkPVBi598lLeWfUOAH3z+pIVshjSbQjVNdWsKF/B4K6DWV62nLzMPNZWrmVZ6TK653Tnpwf/lCOHH9lGe6t0sOaBf7L61lshK4u+l19G9xNPpLaiguW/+x3rn3mWnJEjGfC979JlzJhUhyptl/L1Vbz4jw9Y8uEaBo7swSHnjKVrjy6pDqvDS0XCtyyEMCjGWJS8ZXN5sn4xMKxBu6HJOkkdXVUprF+67XYr3t/yuuJ5jcuxFj5+tem2q+fC6k3a11RAySITPtVZuG7hths1YXlZ4mtryYYlLNuwjPs+cV/duh+8+ANmraobp4wVZSsAKCqtv1ll8frNv9qKK4r5+n++zvPnPE/P3J7bFZfSW+nUqRT9sH6+yMVXfoucUaNYO2UKxbffAUDV4sUs/OICRj/5BCHDgdjV8Tx312zmTk98bs5ZvZzyDVWc9vW9UxxVx5eKT4N/ARcnly8GHm5Qf1FytM4DgZIGt35K6si6dINRzbhy0WMrg2VM+MTmddXlm9flFMCYozdv33sUDNh92zGo0zh6+NE73Md7q9+juLz+mdJXi7bwI0Qz1MbaJq84SgDrX365cUVtLRteeXWz+qqFC6mcvwCpI1r4buNn7hfNLibWejPfjmrTK3whhLuBI4C+IYRFwI+BXwL3hRA+BywAzkk2fww4CZgDlAKfacvYJLWzT94Mz10DRTMhrzesXQzLZjVus99WnrE78Msw7bb62zoBegyDws/BjDuhYh0M2A2OvAq69oUDvwhEePdf0GsEHPl98BdvNTB5yGR+fdivuW7mdawqW0WXzC70yu1F4YBCVpWtYkXZCkZ2H8l/l/2Xog1F5GTm0COnB0s2LKnrY2DXgXTP6V5XHtVjVN3tnNtjTC9vxVPTcncd30TdOCre35WKd9+rq8vo3p3swY55p46pz5ACls4tqSv3HtyVkBFSGFF6CDF27Ky5sLAwTp06NdVhSNoez/8aXvw91FTCpHPhE3+EzK38DrXqI7jvokSi2GMYnHkj7HJw+8WrTm/huoVc+Z8reW/1ewzsOpBrJl/D/oP2b7T+7EfOZkPVBgAyQyY1sYaeXXpSXVvN+qr19M7tTXF5MTkZOdTEGqpjNYHApXtcyhX7XJGqXdNOLtbWsuznP6f4vn8QMjLofdGF9P/Wt6havpzFX/s6ZdOnk9m3L4Ou/indjjoq1eFK22XV4vU8edMsipeW0r1fHsd9bjcGjOi+7Q1FCGFajLGwyXUmfJJSqrIUaqshtwUf6BtWJq4SesVOKbK6fDU9cnqQmZHZ5Pr5JfPJDJkM6z6srm0ttZRWldKjSw/WVq6lS2YXsjOyWbhuIQO7DqRLpgMTaNtq1m8gZAQy8vMb1VcXF5PZrRshK6Xj8UmtomxdJbkF2YTg1b3m2lrC56eCpLZVVQ5znoZ1SyCvF4w+OjFwSm0NzH0uMSdfn7HwwZMwZB/oMxoWvpEYYGX0UZDXs76v0tXwyp8Sz+4NmpRYX7kBFk2FoYXQe2TTMZSXwEfPQrfBMPyAdtltpbfeuVsf/GdEjxGbta2pqeHNZW/SJbMLBww6oC5ZdIoHbU2MkdLX36BmbQkFhx5KZkHXRutLp06leuUquh5yCOWzZlFVVETXyZPJ7N70j2hVS5dS+t+p5E6cQJfRo9tjF6QWy+uWk+oQ0ooJn6S2s34F/O0YKJ5fX5fTDS78Jzz5A1j03002CDD8wPrRN/N6wWceh/4TYOksuPHwxNXAjTKyk+UIIQNOvy5xa+hGlRugZDHccgKUrkrUTTofzriuDXZWnV1VbRUxRnIyNz9RKako4YLHLmD+2vkA7NVvL24+4WayM7LbOUp1JDFGFn7+82x44UUAsgYNYsQ995A9oD8Ai77xDdY9/gQAoUsXYkUFABk9ejDizjvoMnZso/7WPfsci772NahKTI0z4Ac/oPdFF7bX7khKEe+HktR2pt3aONkDqFwHT3yviWQPIDaeaqGsGF7+Q2L5ie81TvYgOZ9f8rb0WAvPXJ1YXvUR3HgE/O/gRMK5MdkDmPn3rU//IG2HG2bewOS7J3PQ3w/i1//9NZs+LvHghw/WJXsAM1bM4KLHLmJ95fp2jlQdSekb/61L9gCqi4oo/vvfASh75526ZA+oS/YAaktKWPXXv27W34o//aku2dtYjg3KktKTCZ+ktlO+Zgv1a1vQR3K0rtLVW28HicnbSxbDo9+EJdMbb99Un9IWLFy3kB+9/CM+/9TneXjOw1tt++ayN/nzjD9TVl1GZW0ld7x7B08teKpu/X3v38c979+z2XazVs3iyPuO5Lj7j+PRuY+2+j6o46tdt/ln5ca62nXrtrptzdrN19eubdxfbWkpsbp6s3aS0osJn6S2s9vpTdcf/BXI79OMDgLsc/G2m21UWw13nAFLZmy5TbeBMKTJZ5olIHFr5uee/BwPzXmIV5a8wlUvX8WUuVO22P7dVe9use6e2ffws9d+1uRk6wDlNeUUbSjiey9+r8l+1Ll1PeQQshpOsZCdTY8zzgQgv7CQnFGjmt4wBHqeffZm1ZvW9fjEJ8jIy2u1eCXtnHyGT1LbGbof9JsAK+rniGKXybDvJTDqCJh6M1RVQEF/eP8xWLzJiLuTzoNdT4CyNbC8mXObrXw/0ffc/zS9vttgR/fUVr214i2KNhQ1qnty3pOcMuqUJtvvN3A/AoFI/W2cG6dqeGL+E01u05R7Zt/D1ZOv3o6Ila4ycnMZcc89FN99N7Ula+lxxhnk7bE7ACEri13uvIPiv99N9aqVdDv6aMpnvUNVURHdTzyRrgduPkBV3y98nuyhQ9nw2qvkTpxIryaSQknpx4RPUts672549EoomgEjD4eTf5eo7zUCjm1wcttvHNx7QeNtRx6a+JvTNXFFsOGzeASgiWllMrLhxF/DPy9PvOemem/hF3EpaWDXgZslcIMLBm+x/a69d+WaQ67hxrdupKq2igsnXsjBgxPzQw7uOphpTKtrmxky2bX3rnxY/CFVtY2fnRrdwxETtbns/v3p/7WvNbkuq3dv+n3ly3XlgkMO2WZ/PU45mR6nnNxq8Una+fkzt6S21XtkYlTO78yFs29JTMnQlF1PggmfqC+PPhp2PyuxnJlM4rJyE+X8vnD6XxJ/gUTyB2RkwdH/A/12hc8+CaOObPwe3YfBkT9otV1TehpSMITPT/o8GSHxFTmyx0g+u/tnt7rNJ0Z/gkfOeIQnznqCT0/4dF39Fyd9kSEFQwDICll8Y99vcO8p9/LQaQ+Rl1V/K92wbsM4d8K5m/UrSdKOcuJ1STuXlR8mnsXrP2HzdWXFsHIODNwDsnMTc/wtfRt67QJrFkKPodBtQONtlr0LFWsTV/4GTYJMb2xQ8yzbsIyVZSuZ0GdCXfK3Paprq3lv1XsMKhhE37y+dfU1tTU88/Ez9OjSgwMGOT+kJGn7bW3idRM+SZIkSerAtpbweUunJEmSJKUpEz5JkiRJSlMmfJIkSZKUpkz4JEmSJClNmfBJkiRJUpoy4ZMkSZKkNOWEVJLSS+lqePkPsPojGH8KTHIya0mS1HmZ8EnauZQsgrnPQ7/xMHTflm9/19mwODk353uPQOV62O/S1o1RkiSpg/CWTkk7j4+egz/uAw9/Cf56FDzzs5Ztv+qj+mRvo5n3tl58kiRJHYwJn6Sdx/O/hpqK+vIrf4TykuZvn9cLMnMa1xX0b53YJEmSOiATPkk7j8r1jcs1VVBd2fzt83vDEd8DQrLcF474fquFJ0mS1NH4DJ+kncd+l8IjV9SXJ54GBf1a1sehV8LuZ8HquTDsQMjJb90YJUmSOhATPkk7j30vhu6D4YMnof942PvC7eun14jES5IkqZMz4ZO0cxl7bOIlSZKkHeYzfJIkSZKUpkz4JEmSJClNmfBJkiRJUpoy4ZMkSZKkNGXCJ0mSJElpylE6JaXGzHtg7n9gwO6w59kw7XYongfjT4HxJ+1Y31Vl8MaNsPw9GHMM7PHJVglZkiSpozHhk9T+Xvw9PPPT+vJLv4fSVYnlGXfBGTfApHO3v/8HLoXZUxLLM++G9cvgoC9vf3+SJEkdlLd0Smp/b97euLwx2atbf8f2971hVX2y1xr9SZIkdWAmfJLaX16vbazvuf19Z+dCdn7L3k+SJClNmfBJan9HXQVZuclCgJGH16/L7QGHfXv7+87pCkd8r76cnQ9H/mD7+5MkSerAQowx1THskMLCwjh16tRUhyGppdYvhwWvwMA9oM9oWDoLVs+FUYcnkr4dteIDWPEe7DIZuvbd8f4kSZJ2UiGEaTHGwqbWOWiLpNQo6A+7nV5fHrh74tVa+o1LvCRJkjoxb+mUJEmSpDRlwidJkiRJacqET5IkSZLSlAmfJEmSJKUpEz5JkiRJSlMmfJJSp2I9/OsK+P1ucNfZsOqjVEckSZKUVpyWQVLqPPUjePO2xPLaRVCyGL70SmpjkiRJSiNe4ZOUOh8927i8/B1YtzQ1sUiSJKUhEz5JqTNgk4nWuw2C/L6piUWSJCkNmfBJSp0TfgGD904sdx8CZ1wPmd5pLkmS1Fo8s5KUOj2Hw+X/gdLVkNsDMjJTHZEkSVJaMeGTlHr5vVMdgSRJUlrylk5JkiRJSlMmfJIkSZKUpkz4JEmSJClNmfBJkiRJUpoy4ZMkSZKkNGXCJ0mSJElpyoRPkiRJktJUyubhCyHMB9YBNUB1jLEwhNAbuBcYAcwHzokxFqcqRkmSJEnqyFJ9he/IGONeMcbCZPl7wDMxxrHAM8myJEmSJGk7pDrh29RpwG3J5duA01MXiiRJkiR1bKlM+CLw7xDCtBDC5cm6ATHGouTyUmBAUxuGEC4PIUwNIUxdsWJFe8QqSZIkSR1Oyp7hAw6JMS4OIfQHngohzG64MsYYQwixqQ1jjDcCNwIUFhY22UaSJEmSOruUXeGLMS5O/l0OPAjsDywLIQwCSP5dnqr4JEmSJKmjCzG2/wWyEEJXICPGuC65/BRwNXA0sCrG+MsQwveA3jHG72yjrxXAgjYPuvPoC6xMdRBSEzw2tTPz+NTOymNTOyuPzda1S4yxX1MrUpXwjSJxVQ8St5X+PcZ4TQihD3AfMJxEEndOjHF1uwfYiYUQpjYYNVXaaXhsamfm8amdlcemdlYem+0nJc/wxRjnApOaqF9F4iqfJEmSJGkH7WzTMkiSJEmSWokJnzZ1Y6oDkLbAY1M7M49P7aw8NrWz8thsJyl5hk+SJEmS1Pa8widJkiRJacqET5IkSZLSlAmftimE0DOE8KUG5cEhhPuTy5eEEP68he3Wt1eMSq0QwogQwqwWtD89hDBxG22OCCFM2cK6+SGEvi2Ns4l+PEa1w1p6/EtSR9ban3kbv4uT/Z7fWv2qngmftiqEkAX0BOoSvhjjkhjjJ1MWlNLB6cBWEz5JkpRekueVWzICMOFrAyZ8HUAI4aIQwlshhJkhhDuSv4A8m6x7JoQwPNnu1hDCH0MIr4QQ5oYQPpmsvyeEcHKD/m4NIXwyhJAZQvhNCOG/yb4+n1x/RAjhxRDCv4B3gV8Co0MIM5LtN/1lZ1gI4T8hhA9DCD/ewj58u8H7/LSt/lsppTJDCDeFEN4JIfw7hJAXQrgs+f99ZgjhgRBCfgjhYOBU4DfJY2p0CGFMCOHpZLs3Qwijk30WhBDuDyHMDiHcFUIIDd7vOyGEt0MIb4QQxgCEED4RQng9hDA92d+AZH1BCOGWZPu3QghnNQw8hNA3hPBqw38n6nxCCF1DCI8mj8NZIYRPhRD2DSE8H0KYFkJ4MoQwKNl232S7mcCXG/QxIvn5+WbydXCy/ojk5+SWjmepScnvzyuSy9eGEJ5NLh+VPI6uCyFMTX72/rTBdiclj7VpyXODKcn63iGEh5Kfha+FEPZM1v8khHBz8jidu/E9pS1o1nc+1J13Xh9CeB34dQhhZPI79+0Qws8b9PlL4NDkucE3Qgi5Db67p4cQjkz2d0kI4eGwjXNPNRBj9LUTv4DdgA+Avslyb+AR4OJk+bPAQ8nlW4F/kEjkJwJzkvVnALcll3OAhUAecDlwVbK+CzAVGAkcAWwARibXjQBmNYiprgxcAhQBfZJ9zgIKk+vWJ/8eR2Lo3ZCMbQpwWKr/2/pq1eN0BFAN7JUs3wdcAPRp0ObnwFcbHKufbLDudeCM5HIukJ88DkuAocnj5lXgkGSb+cAPk8sXAVOSy72oH334UuB3yeVfAf+vwfv1Sv5dDwxIvv+xqf7v6Cu1L+As4KYG5R7AK0C/ZPlTwM3J5bc2fo4Bv2nwmZgP5CaXxwJTk8tbPJ59+draCzgQ+Edy+UXgDSAb+DHweaB3cl0m8B9gz+Tn6MIG3+N3N/ic/BPw4+TyUcCM5PJPksd7F6AvsArITvX++9r5Xtv5nT8FyEyW/wVclFz+MvXni0dsPE6T5SsbfOaOBz5OHtuXsIVzT19Nv7zCt/M7isQH/UqAGONq4CDg78n1dwCHNGj/UIyxNsb4LokTWYDHgSNDCF2AE4EXYoxlJBKxi0IIM0ic8PYhcYIC8EaMcV4zY3wqxrgq2ec/N4mH5PscB0wH3iTxj3YsSjfzYowzksvTSHwh7J682vE28GkSP2A0EkLoBgyJMT4IEGMsjzGWJle/EWNcFGOsBWYk+9zo7gZ/D0ouDwWeTL7ftxu83zHA/23cMMZYnFzMBp4BvhNjfGo79lnp5W3g2BDCr0IIhwLDgN2Bp5Kfk1cBQ0MIPYGeMcYXktvd0aCPbOCm5DH4Dxrfury141nakmnAviGE7kAFiR8LCoFDSSSA54QQ3iTxHbsbiWNuPDC3wff43Q36O4TkMRtjfBbok+wb4NEYY0XynGM59ecR0qZa+p3/jxhjTXJ5MvXHZMPPz00dAtwJEGOcDSwAxiXXbevcUw1s7T5adUwVDZYDJE6gQwj/AY4n8Qv1PQ3WfzXG+GTDDkIIR5C4wtdcm07muGk5AL+IMd7Qgj7V8TQ89mpI/Op2K3B6jHFmCOESEr/e7UifDT+zYhPLfwJ+H2P8V/I4/sk2+q8m8UV1PPB8C2NTmokxfhBC2Ac4icSv088C78QYD2rYLpnwbck3gGXAJBJX8sobrNva8Sw1KcZYFUKYR+Kqxiskri4fCYwByoBvAfvFGItDCLeSuAKyvTxG1Vwt/c7f9LxyRycC39a5pxrwCt/O71ng7BBCH0jce0/iA//c5PpPk/iFb1vuBT5D4hfBJ5J1TwJfDCFkJ/seF0Lo2sS264BuW+n72OQzAXkkBuN4eZP1TwKfDSEUJN9nSAihfzNiVsfXDShKHmOfblBfd0zFGNcBi0IIpwOEELpsvO9/Gz7V4O+ryeUewOLk8sUN2j5F4+eseiUXI4nboseHEL7bzH1SmgohDAZKY4x3krhN8wCgXwjhoOT67BDCbjHGNcCaEMLGX5QbHts9gKLkVbwLSdxmJ+2oF0kkdi8kl79A4opedxIn0iUh8czyicn27wOjQggjkuVPbdLXp6HuB96VMca1bRu+Ooktfedv6mUan8dutOn5ZsNjdRwwnMSxDds+91QDJnw7uRjjO8A1wPMhMTjA74GvAp8JIbxF4oTia83o6t/A4cDTMcbKZN1fSQzK8mZIDMJyA038mhdjXAW8HBKDGPymib7fAB4g8avjAzHGqZts/28St6C+mrzMfz9bTyCVPn5E4nbhl4HZDervAb6dfAh7NInj+IrkMf0KMLAZffdKtv8aiasqkLii948QwjRgZYO2P0+2n5X8d3TkxhXJW0zOA44KDaYfUae0B/BG8vbNHwP/A3wS+FXyuJkBHJxs+xng/5JtGw6+8hfg4mT78bTsbglpS14EBgGvxhiXkbhy/GKMcSaJxG82ie/ZlwGSt7l9CXgi+Xm4jsQzpJD4nNw3+fn5Sxr/OCbtiC1952/qa8CXk+eEQxrUvwXUJAd9+QaJz9OMZLt7gUtijBuvLG713FONbRzcQJIkSWkihFAQY1wfQggknmH+MMZ4barjknZU8nbRwhjjV1IdS0fhFT5JkqT0c1nyCvQ7JG419jl6qZPyCp8kSZIkpSmv8EmSJElSmjLhkyRJkqQ0ZcInSZIkSWnKhE+SJEmS0pQJnyQpbYUQRiTnGd2ebY8IIUxppTj2CiGc1Ix2PwkhfKs13lOSJDDhkySpPewFbDPhkySptZnwSZLSXVYI4a4QwnshhPtDCPkhhKNDCNNDCG+HEG4OIXQBCCGcEEKYHUJ4EzgzWZcRQvgwhNCvQXnOxvKmQghnhxBmhRBmhhBeCCHkAFcDnwohzAghfKo5/YUQRocQngghTAshvBhCGN+G/40kSWnKhE+SlO52Bf4SY5wArAW+CdwKfCrGuAeQBXwxhJAL3AR8AtgXGAgQY6wF7gQ+nezvGGBmjHHFFt7vf4DjY4yTgFNjjJXJuntjjHvFGO9tZn83Al+NMe4LfAv4yw78N5AkdVImfJKkdLcwxvhycvlO4GhgXozxg2TdbcBhwPhk/Ycxxphsu9HNwEXJ5c8Ct2zl/V4Gbg0hXAZkbqHNVvsLIRQABwP/CCHMAG4ABm1tJyVJakpWqgOQJKmNxU3Ka4A+LeogxoUhhGUhhKOA/am/OtdU2y+EEA4ATgamhRD23Y7+MoA1Mca9WhKnJEmb8gqfJCndDQ8hHJRcPh+YCowIIYxJ1l0IPA/MTtaPTtaft0k/fyVx1e8fMcaaLb1ZCGF0jPH1GOP/ACuAYcA6oFtz+4sxrgXmhRDOTvYZQgiTmr3HkiQlmfBJktLd+8CXQwjvAb2Aa4HPkLhd8m2gFrg+xlgOXA48mhy0Zfkm/fwLKGDrt3MC/CY5GMws4BVgJvAcMHHjoC3N7O/TwOdCCDOBd4DTmr3HkiQlhcRjCpIkaWtCCIXAtTHGQ3fG/iRJaorP8EmStA0hhO8BX2Qrz+6lsj9JkrbEK3ySJG2HEMIPgbM3qf5HjPGaVMQjSVJTTPgkSZIkKU05aIskSZIkpSkTPkmSJElKUyZ8kiRJkpSmTPgkSZIkKU39f9NmiOfSprg+AAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(15,7))\n","sns.stripplot(data=df, x='body_style', y='engine_size');"]},{"cell_type":"markdown","metadata":{"id":"To6mbpuweYn9"},"source":["**Strip plots are more useful when we add random noise called \"jitter\" to avoid overlapping of data points with same values.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I4-U5XxVeYn9","outputId":"df86207e-a129-490f-a272-1a84c4d5dfc4"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(20,7))\n","sns.stripplot(data=df, x='body_style', y='engine_size', jitter=True);"]},{"cell_type":"markdown","metadata":{"id":"0aSgB8EVeYn9"},"source":["**We can set the *hue* parameter to display observations for subgroups.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9YEXLrHveYn9","outputId":"c1db454a-a92f-4e1c-cec0-218ea82bf904"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(10,7))\n","sns.stripplot(data=df, x='fuel_type', y='engine_size', hue=\"number_of_doors\", jitter=True);"]},{"cell_type":"markdown","metadata":{"id":"Oz_fkYA8eYn9"},"source":["**Let's check out the strip plots for a few more attributes in the data.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Veh5lHaJeYn9","outputId":"933b8ce2-2a3d-4aca-b862-354837d6860a"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(10,7))\n","sns.stripplot(data=df, x='number_of_doors', y='price',jitter=True);"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cb45rNzzeYn-","outputId":"855a019b-5673-4893-ae73-af79994a8925"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(10,7))\n","sns.stripplot(data=df, x='number_of_doors', y='horsepower', jitter=True);"]},{"cell_type":"markdown","metadata":{"id":"YtaZxsyCeYn-"},"source":["In a strip plot, dots are randomly arranged in vertical direction, which means we can not use the width to estimate distribution. This can be easily done by **swarm plots**."]},{"cell_type":"markdown","metadata":{"id":"tdiUa4JHeYn-"},"source":["## Swarm Plot\n","\n","* A **swarm plot** is very similar to the strip plot, but it avoids the overlapping of points.\n","* The *swarmplot( )* function of seaborn can be used to create such a graph for categorical values."