{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Author: [Pratik Sharma](https://github.com/sharmapratik88/)\n", "# Statlog (Vehicle Silhouettes) Data Set\n", "\n", "The purpose of the case study is to classify a given silhouette as one of four different types of vehicle, using a set of features extracted from the silhouette. The vehicle may be viewed from one of many different angles.\n", "\n", "Four \"Corgie\" model vehicles were used for the experiment: a double decker bus, Cheverolet van, Saab 9000 and an Opel Manta 400 cars. This particular combination of vehicles was chosen with the expectation that the bus, van and either one of the cars would be readily distinguishable, but it would be more difficult to distinguish between the cars.\n", "\n", "The purpose is to classify a given silhouette as one of three types of vehicle, using a set of features extracted from the silhouette. The vehicle may be viewed from one of many different angles.\n", "\n", "**Attribute Information**\n", "\n", "* `compactness`: (average perim)^2/area\n", "* `circularity`: (average radius)^2/area\n", "* `distance_circularity`: area/(av.distance from border)^2\n", "* `radius_ratio`: (max.rad-min.rad)/av.radius\n", "* `pr.axis_aspect_ratio`: (minor axis)/(major axis)\n", "* `max.length_aspect_ratio`: (length perp. max length)/(max length)\n", "* `scatter_ratio`: (inertia about minor axis)/(inertia about major axis)\n", "* `elongatedness`: area/(shrink width)^2\n", "* `pr.axis_rectangularity`: area/(pr.axis length*pr.axis width)\n", "* `max.length_rectangularity`: area/(max.length*length perp. to this)\n", "* `scaled_variance`: (2nd order moment about minor axis)/area along major axis\n", "* `scaled_variance.1`: (2nd order moment about major axis)/area along minor axis\n", "* `scaled_radius_of_gyration`: (mavar+mivar)/area\n", "* `scaled_radius_of_gyration.1`\n", "* `skewness_about`: (3rd order moment about major axis)/sigma_min^3 major axis\n", "* `skewness_about.1`: (3rd order moment about minor axis)/sigma_maj^3 minor axis\n", "* `skewness_about.2`\n", "* `hollows_ratio`: (area of hollows)/(area of bounding polygon)\n", "* `class`: van, car, bus\n", "\n", "Where sigma_maj^2 is the variance along the major axis and sigma_min^2 is the variance along the minor axis, and area of hollows = area of bounding poly-area of object\n", "\n", "The area of the bounding polygon is found as a side result of the computation to find the maximum length. Each individual length computation yields a pair of calipers to the object orientated at every 5 degrees. The object is propagated into an image containing the union of these calipers to obtain an image of the bounding polygon.\n", "\n", "**Learning Outcomes**\n", "1. **Data pre-processing** - Understand the data and treat missing values (Use box plot), outliers\n", "2. **Understanding the attributes** - Find relationship between different attributes (Independent variables) and choose carefully which all attributes have to be a part of the analysis and why\n", "3. **Use PCA** from scikit learn and elbow plot to find out reduced number of dimension (which covers more than 95% of the variance)\n", "4. **Use Naive Bayes and Support Vector Classifier**. Use grid search for SVC (try C values - 0.01, 0.05, 0.5, 1 and kernel = linear, rbf) and find out the best hyper parameters and do cross validation to find the accuracy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Import Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Basic packages\n", "import pandas as pd, numpy as np, matplotlib.pyplot as plt, seaborn as sns, gc\n", "from scipy import stats; from scipy.stats import zscore, norm, randint\n", "import matplotlib.style as style; style.use('fivethirtyeight')\n", "from sklearn.impute import SimpleImputer\n", "from sklearn.decomposition import PCA\n", "%matplotlib inline\n", "\n", "# Models\n", "from sklearn.model_selection import train_test_split, GridSearchCV, StratifiedKFold, cross_val_score, learning_curve\n", "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score, roc_curve, accuracy_score\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.naive_bayes import GaussianNB\n", "from sklearn.svm import SVC\n", "\n", "# Display settings\n", "pd.options.display.max_rows = 400\n", "pd.options.display.max_columns = 100\n", "pd.options.display.float_format = \"{:.2f}\".format\n", "\n", "random_state = 42\n", "np.random.seed(random_state)\n", "\n", "# Suppress warnings\n", "import warnings; warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Reading the data as a dataframe and print the first five rows" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
09548.0083.00178.0072.0010162.0042.0020.00159176.00379.00184.0070.006.0016.00187.00197van
19141.0084.00141.0057.009149.0045.0019.00143170.00330.00158.0072.009.0014.00189.00199van
210450.00106.00209.0066.0010207.0032.0023.00158223.00635.00220.0073.0014.009.00188.00196car
39341.0082.00159.0063.009144.0046.0019.00143160.00309.00127.0063.006.0010.00199.00207van
48544.0070.00205.00103.0052149.0045.0019.00144241.00325.00188.00127.009.0011.00180.00183bus
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "0 95 48.00 83.00 178.00 \n", "1 91 41.00 84.00 141.00 \n", "2 104 50.00 106.00 209.00 \n", "3 93 41.00 82.00 159.00 \n", "4 85 44.00 70.00 205.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "0 72.00 10 162.00 \n", "1 57.00 9 149.00 \n", "2 66.00 10 207.00 \n", "3 63.00 9 144.00 \n", "4 103.00 52 149.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "0 42.00 20.00 159 \n", "1 45.00 19.00 143 \n", "2 32.00 23.00 158 \n", "3 46.00 19.00 143 \n", "4 45.00 19.00 144 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "0 176.00 379.00 184.00 \n", "1 170.00 330.00 158.00 \n", "2 223.00 635.00 220.00 \n", "3 160.00 309.00 127.00 \n", "4 241.00 325.00 188.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "0 70.00 6.00 16.00 \n", "1 72.00 9.00 14.00 \n", "2 73.00 14.00 9.00 \n", "3 63.00 6.00 10.00 \n", "4 127.00 9.00 11.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "0 187.00 197 van \n", "1 189.00 199 van \n", "2 188.00 196 car \n", "3 199.00 207 van \n", "4 180.00 183 bus " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reading the data as dataframe and print the first five rows\n", "vehicle = pd.read_csv('vehicle.csv')\n", "vehicle.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['compactness', 'circularity', 'distance_circularity', 'radius_ratio',\n", " 'pr.axis_aspect_ratio', 'max.length_aspect_ratio', 'scatter_ratio',\n", " 'elongatedness', 'pr.axis_rectangularity', 'max.length_rectangularity',\n", " 'scaled_variance', 'scaled_variance.1', 'scaled_radius_of_gyration',\n", " 'scaled_radius_of_gyration.1', 'skewness_about', 'skewness_about.1',\n", " 'skewness_about.2', 'hollows_ratio', 'class'],\n", " dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vehicle.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Get info of the dataframe columns and check missing values" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 846 entries, 0 to 845\n", "Data columns (total 19 columns):\n", "compactness 846 non-null int64\n", "circularity 841 non-null float64\n", "distance_circularity 842 non-null float64\n", "radius_ratio 840 non-null float64\n", "pr.axis_aspect_ratio 844 non-null float64\n", "max.length_aspect_ratio 846 non-null int64\n", "scatter_ratio 845 non-null float64\n", "elongatedness 845 non-null float64\n", "pr.axis_rectangularity 843 non-null float64\n", "max.length_rectangularity 846 non-null int64\n", "scaled_variance 843 non-null float64\n", "scaled_variance.1 844 non-null float64\n", "scaled_radius_of_gyration 844 non-null float64\n", "scaled_radius_of_gyration.1 842 non-null float64\n", "skewness_about 840 non-null float64\n", "skewness_about.1 845 non-null float64\n", "skewness_about.2 845 non-null float64\n", "hollows_ratio 846 non-null int64\n", "class 846 non-null object\n", "dtypes: float64(14), int64(4), object(1)\n", "memory usage: 125.7+ KB\n" ] } ], "source": [ "# Get info of the dataframe columns\n", "vehicle.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 1 - Dataset shape\n", "Dataset has 846 rows and 19 columns with missing values in several columns. Checking those.." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "compactness 0\n", "circularity 5\n", "distance_circularity 4\n", "radius_ratio 6\n", "pr.axis_aspect_ratio 2\n", "max.length_aspect_ratio 0\n", "scatter_ratio 1\n", "elongatedness 1\n", "pr.axis_rectangularity 3\n", "max.length_rectangularity 0\n", "scaled_variance 3\n", "scaled_variance.1 2\n", "scaled_radius_of_gyration 2\n", "scaled_radius_of_gyration.1 4\n", "skewness_about 6\n", "skewness_about.1 1\n", "skewness_about.2 1\n", "hollows_ratio 0\n", "class 0\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking missing values in dataframe\n", "vehicle.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Exploratory Data Analysis\n", "Performing exploratory data analysis on the bank dataset. Below are some of the steps performed:\n", "\n", "* Get descriptive statistics including five point summary\n", "* Comment on the types of variables in dataset and descriptive statistics observation\n", "* Check unique values in `class` columns\n", "* Check distribution of `class` column\n", "* Check missing values in the dataframe and impute those missing values\n", "* Univariate and Bivariate visualization: Looking at one feature at a time to understand how are the values are distributed, checking outliers and relation of the columns with `class`\n", "* Handle outliers using SimpleImputer\n", "* Multivariate visualization including correlation and scatterplot matrix. In the process identify the features to be taken further for the study" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Five point summary of numerical attributes and check unique values in 'object' columns" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countuniquetopfreqmeanstdmin25%50%75%max
compactness846.00NaNNaNNaN93.688.2373.0087.0093.00100.00119.00
circularity841.00NaNNaNNaN44.836.1533.0040.0044.0049.0059.00
distance_circularity842.00NaNNaNNaN82.1115.7840.0070.0080.0098.00112.00
radius_ratio840.00NaNNaNNaN168.8933.52104.00141.00167.00195.00333.00
pr.axis_aspect_ratio844.00NaNNaNNaN61.687.8947.0057.0061.0065.00138.00
max.length_aspect_ratio846.00NaNNaNNaN8.574.602.007.008.0010.0055.00
scatter_ratio845.00NaNNaNNaN168.9033.21112.00147.00157.00198.00265.00
elongatedness845.00NaNNaNNaN40.937.8226.0033.0043.0046.0061.00
pr.axis_rectangularity843.00NaNNaNNaN20.582.5917.0019.0020.0023.0029.00
max.length_rectangularity846.00NaNNaNNaN148.0014.52118.00137.00146.00159.00188.00
scaled_variance843.00NaNNaNNaN188.6331.41130.00167.00179.00217.00320.00
scaled_variance.1844.00NaNNaNNaN439.49176.67184.00318.00363.50587.001018.00
scaled_radius_of_gyration844.00NaNNaNNaN174.7132.58109.00149.00173.50198.00268.00
scaled_radius_of_gyration.1842.00NaNNaNNaN72.457.4959.0067.0071.5075.00135.00
skewness_about840.00NaNNaNNaN6.364.920.002.006.009.0022.00
skewness_about.1845.00NaNNaNNaN12.608.940.005.0011.0019.0041.00
skewness_about.2845.00NaNNaNNaN188.926.16176.00184.00188.00193.00206.00
hollows_ratio846.00NaNNaNNaN195.637.44181.00190.25197.00201.00211.00