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dW9npMceeYn-","outputId":"96758686-3d4d-4f7e-90ba-1977b69543cd"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZEAAAEHCAYAAABvHnsJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABWiklEQVR4nO3dd3hUVfrA8e+bShICIYUQIKGG3omAIIhIs2Jbu+JasK+76tp/dnfdYi8orgUsIHZAEBFpioChdwg9ECAQSCX9/P44N5kZEiBEhoHk/TzPPMw9c++dMwHyzmnvEWMMSimlVHX4+boCSimlTl8aRJRSSlWbBhGllFLVpkFEKaVUtWkQUUopVW0Bvq7AyRYdHW2aN2/u62oopdRpZfHixfuMMTGHl9e6INK8eXOSk5N9XQ2llDqtiMi2ysq1O0sppVS1aRBRSilVbRpElFJKVZsGEaWUUtWmQUQppVS1aRBR1ZJfVMLWfbmUlmoCT6Vqs1o3xVf9cTPX7uGBL5ZzMK+IZlGh/O/GJBJjw31dLaWUD3i9JSIi/iKyVESmOMcficgWEVnmPLo55SIir4tIioisEJEebvcYKSIbncdIt/KeIrLSueZ1ERFvf57arriklEe+XsnBvCIAtu3P47nv1/q4VkopXzkZ3Vn3AYf/lvm7Maab81jmlJ0HJDqPUcBoABGJBJ4CegO9gKdEpIFzzWjgNrfrhnvxcyggO7+Y9OwCj7JNe3N8VBullK95NYiISFPgAuB/VTh9BDDOWAuACBGJA4YBM4wxGcaYA8AMYLjzWj1jzAJjd9YaB1zilQ+iyjUIC6JHQoRH2ZAOsb6pjFLK57zdEnkVeAgoPaz8BafL6hURCXbKmgA73M5JdcqOVp5aSXkFIjJKRJJFJDk9Pb26n0U5Rl/fk8u6N6Fdo3BuH9CSR85r5+sqKaV8xGsD6yJyIbDXGLNYRAa6vfQosBsIAsYADwPPeqseAMaYMc57kZSUpNOJ/qDYenV4+apuvq6GUuoU4M2WSD/gYhHZCkwABonIJ8aYNKfLqgD4EDvOAbATiHe7vqlTdrTyppWUK6WUOkm8FkSMMY8aY5oaY5oDVwM/G2Oud8YycGZSXQKsci6ZBNzozNLqA2QaY9KA6cBQEWngDKgPBaY7r2WJSB/nXjcC33nr8yillKrIF+tEPhWRGECAZcAdTvlU4HwgBcgD/gxgjMkQkeeA353znjXGZDjP7wI+AkKAac5DKaXUSSJ2YlPtkZSUZHQ/EaWUOj4istgYk3R4uaY9UUopVW0aRJRSSlWbBhGllFLVpkFEKaVUtWkQUUopVW0aRJRSSlWbBhGllFLVpkFEKaVUtWkQUUopVW0aRFS1FJeUsjc739fVUEr5mO6xro7bryn7uH/iMvZkFdCuUTjvXN+T5tFhvq6WUsoHtCWijktJqeGBicvZk2W3yF23O5vnpqzxca2UcpOfBau/gW3zfV2TWkFbIuq4ZB4qYneWZzfWut3ZPqqNUofZvwk+GAa5zg6mHS+DP33o2zrVcNoSUcclMiyIzk3qe5Sd3TbGR7VR6jC/veUKIACrv4bdK31Xn1pAg4g6bm9f14NhHWNJiAzl+j4JPH5+e19XSSkrP7NqZeqE0e4sddziI0N594YK2woo5Xs9brStD1Nqj2PaQcKZvq1TDef1loiI+IvIUhGZ4hy3EJGFIpIiIp+LSJBTHuwcpzivN3e7x6NO+XoRGeZWPtwpSxGRR7z9WZRSp7iWZ8Ofp0HSLXDO4/a5n7+va1WjnYyWyH3AWqCec/wv4BVjzAQReQe4BRjt/HnAGNNaRK52zrtKRDpg92jvCDQGfhKRNs693gKGAKnA7yIyyRijU4WUqs0S+tiHOim82hIRkabABcD/nGMBBgFfOqeMBS5xno9wjnFeP9c5fwQwwRhTYIzZgt2DvZfzSDHGbDbGFAITnHOVUkqdJN7uznoVeAhwOiiJAg4aY4qd41SgifO8CbADwHk90zm/vPywa45UXoGIjBKRZBFJTk9Pr+wUpZRS1eC1ICIiFwJ7jTGLvfUeVWWMGWOMSTLGJMXE6HRUpZQ6Ubw5JtIPuFhEzgfqYMdEXgMiRCTAaW00BXY65+8E4oFUEQkA6gP73crLuF9zpHKllFIngddaIsaYR40xTY0xzbED4z8bY64DZgFXOKeNBL5znk9yjnFe/9kYY5zyq53ZWy2ARGAR8DuQ6Mz2CnLeY5K3Po9SSqmKfLFO5GFggog8DywF3nfK3wc+FpEUIAMbFDDGrBaRicAaoBi42xhTAiAi9wDTAX/gA2PM6pP6SZRSqpYT+2W/9khKSjLJycm+roZSSp1WRGSxMabCKmNNe6KUUqraNIgopZSqNg0iSimlqk2DiFJKqWrTIKKUUqraNIioajHGkJVf5OtqKKV8TPcTUcdt0ZYMHvhiGTsyDtE1PoK3ru1O0wahvq6WUlZhLmyaBXVjIf4MX9emxtOWiDoupaWGv31uAwjA8h0HeWayZt9Xp4iMLfB6d/j8Onh/MHw9ytc1qvE0iKjjciCvkJ0HD3mUrdmV5aPaKHWY396EnD2u4xWfw+5VvqtPLaBBRB2XqLrBtI+r51HWr3WUj2qj1GEOHahamTphNIio4/bGNd04u00MDcODubxHU564sIOvq6SU1f0GQFzHUYm6x7qX6cC6qrJVOzN58IvlrNudTa8WkXx7dz8aR4T4ulpKubQ6B26aYrux6sZCr9vBX3/NeZP+dFWV3TdhKZvScwE7Q+vJ71bzv5EV8rEp5VvNz7IPdVJod5aqkuz8ovIAUmbZjoO+qYxSR7NwDLw3CMZfA2krfF2bGk9bIqpKwusE0j6uHmvTXDOxereM9GGNlKrEsvEw7e+u4+0L4G+rICjMd3Wq4by5x3odEVkkIstFZLWIPOOUfyQiW0RkmfPo5pSLiLwuIikiskJEerjda6SIbHQeI93Ke4rISuea10VEKlREnTBvXtudXi0iqRscQJ+WkfRMaMCOjDxfV0spl/Xfex4fyrCBRHmNN7uzCoBBxpiuQDdguIj0cV77uzGmm/NY5pSdh936NhEYBYwGEJFI4CmgN9ALeEpEGjjXjAZuc7tuuBc/T63XKqYuE28/kzvObsmCzRk8O2UN5/x3NjPX7jn2xUqdDFGJhxUIRLXySVVqC2/usW6MMTnOYaDzONo2iiOAcc51C4AIEYkDhgEzjDEZxpgDwAxsQIoD6hljFjh7sY8DLvHW51FWflEJb83aVH5cXGp4beZGH9ZIKTd974V457uqfzAMfgoaNPdplWo6r46JiIg/sBhoDbxljFkoIncCL4jIk8BM4BFjTAHQBNjhdnmqU3a08tRKyiurxyhs64aEhIQT8Mlqr6KSUgpLSj3KcguKfVQbpQ4TGgm3TLfpT0IiIKTBMS9Rf4xXZ2cZY0qMMd2ApkAvEekEPAq0A84AIoGHvVkHpx5jjDFJxpikmJgYb79djRZeJ5AR3Rp7lN3Qp5mPaqPUEQTVtS0R5XUnZXaWMeagiMwChhtj/usUF4jIh8CDzvFOIN7tsqZO2U5g4GHls53yppWcr7zsX5d3oVlkGIu3ZTCiW2Mu7xl/7IuUOhnys+CLm2DTTBtIBj8NvW7zda1qNG/OzooRkQjneQgwBFjnjGXgzKS6BCjLjjYJuNGZpdUHyDTGpAHTgaEi0sAZUB8KTHdeyxKRPs69bgS+89bnUS5j52/llZ82MHfjPh79ZhVzN6T7ukpKWfPfsAEEoDAHpj0EB3cc/Rr1h3izJRIHjHXGRfyAicaYKSLys4jEYBPcLAPucM6fCpwPpAB5wJ8BjDEZIvIc8Ltz3rPGmAzn+V3AR0AIMM15KC/KLyrhlRkbyo8Li0t5ecYGBrTRbkJ1Cth72LYEphT2rYcIbS17i9eCiDFmBdC9kvJBRzjfAHcf4bUPgA8qKU8GOv2xmqrjUVhSyqGiEo+yrEO6w6E6RSQOgXVTXMfB9SG+t+/qUwto2hN1XOrVCeS8znEeZVedod/y1Cmix0g49ymIbgstBsD1X0FwuK9rVaOJbQDUHklJSSY5OdnX1TitFRSX8MmC7axNy2JAmxgu7tr42BcppU5rIrLYGFMh46rmzlLHLTjAn1vOauHraiilTgHanaWUUqratCWijtvqXZk8+vVK1qZl0T8xhn9f0YXourqwS6naSFsi6rgYY7j3s6WsSM2kqMTw87q9PDt5zbEvVOpk2rkEvn8AZj4LWWm+rk2Npi0RdVwycgvZvM9zc6rF2w74qDZKVWLnEnh/KJQ6U8+Xfw73/A5Bob6tVw2lLRF1XCLDgmgR7bnBT49mmuROnUKWj3cFEICsVEj5yXf1qeE0iKjjIiK8eW13OjepT4CfcE7bGJ66qIOvq6Vqu5x0SP4Q1k6GoErWhYREnPQq1RbanaWOW8fG9Zl871m+roZS1r6N8L/BkH/QHsf3hvrxkOnkzGo9GJr391n1ajoNIkqp09vCd10BBGDHQrjhOyjMhjr1bQDRnbO9RoOIUur0VlJQsUyA9hed9KrURjomopQ6vSXd7LkBVcOOUFQAaSt8V6daRFsiSqnTW+PucPtcWPUliD8sGQfjr7Sv9bgRLn7Dt/Wr4bQlopQ6/TVsB4OegEMHIHuXq3zJONiji2G9SYOIUqrmyK1kl828fSe/HrWIN7fHrSMii0RkuYisFpFnnPIWIrJQRFJE5HMRCXLKg53jFOf15m73etQpXy8iw9zKhztlKSLyiLc+i1LqNNHtWuyouqNBC0g402fVqQ282RIpAAYZY7oC3YDhzt7p/wJeMca0Bg4Atzjn3wIccMpfcc5DRDoAVwMdgeHA2yLi72y7+xZwHtABuMY5VylVWyUOsRtRdbkK+t4Lf54G/oG+rlWN5s3tcQ2Q4xwGOg8DDAKudcrHAk8Do4ERznOAL4E3RUSc8gnGmAJgi4ikAL2c81KMMZsBRGSCc652gCpVm7U+1z7USeHVMRGnxbAM2AvMADYBB40xxc4pqUAT53kTYAeA83omEOVeftg1RyqvrB6jRCRZRJLT0yvpM1VKKVUtXg0ixpgSY0w3oCm29dDOm+93lHqMMcYkGWOSYmJifFEFpZSqkU7K7CxjzEFgFnAmECEiZd1oTYGdzvOdQDyA83p9YL97+WHXHKlcKaXUSeLN2VkxIhLhPA8BhgBrscHkCue0kcB3zvNJzjHO6z874yqTgKud2VstgERgEfA7kOjM9grCDr5P8tbnUUopVZE3V6zHAWOdWVR+wERjzBQRWQNMEJHngaXA+8757wMfOwPnGdiggDFmtYhMxA6YFwN3G2NKAETkHmA64A98YIxZ7cXPo5RS6jBiv+zXHklJSSY5OdnX1VBKqdOKiCw2xiQdXq65s9RxKygu4ZMF21mblkX/xGhGdKt0UpxSJ19JEUx7GJZPgLoNYdgL0O4CX9eqRtMgoo7bAxOXM2VFGgBfLk5lT1Y+owa08nGtlAIWvgPJTg/5gS3wxZ/h/rUQFuXbetVgmjtLHZes/CKmrkzzKJuwaMcRzlbqJNu+wPO4pAB2LfVNXWoJDSLquAT5+xES6O9RVi9E00qoU0R8L89j/2Bo3M0nVaktNIio41In0J+/DWlTfhwU4Mf9bsdK+VTvO6HnTRBQByIS4Ir3ISza17Wq0XR2lqqWlL3ZrE3LpnfLSBqG1/F1dZRSXqazs9QJ1bphOK0bhvu6GkopH6tyd5aINBORwc7zEBHR3yBKKVXLVSmIiMht2PTs7zpFTYFvvVQnpZRSp4mqtkTuBvoBWQDGmI1AQ29VSiml1OmhqkGkwBhTWHbgZNmtXSPySimlKqhqEJkjIo8BISIyBPgCmOy9aimllDodVDWIPAKkAyuB24GpwBPeqpRSSqnTQ1Wn+IZgU62/B3bbW6csz1sVU0qpaln+OayYAHVjof+DEN3a1zWq0aoaRGYCg4Ec5zgE+BHo641KKaVUtaz+Br4Z5TreNAvuWw6BuiDWW6ranVXHGFMWQHCehx7tAhGJF5FZIrJGRFaLyH1O+dMislNEljmP892ueVREUkRkvYgMcysf7pSliMgjbuUtRGShU/65s8OhUqq2Wv2N53HObtj+m2/qUktUNYjkikiPsgMR6QkcOsY1xcADxpgOQB/gbhHp4Lz2ijGmm/OY6tyzA3Y3w47AcOBtEfF3us7eAs4DOgDXuN3nX869WgMHgFuq+HmUUjVR/fiKZREJJ78etUhVg8hfgS9EZJ6I/AJ8DtxztAuMMWnGmCXO82zs/upH271oBDDBGFNgjNkCpAC9nEeKMWazM814AjBCRAQYhF0ECTAWuKSKn0cpVRP1uw8adrTPxQ/Ouh+idK8bb6rSmIgx5ncRaQe0dYrWG2OKqvomItIc6A4sxC5avEdEbgSSsa2VA9gA474ZQCquoLPjsPLeQBRw0BhTXMn5h7//KGAUQEKCfitRqkZZ+K7djCqgDgz4O9z5K6Qth7AYqK+7bnrbUVsiIjLI+fMy4CKgjfO4yCk7JhGpC3wF/NUYkwWMBloB3YA04KXqVr6qjDFjjDFJxpikmJgYb7+dUupkSfkJpj0EGZth7xr46hbYt8HuIaIB5KQ4VkvkbOBnbAA5nAG+PtrFIhKIDSCfGmO+BjDG7HF7/T1ginO4E3Dv0GzqlHGE8v1AhIgEOK0R9/OVUrXB5tmex6YUtsyFmLaVnq5OvKMGEWPMUyLiB0wzxkw8nhs7YxbvA2uNMS+7lccZY8r2V70UWOU8nwR8JiIvA42BRGARIECiiLTABomrgWuNMUZEZgFXYMdJRgLfHU8dlVKnuUZdK5aFNIDZ/4K6DaHLVRB01Imk6g865piIMaZURB4CjiuIYMc+bgBWisgyp+wx7OyqbtiWzFbsCniMMatFZCKwBjuz625jTAmAiNwDTAf8sYseVzv3exiYICLPA0uxQUspVVt0uhx2LIDFY8E/CLpcCd/eZfdWB1j2KdwyA0R8W88arEo7G4rIi8A+7Kys3LJyY0yG96rmHbqzoVI1UNEhOxtr8n2wfLznazf/CAm9fVOvGuSP7mx4FbblcNdh5S3/aMWUUuoPCwyxf/r5V3zNTzdw9aaqrhPpgF3wtxxYBryBXRSolFKnjt53QlBd13HLc6BpT9/Vpxaoaogei92Q6nXn+Fqn7EpvVEoppaqlUSe4exGsm2ITMLa7wNc1qvGqGkQ6OelLyswSkTXeqJBSSlXZwe12Sm9sR2jc3ZbVbwK9b/dtvWqRqgaRJSLSxxizAEBEemNXmyullG9s+BEmXAulTvKMcx6Hsx+Crb/Cyom2JdJrFIRF+7aeNVxVg0hPYL6IbHeOE4D1IrISMMaYLl6pnVJKHcmcF10BBGDeyxDXFcZfbRcdgs3qe+dv4K+D695S1Z/scK/WQp12lmw/wNq0LPq2iqZFdJivq6Nqo8Jcz+OSAlj6iSuAgE2Bsv03aNH/5NatFqlqAsZt3q6IOn28+tMGXv1pIwD+fsLo63owtGMjH9dK1Tpn3ApTH3Qdd/6T58ysMiENTl6daiFt46njcqiwhHfmbCo/Lik1vPFzigYRdfL1us3uH7JpJjTsAN2vh8wdsHYy5O6153S+0s7YUl6jQUQdlxJjKCrxzHJwqKjER7VRtV5JIexdCwe22qSLzfrCX5bCpp8hvBHE9/J1DWs8DSLquNQNDuDyHk2YmJxaXjbyzGY+rJGqtbYvgIk3YpNpYKf63pMMEfHQ4WKfVq020SCijts/Lu1Mu0bh/L71ACO6NWZ4pzhfV0nVRuumUB5AAIrzYeOPcHAbLJ9gs/gOeRZaDfJZFWsDDSLquH29ZCf/nLaOohLDryn7iAkPpmezSF9XS9U2kZWk7ktfB4vG2Oc5e2DCdXD/Gh1c96Kq5s5SCoDC4lKe/35N+bhIVn4x/5q23se1UrVS12shcZh9Ln7Q88+Qedi+dEV5sHPxya9bLaItEXVcDhWWkJVf7FG2JzvfR7VRtVpgHbhuImRssfur14uDuf+F9d+7zvELhFidneVN2hJRx6V+aCDntPXcp35EN93LWvlQZAsbQADOvNtuVCX+EBYDI96ys7SU11RpU6pq3VgkHhgHxGJHv8YYY14TkUjs5lbNsTsbXmmMOeBsp/sacD6QB9xkjFni3Gsk8IRz6+eNMWOd8p7AR0AIMBW4zxzjA+mmVH9cdn4R787ZzNq0LPonRnPjmc3x89Od49QppCjf7nTop9+TT5QjbUrlzSASB8QZY5aISDiwGLgEuAnIMMa8KCKPAA2MMQ+LyPnAvdgg0ht4zRjT2wk6yUASNhgtBno6gWcR8BdgITaIvG6MmXa0emkQOXEKi0sJCtD/pErVBkcKIl77DWCMSStrSRhjsoG1QBNgBHYvEpw/L3GejwDGGWsBEOEEomHADGNMhjHmADADGO68Vs8Ys8BpfYxzu5fyoqXbDzD45Tm0eWIaV4/5jd2ZOiaiVG11Ur5GikhzoDu2xRBrjElzXtqN7e4CG2B2uF2W6pQdrTy1kvLK3n+UiCSLSHJ6evof+zC1XGmp4b4Jy0jZmwPAgs0ZPDN5tY9rpZTyFa8HERGpC3wF/NUYk+X+mtOC8E5/muf7jDHGJBljkmJiYo59gTqiA3mFbM/I8yhbkZrpo9oopXzNq0FERAKxAeRTY8zXTvEepyuqbNzEyZTGTiDe7fKmTtnRyptWUq68KKpuMIkNPTOl9m6pCw1VNRTmwg+Pwuiz4Lt7IHef996rpBh2LYO8jGOfa4zd2GrNpIrp5lUFXgsizmyr94G1xpiX3V6aBIx0no8EvnMrv1GsPkCm0+01HRgqIg1EpAEwFJjuvJYlIn2c97rR7V7Ki96+rge9WkQSXieAC7rE8eSFHY59kVKHm/YQLHgb9qyEpR/DV7d6533SN8Dr3WDM2fBye1jy8dHP//x6+Oh8mHgDvNETDu44+vm1nDcXG/YDbgBWisgyp+wx4EVgoojcAmwDrnRem4qdmZWCneL7ZwBjTIaIPAf87pz3rDGm7OvEXbim+E5zHsrLEmPDmXj7mb6uhjrdrT/sv+vmWVB0CAJDqn/P0lKb9mTjdIhpB/0fhJnP2BTxYPNr/fAIdLwUgivZe2TH705OLkd2Gix8B4a9UP061XBeCyLGmF+AIy0eOLeS8w1w9xHu9QHwQSXlyYAuRz2FHCos4cP5W9iwO5uBbRtySXddiKiOILqN3XWwTESCbSWsmwwNWsDZD0N9599PYR74BUBA0NHv+ctL8PPz9vmmn20XVkG25zmFOZC33xVEig7BhukQEFz5PfMPHu8nq1U07YmqNmMMczfuY3tGHoPaNaRJRAj3jl/CT2vtMNe3y3axL6eAW/tXkihPqfP+ZRMkZu6A0ChoPRSm/d2+tmUu7FgEt8+DqffDss9sapOzH4J+90FxAayfagNEuwsh1BmXW/W153tsnw99/2K7zMo07g4NnO0L8jLgf+dCxmZ7HNcNGjS3+5OAXfne/QYv/QBqBg0iqtoe/GIFXy2xs6yfD/Dj7et6lAeQMhOTd2gQUZWL6wr3Lbe5ryLiYexhe4Ckr4VfXoYl4+xxYQ7MeBKa9bfBZqezaHjmczBqFtRvCvWawN41rnsEhdsWTVgMbPjBZv5t1AWSP4D2I2D5Z64AApC2DC58FbJ22dZK12sg/gxv/hROe7rcWFVJTkExxSWl5cc7MvLKAwhAQXEpny7cTkigv8d1DUKP0f2gajc/f4hubbuSIhI8X/MPdo1luFvxuSuAgN0KN/lD+3zwUxDW0Lk+CHqPgn0boN9f4MbvYPcKG4Cm/A3e7l0x6y/YjMCDHocLX9YAUgUaRNRRZR4q4qYPF9Hpqen0+edMpqzYBUCRW0ApU1xquH9IG8QZCQsN8uf+IW1OZnXV6WzgIxDhdDP5BcLgp6HNcM9z/AJs0DlcSYH9s1Fn+NsqGDkZmvSEeS/Be+fA2Its91factc1uelQWgRBbgPsYQ2h/UUn9GPVdNqdpY7qzZ83Mnu9XeW/L6eQB79YTv/WMbSMqcvZbWKYs8G+5idwU99mDGoXy+AOsWzYk02v5pE0CNOWiKqiqFZw7xLYvRzqx9udCQGGvgC//w+CwmygaT3YTg0u64YKDIOCHPhnvB03GfiIDQzug/Zb5kJM+4rvGRQGo2bbLrOAYOh5k2t8RVWJBhF1VKt3eSQZIL+olGU7DjBrfTq5BcUM7dCQFtF1Oa9zHN3iIwBoER1Gi+gwH9RWnfaKD0FIpCuAAPS9xz7c3ToTln1qB9ZDI2Haw7a8IAu+vx9631nx3mExENUa9qfY4+B60P1G27IZ+px3Pk8toEFEHVW/1tHM37S//DgyLIjRszexYItr5e/tZ9ctDyBKVdvv78OPT9jdCBt3h2s+h/BYO8i9exU0TXK1EkIjoe+99vkPj1W8V0gD2yopdpKDBtSBzpdDr1vt/usFOdDlSjsQ727Patg2375X4+7e+6w1iAYRdVSjBrTkYF4hU1ak0bRBCPcOas2NH/zucc7UlWk8el4lXQVKVVXuPrsIsKTQHu9aCnP/DY17wOS/QGkxBIbC1Z9Bq3M8r03oDQve8ixrfyEkDoaF79rjlufYYBTRDPrcCSk/2XGSzB3Q9ny45G1YOwW+u5vydH7DX7TnqqPSIFLLFZWU8svGfQT6+9G3VVT55lLLdhwkPbuAs1pH8/gFHXj8gg7l50eGBZGRW1h+j/gGoZXe2xjDgs0ZFJaU0rdVFIH+fuQUFPPJgm1s25/LsI6NGNi2YaXXqlrmwDZXACmTvgFWf2MDCNgWyk9P2SBSUgzTH7OtirBo6HiZXVwYUAcSh8L+TXZQ/tJ3bfqSb++w92jYEa7/Er68GfKdxKHrpsCspnbg3T0f7Jx/Qe87KJ8poiqlQaQWy8ov4orR89mwx6Z1T2rWgM9u68MjX6/g6yV26mPD8GC+urMv8ZE2UAT6+/H0xR15+MsVHCoqISY8mIeGteX/vl3Fl4tTiQwL4vEL2jOkQyw3vL+QBZttt1eb2Lp8eWdfRo1LLi8bv2gHr13dTbfXVRDXxXYtZblNuW0zFLb94nlejrOVw6IxsMhpZRRkQmYq3DEPPr0Clo6zj7huMOgJWDvZdf3e1fDra64AUmbnYrsborviApuMUYPIUekU31rsy+TU8gACkLztAB/N31IeQAD2Zhfw3rzNHtdd3LUxCx47l0n39OPXhwexdMdBPl6wjUNFJew8eIj7Jizl6yWp5cECYMOeHN6ZvcmjDOCzhdu99OnUacU/EG74xk6vjetqp/f2uRs6XOJ5Xter7Z/uM6/ATvH99VU46PbvKW0ZbPyx4nuVltpBdnfN+tk1Je7OuFW3160CbYnUYpmHiiqU7c0qqFCWkVvIaz9t5LvlO4mrX4eHhrWja3wEXZpGALB42wGP84tKTIVZXQD5RSX4CZS69RjUCwn8Yx9C1RwxbeGqTzzLLnkbGnWyObCMgc2zYeJmm5rEnV+gHUw/XFQbO9vrkPPlRfyh29XQ+QqbRfjAFhu4zn4YgkKhYQc7sN6kp03SqI5Jw2wtNqJbY48V5g1CA7ltQAtauk3PFbHlr/y0gc3pufyasp+bPlzEocISiktK2b4/j+4Jnv95A/2F63sn0CDUFSCCA/y4tnczbu7XorysbnAA95xTycIxpcoEhkD/B6DFAJuYcdcSWPMtrPwKul9vV7XXawKXjYEzbrNpTsqEN4auV8ItP0KPkba1ce5TtpsroTdc9wUk3WxbJjsW2mvaXWAz9na6TLuxqkhs8tzaIykpySQnJx/7xFpi3e4sxi/cTlCAH9f3aUazqDDSswv4aP4W9mYVcGn3JoyZt7l8wWGZZy7uwNuzN7Enq4DG9evQPaEBs9bvJTIsiMfOb8/5nePYui+Xsb9tpbC4lGt6JdCpSX0AVqQeZOv+PPq3jtbFiKpqxl1iU8W7GzkZ1v8AW+fawDD4aTvWsWC0bWEkDoeeI+003/eH2lxcYFsZN06y+4uUrRlB4Lov7YwuVSkRWWyMSapQrkFEHUl6dgEZuYV8vTSVd+e4xkUC/YXGEXXYtv9QeVnXpvX57p6zfFFNVRt8/4BdtV7GLxA6XgIrv3CVtRwIQ56FD4bbmVwAzftDhxEw9UHP+/X/O8z7j2dZx0vhTx95ofI1w5GCiDd3NvxARPaKyCq3sqdFZKeILHMe57u99qiIpIjIehEZ5lY+3ClLEZFH3MpbiMhCp/xzEdGvtCfQqz9t4Mx/zmTYq3OZsz6d3i3sIq/w4ACevbgT2zMOeZyfstc1QJ9XWEzK3hxKS2vXFxTlRQMestl3wU7jHfYCbDqsZbJ5Nvz2tiuAAGydB3vWUFEl/zZDo05UbWsVb46JfAQMr6T8FWNMN+cxFUBEOgBXAx2da94WEX8R8QfeAs4DOgDXOOcC/Mu5V2vgAHCLFz9LrbJtfy6vzdxIsRME1u3Oplt8BMmPn8vb1/WgcYMQzm7jObtlUPtYACYv30WvF2Yy+OU5DHppNpvTcyrcX6njFh5rp/DekwwPrIfet0N0ouc59eOpdB+8lgM9kyyGNLDXd7/e7f5xrhXw6rh4c2fDuSLSvIqnjwAmGGMKgC0ikgL0cl5LMcZsBhCRCcAIEVkLDAKudc4ZCzwNjD5B1a/