class8463car429NaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " count unique top freq mean std min \\\n", "compactness 846.00 NaN NaN NaN 93.68 8.23 73.00 \n", "circularity 841.00 NaN NaN NaN 44.83 6.15 33.00 \n", "distance_circularity 842.00 NaN NaN NaN 82.11 15.78 40.00 \n", "radius_ratio 840.00 NaN NaN NaN 168.89 33.52 104.00 \n", "pr.axis_aspect_ratio 844.00 NaN NaN NaN 61.68 7.89 47.00 \n", "max.length_aspect_ratio 846.00 NaN NaN NaN 8.57 4.60 2.00 \n", "scatter_ratio 845.00 NaN NaN NaN 168.90 33.21 112.00 \n", "elongatedness 845.00 NaN NaN NaN 40.93 7.82 26.00 \n", "pr.axis_rectangularity 843.00 NaN NaN NaN 20.58 2.59 17.00 \n", "max.length_rectangularity 846.00 NaN NaN NaN 148.00 14.52 118.00 \n", "scaled_variance 843.00 NaN NaN NaN 188.63 31.41 130.00 \n", "scaled_variance.1 844.00 NaN NaN NaN 439.49 176.67 184.00 \n", "scaled_radius_of_gyration 844.00 NaN NaN NaN 174.71 32.58 109.00 \n", "scaled_radius_of_gyration.1 842.00 NaN NaN NaN 72.45 7.49 59.00 \n", "skewness_about 840.00 NaN NaN NaN 6.36 4.92 0.00 \n", "skewness_about.1 845.00 NaN NaN NaN 12.60 8.94 0.00 \n", "skewness_about.2 845.00 NaN NaN NaN 188.92 6.16 176.00 \n", "hollows_ratio 846.00 NaN NaN NaN 195.63 7.44 181.00 \n", "class 846 3 car 429 NaN NaN NaN \n", "\n", " 25% 50% 75% max \n", "compactness 87.00 93.00 100.00 119.00 \n", "circularity 40.00 44.00 49.00 59.00 \n", "distance_circularity 70.00 80.00 98.00 112.00 \n", "radius_ratio 141.00 167.00 195.00 333.00 \n", "pr.axis_aspect_ratio 57.00 61.00 65.00 138.00 \n", "max.length_aspect_ratio 7.00 8.00 10.00 55.00 \n", "scatter_ratio 147.00 157.00 198.00 265.00 \n", "elongatedness 33.00 43.00 46.00 61.00 \n", "pr.axis_rectangularity 19.00 20.00 23.00 29.00 \n", "max.length_rectangularity 137.00 146.00 159.00 188.00 \n", "scaled_variance 167.00 179.00 217.00 320.00 \n", "scaled_variance.1 318.00 363.50 587.00 1018.00 \n", "scaled_radius_of_gyration 149.00 173.50 198.00 268.00 \n", "scaled_radius_of_gyration.1 67.00 71.50 75.00 135.00 \n", "skewness_about 2.00 6.00 9.00 22.00 \n", "skewness_about.1 5.00 11.00 19.00 41.00 \n", "skewness_about.2 184.00 188.00 193.00 206.00 \n", "hollows_ratio 190.25 197.00 201.00 211.00 \n", "class NaN NaN NaN NaN " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Five point summary\n", "vehicle.describe(include = 'all').T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 2 - information on the type of variable\n", "\n", "`compactness`, `max.length_aspect_ratio`, `max.length_rectangularity`, `hollows_ratio`, `class` has no missing values, rest all features don't have any missing values. All features are of numerical types. `class` is a target variable and has three unique values.\n", " \n", "\n", "#### Observation 3 - Descriptive statistics for the numerical variables\n", "Descriptive statistics for the numerical variables\n", "* **`compactness`**: Range of Q1 to Q3 is between 87 to 100. It appears that the column is almost normally distributed.\n", "\n", "* **`circularity`**: Range of Q1 to Q3 is 40 to 49. This column too appears to be almost normally distributed.\n", "\n", "* **`distance_circularity`**: Range of Q1 to Q3 is 70 to 98. Mean is slightly greater than median, we can say that the column is slightly skewed towards right.\n", "\n", "* **`radius_ratio`**: Range of Q1 to Q3 is 141 to 195. Mean is slightly greater than median, we can say that the column is slightly skewed towards right.\n", "\n", "* **`pr.axis_aspect_ratio`**: Range of Q1 to Q3 is 57 to 65. Mean is slightly greater than median, we can say that the column is slightly skewed towards right.\n", "\n", "* **`max.length_aspect_ratio`**: Range of Q1 to Q3 is 7 to 10. Mean is slightly greater than median, we can say that the column is slightly skewed towards right.\n", "\n", "* **`scatter_ratio`**: Range of Q1 to Q3 is 147 to 198. Mean is greater than median, we can say that the column is skewed towards right.\n", "\n", "* **`elongatedness`**: Range of Q1 to Q3 is 33 to 46. Mean is less than median, we can say that the column is skewed towards left.\n", "\n", "* **`pr.axis_rectangularity`**: Range of Q1 to Q3 is 19 to 23. Mean is greater than median, we can say that the column is skewed towards right.\n", "\n", "* **`max.length_rectangularity`**: Range of Q1 to Q3 is 137 to 159. Mean is greater than median, we can say that the column is skewed towards right.\n", "\n", "* **`scaled_variance`**: Range of Q1 to Q3 is 167 to 217. Mean is grater than median, we can say that the column is skewed towards right.\n", "\n", "* **`scaled_variance.1`**: Range of Q1 to Q3 is 318 to 587. Mean is greater than median, we can say that the column is skewed towards right.\n", "\n", "* **`scaled_radius_of_gyration`**: Range of Q1 to Q3 is 149 to 198. Mean is greater than median, we can say that the column is skewed towards right.\n", "\n", "* **`scaled_radius_of_gyration.1`**: Range of Q1 to Q3 is 67 to 75. Mean is greater than median, we can say that the column is skewed towards right.\n", "\n", "* **`skewness_about`**: Range of Q1 to Q3 is 2 to 6. Mean is greater than median, skewed towards right.\n", "\n", "* **`skewness_about.1`**: Range of Q1 to Q3 is 5 to 19. Mean is greater than median, skewed towards right.\n", "\n", "* **`skewness_about.2`**: Range of Q1 to Q3 is 184 to 193. Mean is slightly greater than median, almost normally distributed.\n", "\n", "* **`hollows_ratio`**: Range of Q1 to Q3 is 197 to 211. Mean is less than median, skewed towards left." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unique values for class is \n", "['van' 'car' 'bus']\n", "\n" ] } ], "source": [ "columns = vehicle.loc[:, vehicle.dtypes == 'object'].columns.tolist()\n", "for cols in columns:\n", " print(f'Unique values for {cols} is \\n{vehicle[cols].unique()}\\n')\n", "del cols, columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Checking the distribution of class variable" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "car 429\n", "bus 218\n", "van 199\n", "Name: class, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "car 50.71\n", "bus 25.77\n", "van 23.52\n", "Name: class, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(vehicle['class'].value_counts(), vehicle['class'].value_counts(normalize = True)*100)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "replace_struc = {'car': 3, 'bus': 2, 'van': 1}\n", "vehicle['class'] = vehicle['class'].map(replace_struc)\n", "del replace_struc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 4 - Distribution of class variable\n", "`car` represents about 50.7% of the total values in class variable, `bus` about 25.8% and `van` about 23.5%." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "compactness 0\n", "circularity 5\n", "distance_circularity 4\n", "radius_ratio 6\n", "pr.axis_aspect_ratio 2\n", "max.length_aspect_ratio 0\n", "scatter_ratio 1\n", "elongatedness 1\n", "pr.axis_rectangularity 3\n", "max.length_rectangularity 0\n", "scaled_variance 3\n", "scaled_variance.1 2\n", "scaled_radius_of_gyration 2\n", "scaled_radius_of_gyration.1 4\n", "skewness_about 6\n", "skewness_about.1 1\n", "skewness_about.2 1\n", "hollows_ratio 0\n", "class 0\n", "dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check missing values in the dataframe\n", "vehicle.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Descriptive Stats before imputation for columns with missing values: \n", " ------------------------------------------------------------\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
circularity841.0044.836.1533.0040.0044.0049.0059.00
distance_circularity842.0082.1115.7840.0070.0080.0098.00112.00
radius_ratio840.00168.8933.52104.00141.00167.00195.00333.00
pr.axis_aspect_ratio844.0061.687.8947.0057.0061.0065.00138.00
scatter_ratio845.00168.9033.21112.00147.00157.00198.00265.00
elongatedness845.0040.937.8226.0033.0043.0046.0061.00
pr.axis_rectangularity843.0020.582.5917.0019.0020.0023.0029.00
scaled_variance843.00188.6331.41130.00167.00179.00217.00320.00
scaled_variance.1844.00439.49176.67184.00318.00363.50587.001018.00
scaled_radius_of_gyration844.00174.7132.58109.00149.00173.50198.00268.00
scaled_radius_of_gyration.1842.0072.457.4959.0067.0071.5075.00135.00
skewness_about840.006.364.920.002.006.009.0022.00
skewness_about.1845.0012.608.940.005.0011.0019.0041.00
skewness_about.2845.00188.926.16176.00184.00188.00193.00206.00
\n", "
" ], "text/plain": [ " count mean std min 25% 50% 75% \\\n", "circularity 841.00 44.83 6.15 33.00 40.00 44.00 49.00 \n", "distance_circularity 842.00 82.11 15.78 40.00 70.00 80.00 98.00 \n", "radius_ratio 840.00 168.89 33.52 104.00 141.00 167.00 195.00 \n", "pr.axis_aspect_ratio 844.00 61.68 7.89 47.00 57.00 61.00 65.00 \n", "scatter_ratio 845.00 168.90 33.21 112.00 147.00 157.00 198.00 \n", "elongatedness 845.00 40.93 7.82 26.00 33.00 43.00 46.00 \n", "pr.axis_rectangularity 843.00 20.58 2.59 17.00 19.00 20.00 23.00 \n", "scaled_variance 843.00 188.63 31.41 130.00 167.00 179.00 217.00 \n", "scaled_variance.1 844.00 439.49 176.67 184.00 318.00 363.50 587.00 \n", "scaled_radius_of_gyration 844.00 174.71 32.58 109.00 149.00 173.50 198.00 \n", "scaled_radius_of_gyration.1 842.00 72.45 7.49 59.00 67.00 71.50 75.00 \n", "skewness_about 840.00 6.36 4.92 0.00 2.00 6.00 9.00 \n", "skewness_about.1 845.00 12.60 8.94 0.00 5.00 11.00 19.00 \n", "skewness_about.2 845.00 188.92 6.16 176.00 184.00 188.00 193.00 \n", "\n", " max \n", "circularity 59.00 \n", "distance_circularity 112.00 \n", "radius_ratio 333.00 \n", "pr.axis_aspect_ratio 138.00 \n", "scatter_ratio 265.00 \n", "elongatedness 61.00 \n", "pr.axis_rectangularity 29.00 \n", "scaled_variance 320.00 \n", "scaled_variance.1 1018.00 \n", "scaled_radius_of_gyration 268.00 \n", "scaled_radius_of_gyration.1 135.00 \n", "skewness_about 22.00 \n", "skewness_about.1 41.00 \n", "skewness_about.2 206.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Descriptive Stats after imputation: \n", " ------------------------------------------------------------\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
circularity846.0044.826.1333.0040.0044.0049.0059.00
distance_circularity846.0082.1015.7440.0070.0080.0098.00112.00
radius_ratio846.00168.8733.40104.00141.00167.00195.00333.00
pr.axis_aspect_ratio846.0061.687.8847.0057.0061.0065.00138.00
scatter_ratio846.00168.8933.20112.00147.00157.00198.00265.00
elongatedness846.0040.947.8126.0033.0043.0046.0061.00
pr.axis_rectangularity846.0020.582.5917.0019.0020.0023.0029.00
scaled_variance846.00188.6031.36130.00167.00179.00217.00320.00
scaled_variance.1846.00439.31176.50184.00318.25363.50586.751018.00
scaled_radius_of_gyration846.00174.7132.55109.00149.00173.50198.00268.00
scaled_radius_of_gyration.1846.0072.447.4759.0067.0071.5075.00135.00
skewness_about846.006.364.900.002.006.009.0022.00
skewness_about.1846.0012.608.930.005.0011.0019.0041.00
skewness_about.2846.00188.926.15176.00184.00188.00193.00206.00
\n", "
" ], "text/plain": [ " count mean std min 25% 50% 75% \\\n", "circularity 846.00 44.82 6.13 33.00 40.00 44.00 49.00 \n", "distance_circularity 846.00 82.10 15.74 40.00 70.00 80.00 98.00 \n", "radius_ratio 846.00 168.87 33.40 104.00 141.00 167.00 195.00 \n", "pr.axis_aspect_ratio 846.00 61.68 7.88 47.00 57.00 61.00 65.00 \n", "scatter_ratio 846.00 168.89 33.20 112.00 147.00 157.00 198.00 \n", "elongatedness 846.00 40.94 7.81 26.00 33.00 43.00 46.00 \n", "pr.axis_rectangularity 846.00 20.58 2.59 17.00 19.00 20.00 23.00 \n", "scaled_variance 846.00 188.60 31.36 130.00 167.00 179.00 217.00 \n", "scaled_variance.1 846.00 439.31 176.50 184.00 318.25 363.50 586.75 \n", "scaled_radius_of_gyration 846.00 174.71 32.55 109.00 149.00 173.50 198.00 \n", "scaled_radius_of_gyration.1 846.00 72.44 7.47 59.00 67.00 71.50 75.00 \n", "skewness_about 846.00 6.36 4.90 0.00 2.00 6.00 9.00 \n", "skewness_about.1 846.00 12.60 8.93 0.00 5.00 11.00 19.00 \n", "skewness_about.2 846.00 188.92 6.15 176.00 184.00 188.00 193.00 \n", "\n", " max \n", "circularity 59.00 \n", "distance_circularity 112.00 \n", "radius_ratio 333.00 \n", "pr.axis_aspect_ratio 138.00 \n", "scatter_ratio 265.00 \n", "elongatedness 61.00 \n", "pr.axis_rectangularity 29.00 \n", "scaled_variance 320.00 \n", "scaled_variance.1 1018.00 \n", "scaled_radius_of_gyration 268.00 \n", "scaled_radius_of_gyration.1 135.00 \n", "skewness_about 22.00 \n", "skewness_about.1 41.00 \n", "skewness_about.2 206.00 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "null_columns = vehicle.columns[vehicle.isnull().any()]; columns = list(vehicle.columns)\n", "\n", "print('Descriptive Stats before imputation for columns with missing values: \\n', '--'*30)\n", "display(vehicle[null_columns].describe().T)\n", "\n", "# Using SimpleImputer to fill missing values by median\n", "impute = SimpleImputer(missing_values = np.nan, strategy = 'median', verbose = 1)\n", "vehicle = pd.DataFrame(impute.fit_transform(vehicle), columns = columns)\n", "\n", "print('Descriptive Stats after imputation: \\n', '--'*30)\n", "display(vehicle[null_columns].describe().T)\n", "\n", "del null_columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 5 - After imputation\n", "A quick observation after imputating the missing values: medians remain unchanged while mean changes slightly not significantly. Type of skewness remain unchanged." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Functions that will help us with EDA plot\n", "def odp_plots(df, col):\n", " f,(ax1, ax2, ax3) = plt.subplots(1, 3, figsize = (15, 7.2))\n", " \n", " # Boxplot to check outliers\n", " sns.boxplot(x = col, data = df, ax = ax1, orient = 'v', color = 'darkslategrey')\n", " \n", " # Distribution plot with outliers\n", " sns.distplot(df[col], ax = ax2, color = 'teal', fit = norm).set_title(f'{col} with outliers')\n", " \n", " # Removing outliers, but in a new dataframe\n", " upperbound, lowerbound = np.percentile(df[col], [1, 99])\n", " y = pd.DataFrame(np.clip(df[col], upperbound, lowerbound))\n", " \n", " # Distribution plot without outliers\n", " sns.distplot(y[col], ax = ax3, color = 'tab:orange', fit = norm).set_title(f'{col} without outliers')\n", " \n", " kwargs = {'fontsize':14, 'color':'black'}\n", " ax1.set_title(col + ' Boxplot Analysis', **kwargs)\n", " ax1.set_xlabel('Box', **kwargs)\n", " ax1.set_ylabel(col + ' Values', **kwargs)\n", "\n", " return plt.show()\n", "\n", "# function for ploting distribution of variables with target\n", "def target_plot(df, col1, col2, col3, target = 'class'):\n", " f,(ax1, ax2, ax3) = plt.subplots(1, 3, figsize = (15, 7.2))\n", " f.suptitle(f'Distribution for Car, Bus, Van for {col1.capitalize()}, {col2.capitalize()}, {col3.capitalize()}', \n", " fontsize = 14)\n", " # Distribution for col1 considering outliers\n", " sns.distplot(df[(df[target] == 3)][col1], color = 'c', ax = ax1, hist = False, \n", " label = 'Car').set_title(f'{col1.capitalize()}')\n", " sns.distplot(df[(df[target] == 2)][col1], color = 'b', ax = ax1, hist = False, \n", " label = 'Bus').set_title(f'{col1.capitalize()}')\n", " sns.distplot(df[(df[target] == 1)][col1], color = 'm', ax = ax1, hist = False, \n", " label = 'Van').set_title(f'{col1.capitalize()}')\n", "\n", " # Distribution for col2 considering outliers\n", " sns.distplot(df[(df[target] == 3)][col2], color = 'c', ax = ax2, hist = False, \n", " label = 'Car').set_title(f'{col2.capitalize()}')\n", " sns.distplot(df[(df[target] == 2)][col2], color = 'b', ax = ax2, hist = False, \n", " label = 'Bus').set_title(f'{col2.capitalize()}')\n", " sns.distplot(df[(df[target] == 1)][col2], color = 'm', ax = ax2, hist = False, \n", " label = 'Van').set_title(f'{col2.capitalize()}')\n", "\n", " # Distribution for col3 considering outliers\n", " sns.distplot(df[(df[target] == 3)][col3], color = 'c', ax = ax3, hist = False, \n", " label = 'Car').set_title(f'{col3.capitalize()}')\n", " sns.distplot(df[(df[target] == 2)][col3], color = 'b', ax = ax3, hist = False, \n", " label = 'Bus').set_title(f'{col3.capitalize()}')\n", " sns.distplot(df[(df[target] == 1)][col3], color = 'm', ax = ax3, hist = False, \n", " label = 'Van').set_title(f'{col3.capitalize()}')\n", " return plt.show()\n", "\n", "# Correlation matrix for all variables\n", "def correlation_matrix(df, threshold = 0.8):\n", " corr = df.corr()\n", " mask = np.zeros_like(corr, dtype = np.bool)\n", " mask[np.triu_indices_from(mask)] = True\n", " f, ax = plt.subplots(figsize = (15, 7.2))\n", " cmap = sns.diverging_palette(220, 10, as_cmap = True)\n", " sns.heatmap(corr, mask = mask, cmap = cmap, square = True, linewidths = .5, cbar_kws = {\"shrink\": .5})#, annot = True)\n", " ax.set_title('Correlation Matrix of Data')\n", "\n", " # Filter for correlation value greater than threshold\n", " sort = corr.abs().unstack()\n", " sort = sort.sort_values(kind = \"quicksort\", ascending = False)\n", " display(sort[(sort > threshold) & (sort < 1)])\n", "\n", "# Helper function for PCA plots\n", "def pca_plots(df, col1, col2, xlabel, ylabel, ax):\n", " ax.set_xlabel(xlabel); ax.set_ylabel(ylabel)\n", " ax.set_title(f'{xlabel} vs {ylabel}', fontsize = 14)\n", " targets = [3, 2, 1]; colors = ['r', 'g', 'b']\n", " for target, color in zip(targets, colors):\n", " indicesToKeep = df['class'] == target\n", " ax.scatter(df.loc[indicesToKeep, col1], df.loc[indicesToKeep, col2], c = color, s = 50)\n", " ax.legend(targets)\n", "\n", "# Helper function to plot learning curve\n", "def plot_learning_curve(estimator, X, y, ax, ylim = None, cv = None, n_jobs = 1,\n", " train_sizes = np.linspace(.1, 1.0, 5), name = 'Naive Bayes \\n Principal Compoents Learning Curve'): \n", " if ylim is not None:\n", " plt.ylim(*ylim)\n", " \n", " # First Estimator\n", " train_sizes, train_scores, test_scores = learning_curve(estimator, X, y, cv = cv, n_jobs = n_jobs, \n", " train_sizes = train_sizes)\n", " train_scores_mean = np.mean(train_scores, axis = 1)\n", " train_scores_std = np.std(train_scores, axis = 1)\n", " test_scores_mean = np.mean(test_scores, axis = 1)\n", " test_scores_std = np.std(test_scores, axis = 1)\n", "\n", " ax.fill_between(train_sizes, train_scores_mean - train_scores_std, train_scores_mean + train_scores_std, \n", " alpha = 0.1, color = '#ff9124')\n", " ax.fill_between(train_sizes, test_scores_mean - test_scores_std, test_scores_mean + test_scores_std, \n", " alpha = 0.1, color = '#2492ff')\n", "\n", " ax.plot(train_sizes, train_scores_mean, 'o-', color = '#ff9124', label = 'Training score')\n", " ax.plot(train_sizes, test_scores_mean, 'o-', color ='#2492ff', label = 'Cross-validation score')\n", " ax.set_title(name, fontsize = 14)\n", " ax.set_xlabel('Training size')\n", " ax.set_ylabel('Score')\n", " ax.grid(True)\n", " ax.legend(loc = 'best')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Univariate and Bivariate Visualization\n", "Looking at one feature at a time to understand how are the values distributed, checking outliers, checking relation of the column with `class` column (bi)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# A quick check to find columns that contain outliers\n", "fig = plt.figure(figsize = (15, 7.2))\n", "ax = sns.boxplot(data = vehicle.iloc[:, 0:18], orient = 'h')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Radius_ratio column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "3" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
3790.0048.0086.00306.00126.0049.00153.0044.0019.00156.00272.00346.00200.00118.000.0015.00185.00194.001.00
13589.0047.0083.00322.00133.0048.00158.0043.0020.00163.00229.00364.00176.0097.000.0014.00184.00194.001.00
38894.0047.0085.00333.00138.0049.00155.0043.0019.00155.00320.00354.00187.00135.0012.009.00188.00196.001.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "37 90.00 48.00 86.00 306.00 \n", "135 89.00 47.00 83.00 322.00 \n", "388 94.00 47.00 85.00 333.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "37 126.00 49.00 153.00 \n", "135 133.00 48.00 158.00 \n", "388 138.00 49.00 155.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "37 44.00 19.00 156.00 \n", "135 43.00 20.00 163.00 \n", "388 43.00 19.00 155.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "37 272.00 346.00 200.00 \n", "135 229.00 364.00 176.00 \n", "388 320.00 354.00 187.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "37 118.00 0.00 15.00 \n", "135 97.00 0.00 14.00 \n", "388 135.00 12.00 9.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "37 185.00 194.00 1.00 \n", "135 184.00 194.00 1.00 \n", "388 188.00 196.00 1.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "8" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Pr.axis_aspect_ratio column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
485.0044.0070.00205.00103.0052.00149.0045.0019.00144.00241.00325.00188.00127.009.0011.00180.00183.002.00
3790.0048.0086.00306.00126.0049.00153.0044.0019.00156.00272.00346.00200.00118.000.0015.00185.00194.001.00
10082.0045.0066.00252.00126.0052.00148.0045.0019.00144.00237.00326.00185.00119.001.001.00181.00185.002.00
13589.0047.0083.00322.00133.0048.00158.0043.0020.00163.00229.00364.00176.0097.000.0014.00184.00194.001.00
29189.0045.0081.00246.00102.0043.00155.0044.0020.00160.00200.00347.00177.0090.009.0017.00183.00192.001.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "4 85.00 44.00 70.00 205.00 \n", "37 90.00 48.00 86.00 306.00 \n", "100 82.00 45.00 66.00 252.00 \n", "135 89.00 47.00 83.00 322.00 \n", "291 89.00 45.00 81.00 246.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "4 103.00 52.00 149.00 \n", "37 126.00 49.00 153.00 \n", "100 126.00 52.00 148.00 \n", "135 133.00 48.00 158.00 \n", "291 102.00 43.00 155.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "4 45.00 19.00 144.00 \n", "37 44.00 19.00 156.00 \n", "100 45.00 19.00 144.00 \n", "135 43.00 20.00 163.00 \n", "291 44.00 20.00 160.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "4 241.00 325.00 188.00 \n", "37 272.00 346.00 200.00 \n", "100 237.00 326.00 185.00 \n", "135 229.00 364.00 176.00 \n", "291 200.00 347.00 177.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "4 127.00 9.00 11.00 \n", "37 118.00 0.00 15.00 \n", "100 119.00 1.00 1.00 \n", "135 97.00 0.00 14.00 \n", "291 90.00 9.00 17.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "4 180.00 183.00 2.00 \n", "37 185.00 194.00 1.00 \n", "100 181.00 185.00 2.00 \n", "135 184.00 194.00 1.00 \n", "291 183.00 192.00 1.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max.length_aspect_ratio column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "13" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
485.0044.0070.00205.00103.0052.00149.0045.0019.00144.00241.00325.00188.00127.009.0011.00180.00183.002.00
3790.0048.0086.00306.00126.0049.00153.0044.0019.00156.00272.00346.00200.00118.000.0015.00185.00194.001.00
10082.0045.0066.00252.00126.0052.00148.0045.0019.00144.00237.00326.00185.00119.001.001.00181.00185.002.00
12785.0041.0066.00155.0065.0022.00149.0045.0019.00139.00173.00330.00155.0075.006.0016.00184.00191.002.00
13589.0047.0083.00322.00133.0048.00158.0043.0020.00163.00229.00364.00176.0097.000.0014.00184.00194.001.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "4 85.00 44.00 70.00 205.00 \n", "37 90.00 48.00 86.00 306.00 \n", "100 82.00 45.00 66.00 252.00 \n", "127 85.00 41.00 66.00 155.00 \n", "135 89.00 47.00 83.00 322.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "4 103.00 52.00 149.00 \n", "37 126.00 49.00 153.00 \n", "100 126.00 52.00 148.00 \n", "127 65.00 22.00 149.00 \n", "135 133.00 48.00 158.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "4 45.00 19.00 144.00 \n", "37 44.00 19.00 156.00 \n", "100 45.00 19.00 144.00 \n", "127 45.00 19.00 139.00 \n", "135 43.00 20.00 163.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "4 241.00 325.00 188.00 \n", "37 272.00 346.00 200.00 \n", "100 237.00 326.00 185.00 \n", "127 173.00 330.00 155.00 \n", "135 229.00 364.00 176.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "4 127.00 9.00 11.00 \n", "37 118.00 0.00 15.00 \n", "100 119.00 1.00 1.00 \n", "127 75.00 6.00 16.00 \n", "135 97.00 0.00 14.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "4 180.00 183.00 2.00 \n", "37 185.00 194.00 1.00 \n", "100 181.00 185.00 2.00 \n", "127 184.00 191.00 2.00 \n", "135 184.00 194.00 1.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Scaled_variance column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "1" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
38894.0047.0085.00333.00138.0049.00155.0043.0019.00155.00320.00354.00187.00135.0012.009.00188.00196.001.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "388 94.00 47.00 85.00 333.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "388 138.00 49.00 155.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "388 43.00 19.00 155.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "388 320.00 354.00 187.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "388 135.00 12.00 9.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "388 188.00 196.00 1.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Scaled_variance.1 column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "2" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
85110.0058.00106.00180.0051.006.00261.0026.0028.00171.00278.00998.00257.0083.009.0013.00181.00182.002.00
835111.0058.00105.00183.0051.006.00265.0026.0029.00174.00285.001018.00255.0085.004.008.00181.00183.002.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "85 110.00 58.00 106.00 180.00 \n", "835 111.00 58.00 105.00 183.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "85 51.00 6.00 261.00 \n", "835 51.00 6.00 265.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "85 26.00 28.00 171.00 \n", "835 26.00 29.00 174.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "85 278.00 998.00 257.00 \n", "835 285.00 1018.00 255.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "85 83.00 9.00 13.00 \n", "835 85.00 4.00 8.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "85 181.00 182.00 2.00 \n", "835 181.00 183.00 2.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAHFCAYAAABhDtMlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeZwdVZn/8c/TSzrp7CQsIWEnKouCLGFTRBg1IrINIKIjS0aRAXVkRgccR1EHBkZHwVEYFzZFBeQnEgFBEFFBIIBAIMTQIQsJAToh+9bp5fn9cU53162+t/t29127v+/Xq199q+pU1VN3Ofc+dU6dMndHRERERERERMqrptwBiIiIiIiIiIgSdBEREREREZGKoARdREREREREpAIoQRcRERERERGpAErQRURERERERCqAEnQRERERERGRCqAEvUzMzM3stEFu41/NbEmBQhpMHEvM7F/LHcdwUIj3TbmZ2TlmtrGA23vYzL5XqO1JdYvvr7YCbOeY+HmbVoi4BhnLEjP7crnjqBRmtnt8bd7VR7nLzGxhqeLKR7bY4/THyxmXDA2q/4a+aq7/is3MbjKzBxPTVfscKEGXQjgUuLbcQfTFzI42s9lm9mqs3M7JY53OL6nOv81mNtfMPlGCkActVlZ396P8Dma21cxeMbNqqR9OBS4tdxAiRXQo8J1yB5GPWM/eZWZLY51ZjB/Wy4ApwBNxn9Pivo4pwr4GzMwWmtlleRSdAtxR5HBEqpXqv0wVV/+Z2ZdL2WBoZh83M8+j6LeAw4sdTzFUyw9wqUBmNgLA3Ve6++Zyx5OHMcALwOeALf1cdz9Chbg/8DPgJjOryg99H84BfgNsBT5Q3lDy4+6r3X1DueMQKbRUHbup3PHkaQzwIvBF4PVi7MDd2939dXdvLcb2Sy0ey9bBbKPzvSIyVKj+y26o1X/F5O4b3X3VYLZhZvVmZoWKKV9K0HOIZ8EeN7ONZrbOzJ4ws/0Tyw83s4fMbFNc/nsz2zkum2lmfzazNWa22szuN7N9+tjfVDO7Na6zxszuMbPpqTJfNLPXY0w/IVQE+RzLB8xsm5lNSs2/wsyei48nmdkvzGy5mW0xs3lmdm6q/MNmdp2ZfcvMVgKPxvkZXdzN7OLYyrwptlb/2MwmJJafE4/hODN7IZb7g5ntkdrfh+LzvsXM3jSz35jZyLhshJldFePdZGZPmlmvCaW73+vuX3L3O4COfJ67hOZYIS5y96uA1cA7E7E2mNnVZvZGbIF+3DK7MP5HfO12SMz7hZn9tfNLKJ4BvSi+9pvjGdheuz2a2dvN7MH4HK220GI+Pi67DDgb+JB19wA4po/jPA/4CfBTYFaW/bmZfcrMfhmf90XpGM3sSjNbEGNaYmb/3fm6Zdne7mbWbmaHpOZ/0sxWxde53sy+a2YrzKzFzJaZ2ZWJshld3M3s1Pj+63xO/mhmO/Zx3FIiZvYuM3vUzDbEv+eSn10LvThuTHyWFpjZeXGZmdmPzOzl+PouivVYQx/7PNjMfhfrnZVm9isz2y1V5jOxPtlsZvcDu/bjmB41sx9mmf9i53vVzA4ys9+aWXOM40kzm5kqv8TM/tPMrjWzN8msY7+cKHdWrBvXxc/JPWb2lsTyzi6QZ8R6c3N8rv4htb8xsd5aFj9bS8zsS4nlO8Y6ZWV8rR41s6N7ey5iPXupu98GtOT5/P2nmT2SmH5vjP8/E/O+ZmZzUsfXWccui///EOcvSW3/JDP7m3V/1+zVRzz1sR571cJ354tmdlaqTI9u6Rbq4pvi44eBvYCvWnf9u3uO/WVsK74u18T9bzazZ8zs1MTyzuP/mJnda2abgCti3N+O7+MWM3vNzG7t7ViltFT/qf7L8jyVtf4zs+PN7On4HDTH5390YnlGt/E4r6sF20Jv1G8AuyXqust6Od7DzexP8T28xsx+bpm/jXt0S4+fG4/HfgzhNyqJ/d2UY1/ZtvW++FpusVDH3miJ/KjzeONnYgnhdRxtfXx2C00JehZmVgfcBTwCHAAcBlwDtMflBwB/ABYCRxG6T9wO1MVNjAauBmYAxwDrgN9YjjPcZtYYt7cVeA9wBPAa8GBchpmdAfwn8FXgIGABcHGeh/Qg8CZwemKfBnwUuCXOGgn8FTiB0Fp8DfADMzsuta2PAwa8G8jVzbsD+Oe4nbMIz8P/pso0ELolnxePdwLwf4n4ZhJegweAg4H3An+k+z17I+G5Ogt4O3Az4Tk+oLcnYrDMrMbMTo7xPplY9N/AR+LxvBN4HrjPzKbE5VcATcANcTufAE4CznL3bYntfA2YDRwI/BD4iaWS10QsjcB9wEbCc3wKcGTnPghde24nvP5T4t9fejm2dwOT4jZvAT5sZttnKfoVwmtzAHAbcINlftlvis/DPsA/AWcC/55tn+6+JMZ3XmrRecBP43Pz2XhsZwLTCc/zghzHsBNwK+H9sA9wNLEil/Izs1rC+/sJQj12EHAZsDkuH0X4nB8AfAzYF/hM53JC3fMG4XO/D6GeORfo+lGVZZ/7xm0+BhwCHEuoyx+w7hN+JxG6UH6b8Nm7HfhmPw7tJ8AZljgRFT+3+8RlAOMI781j4nHfD8xO/rCMPgs0E+rFs3Psr4Hwg+gg4H3xeO7J8h1zJeH9/454TDdaPPEbvwPuBk4kPMf7EOr0lXH5KML30ljgg4R67V7C89brCecBeAg4zMw6TzofG+NIfv8cG8tlc1D8//eEeu7QxLIpwAWE99ORhLr7Bnp3BfBJwvtrf0J9eEuW78PenAosAf6H7vp3WW8rQNfr8hvCZ+Ajcf/XAbdm2f9VwM8J34HfJ7yOZxC+p6cTXtvH+xGzFJHqP9V/OZSt/jOzdxDek38ivPZnE/KA/yN/txHqouV013XfylYw/kb7XSw7A/gwoY77f/3Y31+Ai+Ljzv19Lp8VzexYwu/XWwnvi5OB3YE743ui0wzCc34y4fPYSi+f3aJwd/2l/oDtAAfek2P5z4DH+7G90YQK5F2JeQ6cFh+fR0jeLLG8lpBUnxGn/wL8KLXdB4ElecbwHeDPiel3xZim9rLOrcCPE9MPA3OzlFsC/Gsv25lJOANVE6fPicf/1kSZjwHbEmUeBW7Nsb29CCcBdk3N/zVwbZ7Px0bgnDzKHRNj3Rj/WoE24OLU67sN+ETq9XsZ+M/EvN2AtYRkfj1wQWpfnuM1viXH++aThJM/Y7PEu3ecvgm4O8/n5Gbge4npPwH/kiXG/0pM1xEqqI/3st1PAwsT0+cAGxPTpwFrgJFxep+4n/3j9HeB35P4fKS2/3Bn3IRK04Hd8jlm/ZX2D5gYX59jciyfRThROa0f2/w80JSYPgdoS0zflK5LCD/wNgMnx+lHgJ+lynwrxtpnLIQfPVuAjyTmfRd4so/1ngP+PTG9BPh9lnJLgC/3sp3O76yj4vTucTpZT9UR6rDz4/RxscwhObZ5DuFHVF1q/kPA1Xm+Nr3GnSg3Mj5/x8fpR4F/IdS344BGwnfI+1PH9644PS3b+4rwA6oN2D4x70zC98fIHLF07uufUvPvBB5KTDupeo9QX9+UmF4IXJYqkxF7eluEOnwrMD613g3Ar1Pb+I9UmWvi65O1rtRfef9Q/ZdeT/Wfl7f+I5zAmJNa76RYZrfEe+jBVJmPA56Y/jJ55COEEyvLgRGJeQfE+I9OxL0wtd67Ypnds+0/9X5/MDGdsS3C78UrU+vsGrd9YGIba4ExiTK9fnaL8acW9CzcfTXhBbrfQteZi81sl0SRdxIShqzMbK/YZeNlM1tPOONZQ+4uQwcDewAbLHT92UhIvCYSklEISctjqfXS0725BTgq0dL5MeBhd381xlxrZv9uoWvwmzGGU7PE/HRfOzKzY83sAQvdpTYAvwJGADslirW4e7IVdAVQT6jooffn+CDCmeQXO5+vGO+H6H6+Cu29hLOLBxIS46+b2Sfjsr1i7I92Fnb3dsLrs29i3lLCWb4vAH9y9+uy7Cfba7xvlnIQ3hNzPfP6678QKtZc62RlZuMIiXKytTlrN3dgbucDd28jnOlNdk86zcwesXg5BuHkUG/d5e4inODo7MJ5HuEL44U4fRPheX/JzL5v4dKHXHXXc4QfyS+Y2f8zswty9AKQMnD3NcCPCXXrb83sEjN7a6LIwcCL7r481zYsXP7whIUuoBuB/yKc/MrlUOCUVF3xJuFHUedlRPvSs3fJI+TJ3dcSWj0/EWOsI/wQujkR9/YWug7+zczWxjj2yxL7nL72Z2YHmtmdZrY41rGvxEXpbT2biLGN8F3UebnHwcAad38qx24OJdTZa1PP3bvpft4KwsP1148Bx8ZWpEMJJ4hfIvSCeXcsmvdrkrDC3Vcmpl8lfH/skKP83oTvqz+l5v+R8HoV26Fx/6+mnvfOVvGk9HvlRkJr+kIz+z8z+/tcPfek9FT/qf7Lpsz1335kr+uMfv6OzNN+hAbOrp6j7v4cIecpVf36z6nX9MW4LPm6znf3rrsN5fHZLbi6vosMT+5+rpldTWj9PRG43MxOdvf7CW/c3vyG8CE4P/5vI7wBcn1R1hAqkjOzLFs9gPB7cPenzexvwFlm9i1Cd/cvJIr8K+GM3ecI3bM3Err5pX/E9DpQRzwBcA/wI0JX6DcJCfUvyDz+9G1APP7P56RRTSx/KOEMY1J/B3/L12LvHmhinpkdRji+H9H9fvAs66XnHU3oubCrmTW4e17XKOVgOfaZK5benEU4S/toZi8fas3sKHd/NDEv/Zw78XWzMHDerYSu+p8nnIU8kRzdnQDcvdXCmArnmdntwD8QntvO5X+1cO3mTEKXo5uB58zsfe7ekdpWu5m9n3DZyfsJJxj+y8zeE78EpMzc/ZNmdg3h9Xkf8A0zu8jdf9BZJNe6ZnY6oSvvJYQfEesJddnlveyyhnCy6cosy95Mhpb3QWR3M/BrC+MdzCCcbExe/3sT4UTVF4HFhLrqVnp+L/RVxzYSugg+QjiZ1TkQ0bws29qWmu76rCamc6kB5hMuL0krRre+hwhdNH8PLHL3V83sIUJL1zbgCR/YYKTZngPo+7sm/dyk61un52+B+v6FllUN4cfqoVmWpY8l473i7s9aGMvlfYSTytcQPl+Hu/v6AsQmg6T6T/VfDuWs//r6HdlBYeu6Uu8vqYbQHT/bpY/JQf16vA/z+OwWlFrQe+Huz7n7Ve5+DKFbxNlx0V8JiUIPFgYa2Ae4wt0fdPf5hGtYejsZ8lfCWftV7r4w9deZoM+n560C+juK+M8ILeczCd2yk9d8vAv4jbv/1N2fJXTPTl8blI9DCJXk5939MXd/Cdh5ANt5hszrb9LLDNgpy/P16gD2NRDthIQWQjfGbYTnEOi61uwIus/MYWGQn48R3jvjCGe+07K9xvNzxPAicICZjU3MO5LuLxZiXLV9Hw6zgO/R3Uug8+8esrei53IU8Kq7f8Pdn3T3Jno/u9/pR4QflP9E+LxkDGzk7hvc/ZfufgGhp8SxhM9MDx485u5fI/zIXUG4llMqhLu/4O7fdvcPAtcDn4qLngb2s9z33j0aeCau+3R8f+3ex+6eIlxr9nKW+mJNLPMi4b2blJ7uy/2EH7xnEU4y3eOZo8ceTbgEZ7a7P08YZ2TPfu4DwvfL9oSuoX+I3zET6fvEcdrTwHaWY4wLwvO2J7A+y/O2YgBx9+UhQlfH0+nuPfUQ4bPe2/WX0P0jNJ+6ri8LCd1J35OafzQhCejUTOK7zcJAXekWp3zr36SnCMnNyCzP+yt9rexh1OI73f2zhO/jfbIci5SR6j/Vf1mUq/6bR8/64T2EZLnz92tGXRcdlJrOt66bBxyR7NljYeyo8XTXr83ADvF3dG/7I1UmH08B+2V5TRcmW8xz6eWzW3BK0LMwsz0sjOB6pJntZmbvJVRwnW/WbwLvNLMfmtkBZvZWM/tHM9uVcC3tKuCTZra3mb2HMNhCusU46WeErjd3mdl74v6PNrP/se6R3K8Bzo7dm6ab2aWEwev64xbCD4hvALNTZ9RfAo6zMErh2wjJ2h5ZttGXJsL76p/jcXyUMJBJf10OnG5hdMt9zWw/M/u8mTXGpL/zVmenmdmeZnaImf2rZY50+zczuygxPSZ2jTowxrhrnM5ntNIdzGyn+H44nfAFdBeAh9t/XAdcaWE0zH3i9I7E+8NbGOH/R8CX3P1PhO6KnzGz96X2c2rqNT6OMOBgNj8jnOX7iYXR3I8GfgD8yt07R61cAuwf36OTzazHWUgLg4QcQrj+/YXkH+Es4xmpkwC9eQmYamF04T3N7ALCYIS9iq/pI4TP1h3J96aFS0w+amb7mNnehB8A6wnXMaWP5XAL9+M8NL6uJwK7kDhRIuUT68SrYj2zm5kdQei+1/n6/AJYShg86O9iHXKcmXWeYFkAvN3CqLR7mdnn6L40IpcrCD/qbjGzGXGb77UwSnbnD8T/AT5iZp+Ln71zCZ/xvHnoQvlzwhf2h+keHKnTAuBj8bN6YDzWgfygWkpIID8Tn4PjCN8P/W0Bewj4M3BbfD73MLOjzOwf4/KfEVq67jGz91sYPfcwM7vUwkCZQJ/17Ahgpzid9YRawhxCffYPdP8YfZjQ7fEgev+BuorQ6+v9sZ6emOdz0ENspfouoXXk9Ph++BLhuswrEkUfBD5tZkdYuMPLTfRswVtMuLRs11j/5vOb66G47V+Z2SmxHj3YwojCn+xtRTP7Qqx797PQkn4e4WTyS3nsV4pM9Z/qv16Uq/77JnCQhbs/vM3CAM3/SxiToPOE4IPA2yzcZWivWA+dkdrOYsKxHhHrukay+x6hgeomM9vfwkj0PwUecfc/xzJ/IDSAfSPu73Tgwiz7AzjRwuUTed3VitA78yQz+058XfaycOet6y0MDJhVHp/dwvMSXexeTX+ExOpXhO7pLYTrW/4bqE+UeRfhuo0thG68DwJT4rJjCffb3hr/f4DUoGQkBvtK7PNGwpmjFsKb7wZgcqLMpXH5RkJFeBl5DhKX2Maf4r4/nJo/MR7zhriP/yYklw8nyjxMYhCxxPwlJAaJI4zC+Wp8bn5P+CAnB3c4h8QgYXHeMbFM8nhPJJzlbCFUQLPpHtiiPh7/IsKZtNfj8oNTz/FlWfaR/rupl+crvU5r3Oc3gdGJcg2ERPqNGO/jdA/gYYTR6B8kcyDAb8TnaVIi3osIo6hvIbzvzk7Fk37fvD0+x1sIJ4duIjG4EOFM8+/i65p1gAvCj9GXchz/aEJ3rk9l23+O1/+/CNelb4zvqQvIHEykx+sf53+CxEAhifmfJPQy2UBIzP8IHJntfUn4IfLbxOuwEPhiuesU/XW9VlPie2J5fH1WEE5cJd+zOxF+3K0i1KF/I9adhM/9DwiX/qwn1IMXZXl/taX2+3bCCbU18bOykHCXhO0SZT5Hd731IKHHlNO/AZs6B7t5k8QgOIkY/hK3v4TQWyQ9qNgSsgwqlJ5PGC+iKT4/zxBaPNoSz9PupAYii/MzBi0j9Fb5X0Jr1jbC984lieWTCCcbX43LXyUMlvbORJl869mH83j+7iF0b5yUmPc0oQ5KDirU4/gI9cdiQh29JM67jD4GG8oRRz2hS3Dncb9IuONGssxOhMvZ1hNGZ78gy+t5SIx/S+c+c8TuJAacA0bF/S+m+/vtPuDYPl7f8+P+1hPq3yeBk8r9uddf1+uj+k/1X2/PX1nqP+B4un9rr4zHPDq13r/H499IOLlyYep9V094P65OPydZjvNwMvOnnwM7pMqcR/itvYXwm+7MLHF3/ubu6Hwf0ccgcXHeuwnvvQ2EkyLz47bqsm0j389uof8s7lhEyszCPSVP93Cf9mHHzP4NmOXuA7m0QkRERESk6mmQOBEpq9g16W2EM/i9DXYjIiIiIjKk6Rr0IcIStwzI8vfuvrcgUjbfI9yi7lFC9z2RimLhtiq56tffljs+EZFiUf0nUnrq4j5E9DEAxavuXqzbj4mIDGlmNpVwXXA2W7x0d48QESkp1X8ipacEXURERERERKQCDMlr0NetW6ezDiJScOPHj+/vvVYrnupLESmGoVZfqq4UkWJJ15e6Bl1ERERERESkAihBFxEREREREakAStBFRCRDU1NTuUPol2qLFxRzKVRbvFB9MVdbvMPdUHi9dAzlV+3xQ+UfgxJ0ERERERERkQqgBF1ERERERESkAihBFxEREREREakAStBFREREREREKoASdBEREREREZEKoARdREREREREpAIoQRcRERERERGpAErQRURERERERCqAEnQRERERERGRCqAEXURERERERKQCKEEXERERERERqQBK0GXYWrVqFeeffz6rVq0qdygiIiIiIiJK0GX4uv7663n22We5/vrryx2KiIiIiIiIEnQZnlatWsXdd9+Nu3P33XerFV1ERERERMpOCboMS9dffz0dHR0AdHR0qBVdRERERETKTgm6DEv33Xcfra2tALS2tnLfffeVOSIRERERERnu6sodgEg5zJw5k9mzZ9Pa2kp9fT0zZ84sd0giUkFuev75fq9zztvfXoRIRESqS/3cn/V7ndZ3fKwIkYhUJ7Wgy7A0a9YsamrC27+mpoZZs2aVOSIRERERERnulKDLsDR58mROOOEEzIwTTjiByZMnlzskEREREREZ5kqWoJvZDWbWbGYvJOZtZ2YPmFlT/D8xzjcz+66ZLTSzuWZ2UGKds2P5JjM7u1Txy9Bzyimn0NjYyCmnnFLuUEREREREREragn4TkL7Q9xLg9+4+Hfh9nAb4IDA9/n0KuA5CQg98FTgMmAF8tTOpF+mvO++8k82bN3PnnXeWOxQRERHJk5nNNLMFsSHnkizLG8zstrj8CTPbPbHs0jh/gZl9IDF/iZk9b2bPmtlTpTkSEZGeSpagu/ufgNWp2ScBN8fHNwMnJ+b/xIPHgQlmNgX4APCAu6929zXAA/RM+kX6pPugi4iIVB8zqwW+T2jM2Rf4qJntmyo2C1jj7nsD3wGuiuvuC5wJ7Ef4/Xht3F6n97r7ge5+SJEPQ0Qkp3KP4r6ju78G4O6vmdkOcf5UYFmi3PI4L9f8nJqamgoXrQwZN9xwA+3t7QC0t7fz7W9/m3PPPbfMUUklmj59erlDEBGRbjOAhe6+CMDMbiU07LyYKHMScFl8fAfwPTOzOP9Wd28BFpvZwri9x0oUu4hIn8qdoOdiWeZ5L/Nz0o9ryebxxx+nra0NgLa2Nh577DGuuOKKMkclIiIifcjWWHNYrjLu3mZm64BJcf7jqXU7G3oc+J2ZOfADd/9hEWIXEelTuRP0N8xsSmw9nwI0x/nLgV0S5aYBK+L8Y1LzHy5BnDLE6D7oIiIiVSmfxpqBNPQc5e4rYm/OB8zsb/HyzB6quXdmKWKf3Nzcd6GUVf2Iq5qf/07VfgzVHj+U/xh6a0Qud4I+GzgbuDL+vysx/6LYbekwYF1M4u8HrkgMDPd+4NISxyxDwKxZs7j77rsB3QddRESkiuRqxMlWZrmZ1QHjCeMg5VzX3Tv/N5vZnYSu71kT9GrtndnU1FSS2Ou37NB3oZSJecZVqmMopmo/hmqPHyr/GEqWoJvZLwit35PNbDlhNPYrgdvNbBbwCnB6LH4vcDywENgMnAvg7qvN7BvAk7Hc1909PfCcFNiMGTPKHUJRtbS0cPzxx5c7jIKbM2dOuUMQEREptCeB6Wa2B/AqYdC3s1JlOhuAHgNOAx5ydzez2cDPzezbwM6EuwXNMbPRQI27b4iP3w98vTSHIyKSqWQJurt/NMei47KUdeDCHNu5AbihgKGJiIiISBWI15RfBNwP1AI3uPs8M/s68JS7zwauB34aB4FbTUjiieVuJwwo1wZc6O7tZrYjcGcYR4464Ofufl/JD05EhPJ3cRcRERERyZu730vobZmc95XE461098pMr3s5cHlq3iLggMJHKiLSfyW7D7qIiIiIiIiI5KYWdOnTULyWOX1d/VA8RhERERERqS5qQRcRERERERGpAErQRURERERERCqAEnQRERERERGRCqAEXURERERERKQCKEEXERERERERqQBK0EVEREREREQqgBJ0ERERERERkQqgBF1ERERERESkAihBFxEREREREakAStBFREREREREKoASdBEREREREZEKoARdREREREREpAIoQRcRERERERGpAErQRURERERERCqAEnQRERERERGRCqAEXURERERERKQCKEEXERERERERqQBK0EVEREREREQqgBJ0ERERERERkQqgBF1ERERERESkAihBFxEREREREakAStBFREREREREKoASdBEREREREZEKoARdRKQCmNlMM1tgZgvN7JIsyxvM7La4/Akz2z2x7NI4f4GZfSC1Xq2ZPWNmdxf/KERERERkMJSgi4iUmZnVAt8HPgjsC3zUzPZNFZsFrHH3vYHvAFfFdfcFzgT2A2YC18btdfocML+4RyAiIiIihaAEXUSk/GYAC919kbtvA24FTkqVOQm4OT6+AzjOzCzOv9XdW9x9MbAwbg8zmwZ8CPhxCY5BRERERAaprtwBiIgIU4FlienlwGG5yrh7m5mtAybF+Y+n1p0aH18NfBEYm08QTU1NWR9Xg0LH+0Zzc9FjqLbnGKov5mqLF6ov5mS806dPL2MkIiJDgxJ0EZHysyzzPM8yWeeb2QlAs7s/bWbH5BNE54/rpqamqvqhXYx4d9y6td/r9CeGanuOofpirrZ4ofpirrZ4RUSqgbq4i4iU33Jgl8T0NGBFrjJmVgeMB1b3su5RwIlmtoTQZf5YM7ulGMGLiIiISGEoQRcRKb8ngelmtoeZjSAM+jY7VWY2cHZ8fBrwkLt7nH9mHOV9D2A6MMfdL3X3ae6+e9zeQ+7+8VIcjIiIiIgMjLq4i4iUWbym/CLgfqAWuMHd55nZ14Gn3H02cD3wUzNbSGg5PzOuO8/MbgdeBNqAC929vSwHIiIiIiKDogRdRKQCuPu9wL2peV9JPN4KnJ5j3cuBy3vZ9sPAw4WIU0RERESKR13cRURERERERCqAEnQRERERERGRCqAEXURERERERKQCKEEXERERERERqQBK0EVEREREREQqgBJ0ERERERERkQqgBF1ERERERESkAihBFwB7X6QAACAASURBVBEREREREakAStBFREREREREKoASdBEREREREZEKoARdREREREREpAIoQRcRERERERGpAErQRURERERERCqAEnQRERERERGRCqAEXURERERERKQCKEEXERERERERqQBK0EVEREREREQqgBJ0ERERERERkQqgBF1ERERERESkAihBFxEREREREakAStBFREREREREKoASdBEREREREZEKoARdREREREREpAIoQRcRERERERGpAErQRURERERERCqAEnQRERERERGRCqAEXURERERERKQCKEEXERERERERqQBK0EVEREREREQqgBJ0ERERERERkQqgBF1EREREqoaZzTSzBWa20MwuybK8wcxui8ufMLPdE8sujfMXmNkHUuvVmtkzZnZ38Y9CRCQ7JegiIiIiUhXMrBb4PvBBYF/go2a2b6rYLGCNu+8NfAe4Kq67L3AmsB8wE7g2bq/T54D5xT0CEZHeKUEXERERkWoxA1jo7ovcfRtwK3BSqsxJwM3x8R3AcWZmcf6t7t7i7ouBhXF7mNk04EPAj0twDCIiOSlBFxEREZFqMRVYlpheHudlLePubcA6YFIf614NfBHoKHzIIiL5qyt3ACIiIiIiebIs8zzPMlnnm9kJQLO7P21mx/QVQFNTU59BVqpSxD65ubnf66zqR1zV/Px3qvZjqPb4ofzHMH369JzLlKCLiIiISLVYDuySmJ4GrMhRZrmZ1QHjgdW9rHsicKKZHQ+MBMaZ2S3u/vFsAfT2w7qSNTU1lST2+i079HudiXnGVapjKKZqP4Zqjx8q/xjUxV1EREREqsWTwHQz28PMRhAGfZudKjMbODs+Pg14yN09zj8zjvK+BzAdmOPul7r7NHffPW7voVzJuYhIsakFXURERESqgru3mdlFwP1ALXCDu88zs68DT7n7bOB64KdmtpDQcn5mXHeemd0OvAi0ARe6e3tZDkREJAcl6CIiIiJSNdz9XuDe1LyvJB5vBU7Pse7lwOW9bPth4OFCxCkiMhDq4i4iIiIiIiJSAZSgi4iIiIiIiFSAikjQzezzZjbPzF4ws1+Y2cg4+McTZtZkZrfFgUCIA3vcZmYL4/Ldyxu9iIiIiIiIyOCVPUE3s6nAZ4FD3H1/woAfZwJXAd9x9+nAGmBWXGUWsMbd9wa+E8uJiIiUxNJ16/jDK6/QvHlzuUMRERGRISavBN3M/t7M/i4x/SUzW2Jm95jZjgWIow4YFe9V2Qi8BhwL3BGX3wycHB+fFKeJy48zMytADCIiIr166vXXufqpp7irqYmrHn+cF1auLHdIIiIiMoTk24L+dULLNmZ2IPAV4IfAGOB/BhOAu78KfAt4hZCYrwOeBta6e1ssthyYGh9PBZbFddti+UmDiUFERKQvS9at49b58/E43e7Ojc8/z/NK0kVERKRA8r3N2u7A3+LjU4G73P0KM/st8NvBBGBmEwmt4nsAa4FfAh/MUrTzN1G21nLPMg+ApqamwYQnw4TeJ5LL9OnTyx2CVIAN27Zxw9y5tHV0ZMxvd+fmF17gksMOK1NkIiIiMpTkm6BvJbSWAxwH3BQfrwXGDTKGvwMWu/tKADP7FXAkMMHM6mIr+TRgRSy/HNgFWB67xI8HVufauH5cSz70PhGR3vxp2TLWb9uWdVlbRwdPvPZaiSMSERGRoSjfLu6PAN80s0uBQ4F74/zphIR5MF4BDjezxngt+XHAi8AfgNNimbOBu+Lj2XGauPwhd8/Zgi4iIjJYc5ubM6bTXbnUzV1EREQKId8E/TOE3yMfBy6K140DnAA8MJgA3P0JwmBvfwWejzH9EPg34GIzW0i4xvz6uMr1wKQ4/2LgksHsX0REpDcrN2/mjcSI7TVmfPnII6lJjE/6+qZNLFq7thzhiYiIyBCSVxd3d3+FLNeFu/tnCxGEu38V+Gpq9iJgRpayW4HTC7FfERGRvqRbx/eeMIFJo0ax14QJNK1Z0zX/npdf5jMHH1zq8ERERGQIyfs+6GbWYGYnm9m/mNn4OG93M5tQvPBERETKK30rtf233x6At8f/ne59+eWSxSQiIiJDU773Qd8TmA/cCFxF923NPgv8d3FCExERKa8N27axeN26jHn7T56c8b/T4ytWsDLRFV5ERESkv/JtQb+GMGjb9sCWxPy7gGMLHZSIiEgleHHVqoz7eE4dM4btRo0CYLtRo5g2dmzXMgf+8MorpQ1QREREhpR8E/QjgaviLc+SlgJTCxuSiIhIZUgP/LZ/qlv727bbLmP6udRo7yIiIiL9kW+CbkB9lvnTgHVZ5ouIiFS9ZRs2ZEzvOX58xnSyBR10uzUREREZnHwT9AeAzyWm3czGAF8DflvwqERERMpsW3s7r2/alDFv2rhxGdNTUwn63OZm3B0RERGRgcg3Qf8X4FgzexEYCfwcWALsgu5DLiIiQ9CKjRvpSCTbk0aOZHR9ZmeySaNG0VBb2zW9tqWF5alWdxEREZF85ZWgu/ty4ADgauB64Hngy8A73f2N4oUnIiJSHulEO916DlBjxs5jxmTMm6tu7iIiIjJAdfkWdPdNwA+LGIuIiEjFWLZ+fcb0Lqnu7J2mjR2bcSu251eu5EN77VXU2ERERGRoyitBN7MTe1vu7rMLE46IiEhlSA8QlytBz3YduoiIiMhA5NuC/usc8zsvzqvNsVxERKTq5DNAXKepqS7uGsldREREBirfQeLqU3+NwFHAo8AxRYlMRESkTPIZIK7TTqNHU2PWNb1swwbWbt1a9BhFRERk6Ml3kLj21N9Wd38M+BLwv8UNUUREpLTyGSCuU31tLTuOHp0xTwPFiYiIyEDk24Key5vA3oUIREREpFK8vnFjxvS0HNefd0p3c39p9eqCxyQiIiJDX76DxL0jPQuYQrgH+rOFDkpERKSc3ti8OWN6p1QLedoOjY0Z0y+vXVvwmERERGToy3eQuGcJA8JZav5TwNkFjUhERKTMmlMJejoBT5s8alTG9CIl6CIiIjIA+Sbo01PTHUBzvDe6iIjIkLG+pYV1LS1d0zVmPRLwtMmpBH6xEnQREREZgLwSdHd/udiBiIiIVIKFa9ZkTE8eNYramt6HbEkn8EvWr6e9o6PP9URERESSciboZnZivhtx99mFCUdERKS8Xkol6OkR2rNprK9n0qhRvLllCxDuo/7qxo3s2svo7yIiIiJpvbWg/zrPbThQW4BYREREyq4pNQJ7X9efd9pz/PiuBB3CdehK0EVERKQ/eut7V5/n34gixygiIlIyC1IJej4t6AB7TJiQMa2B4kRERKS/cragu3t7KQMRERGpBE2pLu55t6ArQRcREZFByncUd8ysFjgY2JVUq7m7/7zAcYmIiJRca3t7j8Q63xZ0JegiIiIyWHkl6Gb2FuA3wN5xlhO6x7cDrYASdBGRQTCzmcA1hDE9fuzuV6aWNwA/IZwofRP4iLsvicsuBWYR6uTPuvv9ZjYS+BPQQKjr73D3r5bocKrW0vXrae3o6JoeN2IEo+ryO5e9VypBX7xuXUFjExERkaEv3/u/XA3MBSYCm4F9gMOBZ4ATihOaiMjwEHsofR/4ILAv8FEz2zdVbBawxt33Br4DXBXX3Rc4E9gPmAlcG7fXAhzr7gcABwIzzezwUhxPNXtpgNefQ88W9MVr19LhXpC4REREZHjIN0E/DPi6u68HOoAad58DfJHwQ1FERAZuBrDQ3Re5+zbgVuCkVJmTgJvj4zuA48zM4vxb3b3F3RcDC4EZHmyM5TsH9VS22If0PdDzvf4cYOLIkUxoaOia3trezoqNG3tZQ0Rk6LMNK2h49iYanr2R2uZ55Q5HpOLlm6DXAJvi41XAzvHxMmB6oYMSERlmphLq007L47ysZdy9DVgHTOptXTOrNbNngWbgAXd/oijRDyHp68a370eCDroOXUQkqWbdUkY+/QNq31xA7Zsv0fD8LYyYewu0bi53aCIVK99B4l4A3gEsAp4Avmhm24BPAS8XKTYRkeHCssxLt3bnKpNz3Xg3jgPNbAJwp5nt7+4v5Aqiqakp6+NqUKh4X3z99Yzpum3beKO5Oe8YJtfWZsyb89JLTNm6NWf5alNtMVdbvFB9MSfjnT5dbTbSzda/SsMzN2Lt2zLm162ch7VtpeWds8CyfYWJDG/5JuhXAJ0X4n0FuBf4M7AaOKMIcYmIDCfLgV0S09OAFTnKLDezOmA8oQ7uc113X2tmDxOuUc+ZoHf+uG5qaqqqH9qFjPeNP/85Y3qvnXZixzFj8lp3+vTp7PfGG/xuRffTv62xMWts1fYcQ/XFXG3xQvXFXG3xSgm50/DiL7H2lqyLa9e8TM3aJXRM3KPEgYlUvry6uLv7b939jvh4obu/BdgJ2MHdHypmgCIiw8CTwHQz28PMRhAGfZudKjMbODs