VdmQc4vBezq37c7nv82X8mmJToLSMDmNEt8as2ZXFGS0ieeS8duQXlfDEt6vIKSh2rsnjxWnrGHNjhRawUtXjHjjcN7UKiYSLXrMBYs03rnQnCWdCh4vtzK8lY23q+aSbbW6uEW/ZabzZe6Dl2X9sW95azBdTfO8RkRuBZOABY8wBoAmwwO2cVKcMYMdh5b2BKOCgMaa4kvPVH5TUvAHRdYPZl+Oa7hsfGcr/5m0pP968L5dreiXw9EUdmbIyjR9W7qZHs4gK04a37Ms9afVWtUz5plab7V4kZdvb3jnfzuCqGwudLgdTCg3bwfB/VryH5sf6w052EBkNPIftkHwOeAm42dtvKiKjgFEACQkJxzhb1Qn0Z/xtvXn95xT2ZuVzWY8mSCXTHXcezGPYq3PZm22DTauYMDrE1WNNmmuNyJAOsSet3qoW8vOv2K0V1cpOCy46BJPvg1Vf2X1Chv9D1354wUkNIsaYPWXPReQ9YIpzuBOIdzu1qVPGEcr3AxEiEuC0RtzPr+x9xwBjwM7O+oMfo1ZIjA3njWtc39IO5BZ65MwKCvBDRMoDCMCm9Fyeuqg9K3eGs3FPDue0a8i9g3QdiPKR+W/aXRABsnfB17fb2Vph0b6tVw1zUoOIiMQZY9Kcw0uBsplbk4DPRORloDGQCCzCjpIlikgLbJC4GrjWGGNEZBZwBTABGAl8d/I+Se3TICyIb+7qy9j528gvLuGaMxKYs2FvhfPC6wTx8pXdTn4FVe2yZa7dtbDokF1k2OVPtvzAVkhfD/G9bT4sdyUFsHtlxSzAVVFaatep5B+0CR6Dw495SW3htSAiIuOBgUC0iKQCTwEDRaQbtjtrK3A7gDFmtYhMBNYAxcDdxpgS5z73ANMBf+ADY8xq5y0eBiaIyPPAUuB9b30WZTWLCuPJizpQWmpYsGU/zaJCiQwNIiPPtk7iI0MY3qmRj2uparyDO+CTK1xb4u5YCOGN7F4g0x+1YyBB4dD1Ks/rAkOrNwZiDHz2J5s+HqBuI7j1J4iIP/p1tYQ3Z2ddU0nxEX/RG2NeAF6opHwqMLWS8s24ZnCpkyS/qIRr3lvA0u0HAejQuB639G9BaJA/l3ZvQt1g+08qt6CY8Yu2k3rgEBd0ieOM5rrlqDqGfRth8Ud2H/WkP7vyY+XshbwMOzgOsGmmK4CUWTsJln5qAwhAYbZdH9L7DtulFR5ndy8MiTh2PQ4dhOT37f4jHS8DjCuAAOTstlmEdTdEQBMwquM0efmu8gACsGZXFjf1bc6VSZ7fykZ+sIhkJzHj2N+28v7IJAa100F2dQQHtsGYc+wvf7B7nt+9yP4yn/sfu6dI4+5w3VcQlVjx+ohmUHTYTMC8/XYa8Hn/cpVl77aLFcuCSdYuSP4ACnPtupGGHWDcCJsBGOxui2c/XPH9CnX9UxlNwKiOy4G8wopluZ5la9OyygMI2N6ATxdoynd1FCsnugII2Ky7ye/D7Bddm1LtWgrzX4fm/ewe6uIkD213IfS6DRKHed6z27Wu54V58NlV8FJb+G8izPqn3Z/9vXNtkFrwNrw3CFZ97QogABhIWw4NXIlD8Qv0XKhYy2lLRB1Vyt5sHv5qJStTM+nTKooHhrQhLMif3MISAMKC/Dm/c5zHNaFB/hXuE1JJmVLlgutXLCvKo0J6kgPOWqXzXrTZexd/CAe3wYYf4IoPbPLFvauhtASWfWa7vs59yu4/suEHe21JIcx5EQKC7KytMsX5FZM8gm213DLDtljyD9o9TeK6noAPXTNoEFFH9Zfxy8rXfczdkE6Qvx9f39WPt2alcCCvkLvPaU18ZCjp2QU8+MVy5m1Mp12jegxu35Cf1trZW3WDA7jj7Fa+/BjqVNf1Kptgcd96exzXDfr91QaCXLcM0u0vtn9ung0znnCVf3ET3LUAzv47JH8IU/5qy/eth08us/uoH+7QwYplEc2g67Ww/DN7XCcC+t0HdWNgYCXdWkqDiDqyQ4UlHgsHARZvy+CXlH1MXrELY2DRlgzeH3kGnyfvYM4G+599TVoWeYXFjL+tNzsP5nNO2xii6gb74iOo00Wd+jY31sYZdpfDVueCf4BN9z7n33bHwuhEu8bDGLufujtTCpvn2PQm7oPgYNPDRzTzLAsMhT532WnA2361ZREJ0PMmGzB63Gi36m19buWbXalyGkTUEYUE+dM+rh5r3QJJ1/gIXv5xfXlurYLiUl6asb7Cjohb9+eRGBvOma10YZeqooBgaH+hZ1nD9nDm3TD2ItiZDMvHQ7frbVLFwzXsYGdxxbSDdVNc5eJvg0J4Izv7q059u6fI9Eeh+VnQ504bhBKHuvJnNTvTW5+yxtGBdXVUr13dja7xEfgJ9GsdxWPntyevqMTjnIN5RSQ19/y21jI6jCjdcEqdCL++6pnefdknNgj0vMlOBw6oA52ugK9vhX+3sK2UZv3suUHhdnZW/SZ22vDtcyBxCPzyMqz+Bub8y3Z/dRihCRirSVsitdyB3EK+WbqTopJSLu3ehIb16ni8ntiwLncPbMWGPdmc3aYhbWLDOb9THN+vTCs/56oz4vlTz6bkFpQwd2M67ePq8c9LO1eab0up41Z0qGJZaZHN2jv0eTuI/kZPyNtnX9u1BDr/CR5MgaAwm4xx3Ai7SPDsh2DZeM97bZppM/mG6xT06tAgUotl5Rdx0Zu/kHrA/icdM3czU+/rT6xbIHnyu9V8vGAbAC/N2MDrV3fnpSu70j0hglU7MxnYtiGXdLcJlP838tgp33cePMSOjDy6J0QQHKAztlQVnHErpMykfKZWfB/XFrjtL4LWg10BpMzulXZsY8UX8O2drvItc22CRneBoRBcF1U9GkRqsR9W7i4PIAD7cwv5akkqdw20SRMzDxUxfpFrfYcxNtA0aRDC+EXb2ZSey67MfPq0jKJR/ToV7n+4t2al8NKP6yk1EFsvmE9v7UPrhvqfVx1D2/Pglh9hzXd2gDz5fTu1F+wsrWEvQlRrt/3SgVaD7J9rvvW8V/YuOOtvdu1HQRYgMOgJ22JR1aJjIrWYn1/F7iZ/EZK3ZjBvYzolJaUVXjcY7puwlE3pdnXwoi0ZPD1pdYXzDrc/p4BXf9pA2Y65e7IKeG3mxj/2AVTtEd/Lbonboj+kr/N8bc23cPV4O6Orfjy0GWYDxC+v2sF0D2IH5c99EtqPgCs+sgP3ABt+hOmPw4qJNuGiqhJtidRi53VqxNuzU9jsBIRG9eowa306/5xm/5O2ia3L5T2a8nmy3RdMBK7r3YxHv17pcZ+VOzMB23IJDw4oD07rd2fz9ZJU6oUE0qt5JEUlngvH9mTme/XzqRqobiz4B9kFg2Ui4iGmDdzwNaz8Er5y2ym7aS87a2vvGjtLa8CDMPMZ1+yttZPAbyxk7rSztcrsWAQX/PfkfKbTnJjD90Gt4ZKSkkxycrKvq3HKyCkoZuqKNApLSqkfEsi945d6vP7I8La0ahjOhj3ZDEiMoXPT+gx9ZQ4b9rhyB53fuRF7sgpYvO0AcfXr8O8ruhAZFsSlb8+nsNh+o2sWGUJocABr01ypLV64tBPX9T5s/r5S7kpL7AyqtZNtQsbBT9vxkRlP2sH1+vF2UWKT7nbG1kcXwtZ5nve4OxmK8+zGVKYEXuno+XqzfpCZale+l/EPgkd2QOCxu2lrCxFZbIypMPCpLZFarm5wAFeeYZMnfrk4tcLrB/KKiKtfh/yiEpo2sFMg376uB098u4q1adn0T4ympNSw2MmVlZaZz98+X8bwTnHlAQRgW8YhXvpTV1bvymJ7Ri7DO8VxRc+mJ+ETqtPar6/aIAK2NbF7Fdy3DDpfAdvmw/cPwNQH7Os9Rto1IO7ED9ZNtrsbBtWF3qNsmXHrrvIPqji91z/I7pqojkmDiCo3uH1Dz90L/f3Yn1PAhW/8AtiA88mtvekWH8G4m3uTnlNA4/p1GPLKXI/77MsppLIWbqP6dbhcA4c6Hht+9DzO3G6DSaPOdmW6+6ysJWPhT2PtyvWyZI6Jw2z3VZldS+2akpUT7bF/kB1oz9sHX93qCi7977cr59UxaRBR5SJCg/j6zr58NH8r+UUlDO/UiFvGurr+cgqKefPnFK7vk8CDXyxnX04hrWLC6NI0gpS9ru6tltFh3DmwFT+u2UO6s33umS2jOLNl1En/TOoUZ4zNort8vB3vOPdJaNbX9XpMG9ixwHUcGGrTkwAcOkAFgSHQ43rbYul0mf3TXUkBtDzHZvjdn2KnB0c6GXpjO9tB+qI8SOhb4daqcl4bExGRD4ALgb3GmE5OWSTwOdAcu7PhlcaYA2JXpb0GnA/kATcZY5Y414wEyjKtPW+MGeuU9wQ+AkKwm1bdZ6rwYXRMxCUt8xBLth2ka3x9mjYIrfD61n25DPzvbI+yM5o3YHtGHnvc0pwMSIymSYNQZq3bS2JsXZ66qAOtG4aTlV/EzLV7qB8SyNltGuLvJ+QVFrM2LYvE2HDq1bHf9A7mFTJ7fToN6wVzZssoXaRYm7gnSwS7wvz+1VBSDBum2RXpC9+xLYjgcOg+EhJ62RQlm+fA+KspXz8S0x6KC+DAZnssfnbr3EXver7nqDnQuBsU5MCeVTZNSkiEXen+2VWuQfu+99rFjArwzZjIR8CbwDi3skeAmcaYF0XkEef4YeA87L7qiUBvYDTQ2wk6TwFJ2H8pi0VkkjHmgHPObcBCbBAZDkzz4uepUaauTOMv45dSXGrw9xP+fXkXLu7WmBenrWPy8l3ERYTwxAXtObNlFL9t3l9+3cVdm/B/33l+u9uUnsu4W3pXeI96dQK5tLur++q3TfsZ9XEy2fnFhAb589rV3WkRHcoV7/zGwbwiAC7sEseb1/bw0qdWp5xNMz2PC7Nh9Xfw05OulkbrwXDvUtvdtOBNWIDd3+PWmXDDN7DqS5sWPrYTTLzBdS9TCrn7oOOlsPpbV9dV426wZR5MuA4KMm3r5rIxsOAdz1lfC96B/g9oAsZj8Ob2uHNFpPlhxSOw+64DjAVmY4PICGCc05JYICIRIhLnnDvDGJMBICIzgOEiMhuoZ4xZ4JSPAy5Bg0iV/euHdRQ7izZKSg0v/rCOPdn5vP+L3a9hb3YBt45N5qf7B/Dl4lRWpGZyUdfGnN85ji+XpLJ8x8Hyew1q15D5m/bx5eJUIkODuPmsFjSOqJiH6Nkpa8jOtxsM5RWW8PSk1ZzVOro8gABMWZHGPYOyaNeonhc/vTplxHa2M6/KiL8dMHfvqkr5yXYz7VrsKjuwBZZ+bNO0h0ZCaHTFVetgs/6e/284f7/dPyQ43JZPf8wGELDdV9Mett1p7kqLoaQIdXQne0wk1hhTlnRpN1D2t9YE2OF2XqpTdrTy1ErKKyUio4BRAAkJCX+g+jWH+y9usGs85qfsq1C2cHMGXy5OZVN6LnM2pHOosITR1/XgH1PXsjYtiwFtYhjYNobr/7ewfCHh1JVp/PzgQOoEes5u2XXQMwfS7qx8sgsq/ifNLSg+AZ9QnRbOvNt2VW2YBsH17BTenUsqnlfZ3h85e+Cds2yXlPjZgNL5T7DyC/t6eJy9vzF258LFH9rZW4OesFN63WWnwcDHYJLbe3cYAXUbnqhPWmP5bGDdGGNE5KQsUjHGjAHGgB0TORnveaq7+ox43p27ufz4yqSmhNcJ5JcUV9dVcIAfk1ekla9Ozyss4alJq1n42LkeXU5//2J5eQAB2JWZz/xN+2jXqB4PfrGchVsy6Nq0Pv0To5mywpW4cXinRlzbK4EfVu0uv75DXD26x2v3QY1TXAAznrKtjqiWMOwfdoZVcF24doJN4R4UZtPBx3W1s6fKupYadrQBYsXnkLPblgWG2n3O9zhdq6YUfnkF7v4dGvewiwljO9kZVis+h3nOwsG8/fDVbTbYrJjgql/7i+2AfERTOyMspo3dnKoyB7fDrH/Ygfm259u6FWTBtEdsbq7G3Wzm4PDGtsWz7DPbIhr6nM31VcOc7CCyR0TijDFpTnfVXqd8JxDvdl5Tp2wnru6vsvLZTnnTSs5XVfTw8Ha0iA5j0ZYMuidEcE2vBPKLS0nZm8NPa/cQXTeYpy7qwDtzNnlcl1NQzC8p+3jj543l60QSIisOykeGBfPo1yuZv8kGpSXbD1JQXMr9Q9qwcMt+ujaN4O5zWhMWHMCXd/Zl0rJdxNarw7W9EypNx6JOc3P+DQtH2+dZqXYA+74VdrbUjkU291VopH29aRJc9yWsn2oXE3a/3g583/azbU0UHYLuN9gtbg+35juY5QyGb/sVNv7oOdsL7ILDlmdDdGvY+osNOv2dtSaNutgV7u4tkIPbIWOLTb0SUAc+vRLS19rXUn8HDOxd55o2vH6XHYvpdLlrUL8wG768Gf62usa1bk52EJkEjARedP78zq38HhGZgB1Yz3QCzXTgHyJS9tV0KPCoMSZDRLJEpA92YP1G4I2T+UFOd35+wtW9Eri6l6t7b/ueHIIC/OjTIoqrz4jnwi6N2bQ3l1U7XZtStYmtyz+nrmXrfru/w+z16Qxu35D4yBB2ZNjuqou7NqZbfARLtntOwVy9K4tv7urHX85N9CjvkdCAHgna+qjRDt+7PGunXQT4/QO2dSB+MOQ56HWbTVuydjL4BcKZd9kAsnslzHvJjpX0uBEatnMGzL9x3bNurD3P3YEt0O6CwyojEN3Gto56jLSvBwTDD4/ZX/qlJdDxErh0jO0Gm/mMbemExcBFb7gCSJm1UyBzh2dZ6qKKwaKk0HbVtR1+nD+8U5vXgoiIjMe2IqJFJBU7y+pFYKKI3AJsA650Tp+Knd6bgp3i+2cAJ1g8B/zunPds2SA7cBeuKb7T0EH1PyQrv4hr3ltA5iE7RvHb5v3UCwnk7nNa4ScwY+0eWkSHcetZLbjozV89rl2bls2sBwfy2+b91A32JyO3iLkb0umR0KB8y1yALk3rExTwx3N+5hUWE+Dnd0LupbyguNAmWnNfrNeos92KtkxwPVjysQ0gYH9J//ycfV420F5aBL++Bi3Ohi//bLe5BZu5N7ieHbO45F1YMd7uFTLgQVj0XsX6dL3GBowl4+zA+pl3w2dXut67aS8Y9H+w4C3XNau/sSnnZ73gWoCYmw5LPrJdae6bZEW2tGMt7oEysiUknOm5w6JfoO3qqmG8OTvrmiO8dG4l5xrg7iPc5wPgg0rKk4FOf6SOymV+yr7yAFJm6kqbU2vuxnTqBPpzcdfGdGpSn5bRYWzel1t+Xs9mDQgK8KNr0/pc9vb88te6NK1P31ZR/L41gy5NI/j3FV3+UB0Li0t55KsVfLd8F6GB/vxtSBtuPqvFH7qnOoGMgRn/Z3+Ri78dKxj4sH1t0P/B/k02r1XdWLjgZZj7b8/ri/PtavTDrfveFUDKrPkW9qyGuf+1XWI9b4LIVnZtx/qprpZBj5F2i93EobZbq81w2w2W5xr7I3WRbRUdbs8qzym/YK87798w7SEbSKJa24F6UwoTR8KelTZd/aXvQuPudtxk+Xg7e2zoc5VkFT796Yr109jMtXsYPXsTRaWGm/s1Z0S3I05QO6bKFhsGB/px5yeLywe9F287wLT7+vPmtT149OsVrE3LZkCbaJ66qAMAE5N3eASXFamZvHN9Tz67rU+16vTZwu18szSVhuF1uG9wIr9t2s/XS+3QV3ZBMc9OWcOANjG6J8mpYt33MN+tV3n2P6B5P7uPeVg03DTFzrIKqgv+AXasIW256/yEvjYn1rJPXWX+wTa1e/L7nu/lFwQ/PeU6XjQGmp5h08H3vAnS19t7tToXProAtv9mz4tIcO014q5hB9tSKHX7ItX1ahvU3FtQXa6CHjdAh4shaxdEt7WD6kvG2XGWYS9A8/7g57SSL3rVPmowDSKnqZS9OYz6eDElzm/4v36+jKYNQmgTG853y3aRV1jMxV2blG8W9fvWDDbuyaF/YjTxlQyEd2pSn5v7teCj+VsoNdAtPoJ6dQI9Zl2VlBpmrt1DYbFhf24h7eLCGdm3OVF1gwHIOlRxam5WfsUpvKWlhn05BUTXDS4fRN+blc+s9XtpHBHCWa2j+XbZTh77xtW/vXBLBme3ia5wrzVpWRpEvKWkyOaj2rXMdil1+dPRz09bVrFs11LI3m0HuZv0tF1LZYkNO11uxyI2/QzRidD3L3Zw/ZLRtjUTFGa7qFoOhD532ZXrptQGi8N3JwQ7QP/zczY4AWz4AQY/4wogYF8LCIbAMChyvvBEt4Fu19kAM+9lKD4Eve+wwe/aL2wSyP2b7NhJ9+ugMNd2jzVsb/cd+ehC2wIBW8eRkysO5lfFsvG2FRWdaFtUp8kiRw0ip6m5G9LLAwg4PQlr9vDIVyvZ6OSxemvWJibfcxYfL9jKe/PsIsIgfz8+uOkM+raK4svFqSzckkG3+Ppc0yuBJy/qwG0DWpCacYiu8RH8uGZ3hffdnZnP2N9syuzUA4e4bVwyvz48iKi6wVzaown/+2Uz+UW2DzkqLIiCohJembGBoR1j6di4Pqt2ZnL3Z0vYtj+PhMhQ3ry2O4Jw9ZjfyC0sAeCSbo05VFTi8b77cgoq7J4Y5O9H7xaRJ+gnqiqY8ldY+ol9vvRjOLgVBvz9yOe3GGDzYJUT2L8ZfnSyFiV/YFse5zwGn99gu7aCwmHos5B0s93n/NfX7SD7dV/Y1kuZ4f+EM++x3VqxHSB9g+06c8/GG1DHFUDAthBSZlSsZ0AI3DHPriepU98ZMzlku6fOe9GO34ANHEs/sfm4zv8P1G8C89+04yRFedB6iA02e9wG80uLbSqX4w0iC8fANLef7bbf4ObTY5hXg8hpqrJv3/lFpeUBBOxiwbG/bWXs/K3lZYUlpbw5ayO/btrH6Nl2+u5XS1JZuzubh4e146EvVzBv4z7qhwTyxAXtuax7E75ZthMB/tQzvjzDr/t7Jm87QLtG4Yybv5V+raMJ8vejWVQYq3Zm8n/f2V0P35yVwvsjk3jpxw1sc2Z2bc/I49GvV9IiOqw8gAB8u2wXVyXFe7yPCFx9RgJhwQGMX7Sd+iGBPDCkrcd+8OoEKsqH5RM8yxaPPXYQOf+/tkvLPxDOut8zg27ZPfyDXHt+FGbD1IcgvjeMuwRynVn/C96GO36B/IP2fnn77bTexCH29Zg2cNl7Nk18Ub5N8R6RAL95vh0NO9iWVPYuexwQYsc5pj9up+wm3Qz7NtjWRP5Be07fe23OrTEDnS10sYHh2olOQHS+vKXMcCWDdBdUsaVfqdz9dq1Lg2Z23MTd9vlwYKvdQ+UUp0HkNDWgTQw39W3OJwu2UWoMl3RrQlKzBnzkFjAASo0pT29S5lBRKZ//7jkl8cvkVEKD/Jm30a5azzxUxOPfrmLBo+fy92Ft2bY/jy7x9fn4t21Mdlsw6CeQEBnC5aPnsy/HBhh/P+GNa7p7rDEpKTV88OtW1u/O9njf9buziatfMUXKJd0asyYti5U7Mwn0F+47N5H4yFDuGti6fA945UV+AbbLp8BtQLtOfTtFNTUZmp3p+sYO9lt7WIydotvrNlf5vJeAPa7joFC7psJdaRH8/r4rgICdArzic7vFbdkCwzWTbK6s4HDbSkpfbwfML37DdoMVF9iFimXjLHUb2ZZKk55AD/sLOTPVBiiwq+QzNkNBtiuAAPz2FuDnCiBg67bsE8oDSJn8g9D2Alj/vfMzioA+lcwRykqz34TKBtZ/egbmv25bLi3PgdDDMlz7B9t7nQY0iJymkrdm0KdlFKMGtCA4wJ+ousEUFJfQrlE465xf1A1CA7m5Xwv2ZOUzdaWra2rkmc148+cUj1ZFvZAA1qVlebxHYXEps9bv4eUfN7Lz4CHCgwP4x2WduLBLHFNXplE3OICHhrcjZW9ueQABZ+xkzR4OF+AnDGgTw09rXa+d3SaGG85sxs/r9pSPv/RqHsmZraOZfO9ZpOzNpkFoUPm4y6b0HEIC/SvNzaVOIP8AGPS4nYUEzvTU7vDeOa5zLn7DJkf89ErbpRMYaleiJ/3Zdc6gx+0KceO0NM953Pa9bvrJdU5oVOXfuDM2uwIIAMYGli3z7IJFsFNoQxrAiDftTKh+90HhIRBg1Tfwy8uuy4f9w7Yo3K38wrZI3JlS+wv/cLGdbfdbodsXocSh0PlKO703Z4/tipv9D5sQsu+9NrB+e5etN9ius953eNZr8yzodQeEJDs5wwTOedSujzkNaBA5Dd3z2ZLy9CENw4P56s6+RAHBAf58fVdfpixPI7ewmAu6xNEwvA6vXtWd/omppOzN4dz2DenbKpqQQH/udbL4+gk8NLwdmXlFHmlPIsOC+GrxTnY6Oa+yC4p5ZvIafrr/bDCGn9bu5ZMF27jqjPgKdWwWHcaIbo35bpntRgjy9+O2/i1p2yic56esIXnbAXokRPB/F3Ygqq79DFNXptEkIqR8p0WA1g1twry8wmJuHZvM/E37EYFreiXwj0s7V3hfdQL1vt1+S05bblse75zl+fqcf9sV22VjAmWJDDuMsIPZq7+1XTW3zrQL9OK62SSJ4g/nPOFk321s9xCJaGZnWJVNzY1saVORLBrj+Z5BYa4AUmbHIpj5rNPqAYLrw5VjPQMV2HUp4bE2OJWpGwvdb7TpSso0PcMGo7WTXOc26gJdr7KD6bOetyvS211gpyVv+xVan2s/7xcjXffZMN0GA/f0Kss/c63Md1eUC39dZfdOiWzl2uPkNKBB5DSzMjXTI//U3uwC3v9lC/0To3l68mp2Z+ZzUZfG/OOyztQJ9Kek1JBTUMw1vTz7bs/rHMe8hAgWbztAlyYRJESFUlJqyMovYtLyXTSuH8Ij57Xj7s88k+HtyynkpR/XM8Vp2azbnc0bMzcypEMsM5zWR6uYMK7v04yIkEAu7NKYbftzObd9LC2iwwB4+apuFT5X94QGdHdbtf7Lxn2MX7SdsGB/Rg1oydwN+8pTqBhjp/9e0q0JvXRg3bti2tiHMXYRobvifNiX4llWUmC/7f/8rKts4wy46Xs71bZsBlfz/nD7PLuAb+FoOz5w/r8hZ6/9Nt/qXBtwul3nmvIb3caOyayfZru7ysR1sYsSyxRkwoLRFRcFhkZB33vgiz/bgfSAOjY1fJMecM3nNmg0aA4dL7P7rd8+19Y9b7/dXvdfze2A+SXv2Nc/vtT+DACSbrFJHN3t3wibPXf9BOxAfVBdOx5Spt0FNo9Y68FH+Is4dWkQOc0cviAQ7Myle8cvJc8ZnP566U7iI0Pp0zKKByYuY1dmPh0b12P0dT1JiApl2/5c5m/aT/u4elzYpXH5ffz9hAeGtuWBoW3Ly4Z1bFSeHh5sV9OKnZ7dXhl5Rdw/pA33DmpNTn4xvVpEEuBv58kP6eCZXruopJTtGXnENwglKMCPnIJiHvlqBdNX76ZZVBjPjehEUIAfN37gygo8ffUeLugcV+Fzb8/I0yBysojYwetfXnGV9b7DTpfdPt9VFtEMtszxvDZtme2+cZ8CvHWeXRX+8/N2y1uw39hv/M5+y3/zDPvtPDwOrhxnu4WydsLM52wLZctcOyDeZpid/luWubdMQRYMfBRmPAkYO77T4wbborh/jZ16/Pv7rg2x2l5gWy8LRsPbve1YRWQruPFb+OIm11qRTT/ba4xxBRCwOb06Hz4FWmyKk6XjXLPIxN8GqcRhdrHloYPQcyS0Pa9Kfw2nIg0ip5neLSNpER3GFmdRn59Aj4QIj9YJwJLtB/gieQe7Mu0/9NW7snhm8mqu7pXAnZ8sLh9s/9vgNtw3OJEdGXlMX72buPohDOsYS4C/H8UlpQxu35DiklKWpWbSvlE4Dwxty9uzUzz2E2kQGkiL6DCP1O+ZeUW8/+sWtu/PZXinOIZ3asTS7Qe445PF7Mmya0TeurY701fvKa97yt4c7vp0MRd0ifNYn5J5qIjIsCBE7P9dgNAgf85uE3Oif7zqaM59yo6LpP4OzfrZX3ylpXY9yZrv7Lf4Qf8Hs//peZ34QVFBxfvtWOgKIGB/0S791M56KlvDkZ1mf9m3GWYz4pbpMALucgteCX09g1n3G+yajrbnQ9pSWPAufHO7a7fDFv1dg+Fgny8ea2eTlTrrnTI22Wy97osNAbYvsAP47kypzem19RdXK6nPXfZndPVndmqwiB0nibWLc7nusMB3mtIgcpoJ9Pdj4u1nMu63rezLKeSyHk1o1yicl37c4DFNtlPj+uUzrcqsTcvi9ZkbPWZrjZ6TQu8WDRj54e8UFNtvS+e2a8gzIzpy7XsL2Z6RhwjcPbA1Dw5rS2mpYVC7GDbuyWHB5v0kRIVyx4CWPPbNSrIOFXHVGQkM6RDLTR8tYun2g4CdsvvfP3Xlo/lbyrfV3ZdTwGPfrCS8TqBHHQ/kFRHoXzEnVr/W0XRqUo9PFmwnNMifOwe2IiY8+IT8TFUVidhf3h1GuMr8/KD//fZRZsCDdrC4LLXImffYX7DJ/3N9ew+uZ1OQHL4SPTjcMyUJ2Kmui8d6lq2ZZLvSZj5jf3HHdrY5scqmzc58xnaTDXkWMnfCTif9nimtuF1umb2rXQGkTNZOzxlfYLMM9xhp37dstlbiMLs48S9L7aZa9RpDjNOib3vead3SOBYNIqehmPBgjy4ngNHX9+TZKWtIO3iIi7s15q9DEpmXku6RgXdAmxiSt3lm1i0qMXw4f2t5AAGYuW4vwYF+bM+w/cnGwFuzU7igSxx//3J5+T3P79yIf17WmYH/mc0BZ5Ormev28u/Lu5QHkDJfJO9gc3quR9mWfbn8uW9zlrm1aiLDgrhrYCsWbclg9S77Phd1bUyflpGICMM7VezWUqeYhu1tmvetv9iB9YbtbfnN023Q8AuEXqNsJl73TaTqJ9hglL7OtY4EnIH6BZ7vERgKM56w4yMAW+fYcY7OV7hmlOXssVvgdrykYh0jEux6lbLcWH4B0OMmm9zRfeC9wyW21fXdXXZ6c7N+cNFr9vq6U22ql8iWduwGbPdeq3OoTcQYc+yzapCkpCSTnJzs62qcFDsy8nhm8hrWpmXRPzGaJy7swNdLUnnSWQAIcEXPphwqLOH7lZ7dYWc0b8DvWz0Dzo1nJjDut+0eZX8Z1JrXf/YcXL2ke2MmL0/zWFF/XqdGBPr7MWn5rvKyIR1ieeWqbjz29Up+WL2b5lGhPDuiE31aRlFaali64yB1gwNo2yj8D/8s1Cls5xLb+mgxwP4Szt1vp8nuXmVnPZ31NxuQxl/taskMedamKHFf3wHQ5jy7/sPdoCc9B/qDwuGvK2wCx9/etKnf+9xp3+vgdruA8eB2G0DOuMWbn/y0IiKLjTFJh5drS6QGi48M5d0bevLR/K3MT9nHmLmbuePslsQ3CGXm2j2ICBd2iUNE+HHNbopK7C/9fq2juDIp3iOINIsKxd+vYjdTZV9BWkbX5Y6zW/LWLLvYMCI0kHsHJRIfGUKD0EAWbT1A94QIHh7WjrrBAbx+TXd2HjzEu3M28eGvWziYV8jwTnH0bHZ65A5Sf1CTHp7HYVFwwUueZa3Ogb+utMGkYQfbitk0yzP9ekx729XkHkT8Au3YSGQLWPwR1KlnN6AKjbTjIi36e75PRAKMeAtVddoSqeFenLbOY+X48I6NePyC9lw2ej7p2XZ84qKujfnLoNaMX7Sdzem5tG5Yl+v7NGN56kEmLdtFXEQd7hzYmn3ZBVw2en55C6NenQBm//0c/jN9PeMX2RZKpyb1+PSWPtQPDWTDnmw++nULK3dm0TiiDn8d3Ib2cfX4cfVu3p69iZJSwy1nteCCLnGc89/ZpB5w7cH+zvU9Gd6p5qXNVidQxmb46lY78B3TDi4bY6cBf3ePnfkVGglDX7DrO9QfdqSWiE+CiIhsBbKBEqDYGJMkIpHA50BzYCtwpTHmgIgI8Bp206o84CZjzBLnPiMBJ7sbzxtjDht9q6i2BZE+/5jJ7izXVEQ/sfurf7bIM+3J2D/34t7xS8jKtwOL9eoE8OPfzgbgo/lbyTxUyOU9mlJUYvh04TYyDxWRGFuXS7s1pXPT+qzfncVbszaxcudB2sSG8/j5HVi4ZT9//3JF+XtEhQUx9uZejHjrV4+urqcv6sDTkz33kTivUyNGX9/zhP88VA1UmFcxX1VxgW2FVNJ6VtVzKnZnnWOMcZ8+9Agw0xjzoog84hw/DJwHJDqP3sBooLcTdJ4CkrC9KotFZJIxxrMjv5aLrV/HI4g0CA0it6BiyvYf1+wuDyAAWfnFfLM0lU8WbC9fsT4xOZXPR/WhUb06TFmRxryN+/jw1628cmU3Vu7MLB/v2LIvrzxLr7v9uYVMWLTdI4AAHkkjy+utiRVVVVWW8DBAZ+6dLKdSmB4BlLUkxgKXuJWPM9YCIEJE4oBhwAxjTIYTOGYANWvz4hPg0fPaER5svysE+gtPXNieq85IwM8tNVDL6DA6xNWrcO3uzPzyAAI2J9aE37czzkkFD3bm1jtzNjFr/V6Pa9ftzq4wBddPqHSco3fLKG5x26EwITKUUQNaHt8HVUr5hK9aIgb4UUQM8K4xZgwQa4wpmyK0Gyhb6twEcO97SXXKjlSu3PRpGcX8RwexIjWTNrHh5b/YJ4w6k2+W7iSmbhA39m1OSKA/nyzczlonCWO7RuEM7RhbvndImfohQZhKhtPbxoZ7TOGNCgviL+cmsnpXFst2HCQowI/7h7Th0h5NWbkzi48XbKWk1HB5j6Zc0DmOi7s25vo+zdiblU/PZg3KV7wrpU5tvgoiZxljdopIQ2CGiHjkhjbGGCfAnBAiMgoYBZCQUEn+/xouvE4g/Vp77grYq0VkhZQhk+7px5z16QCc3TaGQH8/hndsxA+rbZ6sJhEh3Na/JSWlxiPl/G39W9KrRSRb9uWybnc2UWFB/OvyLsTWq8O3d/dj675cIkIDiQgNAuDJizpw3+BEjDHlZQAtosPK82sppU4PPp+dJSJPAznAbcBAY0ya01012xjTVkTedZ6Pd85fDwwsexhjbnfKPc47kto2sH4iLN6WwYHcIs5KjKZOoD/GyeC7Ni2LsxKj6eGWODEt8xBRYcEEBWhLQqma5EgD6yf9f7qIhIlIeNlzYCiwCpgElOVRHgl85zyfBNwoVh8g0+n2mg4MFZEGItLAuc/0k/hRao2ezSIZ3CG2PDeWiDCkQyx/OTfRI4AAxNUP0QCiVC3ii+6sWOAbO3OXAOAzY8wPIvI7MFFEbgG2AVc650/FTu9NwU7x/TOAMSZDRJ4DnKQ4PGuMyTh5H0MppZTPu7NONu3OUkqp43fKdGcppZSqOTSIKKWUqjYNIkoppapNg4hSSqlqq3UD6yKSjp39pf64aGDfMc9Syjf03+eJ1cwYU2FP6loXRNSJIyLJlc3WUOpUoP8+Tw7tzlJKKVVtGkSUUkpVmwYR9UeM8XUFlDoK/fd5EuiYiFJKqWrTlohSSqlq0yCilFKq2jSIqCMSkQgRucvX9VDqcCLyFxFZKyKf+routZ2OiagjEpHmwBRjTCdf10Upd85uqIONMal/4B6C/R1YeuJqVvtoS0QdzYtAKxFZJiIfisjFACLyjYh84Dy/WURecJ7fLyKrnMdffVdtVZOJyDtAS2CaiDwgIt+KyAoRWSAiXZxznhaRB92uWSUizZ3HehEZh90ML943n6Lm0CCijuYRYJMxpht218j+TnkToIPzvD8wV0R6YjcM6w30AW4Tke4nt7qqNjDG3AHsAs4BmgNLjTFdgMeAcVW4RSLwtjGmozFGUyD9QRpEVFXNA/qLSAdgDbBHROKAM4H5wFnAN8aYXGNMDvA1rqCjlLecBXwMYIz5GYgSkXrHuGabMWaB12tWS/hie1x1GjLG7BSRCGA4MBeIxG5hnGOMyXa2O1bqVFGM55fkOm7Pc09yXWo0bYmoo8kGwt2OFwB/xQaRecCDzp84f14iIqEiEgZc6vaaUt4yD7gOQEQGAvuMMVnAVqCHU94DaOGb6tV82hJRR2SM2S8iv4rIKmAa9j/sUGNMiohsw7ZG5jnnLhGRj4BFzuX/M8Ys9UW9Va3yNPCBiKwA8oCRTvlXwI0ishpYCGzwTfVqPp3iq5RSqtq0O0sppVS1aRBRSilVbRpElFJKVZsGEaWUUtWmQUQppVS1aRBRSilVbRpElKomEZktIkkn8f3+IyKrReQ/VTw/x9t1UkoXGyrlAyISYIwpPs7LRgGRxpgSb9SpMtWsp6pFtCWiajwn/fdaEXnP+Sb/o4iEuLckRCRaRLY6z29y0ovPEJGtInKPk+Z+qZNuPNLt9jc4qfJXiUgv5/owEflARBY514xwu+8kEfkZmHmEuorT4lglIitF5CqnfBJQF1hcVlbJtS1E5DfnuuercM8jlQ8UkXnOe65xPs/3IrLcObfS91e1k7ZEVG2RCFxjjLlNRCYClx/j/E5Ad2zivhTgYWNMdxF5BbgReNU5L9QY001EBgAfONc9DvxsjLnZSVq5SER+cs7vAXQxxmQc4X0vA7oBXYFo4HcRmWuMuVhEcpy0/EfyGjDaGDNORO4+1j2BvkcoL6tnJ2PMFhG5HNhljLkAQETqH6UOqpbRloiqLbYYY5Y5zxdj96E4mlnGmGxjTDqQCUx2ylcedu14AGPMXKCeEzSGAo+IyDJgNjYQJTjnzzhKAAGb2ny8MabEGLMHmAOccYy6lulXVh+c9OjHuOfR3muRMWaL22ceIiL/EpH+xpjMKtZH1QIaRFRtUeD2vATbCndPF17nKOeXuh2X4tmCPzz5nAEEuNwY0815JBhj1jqvezsN+YlKhldeT2PMBmzLZCXwvIg8eYLeQ9UAGkRUbbYV6Ok8v6Ka9ygbRzgLyHS+pU8H7hVnk5Xj3OFxHnCViPiLSAwwAFdm5GP5FbjaeX5dFe5ZpfcSkcZAnjHmE+A/OCnWlQIdE1G123+BiSIyCvi+mvfIF5GlQCBws1P2HHbMZIWI+AFbgAureL9vsLtFLse2Kh4yxuyu4rX3AZ+JyMPAd8e6p4gcqbzdYfftDPxHREqBIuDOKtZH1QKaCl4ppVS1aXeWUkqpatPuLKV8QEQ64zmDCqDAGNO7Ctc+DvzpsOIvjDEvnKj6KVVV2p2llFKq2rQ7SymlVLVpEFFKKVVtGkSUUkpVmwYRpZRS1fb/TmOwmsDUfNIAAAAASUVORK5CYII=\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.swarmplot(data=df, x='number_of_doors', y='price');"]},{"cell_type":"markdown","metadata":{"id":"HED4pVrXeYn-"},"source":["- In a swarm plot, dots are arranged in vertical columns.\n","- So, we can estimate the distribution of our data by looking at the width of the plot."]},{"cell_type":"markdown","metadata":{"id":"cA1IIpOTeYn-"},"source":["**We can add the *hue* parameter to *swarmplot()* and separate the categories.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oJcc1KB5eYn-","outputId":"4b08f514-6e0d-407c-9b1e-c59e5ebad7e5"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.swarmplot(data=df, x='fuel_type', y='price', hue='number_of_doors');"]},{"cell_type":"markdown","metadata":{"id":"NR-3LzPgeYn-"},"source":["**We can split the two products setting the *dodge* argument to *True*.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"izw1gwC7eYn-","outputId":"8bc73704-f59e-4cf5-a6bf-d662ebe78b2e"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.swarmplot(data=df, x='fuel_type', y='price', hue='number_of_doors', dodge=True);"]},{"cell_type":"markdown","metadata":{"id":"UBxgsBmQeYn-"},"source":["## Catplot \n","\n","* The *catplot()* function provides a new framework giving access to several types of plots that show relationship between numerical variable and one or more categorical variables.\n","* Catplots supports 8 different plots including *stripplot()*, *swarmplot()*, *boxplot()* and more, with the default kind being 'strip'."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oJYSXs2oeYn_","outputId":"cba16efc-82dd-44f8-e6ae-5e5a32f31068"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.catplot(data=df, x='fuel_type', y='horsepower');"]},{"cell_type":"markdown","metadata":{"id":"bm9T28uieYn_"},"source":["**We can set *kind='point'* to create a pointplot using the *catplot()* function.**\n","\n","- A pointplot helps us to see how the main relationship is changing as a function of the second variable."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PBBJM3wqeYn_","outputId":"7b082f49-d86e-4516-811b-24d1962e147e"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.catplot(data=df, x='body_style', y='horsepower', hue='fuel_type', kind='point');"]},{"cell_type":"markdown","metadata":{"id":"9-gsxIXLeYn_"},"source":["**Catplot is very useful to draw categorical plots onto a FacetGrid by assigning a third variable to the *col* parameter.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ChpMUcuxeYn_","outputId":"cc04677c-2abe-483c-bc90-1704c354d1e8"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.catplot(data=df, x=\"fuel_type\", y=\"horsepower\", hue=\"number_of_doors\", col=\"drive_wheels\", kind='bar', palette='pastel');"]},{"cell_type":"markdown","metadata":{"id":"KOGMFhMheYn_"},"source":["**Let's check out the *catplot()* function for a few more attributes in the data.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HRX0eooMeYoA","outputId":"daad4af0-64b6-4675-ca70-d21e16c757a1"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.catplot(data=df, x=\"fuel_type\", y=\"engine_size\", hue=\"body_style\", col=\"number_of_doors\", kind='box', palette='bright');"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4nWsUDnTeYoA","outputId":"012dfcd7-5dfa-4ede-8863-358da4457f70"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.catplot(data=df, x=\"number_of_doors\", y=\"price\", hue=\"body_style\", col=\"fuel_type\", kind='swarm', palette='muted');"]},{"cell_type":"markdown","metadata":{"id":"T-nlv5e4eYoA"},"source":["## Pair Plot\n","\n","* A **pairplot** shows the relationship between two numeric variables for each pair of columns in the dataset.\n","* It creates a grid of axes such that each variable in data will be shared in the y-axis across a single row and in the x-axis across a single column.\n","* The *pairplot()* function of seaborn can be used to create such a plot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"buECcXugeYoA","outputId":"4b915e47-00f1-47a6-89fb-13548fad9f62"},"outputs":[{"data":{"text/plain":[""]},"execution_count":76,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.pairplot(data=df[['normalized_losses','wheel_base','curb_weight','engine_size','price','peak_rpm']])"]},{"cell_type":"markdown","metadata":{"id":"fvE6niNjeYoA"},"source":["**We can add the *hue* parameter in pairplot to create a semantic mapping.**\n","\n","- It changes the default marginal plot to a layered kde plot.\n","\n","**Also, we can add *vars* parameter to assign a list of variables from the dataset for which we want to create the pairplot.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I1lkcQQoeYoA","outputId":"6be998ca-3f3f-41a6-9b79-75b3e60a1ca9"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.pairplot(data=df, vars=['wheel_base', 'curb_weight', 'engine_size', 'price'], hue='number_of_doors');"]},{"cell_type":"markdown","metadata":{"id":"Dg3A6Di4eYoA"},"source":["**We can set *corner=True* to plot only the lower triangle of a pairplot.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7ilNWCEBeYoA","outputId":"705520e7-f09f-47db-95c9-f3cc1cdb144d"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.pairplot(data=df, vars=['wheel_base', 'curb_weight', 'engine_size', 'price'], corner=True);"]},{"cell_type":"markdown","metadata":{"id":"-dBmPwyZeYoA"},"source":["## Heatmap\n","\n","* A **heatmap** is a graphical representation of data as a color-encoded matrix.\n","* It is a great way of representing the correlation for each pair of columns in the data.\n","* The *heatmap()* function of seaborn helps us to create such a plot."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wqr2KKEjeYoB","outputId":"5f1e7704-6085-4c5c-9008-dec5c9338c49"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.heatmap(data=df[['wheel_base','curb_weight','engine_size','price']].corr());"]},{"cell_type":"markdown","metadata":{"id":"IAjsxnq-eYoB"},"source":["**We can set the *annot* parameter to *True* for displaying the numeric value in each cell.**\n","\n","- To remove the color bar, the *cbar* parameter can be set to *False*."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"weuD2UBeeYoB","outputId":"d334c1fc-235f-43b9-8d41-dbe8dcd87ea7"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.heatmap(data=df[['wheel_base','curb_weight','engine_size','price']].corr(), annot=True, cbar=False);"]},{"cell_type":"markdown","metadata":{"id":"LkBbtwdKeYoB"},"source":["**We can apply a different colormap with the *cmap* parameter for better visual appeal.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zx-CQ-OheYoB","outputId":"4f515cac-2e31-47a9-c49f-b626419ac299"},"outputs":[{"data":{"image/png":"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