+Pg14yN09zj/TzBrMbA/CZUdzzGz72HKOmY0C/g74WwmOpWq1trezfMOGjHmTRo3q1zamjR2bMZ3enojIcFCzdjE1m97otUzdsr+UKBqR6tJrgm5mPzWz92Rb5u7N7t6RbZmIiOQvXlN+EXA/MB+43d3nmdnXzezEWOx6YJKZLQQuBi6J684DbgdeBO4DLoxd26cAfzCzuYQTAA+4+92lPK5qs3zDBtoTo66PGzGCEaku632ZNm5cj22KiAw3dSuezJhu234/tr7zHzPm1a6ch23VOB0iaX11cX8r4Qfey4Qfhze7+2vFD0tEZHhx93sJlw8l530l8XgrcHqOdS8HLk/Nmwu8s/CRDl3p+5b3t/UcYBe1oIvIcNe6hdrmzKup2qYeRsfEPekYvWNXy7rh1C1/jNa9P1iOKEUqVq8t6O4+gzA43N2EFpulZnaXmX3YzPIdAV5ERKTiLUkl6JMHkKBn6+Kue6GLyHBS9/ozWEdb13THyIl0bLcXmNG6y5GZZVc8DeqQK5KhzyTb3V9w988TbtvzMcK9dO8kDFR0hZntXeQYRUREiq4QLejjGhoYN2JE1/S29nZWbtbthERk+Kh77emM6badD4HYrte+04F43ciuZda6CduYefcMkeEu71Zwd29191+6+/HAbsC1wPlo0CERERkCFqfuWT6QFnSAXXQduogMU7Z5FTUbuu9k4RjtUw7uLlA7gvYJe2asU7tGd2wWSep3N3UzGwd8GDgZmEgvt+wRERGpFuku7gNpQYee3dyXrV8/4JhERKpJ3bLHMqY7xu6MjxyfOW9iOkFfVPS4RKpJ3gm6mb3XzG4BXgOuBJ4CDnP3A4sVnIiISCm4e0GuQQfYNdWCvkwt6CIyTNQuTyXoE/fqUaZ9u8x5NWsWQ+KadZHhrq/brE0zs/+Io7j/ntC1/UJgZ3f/tLs/2dv6IiIi1eDNLVvY2NraNT2itpYxiWvJ+0P3QheR4Sp9b/P27fbsUcZH74DXj+6atvaWHqO+iwxnfd1mbQmwCvgJcL27Lyh6RCIiIiWWbYA4MxvQtpSgi8hwZBtey+iu7lZDx/jdsxSsoX3iHtQlkvLaZX+hfSd1yhWBvru4nwFMc/cvKjkXEZGhKp2gD7R7O/S8F7quQReR4SDdet4xbheoa8haNt31Pb2uyHDWawu6u/+qVIGIiIiUy9JUgr7dyJE5SvZtmkZxF5FhqEeCnuX6807tqYHi6lY8BR3tUFNblNhEqkm/R3EXEREZatIDuQ10BHeAHRsbqavp/npdvXUrmxLXt4uIDEV1yx/PmE4PBpfkjdvj9Y1d09a6mZp1S4sWm0g1UYIuIiLDXrob+mBa0Gtrapg6ZkzGPLWii8hQZltWU7N+Wde0W23o4p5zBaNjzJSMWbXN84oVnkhVUYIuIiLD3iupBH3iIBJ00L3QRWR4qX3j+YxpH7Mj1Nb3uk7H2J0zpmtWvljwuESqkRJ0EREZ1jrce7RwDzZBn5pK0Fds3Dio7YmIVLLa5swEvWPs1D7X6dGCrgRdBBhkgm5mu5jZDYUKRkREpNRWbt5MS3t71/S4ESNorO+95acvO6e6uL+mBF1EhrDaN+ZmTOeVoI9NJ+jq4i4Cg29B3w44uxCBiIiIlEO6+3l6FPaBmKIEXUSGkXQX945xfSfo3rg9XtN9Q6maTc3YppUFj02k2vR6mzUz+0Qf6+9awFhERERKLj2Ce/o+5gPRI0HftGnQ2xQRqUS2+U1qNrzaNe1WS8eYnfpesaaWjtE7UptYt3bVfNpGb1+MMEWqRq8JOnATsBnwHMt1DbuIiFS1dAv6roVoQR89OmNaLegiMlSlrz/3MTtCTV8pRiw7dgokEvSa5nmw29EFjU+k2vSVYK8APuHuY7P9AUeVIEYREZGiUQu6iMjApa8/bx87Le91NVCcSE99JehPAwf1stwBK1w4IiIipZW+xdouBWhB37GxMePLceXmzWxLDEQnIjJUDOT6866yqVutaaA4kb4T9G8Bj/ayfCHw3sKFIyIiUlrFaEGvr61lh8bGjHmvqxVdRIag2uYXMqbzGcG9q2zqWvWaNYuhfVtB4hKpVr0m6O7+Z3f/bS/LN7n7HwsfloiISGksL0ILOmgkdxEZBlo29BggzsfsmP/6dSPpaOiuc83bqVm7tJARilQdDfImIiLD1tqtW1m/rbu1pqG2lu1TLd8DpQRdpDjMbKaZLTCzhWZ2SZblDWZ2W1z+hJntnlh2aZy/wMw+EOeNNLM5Zvacmc0zs6+V7miqW+2bL2VMd0zcI+8B4jp5Y+ao7TVrFg06LpFq1r9PUIqZ/RMwyd2/UaB4RERESibdvX3a2LHU2MCGVrnp+czrMNe3tGRM/7qpibVx3hvNzfzb9OkD2o/IcGZmtcD3gfcBy4EnzWy2uydHF5sFrHH3vc3sTOAq4CNmti9wJrAfsDPwoJm9BWgBjnX3jWZWDzxiZr9198dLeGhVqWbV3zKm2ye9td/b6Gjcnto1L3dN165eSBsfGHRsItVqsC3onwUuK0AcIiIiJVeMW6x1Gt/QkDGdTthFZEBmAAvdfZG7bwNuBU5KlTkJuDk+vgM4zswszr/V3VvcfTFhLKUZHnR2camPf7luMSwJtW8uyJjumNz/BN1HT86YVgu6DHeDStDd/W3uXluoYEREREqpxwBxRUzQ1ylBFymEqcCyxPTyOC9rGXdvA9YBk3pb18xqzexZoBl4wN2fKEr0Q0y6i3v75Lf1exsd6uIukmFQXdxFRESqWboFvRAjuHdKJ+hrlaCLFEK2a1DSrd25yuRc193bgQPNbAJwp5nt7+4vZClPU1NTP8KtLIWO/YA3Mu9bvmhDA2PfbO7XNmq31bBLcsaql2h66SXIcblRNT//nar9GKo9fij/MUzv5TK3vBN0M3s7cD6wF3Ceu79mZicDS939mUFHKSIiUmJqQRepOsshI5+bBqzIUWa5mdUB44HV+azr7mvN7GFgJpA1Qe/th3Ula2pqKmjstnkV9dvWdk17bQO7HnA09S+kX44++GT85ZFY21YA6lo38JZpk/DGST2KFvoYyqHaj6Ha44fKP4a8urib2fuBJwndgI4FRsVFewFfLU5oIiIixfVKCVvQ17W04K7LWkUG6UlgupntYWYjCIO+zU6VmQ2cHR+fBjzk4cM3GzgzjvK+BzAdmGNm28eWc8xsFPB3wN+QXtWsSl1/Pmk61AzgyleroWPinpnbXr1wMKGJVLV8r0H/BnCxu58CbEvMf5gwWIeIiEjV6dHFvYAt6KPq6hhR0/0129rRwZa2toJtX2Q4iteUXwTcD8wHbnf3eWb2dTM7MRa7HphkZguBi4FL4rrzgNuBF4H7gAtj1/YpwB/MbC7hBMAD7n53KY+rGqUHiBvICO5d607cK2Na16HLcJZvF/f9gHuzzF8NbFe4cEREREpjc2srq7Zs6ZquNWPn1L3LB8PMGN/QwMrEPta1tNBYX1+wfYgMR+5+L6nfpe7+lcTjrcDpOda9HLg8NW8u8M7CRzq01aZa0NsHMIJ7p3QLeu2al2kd8NZEqlu+Lehr6DlCJsBBhOt5REREqsry1PXnU8aMoa5msHcfzaSB4kRkqKpJjeDeMYgW9I7t9s7c9uqXc5QUGfry/SXyc+CbZjaNMNplnZm9B/gW8JNiBSciIlIsxeze3kn3QheRIcmd2tWZo2APpgW9PX0N+hol6DJ85ZugfxlYDCwFxhCu3XkIeIRUNyEREZFq0GME9wIOENdJI7mLyFBkm1diLd0nOb2+ER8zZcDb6zFI3Prl0KExO2R4yusadHdvBT5mZv9B6NZeAzzj7tV/EzwRERmW0i3ou5agBV1d3EVkKEh3QW+fuFfO+5bnZcRoOhq3p2bzSgCsow1b/yo+YbfBhClSlfJK0ONtLGrcfRGwKDF/JNDh7ttyriwiIlKB1IIuIjIwtanboKWvIR+IjvG7diXoALXrltKmBF2GoXy7uP8S+Kcs8z9NuF2FiIhIVSnJNegjR2ZMK0EXkaEgfY14x3Z75SiZv45UMl6zdumgtylSjfJN0I8Cfpdl/gPAkYULR0REpDRK0YI+QS3oIjIEZe3iPkgd43fN3Me6Vwa9TZFqlG+C3ghkG6mhAyj8LxoREZEiam1vZ8XGjRnzphWhBX3ciBEZ0xu3baO9o6Pg+xERKaXaHi3ohejinmpBV4Iuw1S+Cfpc4KNZ5p8FvFC4cERERIpvxcaNdLh3Te/Q2MiouryGZemX2poaxtTXd007sH6bhm0RkSrWujmMsh651dAxYfdBb7ZHF/d16uIuw1O+v0a+AfzazPYm3F4N4DjgdOCUYgQmIiJSLKXo3t5pwsiRbGxt7Zpe19LCqKLtTUSkuGrWLMqY7hi/K9Q15Cidvx4t6GuXgvvgRocXqUJ5taC7+z3Ah4HdgO/Gv12BE9397uKFJyIiUnilGCCuk0ZyF5GhpDZ1/XlHAa4/B/DGyXh9Y9e0tW7CtrxZkG2LVJO8+/O5+33AfUWMRUREpCTSLejTitiCnu1e6Ds1DL61SUSkHGqKcIs1AMzoGL8btavmd+9r7VLaGycXZvsiVSLfa9C7mNkEM9su+VeMwERERIplebqLu1rQRUTykr7FWnsBbrHWSdehi+TZgm5muwH/B7wXqE8uIox5U1v40ERERIpjebqLewlb0JWgi0g1K1YXd8hxHbrIMJNvF/cbgQnAecAKQlJeMGY2AfgxsH/c9nnAAuA2YHdgCXCGu68xMwOuAY4HNgPnuPtfCxmPiIgMbeXs4r5u69ai7UtEpKi8g5q1izNmdUzcs2Cb73kvdCXoMvzkm6DPAA5392LdUu0a4D53P83MRhDuu/4l4PfufqWZXQJcAvwb8EFgevw7DLgu/hcREemTu5e0i/sEtaCLyBBhG9/A2rpPMnrDOHxU4a527dHFXS3oMgzlew36YqAoI9qY2TjgaOB6AHff5u5rgZOAm2Oxm4GT4+OTgJ948DgwwcymFCM2EREZelZv3cqWtrau6TH19T2S6EIal07Qt23DvaAd0URESiJ9i7X2iXsW9DZoPVvQXynYtkWqRb4J+ueA/4r3QS+0PYGVwI1m9oyZ/djMRgM7uvtrAPH/DrH8VGBZYv3lcZ6IiEif0rdYmzZ2LFbE++w21tVRX9P9dbutvZ2Wjo6i7U9EpFhq093bJ+xR0O13jJ2KW3d9WbN5JbRuKeg+RCpdvl3c7yK0oC8wsxagLbnQ3QfTN7AOOAj4jLs/YWbXELqz55LtV1TOpoimpqZBhCbDhd4nksv06dPLHYIUwE3PP9/1eG5zc+ZCs4zlhWZmjG9oYNWW7h+ZG1tbi7Y/EZFiqVmTvv68sAk6tfX42J2x9cu797l+GR2T3lLY/YhUsHwT9IuKGMNyYLm7PxGn7yAk6G+Y2RR3fy12YW9OlN8lsf40wsB1WenHteRD7xOR4WNNapC27UaOLPo+0wn6BiXoIlKFegwQV+AWdICOcbtQk0zQ1ylBl+ElrwTd3W/uu9TAuPvrZrbMzN7q7guA44AX49/ZwJXx/11xldnARWZ2K2FwuHWdXeFFRET6sjqVoE8sUYKetKGtLUdJEZHKlW5Bby90CzrxOvTlj3Xvc/2yXkqLDD35tqB3MbOdgBHJee4+2BEcPgP8LI7gvgg4l3B9/O1mNgt4BTg9lr2XcIu1hYTbrJ07yH2LiMgwsjadoBdxgLhOPRJ0taCLSLXpaOsxaFtRWtDH75IxXbNOCboML3kl6GY2HvgucAap5DyqHUwQ7v4scEiWRcdlKevAhYPZXyHNmDGj3CFIAeh1rF5z5swpdwhSZdakbnNWihb09CjxStBFpNrUrF+OdXTXXR2N20PD2ILvp2NcKkFXC7oMM/mO4v4t4ADCrc62AmcBXyBcD/6R4oQmIiJSeKu3ZI4IXJYu7krQRaTK1KxdkjHdMWH3ouxHLegy3OXbxf2DwEfd/c9m1g487e63mdlrwPmEgd1EREQq2rb29owR1I2eyXMxjE+dBEiP4t7e3s7cuXOZM2cOS5cuZcOGDdTX1zN16lTe8Y53cMQRRzBmzJiixykikkv6HugdE/csyn56tKCvewXcC3q/dZFKlm+CPgFYGh+vAyYRrgF/DPhxEeISEREpuHWp7u3jGxqorcm3M9nApbu4r4+DxLW2tvKrX/2KX/ziF7z++utZ1/3lL39JQ0MDxx9/POeeey477LBD0eMVEUkrVQu6j94Br23A2kN9bds2YC3r8JETirI/kUqTb4L+MrAnYbC2+cCZZjYHOBVYXaTYqtJY3a5LpKg26J71MgjlGMEdYNyIERjgcXpzWxvPPPccV15xBUuXLu1tVQBaWlq48847ue+++zj//PM544wzqCnBiQURkU7pFvT2IrWgY0bH+F2oXb2we9a6V5Sgy7CR77f7TcA74uMrCd3atwHfBK4qfFgiIiKFV457oAPU1tQwdkQcY9WdiQsWcOEFF+SVnCdt2bKFq6++mi984Qts2rSpCJGKiGRXm7rFWkcRbrHWte3xFsWZ1gAAIABJREFUu2ZM6zp0GU7yvQ/6dxKPHzKztxFGXW9y9+eLFZyIiEghpRP0CSVK0CF0p1/f0sIOzzzDdi+9REdqeUNDA8cccwyHHnoo22+/PZs2bWLevHk88MADNDc3Z5R99NFH+fSnP83VV1/NpEmTSnYMIjJMtbVgG17NmFWsLu6gkdxleOv3fdCh677ng733uYiISEmlE/RSdXGH0M19x6efZuLChT2WffjDH+bTn/50j2T72GOP5YILLmD27Nlcd911bNiwoWtZU1MTF110Eddeey0TJ04sevwiMnzVrHsF8+7Tih1jd4a64tWfGsldhrOcCbqZXQxc6+5b4+Oc3P3bBY9MRESkwMrVxR1gRJbkvLGxkcsuu4yjjz4653p1dXWceuqpHHHEEXzpS19i/vz5XcsWL17MxRdfzHXXXcfIEh6LiAwvNWtT3duL2HoOOUZyFxkmersG/TPA6MTjXH8XFTNAERGRQilXC/pLjz3Glscfz5g3YswYfvCDH/SanCdNmTKFa6+9lsMPPzxj/vz587nyyitx9//P3p3HV12diR//nHtv9pAEEtaEJZAQdgUhbK4oiIqiFhVabe3YsdNl6tTOdHSm03FsO9YutvPr2DpjHW1tERG1UkVAWQQU2dewJYQtEJJAVrLfe8/vj9zc3O/3ZrlJ7hqe9+uVlznnfpcnBK73fM85z9PBmUII0TsW0/7zgCWIc/GaQZcl7uIq0uEAXWudqbW+7PF9R1+B/RcqhBBC+IFT65AM0CuKi9nypz8Z+uwxMQx/5BGyu1n5Iy4ujueff57c3FxD/9q1a1m+fHmvYxVCiPZYzTXQUwKXIA7a24NeBNqcuUOIvqnLLO5KqSil1A6lVE4wAhJCCCEC4UpTEw6PWeY4m41YW49SsfjM3tTER//zP9ibmtx9TouFohtuoDwurkfXjImJ4bnnnmPkyJGG/hdffJF9+/b1Kl4hhGiPVw30AGZwByA2GR2T5G4qRxOqtrSTE4ToO7ocoGutm4FM2sq3CiGEEBEnFDXQP3vrLcrPGzMfl0yfTkNaGheuXOnxdRMSEvj5z39OYmKiu8/pdPLjH/+Y+vr6Hl9XCCHaY66BHugZdGiv1JrsQxdXB1/roP8B+NtABiKEEEIEUmWQB+jnDh/myObNhr6qkSOpymz5YFtcW9urfeMjRozg2WefNfSdP3+eF198scfXFEIIL021WGpL3E2trF57xAPBO1Gc7EMXVwdfB+gJwONKqf1KqVeUUv/P8yuQAQohhBD+EMz95/amJraa9oQnDRxI5cyZoBQATQ4Hl3s52z1nzhweeOABQ9+qVavYs2dPr64rhBCtvJa3J2WANTrg9/WaQZdEceIq4esAfTywF6gARgOTPb4mBSY0IYQQwn+CucR97wcfUF1W5m4rpbj1b/+WJI8l6UCvlrm3+uY3v0lGRoah77nnnqPJY9+7EEL0lFeJtQBncHffx6sWuixxF1cHnwboWutbOvmaF+gghRBCiN7ymkGPiQnMfYqL2b9unaFv4i23MDgzk2TTQwF/DNDj4uL4wQ9+gHLNzAMUFRXx5ptv9vraQghhNc+gB7gGuvs+ssRdXKV8nUEXQgghIlplY6Oh3b+HWdQ7o7Vm2xtv4HQ43H3xKSnk3nsvAMmmhwLFfhigA1x77bXcd999hr5XX32Vy5cv++X6Qoirl1eCuFDNoMsSd3GV8HmArpS6RSn1v0qptUqpjZ5fgQxQCCGE8Idy037vQMygn8vL4/zRo4a+uUuXEu16GJBiuueF2lq/3fvrX/86SUltZYnq6up46aWX/HZ9IcTVyVJhXuIe+Azu4Nrr7kHVFKOczUG5txCh5NMAXSn1KPAh0A+4GSgD+gPTgCMBik0IIYTwi0a7nTq73d22KkWSnwfo2ulkx9tvG/rSx49n9LRp7rZ5Bv1CTY3f7p+cnMxjjz1m6Hv//fc5duyY3+4hhLj6mPegO4JQYg0AWyzOhMHupkITXS+10EXf5+sM+j8C39ZaLwOagae11lOBPwH+WZ8nhBBCBEiFaXl7SkwMFo892/6Qv2MHl4uKDH2zvvAFw95w8wy6v5a4t/rCF77AqFGj3G2tNS+//LJf7yGEuIo0VGKpL3c3tTUa3W9Y0G5vXuYeU1cctHsLESq+DtBHAx+7vm8EWtPQ/jfwqJ9jEkIIIfzKnCAuxc8Z3O3Nzez8y18MfVm5uQwcOdLQ57UH3Y9L3AFsNhvf+c53DH2ffvophw8f9ut9hBBXB68EcckjwWIN2v3NieKiZYAurgK+DtAv07K8HeA8baXVUgH/Z9kRQoirjFJqoVLquFKqQCn1VDuvxyil3nS9vkMpNcrjtadd/ceVUre7+oYrpTYppY4qpfKUUk8E76cJP+YB+gA/D9CPbdvGlfK2WSaL1epODOfJaw+6n2fQAWbPns2UKVMMfTKLLoToiVDtP3ffz1QLPabuYlDvL0Qo2Hw8biuwADgErAT+n1JqPnAr8FGAYhNCiKuCUsoKvAjMB4qAXUqp1VprzxwfjwEVWusspdRS4HngIaXUBGApMBEYBnyslBoL2IHvaa33KqX6AXuUUh+ZrnnV8Cqx5scBusNuZ//atYa+CTffTNLAgV7HJkRHY1UKh9YAVDU2UtvcTEJUlN/iUUrx+OOP8+1vf9vdt2PHDvbv38+1117rt/sIIfo+rwzuwdp/3no/ryXu3gN0u93O0aNHOXHiBKWlpTQ0NBAXF8fgwYPJyckhJycHqzV4s/5C9JavA/RvA62fZp6j5YPfXFoG6z8OQFxCCHE1yQUKtNaFAEqpFcBijEk4FwPPuL5fBfy3atncvBhYobVuBE4ppQqAXK31dqAYQGtdo5Q6CqRzlSb2DOQA/cT27YbZc6vNxtSFC9s91uJKTucZT/GVK2T17++3eACmT5/OtGnT2Lt3r7vv5Zdf5sUXX/TrfYQQfZvFtMTdEewZ9CTvPeit6T7z8/NZtWoVGzZs4Eonq5FSUlK47bbbWLJkiSFHhxDhyqcl7lrrcq31Bdf3Tq3181rre7TW/6i1rgxsiEII0eelA54FXotcfe0eo7W2A1W0bDPq8lzXcvipwA4/xhxRAjVAdzoc7PvwQ0PfuBtuICElpcNzgrHMHeDxxx83tPfs2UNeXl5A7iWE6JtCVQPdfT/TDHp0/UVKS0t56qmneOSRR3jvvfc6HZwDVFZWsmrVKpYtW8YzzzxDaalkghfhzacZdKXUPuB14A2ttWRnEEII/2ovnbj28ZhOz1VKJQJvA/+gta7uLIj8/Px2v48EXcV7yZSMzVlbS4nD0ev7ntu/n+qyMndbWa1kTJ9OSScfAM3F3fYVFDDU9ADBHxISEpgwYQJHjrQtmnjppZe8ksh1R1/7exGOIi1mz3izs7NDGInwO629k8SljApuCIlD0RYbymlHa3j3aDM/W7aU2tq67l9La9auXcvWrVt58sknueuuuwIQsRC95+sS9w9pWeb+vFJqMy2D9Xe01lJiTQgheq8I8JwmyAAudHBMkVLKBiQD5Z2dq5SKomVw/met9TtdBdH64To/Pz+iPmh3Fa/D6aTGowY6wJj0dGJ6uSdRa80nn31m6MuZM4fMsWM7PW9wZSXHqqrcbWdiYsD+vL/+9a/zxBNt+QF3795NTEwMI0aM6OSs9vW1vxfhKNJijrR4Rfeoukuophp3W0fFoz3qkgeFxYqzXzpNl8/y1I4U1hfFAd6D85SUFK677joyMzOJj4+ntraWgoIC9uzZ4zXDXltby49+9COOHj3KE088QZQfc4AI4Q8+DdC11v8C/ItS6nrgi8Avgd8ppVYDr2ut1wQwRiGE6Ot2AdlKqUxaKmUspeW91tNq4CvAdmAJsFFrrV3vw8uVUi/QkiQuG9jp2p/+CnBUa/1CkH6OsHSxthanbluQkBAV1evBOUDR0aOUnz/vbiulOtx77slcai1QS9wBcnNzGTt2LCdOnABaHiosX76cp57yKhQghBAGlkpTBveUTFDtLdoKrDLbUJ7YVMvB8miv18aPH8+jjz7K3Llzsdm8hzXNzc1s3ryZV199lcJC43L9VatWkZ+fz89+9jOSk5MDFr8Q3eVrmTUAtNbbtNbfBIYCDwHjgL8GIjAhhLhauPaUfxtYBxwFVmqt85RSzyql7nEd9gqQ6koC9yTwlOvcPFoSdh4B1gLf0lo7aEnk+QgwTym13/V1Z1B/sDBRVFNjaPtr//nBj4xFTDKnTSN50KAuzzPvQS8O4ABdKcXDDz9s6FuzZg2XL18O2D2FEH2DucSaI4DL26MO/rndr0ubXuLhP533GpzHxUTx5JNP8sorr3DTTTe1OzgHiIqKYv78+bz++ut897vfJcb0/nvgwAH+/u//niqPVU1ChFq3BujQUlsX+B7wn8AUYJu/gxJCiKuN1nqN1nqs1nqM1vonrr4faq1Xu75v0Fo/oLXO0lrntmZ8d732E9d5OVrrD11927TWSms9RWt9revrqlztdK7auPXeHwP08gsXOHf4sKHvmvnzfTo3mDPoAPPmzWPIkCHudlNTE2+//XZA7ymEiHxeM+hBThBXXl3Ht379F85XG/OFZKVF8ea/L+PBBx/EYvFtKGO1WnnooYd4+eWXGTp0qOG1EydO8J3vfIfq6k7TtAgRND79rVZK9VdKPa6U+gQ4BXwZWAFkaq1vCmSAQgghRG8EYgb90McfG9qDR49m8JgxPp2bbLp/IGfQAWw2G8uWLTP0vfvuuzQ1NQX0vkKIyGatMC9xHxW0e9fUNfLt/3qPMyXGYlFzBjfwx3vjSE/r2ZL0sWPH8tprrzF16lRD//Hjx/nud79LQwASdgrRXb7OoF8E/h3YQ0t93Yla6//UWp8NXGhCCCFE7/l7gF5fU8OJzz839E3xcfYcIDnauFSzpK4Ou9PZq5i6smjRIuLj493tiooKNmzYENB7CiEiW6hm0O0OJ//00hqOn7tk6F+QUc9LN5aT7Kzo1fWTk5N54YUXvAbpeXl5/Od//idam4uoCBFcvg7Q7waGa62f1Frv7eggpdRcpZS5gowQQggRMudMA/QBvRygH/v0UxzNze52YmoqmaYPep2JslqJ80hS59SaElMZOH9LSEhg0aJFhr633noroPcUQkQw7fTag+7snxmUW//mnc/YdazI0Hf9kAZ+PquCKAuohgro5SA6Li6u3UH6+vXr+eMf/9irawvRW75mcV/v4/U+BK4FCrs6UAghhAgG8wC9NzPo2unk6JYthr5Jt9yCpZtZ4ftFRVHvUYf9wpUrpPfr1+O4fLFkyRJWrlzpbh85coTDhw8zadKkgN5XCBF51JWLKEeju61tcdhOrAl4Fvd1O0/wp4/2GfquGTOEX193mGjXrZWjCZp7/1AzLi6On//85zz22GOcOXPG3f+73/2OrKws5s6d2+t7CNET3U4S14Xg114QQgghOlFkThIX0/OFXkVHjlBdVuZuW202cubM6fZ1kkx1d8+bHiIEwogRI5g9e7ahz3PALoQQrSwVxrk2Z3xqwAfnp4rLefaPxq03g1IS+MU37iIusb8xvvpyv9wzMTGRX/ziFyQlJRn6f/SjH3Hp0qUOzhIisPw9QBdCCCHCRlVjI9UeydBsFguJ0d61dH2V98knhvbo6dOJ68HMt3mAbp7lD5QHHnjA0N60aROVlZUdHC2EuFqZE8Tp+LSA3q/Z7uDf/u8jGprs7r4om4Wff+NOBiTF44wbYDhe1fduH7qn4cOH89xzz2H1WAlVWVnJs88+izPA+UGEaI8M0IUQQvRZXgniYmJQPZwFulJezpmDBw19E2/qWSETc6K4YA3QZ82aRUZGhrvd3NzMmjVXZfU9IUQnvBLExQV2gP77D3Zx9Eypoe/7y25iUmZLiUgda5xBVw3+G6ADXHfddXzta18z9O3cuZM33njDr/cRwhcyQBdCCNFn+TOD+9Ft29AesykD0tN9Lq1m5jWDHqT6uxaLhXvuucfQ995770nWYiGEgTlBXCBn0A8VXuTVD3cb+m6dNob7rp/Ydv+4wCxx9/TlL3/ZK2ncSy+9xOnTp/1+LyE64+8BuvwfXgghRNg4axr4pvRwgO50ODi6dauhb8JNN/V4Nt5rBj1IA3SAu+66y7CU88yZMxw4cCBo9xdChD+vGfQADdCbmh0889rHOJxtQ4jUpHie/tIthvdXbV7i7ucZdACr1cozzzxj2I/e3NzMT3/6U1nqLoJKksQJIYTos8wD9NS4uB5d58zBg9R57NW2xcQwdtasHsdlnkE3z/QHUmpqKjfccIOh77333gva/YUQYc5px1J11tCl41MDcqvX1+/l9EXjYPvfv3Ir/fsZ36u996D7fwYdYPDgwXzve98z9O3fv5/Vq1cH5H5CtMevA3StdT+ttZRYE0IIERbMA/Se1kA/YkoOlz1zJtE9HOwDJNpsRHsmJGpspMYjmV2g3XvvvYb2xo0bqQ7iLL4QInxZqotQzrZkbTo6EWw93x7UkXOlVbyyZpehb/HcCcydPMrrWO896JXgdHgd5w8LFizwqnjxm9/8hjKPCh5CBFKHA3Sl1CmlVKEvX8EMWAghhPCVP2bQay5f5tyRI4a+niaHa6WUIj0x0dAXzGXuubm5DBkyxN1ubGxk7dq1Qbu/EL2hlFqolDqulCpQSj3VzusxSqk3Xa/vUEqN8njtaVf/caXU7a6+4UqpTUqpo0qpPKXUE8H7acKPef95IJa3a6356fLNNDa3DbJTEmP5zhc6KFtpi0FHJbibSjtRV4r9Hhe0vD9///vfJ87j/xe1tbX85je/Ccj9hDDrbAb9v4EXXV9/AFKBk8CfXF8nXX2vBTZEIYQQomfOVFUZ2j2ZQT/+2WfgkURt4KhRpI0Y0evYMkzl2YK5zF2SxYlIpZSy0vLZ9A5gArBMKTXBdNhjQIXWOgv4FfC869wJwFJgIrAQ+K3renbge1rr8cAs4FvtXPOqYa6BrgOQwX3j3pN8fsS4jP67D1xPSmLHD1Gd5kRxVef8HleroUOH8nd/93eGvvXr10u+DhEUHQ7Qtda/bP0CMoHntdbztdY/dH3NB34KjA1WsEIIIYSvapqaKG9ocLetSpEUE9Ota2ins2WA7mHc3Ll+iW+4RyIiCO4MOsCiRYuwWNo+Bpw8eZK8vLygxiBED+QCBVrrQq11E7ACWGw6ZjEtk0sAq4BbVUvGscXACq11o9b6FFAA5Gqti7XWewG01jXAUSA9CD9LWLJUnja0nX7ef97U7OC/3v7U0Hfd2HTumjWu0/PMy9wt1YEboAMsWbKE7OxsQ98LL7yAwxGYpfVCtPJ1D/r9wMp2+t8C7mmnXwghhAgp84C3f2wslm5mXS/Oz6fm0iV322qzkZWb65f4hodwBh1g0KBBzJljXE4qiZBEBEgHPEdmRXgPpt3HaK3tQBUtqz67PNe1HH4qsMOPMUcUrxl0Py9xX7HxAOcvtb0/Wy2Kp754c5dVMcyZ3AM5gw4tWd2ffPJJQ9/x48d5//33A3pfIWw+HlcL3EzLk0ZPNwN1foxHCCGE8At/JIg79qlxlidz6lRi4uN7FVerDPMMepAH6ACLFy9m27Zt7vaGDRt48sknie1FvXghAqy9UZx5b0ZHx3R6rlIqEXgb+AetdYdLWvLz830IMzz5EvvkshOG9qUGC82lpX65f+WVBl5+f6eh784ZY0i02Snt4h6JzTY8HxXUFuVxKsC/i8TERGbOnMmOHW3Pa1588UUyMzMNe9S7K5L/DkHkxw+h/xnMqzM8+TpA/xXwolJqOvC5q28W8BXgmd4EJ4QQQgSC1wC9mx+mmhoaKNyzx9CX46fl7QAjTDPowV7iDjB79mwGDBhAeXlLyaLa2lq2bNnCggULgh6LED4qAoZ7tDOACx0cU6SUsgHJQHln5yqlomgZnP9Za/1OZwF09sE6nOXn53cdu72B6Pq2gbJG0T89G6xRnZzku1c+2kxdY7O7nRgXzRMP3uxVVq09FutIw2862VkRlN/F008/zUMPPURjYyMA1dXV7Ny5k6997Ws9up5Pv4cwFunxQ/j/DD4tcdda/wx4BJgMvOD6mgx8RWv9fODCE0IIIXrmTC9n0At378buUfosoX9/0seP90ts4L0HPdhL3AFsNhu33367oW/NmjVBj0OIbtgFZCulMpVS0bQkfTPvzVhNyyQSwBJgo27JgLgaWOrK8p4JZAM7XfvTXwGOaq1fCMpPEaYsFadQHgsSdGyK3wbn50oreXerMc/F3y7K9WlwDqDNSeICvAe91ZAhQ/jiF79o6Fu+fLn7waYQ/uZzHXSt9Uqt9Vyt9QDX11ytdXv70oUQQoiQ6+0Mujk5XM7s2Yakar1lLrNWXFtLcwiSD915552G9s6dO6Xerwhbrj3l3wbW0ZLMbaXWOk8p9axSqjUv0itAqlKqAHgSeMp1bh4tOZWOAGuBb2mtHcBcWiai5iml9ru+jP8wrhKWipOGtj/3n7+0egcOp9PdTk9L4sGbp/h8vo5NMexlsNSWgr2hw+P96eGHHyY5Odndrqur47XXXgvKvcXVx+dPGkqpWKXUEqXUPyulUlx9Y5RSA7o6VwghhAi23uxBryotpdi0P23snA7q8/ZQjM3GYI/97E6tuXDlil/v4Yvs7GzDUj+n0yk10UVY01qv0VqP1VqP0Vr/xNX3Q631atf3DVrrB7TWWVrrXK11oce5P3Gdl6O1/tDVt01rrbTWU7TW17q+rsqlJFavGugD/XLd/KJLrNtl3Nv+jcWziI6y+n4Riw1HlHFrkKW6yB/hdSkhIYGvfvWrhr533nmH8+fPB+X+4uri0wBdKZUFHANeAn4CtA7KvwH8LDChCSGEED3XmwH6cVNyuCFZWaQMHuyXuDyZl7mbl+UHi3kWfc2aNVITXYirUKBm0H/7l8/xfEvJSk/l9hndr9Rsjza+ZwY6k7un+++/nyFDhrTFYrfz6quvBu3+4urh6wz6r4H1wGCg3qN/NXCLv4MSQggheqO6sZGKHtZA104nJ3YYKyz5q/a52SiPJZMAp6uqAnKfrixYsACrtW0m69SpUxw/fjwksQghQsdcYs2Z0PsZ9EOFF9ly0Dgz/617Z2OxdK/sJYA9yvieGax96ADR0dE8/vjjhr4PP/yQoqLgzOKLq4evA/Q5wC9c+3Q8nQWG+TckIYQQonfMJcsGdKMG+sWCAq5cvuxu26KjGT19ul/jaxUuA/TU1FRmzZpl6Pvggw9CEosQIkS0xhqAGujmsmpTRg/hhimjenStZq8Z9LM9DatHbr/9dkaMGOFuOxwO/vCHPwQ1BtH3dSfbTXspHEcAofk0IYQQQnTgjGmg250Ecfmm2fNR11xDdIDqgmeaBuinKisDch9f3HXXXYb2+vXraW5u7uBoIURfo+ovoxrbttloWxw6JqmTM7p29Ewpnx4+Y+j7xuJZKB8fmJrZo00z6EFc4g5gtVq99qKvWbOGCxfMlf6E6DlfB+jracmC2UorpZKA/wDkEbsQQoiw0tP95w67nZOm2ufZM2f6LS4z8wz6qRDNoANcf/31JHnsia+qqmL79u0hi0cIEVyWcuP+c2f/TFC9q1zx+w92GdpTRg9hxriMHl/Pe4Ae3Bl0gPnz5zN8+HB32+FwSEZ34Vc2H497EtiklDoOxAJvAllACfBggGITQggheqSnJdbOHT5MY22tux2bmEjGxIl+jc1TZkqKoR2qJe7Qsr/ytttu45133nH3rVu3jhtvvNGv93nt0KFun/Po5Ml+jUEI4c28/9zRf3SvrpdfdInN+43X/NpdM3o8ew5gjza+Z1oqT4HW0ItrdpfNZuOrX/0qzz77rLvvgw8+4NFHH2XYMNn5K3rPp8diWusLwLXA88D/ALuB7wPTtNZSLFUIIURY6ekMunl5++jp07HafH2W3X1DEhKI9UjOVtnYSGVDcOr6tmfhwoWG9rZt26j1eGAhhOi7zPvPnf3H9Op6r6wxzp5PGDmIOZNG9uqaDls82tqW8FM116FqS3p1zZ5YsGABGRltKwEcDgd//OMfgx6H6Jt8/tShta4H/s/1JYQQQoStnsygN9XXc/rAAUNfIJe3A1iUYmRyMsfLy919p6qqmBqgPe9dmTx5MkOHDqW4uBiAxsZGPvnkE68ybEKIvscrg3v/TGiu7+Dozp0qLufjPQWGvsd6OXsOgFI449Ow1rTVH7dUnMKROKSTk/zPZrPx6KOP8uMf/9jd9/777/PVr36VwQEoydmeqIN/7vY5zVO+FIBIhL91OIOulLrf169gBiyEEEJ0xVxP3JcZ9FP79uHwSIrWLzWVIWN6N4PkC6996CFMFKeUYsGCBYa+9evXhygaIUQweQ/Qe/7+939rdhvqnmdnpHLTNZk9vp4nc2Z5c9zBsnDhQtLT091tu93OG2+8EZJYRN/S2RL3VT5+vRXgGIUQQgifVTY0UNXY6G7HWK30i47u8rwTn39uaGfNnNn72R4fmDO5h3IfOrSUEfK0c+dOLnuUnRNC9EFOO5YqY7b1nu5Bv3CpmnW7Thj6HrvTD7PnLuYBurXyVAdHBpbNZuPLX/6yoe+9996jKsTv4SLydThA11pbfPyydnQNIYQQItjMNdCHJyV1WQO9trKSC8eOGfoCvby9VThlcgcYPXo0WVlZ7rbT6WTDhg0hjEgIEWiWqnMop93ddsYPhJh+PbrW8g37cTjbps8zh/bn1mlZnZzRPc4wmUGHlln01NRUd7u+vt6QaFOInuhd7QQhhBAizJj3n4/o1/WHzIJdu9Ae6zFThw9nQJCy8ZozuYd6gA7IMnchrjKWCnOJtZ7NnlfXNvCXbUcMfV9eMA2LxX+rkbyXuIdmBh0gJiaGhx56yNC3cuVKGkKY7FNEPp8H6Eopm1JqjlJqqVLqy55fgQxQCCGE6A6vAbpHbe+OFJiytwdr9hzCb4k7eA/QDx8+TEm29R4PAAAgAElEQVRJ8DMlCyGCw3v/ec8G6Ku2HKa+sS2XR1pyAgtzc3oVm5nXDHrVGfCY/Q+2++67j/j4eHe7oqKCNWvWhCweEfl8GqArpcYBR4EtwJ+B3wOvAS8D/x2o4IQQQojuOmMa4I40DYDNKi9epOyMx95LpcjKzQ1EaO0akZSE59zS+ZoaGu2h+7AJMGTIEK699lpD3/bt20MUjRAi0LxqoA/ofoK4pmYHKzYYK2EsnTeF6Cg/74a1xaKj21ZGKacdS3WRf+/RDf369eO+++4z9C1fvhyHwxGiiESk87XM2q+BPbTUQr/o+m8y8DvgB4EJTQghhOi+9mbQa5qaOjzeXPs8PSeHxP79AxJbe2JtNoYlJnL+yhUANC1Z6McOGBC0GNqzYMEC9u/f725v374drbVXoqfXDh0KdmhCCD/zqoGe0v2M62t3HudydZ27HRcTxRdunNTr2NrjjE/D2tSWb8RSfhJnyqiA3MsXDz30EG+++SZ218PVoqIiNm/ezK233hqymETk8nWJ+wzgx1rrWsAJ2LTWe4HvA78MVHBCCCFEd3VnibvW2muAHszl7a1Gm/ah51dUBD0Gs3nz5mG1ts18XbhwgRMnTnRyhhAiUlnKTXvQuzmDrrXm9fX7DH33Xj+BpISuS1z2hNc+9BBlcm81aNAgFi5caOh7/fXXDblNhPCVrwN0BbQ+EisDWov+FQH+S8sohBBC9FJ3BuglhYVUl5W521abjcxp0wIWW0fMs+X55eVBj8EsJSWFWbNmGfokWZwQfVBjDZa6tvdBbbHhTBrerUt8dvgMhcVt71tWi+KLt17byRm9E06Z3Ft96UtfMrSPHTvGgQMHOjhaiI75OkA/DFzj+n4n8M9KqZuA/wAKAhGYEEII0V2VDQ1Ueyxnj7VaGeSRvMfMPHs+csoUYjo5PlDMA/TjYTBAB++a6OvXr8fpdIYoGiFEIHgtb08eCdaobl3j9Y+Ms+e3XZfFsLSuE3T2lFct9DAYoGdmZjJ37lxD35tvvhmiaEQk83WA/hNw57D5ATAc2AQsAL4TgLiEEEKIbmtv9ty8Z7qVw27n5O7dhr5QLG8HGGva834iTAboN9xwA3Fxce52WVmZYV+6ECLyeWdw797+86NnStl1zJik7eH5U3sdV2e8ZtAv5wf0fr5atmyZof3JJ59w4cKFEEUjIpVPSeK01us8vi8EJiilBgAVWjZXCCGECBNnTAP04Z0sbz9/7BgNNW1JhqLj4xkxeXLAYuuM1xL3iop2E7IFW1xcHDfeeCPr1rk/BrBu3TqmhWAbgBCid9LOvE9U/SCv/qiTHxk77I1EHfyzz9c1z55fNzadCaMG9yhGX+m4VLQlCuVsKelmqStDNVSiY1O6ODOwrrvuOrKysigoaFlg7HQ6eeutt3jiiSdCGpeILL6WWRuilMrw7NNalwPpSqnA/gsUQgghfGSuIT6qkxJrBTt3Gtqjp03DGtW9ZZ3+MiwxkUSPe1c3NXGxtjYksZiZl7lv2rSJpk6y4gshIouqu2RoO+MH+nxuScUVPt5tnL1+ZEFgZ88BsFi9arVbLh0P/H27oJRi6dKlhr7Vq1dTGybv5yIy+LrE/XXgjnb6b3e9JoQQQoTcqcpKQ7ujAbq9qYlTe/ca+oJZ+9xMKUW2aRY9XJa55+bmkuzx51hdXc3nn38ewoiEEP5kqSs1tM37uzuzavMhHM62xbSZQ/szd9Iof4XWKUfqWEPbWh4ey9znz59Pf49tS7W1tXzwwQchjEhEmu6UWdvSTv9WYLr/whFCCCF67pRpBj2zgwH6mUOHaG5sdLfjk5MZlpMT0Ni6Yl7mfiIMSq0B2Gw2r1q+nkvehRARTDu9Z9ATvJfBt6ehyc7bWw4b+pbNuxaLJThbc5ymAbrlcniUgYyJieH+++839K1cuRKHwxGiiESk8XWAbgNi2umP7aBfCCGECDqvAXpK+/sRC0zZ28dMn47F4uv/EgMjJ0wTxYH3Mvdt27bJkk0h+gBVX4Fy2t1tHZUA0Qk+nbt+1wmqahvc7X7xMdw5K3gPOr1m0MNkgA5w//33E+WxbamoqIhPP/00hBGJSOLrp5EdwDfa6f8WsMt/4QghhBA90+xwcM6UJK69Je6NdXWcPXTI0JcVouztnsxL3MOl1BrA5MmTSU1NdbcbGxvZsqW9hXVCiEiiTMvbnQm+7T/XWrNio7HG9+K5E4iLCV4eD+8Z9PBY4g6QmprK/PnzDX1Sck34ytcB+r8CX1FKfaaU+pHr61PgEeBfAheeEEII4ZuimhocHoVFBsfHk9BO0rdT+/bhsLfNGCUNHMigUaOCEWKncsyZ3MNogG6xWJg9e7ah76OPPurgaKNGh4P9JSWszs9nz8WL2KWOuhBhw1JbZmg7431b3r6/4ALHz7UtjVcKHrwluFUwnCkj0dZod9tSV4aqD4+tQQAPPfSQob1nzx7y88PnIYIIXz4N0LXWnwOzgULgfuALwClgttb6s8CFJ4QQQvjG5+XtpuztWTNmhLycGbTsl7d5LLMvrq2lymOffKiZB+g7duygopN98g6nk78WFPCDLVt47fBhNp49y+t5eTyzbRubzp7FKVVahQg5S60pQZyPM+hvbDhoaN84JZP0tI6rZgSExeadyT2Mlrnn5OQwdaoxo/2KFStCFI2IJD5vuNNaH9BaP6y1nqi1nuD6/kDXZ/pGKWVVSu1TSr3vamcqpXYopfKVUm8qpaJd/TGudoHr9VH+ikEIIUTk8iWDe111NeePHjX0hcPydoAoq5XRppiPXr4comi8DR8+nMzMTHfb4XCwcePGdo91OJ386cgRNpw5Q7NpxvxKczPv5efzYWFhQOMVQnRN1ZqXuHc9g36xvIbN+08a+pbeeo1f4/JVOO9DB1i2bJmhvX79eqpMD5OFMPO1DvoEpVSOR3u+UupPSqmnlVJWP8XyBOD5qel54Fda62ygAnjM1f8YUKG1zgJ+5TpOCCHEVc6XDO6Fu3ejPWZuUzMyGDBsWMBj89WkgcbZq0NlZR0cGXxKKRYsWGDoa2+Zu1NrXs/LY19JSafX++j0aQ6UlnZ6jBAigLTGUmd8j9E+DNBXfWIsrTZm2ABm5GT4PTxfeO1DD5NSa63mzp1Lenq6u93c3MymTZtCGJGIBL7OoL8CTAVQSmUA7wEDaEkS9+PeBuG65l3A711tBcwDVrkO+QNwr+v7xa42rtdvVeGwNlEIIURInfZhiXu+eXl7CGuft2eKaYB+MMwGsOYB+v79+6kxzfJvOXeO/aa4E6KiGJqQQLQpU/7yI0coq6sLTLBCiM411aDsbVnYtTUaHdP5MvWGJjvvbMkz9C2dd03Itgl5zaBfOh6SODpitVpZsmSJoW/Dhg3YPfKgCGFm8/G48cBe1/cPADu01ncqpW4BXgWe7mUcvwa+D/RztVOBSq1169/eIqD18VM6cA5Aa21XSlW5jjcWcXSRZAxC9G2B/jeenZ0d0OsL/+lqBr26rIySk8ZlmWNmzAh4XN0xZZBx9upgGM2gA6SnpzNx4kTy8to+oBfs2sXUhQsBKKmt5QPTn3FqbCzfmjaNAXFxFFZW8t9797r3nzc6HKw9dYpHJk4M3g8hhADaSxA3sCXbWyfW7fQurXbHzOCVVjNzpo0ztK1leaB1lz9HMC1atIj//d//pb6+HoDKyko2bdrkleVdiFa+DtCtQJPr+1uBNa7vTwKDexOAUmoRUKq13qOUurm1u51DtQ+veZEP10L0bfJvXEBLyR/zDLp5D3rBLmNV0MFjxpCUlhbw2LpjsmkG/ejlyzQ7HERZ/bWbrPcWLFhgHKDv3MnUhQtxas2Ko0cNe87jbDb34BxgdEoK92Vn8/aJtn2iey9e5I7MTNLi44P3Qwghup0grr3SavdeH9zSambO5BHo6H6ophoAVGM1qvocOnlEyGIy69evH3fddRerVq1y961cuVIG6KJDvi5xPwx8Qyl1Ay0D9LWu/nQ6mLnuhrnAPUqp08AKWpa2/xpIUUq1PkDIAC64vi8ChgO4Xk8GwqcWjRBCiKArq6ujtrnZ3U6MiiLNNShsZc7enh1my9sBBsbHMzQhwd1ucjg4Fkbl1gBuu+02LB5L1S+fO0f5hQvsKi72WsVw/9ix7sF5q7kZGQzx+Bk1sOHMmYDGLITw5l0DvfP95/vyL3CiqO1jv0UpHrx5SkBi85my4Bg4wdBlLT0comA6Zl7mfujQIY4cORKiaES483WA/s/A3wKbgTe01odc/fcAOzs6yRda66e11hla61HAUmCj1vpLwCag9W/zV2jZ9w6w2tXG9fpGraVWixBCXM3MA8NRycmGPZHl589Tfv68u60sFkZPnx60+LrDa5l7mO1DT01NZbrpz+74jh1eWdknpqUxfcgQr/MtSnHbyJGGvp3FxVQ2NHgdK4QIHPMSd91FDXTz7PmN12QyLC3J73F1l2PQJEPbWprXwZGhM2rUKGbNmmXoW7lyZYiiEeHO1zroW4CBQJrW+m88Xvof4BuBCIyWhwJPKqUKaNlj/oqr/xUg1dX/JPBUgO4vhBAiQnRVA92cHC593Djik0L/wbI95mXu4ZTJvZU5WdyR7dsNA2yrUnxh7NgOE0dNHTyY1NhYd9uhNdsvXGj3WCFEYHiXWOt4iXvx5Ro27TM+hFs6LzSl1cwcg4w5LMJxBh3gwQcfNLQ//vhjLodRKU0RPrpTB92hta4w9Z3WWvvt0b7WerPWepHr+0Ktda7WOktr/YDWutHV3+BqZ7lel0KqQghxlTPXQPdMEKe15qRp/3m4ZW/3FO6J4gBuvvlmoqOj3e3migpiPZbi3zB8uNfSdk9Wi4VbTLPoe0tKkAVxQgSJvQGLa982gFYWdFxqh4e/9clBd3JHgDHDUpmek97h8cHkGDTZ0A7XAfqsWbPIyGgrR2e323n33XdDGJEIVz4P0IUQQohw1VkG97y8PKo9BrlWm43MqVODFlt3mUutHS4rM3wwDgeJiYnMmTPH0Jfk2kcea7Uyf9SoLq8xbfBgrB4z7GV1dRTV1HRyhhDCX7wSxMWlgaX9ZJQNTXb+stW4X3rprVNCVlrNzDlgDNoa425b6spQV0pCGFH7LBYLDzzwgKHvnXfeodkjf4oQIAN0IYQQfUBnNdDXr19veG3ElCnEhHHG8JFJSSR5zE5XNzVRaFohEA7My9yTzp4Fp5N5I0eSENV1Vuf4qCjGpRpn7PaVhN+HaiH6ou4sb1+787ihtFpSfAx35IautJoXiw3HwPGGrnCdRV+0aBGxHtt7ysvL2bBhQwgjEuHI1zJrQgghRNhqL0kcgMPh8PrwE87L2wGUUkwdPJhPzp1z931+4QJZ/fuHMCpvc+bMISo2lmbX3nNbQwMply9zwy23+HyNaYMHk3epLSv0vtJSFmVlYQmTmTkh+iqvBHEdZHBvv7TaxJCWVmuPY9AkbBf3u9vWsjzso28NYUTtS0hI4MYbbzQ8OF65ciV3D/N9L7pqqELVXQI0Oja5ZfWDvGf2KTKDLoQQIqLV2e2U1dW52zaLhYx+/QDYu3evIQlPVGwsIydP9rpGuJk1bJih/XkYJlCzRkVRN3y4oW90WRlxNt+f/U9KSyPKo2RbRUOD12oIIYT/WbxKrLU/g74v/wL5RW3voRaleODm8HsPdQw0JYorOdTBkaFnrn9+5MgRDhVe7PI8VVdG9KHlxH36U2L3/Z7Yfa8Qt/0FYva+jKopDlS4IgRkgC6EECKinfcYnAOMSErC5hr0mZe3Z06dis1j+Xi4mpNuTL4UjgP0t0+c4KLpQUJzfj6ObuynjLHZmJiWZugLx6z1QvQ1XkvcOyixtmLjQUM7XEqrmTkGmxLFFe+FMMvd0WrIkCFeOTzeMK1SMLOe30Xs57/GVur94MFaeYrYnb/BdnabX+MUoSMDdCGEEBGtyDRAb00Q19TUxKZNmwyvZYf58vZW1w0ZYkigVlBRYVglEGpOrfn1rl3UDh6MPaYtOVNzfT1nD3dv7+c1pqz1xzyywQshAsDRjKo3FGZCtzODfrG8hs37Txr6Hpo3JaCh9ZQzbTza1lY5wlJXhqo6G8KIOudVcm13AWWVV9o91nZuOzHH3kFpZ4fXU2ii8z8I2733ontkgC6EECKiFdXWGtqt+8+3b9/OlSttH3hi+/UjfbwxkVC4SoyO9iq3Fk51wtcWFrYMpC0WakaMMLxWYKo535WxAwbguXuy+MoVqhob/RClEKI9qu4SirbZZWdsCli9Vxat+uQQDqdnabUBzMjJ8DouLFijcAw1VuewXdgdomC6lpuby0iPUpMOp5NVn3gPrq3ndxF9YrVXvzO6H86YZK/+6LyVsty9D5ABuhBCiIhmXuLeOkA3L28fc911WKztlxEKR1770M+fD1EkRlprfuVRV77aVM/89IEDNDU0mE/rUEJUFCOSjEtmj132PWGSEKJ7LHVdJ4hrbLbz7tY8Q99Dt1wTNqXV2mMfep2hbQ3jAXp7Jdfe3nKYpmaHu62qzxN9/D3DMVpZaZzwAA3XP0XD3H+mcfKX0Krt/2vK2UzM4eXgdCAil2Rx97Oa/PxQhyCEEFeV9pa4X7lyha1btxr6wz17u9ns9HR+t2+fux0u+9C3FRWx62JbQqP61FTiBwygzrU03dHczOl9+xg7e7bP1xyXmsqZ6mp3+9jly8w0PaAQQviHuQa6M957efu6XflUXml70NYvPoY7Z4VRabV2OIZNN7RtxXtCFIlv7rjjDn73u99R61oFVlFTz/rdJ1g0ezzYG4g5vByl2wba2mKjccojOFPHuvscgybRlHMPMcfedfdZ6i5hu7ATe4bv78EivMgMuhBCiIjmNUBPSWHjxo00NTW5+/qlpTEkKyvYofXKrKFDDe0DpaXUePxMofJLj9lzgAlpaeTMnGnoy+/mMvfxpnrox8vLcYZpgichIp13DXTjDLrWmhUbjEnL7pk7PuxKq5nZh04ztC2XjkND+FaFSEhI4O677zb0vbHhAFproo+/h6XemI+jacIDhsF5K0d6rtfqgajCjWCXrUKRSgboQgghIlazw8HF+npD36jkZD788END39hZs8J6aWZ7BiUkGGqfO7Tmk7OhTXq05+JFNptiuG3UKK/VCUVHjlBfU+PzdUckJRHvUZ6tzm7nnMeMuhDCfyxXSgxtnTDY0D5wspjj59qWwSsFD94cnsnhDGKTcXgMYBUa28V9nZwQekuWLDH8v+nY2TIO7d1hqOkO0Jw+E8fgjn8HTWMWoC1tD1BU8xXJ6h7BZIAuhBAiYhXV1ODwmGkdHB9P9aVL7Ntn/FCWbZrhjRS3mfZ3rz11KkSRtPilaWZ8bno6o1NSSM3IYIBHaTjtdHLSNNPeGYtSjB0wwNB3XLK5C+F/Tjuq/pKxK9E4QH/TVFrthsmZZAz0TkgWjuymZe7WC+G9zD0jI4O5c+ca+t5ct93QdiYOoTn7rs4vFJOEfcT1hq6os1vBEfpVV6L7ZA+6n/XLzg51CEL0aZLnQXg6VWVcvpiZksK6desMfRMmTCBlyJBghuU3C0eP5qX9bTMp60+dwqk1lhCsBiioqWFNYaGh7x9zc917x7NnzmTHO++4Xzu+fTuT5s3z+fo5Awawv7Rt6W1hZWUvIxZCmKnaMkO5LmdsCthi3e3Siits2BsZpdXa4xg2HQ4td7dtRdsJ94XeDz74INu2tc12f3TGysXJFobEO9EomsZ/Aaxdby9oHnkjtvM7UM0t276UoxHrxQM40mcELHYRGDKDLoQQImIVVBhr+Wa2s7z9jjvuCGZIfjUnPZ3EqLYPZqV1dewvKenkjMB5raDA0J46eDA3e5RYy545s2UtrEvZ6dNUFPte7md0SoqhfaqqCoez47q/Qojus1y5aGibl7ev2nLY8O8uc2h/Zo4fHpTY/MGeblwtZS3eC42+b7cJhRkzZpA51HM7k2JFQQIA9uFzcCb5WNrOFos93bjdKOr85yD5PCKODNCFEEJErJOmWdbUmhrOnDnjblutVubPnx/ssPwm2mplnmmZ+4chWOZ+qrKSj0xZ5L83Y4Zh72TigAGkjxtnOObEduNSzc4Mio83PIxodDg471HHXgjRe5Za4wM+Z2Lb6qKmZgfvbjHW4n7wlikRlb9DJw/H0X+0u62cdmxFvr8PhYJSiqXzrjH0vXkynjprMs2ju/f/L/uwXDRtvy9LzQUs1UV+iVMEjwzQhRBCRJzXDh3itUOH+OTcOUP/4U8/NbQzJk3iL6ZjIs3C0aMN7XWmZebB8Ovdu/Gcyx6fmsqdY8Z4HTd21ixD+8Tnn+P0cRZcKcUY0yy6+QGMEKJ3zDPonvvPP9qdT3lNW9LNhNhoFs0yPnSLBPaRNxrattOfhCgS39091kq/qLb3ysomK3+tmwq2mG5dR8f198r0bju/wy8xiuCRAboQQoiIVeZZYs3ppPzQIcPr5gFjJJo/ahSe81cHy8qCuj/7XHU1y48cMfR9d8aMdvfBj542DVtM2wfK2ooKLhw/7vO9RntkrQfZhy6EvynzDHpCywy61poVG71Lq8XHRgctNn+xj7zJ0LadCfMButNO8pl1LBltLBm6fHc5ugfL05szTMv8Sw5KsrgIIwN0IYQQEcnudFLuUWIt4eJFmjyWREfHxTHymmvaOzWiDIyPZ+awYYY+84A5kJ77/HOaPWbBRyUnc/9Y71q8AFGxsYyeZqxF3J1l7uYZ9MLKSqmHLoSfKEcjloa2h15aWdAJAwE4fKqEI2fakjQqBQ/dEjnJ4TzZh89GW9seLFirzmKpPB26gLoQffBPWGpL+VJ2LRbV9n53ougS+/IvdHJm+5ypOThj2rLuK2cz1kvH/BKrCA4ZoAshRBhQSi1USh1XShUopZ5q5/UYpdSbrtd3KKVGebz2tKv/uFLqdo/+/1NKlSqlDpuv1xdcqq/Hc+iWZqrPPXr6dGxRXWe+jQRfnDDB0F5+5EhQEqjlXbrEG6aHAf+Ym4vN0vHHh7GzZxvahXv30tzQ4NP9hiUmEutRD722uZmS2tpuRCyE6Eh0g7G8mo5PA0vLvzfz7PmciSMZPsj4wCxiRMW3ZHP3EK7L3FVDJTHbXwAgPcHBLcOM75Xm34tvF7V41Uy3lhzs4GARjmSALoQQIaaUsgIvAncAE4BlSqkJpsMeAyq01lnAr4DnXedOAJYCE4GFwG9d1wN4zdXXJ3kub7c0NRFr2mveF5a3t7pv7FjiPQauF65cYaNHMrxAefbTTw0PQcYNGMCy8eM7PWdYTg4JHkvV7Y2NFO7d69P9LEoxOtlYb1mWuQvhH1ENlw1tpyuDe2nFFT7abazSYE5aFmmazcvcCz8OUSSdi9n+gmFVw8PjjEvRN+0rpPhy97PQOwZNNrStl4+DPdwLzolWMkAXQojQywUKtNaFWusmYAWw2HTMYuAPru9XAbeqltS6i4EVWutGrfUpoMB1PbTWW4DyYPwAoeA5QO9XVIRyONztxNRUhmZlhSKsgOgXHc29pmXlfwrwMvcNp0+zzpQx/odz52LtZPYcwGKxtJsszlfmcmunXXXWhRC9Y55Bb83gvnLzQcOKnJGDU5g1YQSRzJ45z9C2nd2Gqg+v/x1aLh0n+sDrhr6puXMZMyzV3XZqzVufdH/225mUgTO27UGpctqxXjra82BFUMkAXQghQi8d8Jz+LXL1tXuM1toOVAGpPp7bJ5V6DNCTTQPJsTNnoroYSEaaRyZONLQ/OHmSM1VVAblXg93OP23ebOi7pn9/7jBllO+IeZn7+WPHuFLu24fjkaYZ9ED9jEJcbaIbjTPoOnEw9Y3NvLMlz9C/7NZrsVgip7Rae5xpOTg8spkr7SAqf00IIzLRmrjN/47SbQ+WnbH9cYy4nqW3Gpen/2XrEeobm7t3faVwDDbNopcc6uBgEW5sXR8ihBAiwNr7JGTOjNXRMb6c65P8/Px2vw9HJaWlnHcN3KJqaogvKzO8PmDsWEpKS9s7NWx09884VWtGJiRwxrUn2+508sOPP+YHU/yfyOn3+fmGpeUKeHLCBAoKCryObffP2Wqlf3o6FefPt7S1Zu+GDeTcdJP3sSaxDgeKtr/EpXV17M7LIzm6+9mkw/3vcXsiLWbPeLOzs0MYieiU1kSZZ9AThvD+9mNU1bbte06Kj2HR7Mgrrdae5rF3Y93+S3c76vhfaZrycAgjamMrWIvt3GeGvuaxd4E1ijtyc/jN259RXdeyJL2qtoEPdx7n/hsmdese9kFTiDqzxd22lp+A5jqIiu/9DyACSgboQggRekXAcI92BmBO3dp6TJFSygYk07J83ZdzfdL64To/Pz/sP2gPbmigylW+yzx7PiQriyzTbHO4KSkt7dGf8febm/nWRx+52x+cP89/3HYbo0yzzr1x5NIlXjt50tD3N1OmMCElpd2YB3eQAG7ijTey7Y033O0LBw9yw5IlqHbKs5kNPXuWCx4Z+SsTEpg+apSPP0GLSPh7bBZpMUdavFczVVuK1dH2b1VbonDEpPDGBuOs8hdumkRcTN9IrtmcczexHgN0a9HnqCslaI/a76GgHI3EffojQ59jQBaOtJbUM3ExUdx3w0T+sK4td8eKDQe57/qJPr1/ttL9huGM7Y+loaLlvk47trPbsI9Z4IefQgRS31r/J4QQkWkXkK2UylRKRdOS9G216ZjVwFdc3y8BNuqWAqmrgaWuLO+ZQDawM0hxh0yD3U51UxM4nV4D9HFz54YoqsB7aPx4wx5tu9PJz3fs8Nv1G+x2vrZ2LY0e+/nT4uL4tzlzun2tMTNmYLFa3e3KixcpPX3ap3NHJiUZ2ruKi7t9fyFEG+vl44a2M3Ew2/LOcqakbaWM1WLhwZsjs7Rae5z9R+MY1DbrrNBEnXg/hBG1GHLyTSzVRe62Vlaashe11LZzeeDmKVg82icvXGb38fPdu5FSONKMqyGiCjf0LGgRVDJAF09oHQ4AACAASURBVEKIEHPtKf82sA44CqzUWucppZ5VSt3jOuwVIFUpVQA8CTzlOjcPWAkcAdYC39K6ZVObUuoNYDuQo5QqUko9FsyfK5BaE8QlXLxIlEctdFtMDKOnT+/otIhns1j4/syZhr7lR46wraiogzO65z8+/ZQjl4zLYH96002kxMZ2+1px/foxYrJxD+Sxbdt8Ote8ImDPxYvdvr8Qoo3FVAdbJwxh+cf7DX23z8hmUP/EYIYVcE059xja0YeWg+7RLjC/UNXnGVKwwtDXdO1XvGb1h6b245apxpwfPSm5Zh6g205tCOnPL3wjA3QhhAgDWus1WuuxWusxWuufuPp+qLVe7fq+QWv9gNY6S2udq7Uu9Dj3J67zcrTWH3r0L9NaD9VaR2mtM7TWrwT/JwuMEtcA3Tx7Pmb6dKJ7MJiMJA/k5JDtUcZMA99cv56apqaOT/LB63l5/G7fPkPfg+PGsWRcz/ejmlczFOzY4VNNdHOiuN0XL+KUD5VC9Jj1knEG/ciVfuw6Znyw98Xbrg1mSEHRnLMYrdpW8ljL87Ge9e1Bod+5EsNZnW3lzpxxA2iY9d12DzeXutty4BTnL3UvaaYzJRNtbcvfYaktxVJ6uFvXEMEne9D9rCbCkrsIIUQkKqmtxdrYSL/zxiV/kbS8/bVD3c+o++jkyVgtFl6YN4+7337b3X+2upp/3LSJlxYs6NYexVabzpzhuxuMSx+H9+vHz2+5pdvX8jRi8mTik5OpcyX0a25s5OSePV3+ngbFxxNrs9FgtwNQ2djIyYoKsgcM6FU8QlytzDPof9p7xdC+bmw640cOCmZIQaH7DaU5ayHR+R+4+2L2v0rdyBuCHost/wOiTq439DXM/T7Etp9DZGr2MMZmpHGiqGVVk1Nr3tp8iH9Ycr3vN7VG4RiQha2srSxn1KmNNJoyvIvwIjPoQgghIk5pbS1Jp0+jPGr3Jg8axJA+VPu8MzcMH87fXWuc7Xrz6FGe8XEJuae1hYV88a9/xe7xZxlrtfLqnXeSHBPTqzgtVis5pv3rR7du7fo8pbz3ocsyd+GilFqolDqulCpQSj3VzusxSqk3Xa/vUEqN8njtaVf/caXU7R79/6eUKlVK9b3pRacDa3nbBFJpvYUPDxjzOvTF2fNWTVP/xtC2FW7AUnk6qDGohkriNv3Q0GcfMpXmiQ91fI5SXrPof9l2hNqG7q2W8lrmXvhxt84XwScDdCGEEBGnpLaW5MJCQ9+466/v0exxpPrh3LlkeSx1B/ivPXv4t61bafZI8tYRrTUvHzjAl/76V+pdM9XQUlJt2YQJHL50idcOHXJ/vXP2rKHd+tWVcdcbZ3tKTp6k/ELXhQbM+9B3S6I4ASilrMCLwB3ABGCZUmqC6bDHgAqtdRbwK+B517kTaEnCORFYCPzWdT2A11x9fY6l6izK3ra15I3CFOyOtgdywwclc8OUUSGILDgcw6ZjH9Q2Y6zQRO9+KXgBaE3shn/FUteW30Nboqif/zOwWDs5EW7PHUtyQtu2rZq6Rv6yNa+TM7w5UnMMbWvJQVR9RbeuIYJLBuhCCCEiit3ppPr8eWKr2vbiKaUYO3t2CKMKvvioKJbffTepcXGG/t/s2cOiVas4ZKoN7+no5cvc9+67/NOmTThMe7vvyc7mmkH+W+qaPGgQw3KMHxB9SRYnM+iiA7lAgda6UGvdBKwAFpuOWQz8wfX9KuBW1fL0bjGwQmvdqLU+BRS4rofWegstpSv7HItHBvc6u2JFgTFPx7J512C19OEhgVI0Tf2qoSv68JtYLgdnW2rUkVVEn/iroa8x99s403I6OKNNbLSNB242Lkf/88f7abZ3/RDWLSYJZ+JQd1OhsZ771PfzRdDJHvRe2rmzz1cz6pNyc3MNbfk9ChE5TldV0a+gwNA3fNIkEjzKj10txg4YwNv33cc9q1a1lJ1z2VFczA1//jM3Dh/OvBEjyOrfHw3kl5ez6exZtraT9V0Bv7jlloB8UB93/fVcON42SDixfTsz778fq63jjyHmRHFHLl2itrmZhKi+UaNZ9Fg6cM6jXQTM7OgYrbVdKVUFpLr6Pzedm97dAPIjLN/Q0BOfkuD6/u3CeCo98jQmxkYxKzuN0tLSkMTWE62xXurG70FZJzAxPp3Yupa8JUo7cKz7AQUzfhyQGFvFXDnHhK3/auirS8ri6IDb0R7xp3Xy53/r5GH8cZ2VJtegvKTiCis/3s38aZk+x9E/dhjJV9pWIdUd+oAzqusHBB2JtH8D7Qn1z5Cdnd3hazJAF0IIEVEOFhWRfOaMoW/89d1ImtPHXDtoEG/fdx9ffv99imtrDa9tOXeOLefOdXBmm4SoKH67YAGLs7N7lLyuK6OnTWPbG2/Q5Mq+33DlCqcPHGDMddd1GtPAuDjKXGX0HFqzv6SEuRkZfo9PRJT29rGYU/x3dIwv53apsw/W4Sj+WMvgr9kJrx5PMLz24C3XMHJ4t59RhExpaSmDXCt8+nfz9+Cw/BDe/7q7nVKynXHRF3EEKmFcYzWJK76O1dH2RETbYimc9q9k5Rh3ZUTVd7xqadAgWHz9BN7a3Pbe/JftBSxbkIvF4tu2Lot1Clza426nVh4kOivLUHvdV/n5+RH3b8As3H8GGaALIYSIKBs++giLx55pEhIYMWVK6AIKAzOGDmXrl77EN9evZ/3p090698bhw/nNbbd5zVj7ky06mrEzZ3J40yZ339EtWzodoEPLLHqZR5373RcvygBdFAHDPdoZgDmpQesxRUopG5BMy/J1X87tcyxlLXuWPzwbR3Fd20f/aJuVpbde09FpYS/q4J+7d4LW2IdNx3Zht7sr/qN/oubhtRDr5xVYTgfxa/4ea7lxtVf9zc/QEDui25d7eP5U3v7ksLvcZGFxOdsOnebGa3ybRXemjEIrK0q3zMJbqs9hqTqDM2VUt2MRgdeHN5wIIYToa7TW5H3yiaEvadKkTpdKXy3S4uN5c/Fi3rjnHmYNG9bl8aOTk/nq5Mncm53NJo8EcIEy7gbjLFXR0aNUd7JPHrwTxe2SRHECdgHZSqlMpVQ0LUnfVpuOWQ18xfX9EmCj1lq7+pe6srxnAtlA397j1liNteosWsPvjyUaXrp77nhSk+JDFFgIKEXDjf9m6LLUXCD+46dAd3shRce0k7gNTxN1epOhu2ncfTRPWtajS2YMTGb+dGOVktfW7ung6HZYo70G47YzXVfUEKEhA3QhhBAR49ChQzSUlLjbWikypk8PYUThRSnFHaNHs/bBB/ns4YdZkpPDjKFDmZSWxsS0NGYOHcoDOTk8NXMm35k+nWsGDcISpMz3acOHM3DkyLYOrcnbvLnTc7wSxRUXo/35QVpEHK21Hfg2sA44CqzUWucppZ5VSt3jOuwVIFUpVQA8CTzlOjcPWAkcAdYC39K6ZUpRKfUGsB3IUUoVKaUeC+bPFSjWsqMAfFIcQ35VW/4Gi1I8Mn9aqMIKGcfQqTRe97ihLyp/DTG7fuufG2hN7MZ/I/rwCkO3fci11M9/vkdLylt9+XbjiqMDJ4vZX+D7AhDHAOMA33b2/7d33/FRVWkDx3/PlPSQBBIgIfSOIL2JDXTtu5Z1VdZ14dW1obLq+tpXZV1fXd217VrWlRV1rWBXBJEii0gJIE16byEQIIT0mTnvH3NJ5k4KAZKZSfJ8P5/5ZO4z5948cyXHOXPa8W/LqUJDuxyUUko1GB9//LHt+EhGBulpaWHKJrL1Sk3l9MxMIml2/ikjRzJn0qTy47Xff8/gSy/FFRVVZfmMhATcDgdl1h7tewsL2ZmfT9ughrtqWowxU4GpQbFHAp4XA7+q5twngCeqiJ9Y12aEc1rD24N7z88Z2Jm2LetvWkskKx5xL64d83HmVGx5H/P9XzBRCZT2G1PDmcfgKSZ2+h8qrdjui25GWZcLcf/0EeBfEK6mOefV6dEujWG92rHgp+3lsTenLaXf7cceMQXga94FNk0vP3bumA8+7zG3elOhpw10pZRSDUJeXh4zZ860xQq6dSOxCQ1vr88h6KHQZfBgfpg8mRJrMbuSggI2Ll5MjxEjqizvdDhom5jI5oAt9bKys7WBrlQtOXNWs2y/myX7om3xMefXvP5Do+aMovCif5Dw7iVI6ZHycOzsPyIFeykZ/ofjbrQ6Dm4h9uvxuPYut8VNVCIlA36Hia6bOmvMBQNsDfS5K7awaXcunTNaHPNcX2IGvphkHMWH/DmX5OHMWYm3db86yU3VHR3irpRSqkH46quvKCsrKz8ujY8nsXNnJERDtNXJc0VFVWqMr549u5rSfsGL1y3SeehK1Zpz30/8a02iLTa0Z1t6tj/+HtzGxJfSiYJL38C47HvCxyz6B/FTrsFhTQ04prJCohe9RMLb51VunLvjKe5/Ayau7kZ5De6eSa+g/3ZvTV9au5PFgbftabaQDnOPTNpAV0opFfGMMXz66ae22KHOnUlPTKzmDBWpep11lm0e5r5t29i7ZUu15YMXisvSBrpSteMtZe2GzczebW+Ejr2gCfeeB/BmDqXw5//COO1TbFy7FpLwnwuI++JmXBunQ6l9+0p8XpzZy4me9xcSJ55GzPd/Qbwl9iLxLSkePA6T0KpOcxYRxgT99/t64Xp27z9cq/PL2tkX69SF4iJT0xkXqJRSqsFauHAh27dXDOszDgd5nTqRnpBQw1kqEiW1bEnbU05hx6qK+Z+rZ8+mVceqtwsKbqAv37ePEo+H6CY0tUGpE+HI3cCrq+yN8z6dWjO4h25VeJSnw1kU/PJd4r4ah6MgpzwuGNwbv8a98WsAfM0yMe548HlwHN6BeEurv2ZqT0pPuQqCeufrysj+nWjXMpntOf6h6l6fjze+zuKh60Yd81xP0J7vzt1ZUFYI7ia0mn8DoD3oSimlIt7779tXxM3PzMQbE0N6fHyYMlIno/fIkbbjTYsXU5SfX2XZpOhoMgNGSpR6vSzPyamyrFKqwualc/h2V6wtduPFg3VaUBBvmyEcuXZqpd7lQI7DO3HmrsN5cFO1jXNfdBKF5z9H6anX1VvjHPxrc/zPhfZe9M/nr2FPbtV1aCCT1A5vUsU+7OIrw7Wrce802BBpA10ppVRE27JlCwsWLLDFDnTvDqA96A1U2969SUxNLT/2ejysnVf9XMgh6em240XZ2fWWm1KNxcSPvrEd92zp5rTe7asp3bSZ+JYUXvEfCi59A2+L7sd3blQixUNu58jYOZT1+uVJbaVWWxcO7U6b1IqF5zxeH29My6rVuR4d5h7xtIGulFIqon344Ye246IWLShu0YI4l4tm1WzPpSKbw+Hwz0UPsHrOHLweT5XlBwc10BfrPHSlarR582a+XbnXFrtuRDvtPa+JCJ5O53DkuukcuWoKJX1/izelM0YqN5d8sS0o63Ihhec/x+Hf/UDJiHsxccdeSb2uuF1ObrhosC322byfyD5w7F704GHuru3aQI80OoFLKaVUxMrLy2PqVNt2x7bec/2w2XD1PP10sj7/HK+1Mv+RAwfYvGQJXYcOrVQ2uAddG+hK1WzSG//GBBz3TC5jYJ/j6xlussSBt80QvG2G+I89xTjydoDP/wWiLzEdYpLDmKDfRcO6M3HqYnZZC8R5vD4mTVvC/b8+u8bzvG1Pw4gDMT4AnPvXIgU5mPimvbJ/JNEedKWUUhHrs88+o6SkYnXcsthY8jP9Cxzp8PaGLSYhge6n2bf8Wf7NNxhjKpXtk5ZGjLNiX+LdR46ws5o560o1dVu3bmXGtzNtsVsGCD631pknxBWDr0VXfGk98aX1jIjGOfh70f/nwkG22KfzVrP34JFqzvAzMcl4W/axxVzbv6/z/NSJ0x50pZRSEcnj8TB58mRb7GC3buDwf7esC8Q1fKeeey4/zZ0LVqN8//bt7F63jjY9etjKRTmd9GvVigW7d5fHFu/ZY1s8Tinl969//cv2RVe3pDLOGtyHPTriCPeKd8KdQp26ZHgPJk5dXL5AXJnHx6Svs7jvGL3onvZn2PZtd23/L2U9L6/PVNVx0B50pZRSEWn27Nns27evIuBycahTp/JD7UFv+JJbt6ZD37622PJvvqmybPA89EU6zF2pStauXcvMmfbe81tPyce07lvNGaohc7ucXB/Ui/7xf1eza39ejedVuVBcFaOXVHhoA10ppVTEMcbw7rvv2mJ5HTvii44uP26tPeiNQt+f/cx2vH3lSg5W0fge1Lq17ThLG+hKVfLqq6/ajnsml3JeZjHeVqeGKSNV335+Wk/SW1SMJvJ4ffzz84U1nuNNH4BxVWzB5yjYi+PAxnrLUR0fbaArpZSKOIsXL2bNmjW2WG7XruXPk6OjiXO7Q52Wqgetu3YlrUMHW2z5jBmVygUvFLd83z5Kqln1XammaNmyZZW2pLzr1HwcgjbQGzG3y8ktv7Avrjl14To27Nxf/UmuaDyZ9nN0NffIoQ10pZRSEWfSpEm24079+lHarGLP1wwd3t5oiAh9zzvPFtvwww8UHj5si6UnJNjmnJd6vSzPyQlJjkpFOmMML7/8si02KK2E01uX4EvMwMSnhSkzFQoXDu1O54zm5cfGwCufLajhDN0PPZJpA10ppVREWbFiBUuXLrXFkoNW+26ji4M1Kp0GDCChRcUewl6Ph5XfflupXHAv+qLs7HrPTamGYP78+axcudIWu6tPPqK9502C0+HgtsuG22LfLd/C8k3VTwWqtB/6zgXgLauX/NTx0Qa6UkqpiPLmm2/ajgcNGsTW2FhbTFfvblwcTiennnuuLbZq1iyKCwpsseCF4nQ/dKXA5/NVmnt+VnoxA9JKAW2gNxVn9u3IqZ3sa3X8/eP5VW5dCeBr0R1fXMXICikrwJm9rF5zVLWjDXSllFIRY/369Xz/vX0/1jFjx7IqcDV3tIHeGPU84wxiAv67lpWUsCJoLnpwD7o20JWCqVOnsmHDBlvszj4VU0Q8rfuFOiUVBiLCHVfYR5st27CbeSu3VncCnnan20I6zD0yaANdKaVUxAjuPe/duzfNO3fmcGlpeSwpOprmMTGhTk3VM3d0dKW56KtmzaIkoBe9T1oaMU5n+fHuI0fYmZ8fshyVijQFBQW88sorttjF7QrpkeJfQNGIA6820JuMAd3aMKJ3e1vs+SnfU+bxVlm+UgN9+7x6y03VnjbQlVJKRYTt27cza9YsW2zs2LGsDOo9PzUtDREJZWoqRHqffTYxAQsAlhYVsSJgT+cop5N+rVrZzlm0e3fI8lMq0rz11lvk5uaWH0e7Xdx1asWXVr7UHhCli2o2JbdfPpzA/0VuzT7I5O9WVlk2eB66M/tHKDlcZVkVOtpAV0opFRHeeOMN21y5Ll26MGLEiEordZ/asmWoU1Mh4o6JqdSLvvLbb8kP6CUPHub+/a5dIclNqUizZ88e3nvvPVvsurO60Ca+orfUkz4g1GmpMOvWNo1LR/SyxV77YhEH84sqlTUJrfE2r9jCVIzXv1icCittoCullAq7LVu2MG3aNFtszJgxiAgrgnrQ+2oDvVE7ZeRIouPjy49Li4qYPHly+fHpmZm28vN27gxZbkpFkpdeeonSgOk/LVq04MZehbYyXm2gN0njLhtOfIy7/Di/sIR/frGwyrKVVnPXeehhpw10pZRSYffaa6/Zes87duzIqFGjMMZU7kFP0/18G7OomBhO/dnPbLH333+fI0eOADAsIwNHwPjNdQcOkBO02rtSjd2KFSv4NmgrwltvvpnEA/ahzN70gaFMS0WIFs3i+N3FQ2yxj75bxcaNGyuVrbwf+nf1mps6Nm2gK6WUCqu1a9cye/ZsW+ymm27C6XSyp6CA/UUVw/JiXS66pqSEOkUVYr1HjiQqLq78+PDhw7z99tsANIuOpl/QKAod5q6aEo/Hw9/+9jdbrFu3blwytBNSVvFllS+2Ob7kDiHOTkWKa0b1JTMtqfzYZwzPP/98pW3XPJnDMI6K3nbnoa04Dm4OWZ6qMm2gK6WUCqt//vOftuMePXpw9tlnA7AkO9v2Wu/UVJwO/V9XYxcdF0ffKnrR91nTHXSYu2rKPvroI9atW2eL3XnnnUQF7WHtTR8AuqBmkxXldnLXr+yrtGdlZTEzYOFNf8F4PJlDbSHXFvuCrSq09FOOUkqpsMnKyuKHH36wxW6++ebyVdqD97keFLRAmGq8Tj33XGKbNSs/LikpYeLEiYA20FXTlZOTU+lLzXPOOYcBAwbg3L3YFtf55+qsvh0Z0sNeXz733HO2hTcBPB3PsR27Nwc14lVIaQNdKaVUWPh8Pl588UVbrG/fvgwbNqz8eHFQD/rg1q1DkpsKP3dMDIN+/nNb7IsvvmDr1q06D101Wc8++yyFhRULwcXHx3PXXXeBMZVW3/a0GRp8umpiRIR7R5+Fy1nR5MvNzeXll1+2lfN0sjfQnbsWQom9Ea9CRxvoSimlwuLrr79m/fr1ttgdd9xR3nte5vXy4969tte1B71p6XH66TQLmG/u9Xp56aWXqpyHPnfHjlCnp1RIzZs3jzlz5thit956K6mpqTjytuE4UvGFpnHF4G3dN8QZqkjUMb05Yy+wLxb4ySefsHz58vJjX3IHvCmdyo/F58G1XVdzDxdtoCullAq54uJiXn31VVvs3HPPpXfv3uXHq3NzKfJ4yo9bxcXRNjExZDmq8HO6XAy9/HJb7L///S8LFy7kzLZtbfEZ27aFMjWlQqqoqIi//vWvtlivXr243Pr7cO6wTxXypg8EZ1TI8lOR7fqLBtG+VbIt9tRTT1FWVlZ+7Ok4yva6DnMPH22gK6WUCrm33367fMEvALfbzbhx42xlsqqYfy664FGT02ngQPr06WOLPf/885zdpo0tNnPrVnxBqxMr1Vi8+uqrZAdM+XE4HNx33304nU6AysPb2w4PaX4qskW7XTxw7UhbbMuWLeW7YwCUBc1Dd22ZCT4PKvS0ga6UUiqkdu7caftQAHDVVVeRkZFhi+n8cwX+OZR33323LbZlyxb2LFxIYlRFD+H+oiJW5OSEOj2l6l1WVhYffPCBLXbVVVfRvXt3/0FV888zh6FUoME9Mrn44ottsX//+99s2LABAG+bwZjoioU5HUUHcO5aFNIclZ820JVSSoWMMYZnn32W0tLS8lhKSgpjx46tVLaqHnTVNPXs2ZNLLrnEFvv3xImMSEmxxWZs3RrCrJSqf0eOHOHPf/6zLZaens6NN95Yfuyff15RXxpnNN5WOv9cVTZ+/HiSkyuGuns8Hh577DFKSkrAGUVZJ/v2lu4NU0OdokIb6EoppUJo7ty5zJ8/3xYbP348iUFzy3OLith06FD5sUOE/q1ahSRHFZluvfVW4uLiyo/z8/NxB23R96020FUj89xzz9mGtosIjzzyCPHx8eUxZ1DvuTdjILiiQ5ajajiSkpK49957bbFNmzbx2muvAVDW9SLba+4NX4PxhSw/5acNdKWUUiFRUFDAc889Z4v169ePCy64oFLZ73ftsh2fkppKvNtdr/mpyNaiRQtuuOEGW2zDokXEB4y0WJydzcHi4lCnplS9mDt3Ll999ZUtNnr0aPr372+LubbNtR3r8HZVk1GjRlX6/+67777LkiVL8LQ/AxOVUB53FO7DuTsr1Ck2edpAV0opFRKvvPKKrSfI6XRyzz33VLnw23+Dtsw6PTOz3vNTke/qq6+mW7dutljbZcsQa7V/nzFM37IlHKkpVadyc3N58sknbbGOHTty88032wv6PLi22bfD8rQ/s77TUw3cH/7wB1oFjEozxvD4449zpNhTabE4HeYeetpAV0opVe+WLVvGlClTbLGrr76aLl26VFl+3s6dtuMztIGuAJfLxf3334/DEfDx5fBhUleuLD/81FrwSKmGyuv18uijj3Lw4MHymNPp5NFHHyU62j503Zn9I46SvPJjX0yyzj9Xx5SYmMgjjzxii2VnZ/Pkk09S2uVCW9y97gtdzT3EtIGulFKqXhUXF/PEE0/YYpmZmdx0001Vlt9XWMia3NzyY4cIpwVtqaWarl69enHllVfaYs3XrSPWWsF95tatHNJh7qoBmzRpEllZ9mHF119/PT169KhU1rX1O9uxp/2Z4HDWa36qcRg4cCCjR4+2xWbOnMk7i3MrDXMPnkah6pc20JVSStWrl156iZ1BPeIPPvggMTExVZYP7j3v27IlydWUVU3TzTffTOuAbfcESF+4EEdZGWU+H1M3bw5fckqdhKysLF5//XVbbMCAAVXudAHg2jrbduzpcHY9ZaYao1tuuaXSSLa/v/wqC6PPsMWiVn8YyrSaPG2gK6WUqjfz589n8uTJttgVV1zBgAEDqj0neP65Dm9XweLj43n44YdtsaiCAlouWwbAp+vXhyMtpU7K7t27eeihhzDGlMdSUlL405/+hNNZuVdcCvfj2rvCFvO0P6ve81SNR3R0NE8++SQJCRU95l6vl//9aAv7iiqaia7N3yJFB6u6hKoH2kBXSilVL3Jzc3n88cdtsYyMDG677bYaz/uvzj9XtTBo0CCuuuoqWyx582YSd+xg1vbt5JWWhikzpY5fUVER9957L3l5FfPJRYQJEyaQmppa5TnBw469LXtj4tPqNU/V+LRt27bSfPT9Bw9z9+J0yqwd1sRbinvd52HIrmkKewNdRNqKyGwRWSMiq0Xk91a8uYjMEJEN1s8UKy4i8qKIbBSRFSJSfTeMUkqpsPD5fDz++OOVFjmaMGGCbf/eYLvy89kQeI4Iw3T+uarGuHHjaN++vS3WetEiJC+Pr4O26lMqUvl8Pv785z+zceNGW/zGG29kyJAh1Z7n3jjddlymw9vVCTrzzDMZM2aMLZa1x/DnJUkcHdARtfIdCBjdoeqPK9wJAB7gD8aYpSKSCCwRkRnAWGCmMeYpEbkfuB+4D7gQ6Go9hgKvWD+VUkpFiIkTJ7JgwQJb7IYbbqBPnz41CDTNGAAAIABJREFUnjctaO7woNatSYyKqvP8VOMQExPDhAkTuPHGGykrKwPAWVZGm/nzmZKWxsPGVLmNn1KR5JVXXmHmzJm22MiRI6uddw5AaQGuLbNsIU/n8+shO9WYuFe8U+1rtw1PYM3CTBatrRjF9uHmeNoneri+RwHO/Wtxbp8HtK72GqpuhL0H3Rizxxiz1HqeD6wB2gCXAm9axd4ELrOeXwq8ZfwWAMkikh7itJVSSlVj3rx5TJw40Rbr27dvpW/nqzItaA/rCzp1qtPcVOPTo0cPxo8fb4vFHDxIydy5fLd9e5iyUqp2pkyZwttvv22Lde7cmT/+8Y/27QSDuLbORrwl5ce+xDZ4W51ab3mqxs/pcPB/N15ARotmtvgzy5OYvsO/UGv00terOlXVsbA30AOJSAegP7AQaGWM2QP+RjzQ0irWBghcQWinFVNKKRVm27dv57HHHrPFUlJSePzxx6tc5CjQkdJSvgtaIO5CbaCrWrjyyis5++yzbbHkzZv5W9AXRUpFku+++45nn33WFktJSeGZZ54hLi6uxnPdG6bajsu6XgQ6WkSdpJTEWF644+ckxNpHrv3vghTmZ0fh3jqbmPyt4UmuCYmEIe4AiEgC8BFwpzHmcA1D0qp6odoJERs2bKiD7FRjp/9OVHW6du0a7hQajIMHD3L33Xdz5MiR8pjT6eSJJ56gZcuWNZzpN2v7dkq93vLjDklJdG/evF5yVY2LiPDQQw+xcu1acrOzy+M5M2bw+dln84tRo8KYnVKVLViwgIcffhifz1cei4mJ4dlnnyUjI6Pmk8uKcG+2D4kv63ZxfaSpmqBOGc15+uYLuePFL/Ba/z7LfMId3zdn4lm5ZG76AAb8rM5/b03D76tTduq1dZ5HJIiIBrqIuPE3zt8xxnxshfeKSLoxZo81hD3Hiu8E2gacngnsru7a+uFa1Yb+O1Hq5JSUlHDvvfdW2u/8tttuq3FLtUDB888v7NRJ5w+rWktMTOTvzz7Lr8eMAWs+uhjDUxMm0CMzk27duoU5Q6X8lixZwn333Ve+bgKAw+HgiSeeoGfPnsc837V1NuIpKj/2JaTjbd2vXnJVTdPQXu14+LejmDDp2/JYocfBzXNbMNExh/Yj1+JL7RHGDBu3sA9xF/+nr4nAGmNM4Difz4GjExbHAJ8FxH9rreY+DMg7OhReKaVU6Hk8Hh577DFWrlxpi1900UWMHj26Vtfw+nxM1/nn6iR16tSJn48bZxtW5ysp4fbx49mlq7qrCJCVlcU999xDSUmJLf7ggw8yYsSIWl0javVk23FZ1wtBwv6RXjUyvzitJ3f/6nRb7HCZg+vnNGfDB49Uc5aqC5Hw1zwCuA4YJSI/Wo+LgKeAn4nIBuBn1jHAVGAzsBH4FzAuDDkrpZTCvz3QE088wezZs23xgQMH8sADD9S6B3zO9u3kFlX0CDWLiuK0Yw3zVKoK9119NQwfbosdPnSI3//+9+Tm5oYpK6Xg+++/5+6776YooK4DuOeee7jkkktqdQ05ko1rq72+LetxeZ3lqFSga3/Wn+uvv94Wyy9zcPP7W1k1/a0wZdX4hb2BboyZZ4wRY8ypxph+1mOqMSbXGHOOMaar9fOAVd4YY24zxnQ2xvQxxmSF+z0opVRTZIzhmWee4euvv7bFO3TowFNPPYXb7a71td5bs8Z2fEmXLriPsaicUlVxORw8NG4cB4KGtO/cuZNx48axf//+MGWmmrJp06Zx7733UlpaaovffvvtXHnllbW+TtTqyYipmLfuTeulq7erenXjjTdy3XXX2WJHyhzc9qeXmTtzepiyatwiYg66imxDhgwJdwr1rjG+x0WLFoU7BdWIeb1ennrqKb744gtbvHXr1jz//PMkJibW+lp5JSV8uXGjLTa6FvMwlarOz7t04amRIzlYUkLStm3l8W3btjFu3Dj+8Y9/1GrhQqVOljGGN954g9dee63Sa+PHj+fXv/71cVzMR9Sq922h0t7X6Ortql6JCOPGjcNdnMu/J1fsHlDihfsffpR78gq44oorwphh4xP2HnSllFINS2lpKX/84x8rNc7T0tL4xz/+QevWrY/rep9t2EBxwOrtbRMTGZGZWSe5qqZJRLivd2/2DRvGkaCpEtu3b+eWW25hW0DDXan6MmvWrEqNcxHh/vvvP77GOeDaPg/H4YqtKI0zmtIel9VJnkrVRES46Q+PcNu5nW1xn4Gnn36av/71r3g8njBl1/hoA10ppdRxyc7OJivLPrsoJSWFF198kcwTaFi/99NPtuOre/bEoT1C6iT1Sk7mgREj2DViBPlBjfTdu3dz0003VVrYUKm6NnLkSEYFbPPndruZMGECl112/A3rqKxXbcdlXS+CmOSTzlGp2rru0dd5eIQDh9h3uJ4yZQrjx4/nwIEDYcqscdEGulJKqePSrl07nn32WWJjYwFo1aoV//znP+nYseNxX2vlvn38sNu+U6YOb1d15c5BgxjWrp2/kd6mje21vLw8br/9dqZNmxam7FRT4HA4eOSRR+jTpw/NmjXj73//O+edd95xX8eZvRz39nm2WGnf66oprVQ9ccfSf/RD/P2Mw8Q4fbaXli5dynXXXcfixYvDlFzjoXPQ1THpXGalVLDevXvz9NNP88ILL/DXv/71uIe1H/ViUE/88IwMOqek1EWKSuF0OPj3hRdy8ZQpbB4xgtaLF5McsJ1fSUkJjz32GGvWrOGOO+7A5dKPRaruxcTE8PTTT5Ofn0+7du1O6BrRi1+yHXvaDMWbMagu0lPquBQmdWPY/zzBuzH3cPu85uwurKg3c3NzGT9+PL/5zW/43e9+R3R0dBgzbbj0/0RKKaVOyODBg3nzzTdxnuBq69vy8vh4/Xpb7PaBA+siNdXITDrOoehj+/Qpf56ekMAXv/wlF0+ZwtYhQ/DExZG6erWt/AcffMD8pUt55NFH6dOlS53krFSglJQUUk7wy0fH/nW4N9pHepQMub0u0lLqhJT1vIIOVxxmcuxj3Dk/hcX7Khrixhjefvtt5s6awQMPP0q//v2rv5DPixTuRwr24ty3Bik5DGVHEE8p+EoBAXFg3PGYqARMXCq+hJbgjq//NxlG2kBXSil1wk60cQ7wj6VL8ZqKeWzdmzfnwk6d6iItpWzaJCby5ZVX8tsvv2SpCKUJCbRevBiHr2KI5o4NG7hh7FiODB5MQt++tIiPp0VMDMkxMcS6XMS6XMS4XMQd/el2ExMcC3iteUwMzbT3SJ0sY4j5boIt5G3ZG0/7M8OUkFJ+pf3GEoswMWYCL6+M5Z8/JWCoWD9m265sbrn1Vq7qE8v4czJpFh8HniKkJB8pyUOK85CiXNu2gbXli0vFm9IZk9AaT/szwBlVl28t7LSBrpRSKuS25uXx1qpVttj4gQN1cThVbzITE5l+1VU8s2gRfxNhW1ISmfPm4S4sLC/j8Hho9sMPFG7cyJJBgyhNSjqp39kyLo7OKSl0SU6mV2oqI9q0oXdamv47V7Xm2jit0tzz4qHjdWs1FRFK+43B26oPdySOY2jL/dy3MIWcIvsX9x+uLGL6unXc0iufX3cpwH3i3+uXcxTux1G4H/euhfiikyjreTml/a/Hl9zh5C8eAbSBrpRSKuTumzOHkoCt1TISEvhVjx5hzEg1BW6nkweHD+eanj15aelS3ktMJGXBAhJ37bKVi9u3j47Tp3Owa1f29+qF7wR7wnMKC8kpLOSHgOunxMQwok0bRrZrx6Vdu5IaF3dS70k1YmWFxH73J1vI0/Y0PJ3PD1NCSlXmTR9A/nXf0G/pRD5v9TrPLnbw4Wb7EPS8Ugd/+TGJt9fH8/s++VzUrghXHS1V7ijJI/rHSUT9+CaezudRMuB3eNsMadBfYmkDXSmlVEh9vXkz0wMW6gJ4+LTTiDqJ4fJKHY9Oycn8bdQoHhkxgtmXXsr7H33Elq++QgL28RWfj+br1pG0eTO5PXtyqEsXfFEnP4zyYHExX27axJebNvG/c+bQvXlzBrZqRZ+0NA4dOECr4uLysoFz6VXTEzvrjzjyK77cMQ4XRSP/1KAbHqqRim5GyfC7oP/13HfOl1ww5zMmfLGFbfn2/6/vLnRx38IU/r4qkTHdCriiUyExCcmYhFbg82Kim2GiEjGuGHC6AeOfp15WgBQfwlGQgxTkVDksXjC4N03HvWk6nvQBlAy7yz8VpAH+vWgDXSmlVMjsKyzknlmzbLFhGRlco1urqTBIio7msm7duOyBB3hx6FDmvvMOO4MWkHOWldFyxQparV1LYv/+xA4YgC8+njKfj1Kv1/azzPpZ4vVyuKTEtsZCVXzGsCY3lzW5uUQ5nfRs1oxR0dG0a9YMaYAfKlXdca+eTNRPk22x0n5j8bXoFqaMlKqFmCTKTr2WvsC7w0t5Z9pC3vx2FQUlHluxnQUunliWxN/XteTyM0/h0i69aN+qlosoekpwHNqKc/9POA9sxFFUee91156luD65Dk/r/pQMvwtP+7MaVENdG+hKKaVCoszrZexXX7HryJHymEOEZ0aO1Dm5qk5NWrmSvTk5tt7oY2mWlsbFv/89m5cuZf4HH1Bw8KDtdVNayuGFCzmSlUXHAQPoPnw4mb164ahm5IfX5+NgcTE5hYXsLShg06FDbDx0iGKPp8rypV4vyw8eZHlWFhkJCQzPyOCyrl1Jjomp/RtXjYJz50JiZz1ki3mbd6F4+B/ClJFSxy8mOoobLj2DK0YN4l9fLeKj71bh8dp7vg8XlvDmtKW8OW0pfTun8/PTenLOgM40i6+h3nNF40vtji+1O4Wn/Ar3ui+IXvo6zn2rKxfNXobrk9/iad3P36Pe4ewG0VDXBrpSSql65/X5uHvWLL4Pmut7+4AB9ElLC1NWStmJCJ0HDqR9nz6snDmTZV9/TWlRka2Mz+tl0+LFbFq8mLikJLoOHUrH/v1p2akTDkfFpEqnw0FqXBypcXH0Sk1lZPv2+IxhV34+a3JzWbp3L9kFBVXmsfvIET5av56pmzdzadeujO3Th6Hp6dqr3gQ4dy4k/tMxiKfiyyXjiqHw4lcgqnFvLaUap5TEWO695ixGj+rHpGlZfLVgLWWeykPUl2/aw/JNe3jyndkM7NaGs/p14qy+nUhvkVj9xZ1RlPX6JWU9r8C5cwHRS17DvWVmpWKu7B9xfToGT6u+lAy7E0zbunyLdU7MMYZfNUR5eXmN700ppcIuKSmp0X06rqq+3LBhA127dq2z31Hi8XDz9Ol8umGDLX5GZiafXHEFLsfxrxQTuC/23pwcWrVsedJ5hpLmXP/qIt/iggJWz5nDypkzKc7Pr7FsTEIC7fr0oV2fPqR37Up8cnKN5Y0x7DlyhCV795KVnU1eSUmN5bs3b85ve/dmdM+eNI+NPe73Uh9qqisaW31Z758tjcG9+gNiZz9ia5wDFJ73N8pO+dVJ/4qD3z5Hywb0N1yVnJwcfQ8hVnbqtbbj2nxGcK94p9rX9ucV8OHsFUyes5LDhTXXewBtWyYxqHsmg7pn0r9rBi2T48u/rAzODcCxdwUxC17AvXlGtdcsSOoOZ9+Hp+M5EdGjHlxfagNdKaVqqbF94IT6b6D/uHcvt8+Ywar9+23xzMRE5owefcIrWGsDPfQaWs51ma+ntJT1P/zA8m++IS8np1bnNEtLo3WXLrTs0IHmmZm0aNOG6Piqe0C9Ph9rcnOZs2ULm/LzqelDTJTTyS+6dOGanj0ZkZlJrCt8gyG1gV43JG87sf/9P9wbplZ6rej0BygdfGud/B5toEeGhv4e6ir/opIyZizZyBff/8TSDbtrfV7zxFh6tm9Jj/Yt6XbmlXTp0oXWrVvjDJpu5Ni7kpiFL+De9E211/ImtaOsx+WU9bwCX0rHE34vJ0sb6EopdYIa2wdOqJ8GujGGpXv38uqyZXy8fn2lhbIyEhL45Ior6N68+Qn/Dm2gh15Dy7k+8jU+H3s2bmTd/Plszsqi7Bi93sHiU1JokZlJUsuWJKamkpiaSrPUVBJbtCAqNpa9OTlEN2vGwj17WLB7NwePMYc+xulkRGYmo9q3Z0SbNvRo0YKYEDbYtYF+EowP556lRK36APeajxFfWaUixSPupWTI7XX2K7WBHhka+nuoj/x35Bziyx/WMmvpJjbvqbzo27G43W4yMjJo164d7dq1Iz09nbS0NFJTU2nlOEDGujeJ3VJ9Qx3A07ofnvZn4ckcijd9ILhDN1IpuL7UOehKKRUBROQC4AXACbxujHkq6PVo4C1gIJALXG2M2Wq99gBwA+AFxhtjptfmmnXB6/Oxt7CQHYcPsyY3l2V79zJz2zZ2VjMcuGtKCh9ffjltmzWr61SUqnficJDRrRsZ3bpx+ujRbP3xR7YtX872VasqzVWvSsHBg5UWnzvKFRVFVHw8CcnJxCYmcmZiIq1SU1mdn8/aw4cpczrxud34XK7ynx6Xizlr1zJ7wwaMw4HT5aJbaip90tLolJREm8REMhMTaZOQQPPYWJpFReFuBNsZNqj60lOMFOYiRbk4CnJw5G7AmbMK1475OIpyqzzFuGIpOuf/KOv1yzpJQalI17ZlMrdeOoxbLx3Gtr0H+e7HLXy3fDMrN+/F66s8Xz1YWVkZ27ZtY9u2bVW+7nA4aJ7ck1R3CUkmj2ZRPpq5fSRFGf/zKB/Ntq0jZslaYpyvEu12EJXWiajm7YhK7UB0agfcLTrgbpaGI645xCSBo/7qUm2gK6VUmImIE3gJ+BmwE1gsIp8bY34KKHYDcNAY00VErgH+AlwtIr2Aa4BTgAzgWxE5ug/Psa55Qka+9x7ZR45wuLSUgrLKvT7V+VX37jw9ciQpuiq1agTc0dF0HTqUrkOH4vV4yN60iR0rV7Jn40b2bd2Kz+s9rut5SkvxlJZSGNCAX2f9PJ5lFL0iLHM4WOpwYAIeiGBEcIjgcDgQhwMRqfQThwN3ly5EDxjAH4YM4byO4Rv2WZWGVF+6135G3Nd3HNc53rRTKLzwBd1OTTVZ7Vul8NvzU/jt+QMoLC7lx017yFq3k2Xrd7Nux35KyqreCaMmPp+P/Qfy8E+2i67lWQetx3JbVDC4HeBygNthmHpZEclxTvJvXATOqOPOrSo6xF0ppWqpvoZsishw4DFjzPnW8QMAxpgnA8pMt8r8ICIuIBv/5/b7A8seLWedVuM1QetLpVT9aGz1pdaVSqn6ElxfHv/SuUoppepaG2BHwPFOK1ZlGWOMB8gDWtRwbm2uqZRSDY3Wl0qpRk0b6EopFX5V9TQF99ZUV+Z440op1ZBpfamUatQa5Rz0xrZyqFKq0dsJtA04zgSC9xw5WmanNWQzCThwjHOPdU2tL5VSDU1Y6kutK5VSoaI96EopFX6Lga4i0lFEovAvYvR5UJnPgTHW8yuBWca/iMjnwDUiEi0iHYGuwKJaXlMppRoarS+VUo2aNtCVUirMrDmStwPTgTXAh8aY1SLyJxH5hVVsItBCRDYCd1Ox2NFq4EPgJ2AacJsxxlvdNWvKQ0QuEJF1IrJRRO6v+3d6YkSkrYjMFpE1IrJaRH5vxZuLyAwR2WD9TLHiIiIvWu9jhYgMCFPeThFZJiJfWscdRWShle8HVkMAq7HwgZXvQhHpEKZ8k0Vkioiste718Ei+xyJyl/XvYZWIvCciMZF2j0Xk3yKSIyKrAmLHfU9FZIxVfoOIjKnqd9Vzzs9Y/y5WiMgnIpIc8NoDVs7rROT8gHi91CeRUl9GooZaVwZraHVnsIZWl1aRf8TXrVXk3ODq2hoZY/ShD33oQx9N/IF/799NQCcgCv++Ir3CnZeVWzowwHqeCKwHegFPA/db8fuBv1jPLwK+xj+vdBiwMEx53w28C3xpHX8IXGM9fxW41Xo+DnjVen4N8EGY8n0T+J31PApIjtR7jH8Bry1AbMC9HRtp9xg4ExgArAqIHdc9BZoDm62fKdbzlBDnfB7gsp7/JSDnXlZdEQ10tOoQZyTXJ4350VDryireR4OqO6vIv8HUpVXk3iDq1irybnB1bU0P7UFXSikFMATYaIzZbIwpBd4HLg1zTgAYY/YYY5Zaz/Px93C1wZ/fm1axN4HLrOeXAm8ZvwVAsoikhzJnEckELgZet44FGAVMqSbfo+9jCnCOVT5kRKQZ/g84EwGMMaXGmENE8D3Gv45OrPjnGMcBe4iwe2yMmYt/7nOg472n5wMzjDEHjDEHgRnABaHM2RjzjfH3MgMswD9H+2jO7xtjSowxW4CN+OuSiK1PGrOGWFcGa2h1Z7AGWpcGi/i6NVhDrGtrog10pZRS0EC2GbKGz/UHFgKtjDF7wP/BFGhpFYuE9/I8cC/gs45bAIcCGjmBOVW3JVQodQL2AW9YQ0tfF5F4IvQeG2N2AX8FtuP/8JgHLCGy7/FRx3tPI+Hfc6Dr8fc+QcPJuclpQHVlsIZWdwZrUHVpsAZetwZrsHWtNtCVUkpBA9hmSEQSgI+AO40xh2sqWkUsZO9FRC4BcowxSwLDVRQ1tXgtVFz4hwe+YozpDxRgzdutRrjvcQr+XpCOQAYQD1xYQ06RcI+PJeK3ABORhwAP8M7RUBXFIirnpqih1JXBGmjdGaxB1aXBGmndGizi6y1toKtGRUQmiYgJeOwXkS9FpEe4c1MqwtVm66KwERE3/g+c7xhjPrbCe48OBbR+5ljxcL+XEcAvRGQr/qG9o/D3CiVbQwaDcyrPV+xbQoXSTmCnMWahdTwF/4fMSL3H5wJbjDH7jDFlwMfAaUT2PT7qeO9puO814F88CbgEuNZYEzZryC0icm6KGlhdGawh1p3BGlpdGqwh163BGmRdC9pAV43Tt/gXSknHv7BNLPBJWDNSKvJF7DZD1ny2icAaY8yzAS8FbqU0BvgsIP5ba6XWYUDe0WFuoWCMecAYk2mM6YD/Ps4yxlwLzMa/5VNV+Va1JVTIGGOygR0i0t0KnYN/peuIvMf4h18OE5E469/H0Xwj9h4HON57Oh04T0RSrN6t86xYyIjIBcB9wC+MMYUBL+m2ZRGkodWVwRpi3RmsAdalwRpy3RqswdW15apbPU4f+miID2AS1qqfAbFL8A9ROboiZR/8jfgi/N/yTQKSrNdigFXAvwPOzwD2A/eE+/3pQx/1+cC/sul6/KsvPxTufALyOt36G14B/Gg9LsI/z20msMH62dwqL8BL1vtYCQwKY+5nU7EScSf8jZeNwGQg2orHWMcbrdc7hSnXfkCWdZ8/xb+KbcTeY2ACsNaqs9/Gv5J4RN1j4D388zjL8PfO3HAi9xT/vO+N1uN/wpDzRvxzM4/+/b0aUP4hK+d1wIUB8YisTxrzoyHXlVW8lwZTd1aRe4OqS6vIP+Lr1ipybnB1bU0PsZJRqlEQkUlAqjHmEus4EXgZ6GuMOVVE4vD/oS4G/oh/K4V/ASuNMb+0zjkVfyVzHf6hSTPw/zGfa/QPRimllFJKKVVPXMcuolSDc4GIHLGex+P/1v8i6/haIAG4zvi3IEFEbgJmi0gXY8xGY8wKEbkfeA0Yjn8V1FO1ca6UUkoppZSqTzoHXTVGc/EPL+oHDAVmAd+ISFugJ7DiaOPcMh//dh69AmIvAMuAu4BbjH/bCaWUUkoppZSqN9qDrhqjQmPMxqMHIrIE/76MN+Efql5dT3hgPBV/Y94LdKmnPJVSSimllFKqnPagq6bA4O8hj8O/EmVfa276Uafh/1tYExB7Hf/iEVcDE0RkYIhyVUoppZRSSjVR2kBXjVG0iLS2Hj2Bv+Ofd/4F8A5QALwlIn1E5Ezgn8DHR3vdReQW/KuHXmeM+Qj/Ku/vWgvMKaWUUkoppVS90Aa6aozOxb/Vwh5gITAY+JUxZo7x7996PtAM/0rtnwE/4N9WAWvfyr8BdxhjtljXuxN/L/xzoXwTSimllFJKqaZFt1lTSimlIpiIPAZ0Mcb8JpTnnigReRD/Xri/C9XvVEop0PpSNQ66SJxSSiml6owx5v/CnUMgEUnHP5VpEJAOdDTGbA1rUkophdaXqmo6xF0ppZRSdUJEIvGLfx8wDfhluBNRSqmjtL5U1dEGulJKKVXHROQ+EdklIvkisk5EzhERp4g8KCKbrPgSEWlrlX9BRHaIyGErfkYN1x4mIvNF5JCILBeRswNe6ygi31nXn4F/y8hj5TpNRG4Pii0XkSuOlZuIPCYiU0TkPyJyGBhrxf4TUGayiGSLSJ6IzBWRUwJemyQiL4nIV1bOC0Wkc8Drp4jIDBE5ICJ7reGgiIhDRO637mWuiHwoIs2ren/GmL3GmJeBxce6F0qp0NP6UutLZacNdKWUUqoOiX+xyduBwcaYRPwLU24F7gZGAxfhX6jyeqDQOm0x0A9oDrwLTBaRmCqu3Qb4CvizVfYe4CMRSbOKvAsswf9B83FgTC1SftfK6+jv6AW0t35PbXK7FJgCJOPfKSPY10BXoCWwtIoyo4EJQAqwEXjCyiMR+BZ/b04G0AWYaZ0zHrgMOMt67SDwUi3eq1Iqgmh9WYnWl0ob6EoppVQd8wLRQC8RcRtjthpjNgG/Ax42xqwzfsuNMbkAxpj/GGNyjTEeY8zfrPO7V3Ht3wBTjTFTjTE+Y8wMIAu4SETa4d+14o/GmBJjzFz820seyydAPxFpbx1fi3/ryZJa5vaDMeZTK5+i4IsbY/5tjMm3rvcY0FdEkgKKfGyMWWSM8eD/MNrPil8CZBtj/maMKbausdB67WbgIWPMzoDrXimROWRUKVU9rS8DaH2pQBvoSimlVJ0yxmzEvz3jY0COiLwvIhlAW2BTVeeIyB9EZI01rPEQkETVwy3bA7+yhmsessqejn8xnwzgoDGmIKD8tlrkm4+/9+caK3QNAb02tchtR3XXtoapPmUNrTyMv2eMoPOzA54XAgnW82rvF/778EnAPViD/4N+q+rfqVIq0mh9aXtfWl8qQBvoSimlVJ0zxrxrjDkd/wcjA/ywKAwmAAACKklEQVQF/wezzsFlrTmK9wFXASnGmGQgD5AqLr0DeNsYkxzwiDfGPAXsAVJEJD6gfLtapvweMFpEhgOxwOzjyK2m/Vp/jX9I57n4P6h2OPq2a5FTlfcr4LULg+5DjDFmVy2uq5SKIFpfltP6UgHaQFdKKaXqlIh0F5FRIhINFANF+HsrXgceF5Gu4neqiLQAEgEPsA9wicgj+OdcVuU/wM9F5HyrtyVGRM4WkUxjzDb8wzcniEiUiJwO/LyWaU/F/+H4T8AHxhifFT+e3KqSCJQAuUAccDxbCn0JtBaRO0UkWkQSRWSo9dqrwBNHh5mKSJqIXFrdhaw5oNHWYXRV81WVUqGn9aWN1pcK0Aa6UkopVdeigaeA/fiHI7YEHgSeBT4EvgEOAxPx975Mx78w0Hr8QyyLqWYYpDFmB/4elgfxfwjcAfwvFf8//zUwFDgAPAq8VZuErXmJH+PvuXk34KVa51aNt6zzdgE/AQtqe6I1lPRn+D80ZwMbgJHWyy8AnwPfiEi+dd2jH0YRkSNiX9m5CDhiPV9rHSulwk/rywpaXyoAxJiaRloopZRSSimllFIqFLQHXSmllFJKKaWUigDaQFdKKaUaORG51hrGGPxYHe7clFIqkmh9qcJNh7grpZRSSimllFIRQHvQlVJKKaWUUkqpCKANdKWUUkoppZRSKgJoA10ppZRSSimllIoA2kBXSimllFJKKaUigDbQlVJKKaWUUkqpCPD/vuLwi48DU/sAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Scaled_radius_of_gyration.1 column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "15" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
485.0044.0070.00205.00103.0052.00149.0045.0019.00144.00241.00325.00188.00127.009.0011.00180.00183.002.00
3790.0048.0086.00306.00126.0049.00153.0044.0019.00156.00272.00346.00200.00118.000.0015.00185.00194.001.00
4785.0042.0066.00122.0054.006.00148.0046.0019.00141.00172.00317.00174.0088.006.0014.00180.00182.002.00
7989.0044.0068.00113.0050.007.00150.0045.0019.00147.00171.00328.00189.0088.006.005.00179.00182.002.00
10082.0045.0066.00252.00126.0052.00148.0045.0019.00144.00237.00326.00185.00119.001.001.00181.00185.002.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "4 85.00 44.00 70.00 205.00 \n", "37 90.00 48.00 86.00 306.00 \n", "47 85.00 42.00 66.00 122.00 \n", "79 89.00 44.00 68.00 113.00 \n", "100 82.00 45.00 66.00 252.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "4 103.00 52.00 149.00 \n", "37 126.00 49.00 153.00 \n", "47 54.00 6.00 148.00 \n", "79 50.00 7.00 150.00 \n", "100 126.00 52.00 148.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "4 45.00 19.00 144.00 \n", "37 44.00 19.00 156.00 \n", "47 46.00 19.00 141.00 \n", "79 45.00 19.00 147.00 \n", "100 45.00 19.00 144.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "4 241.00 325.00 188.00 \n", "37 272.00 346.00 200.00 \n", "47 172.00 317.00 174.00 \n", "79 171.00 328.00 189.00 \n", "100 237.00 326.00 185.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "4 127.00 9.00 11.00 \n", "37 118.00 0.00 15.00 \n", "47 88.00 6.00 14.00 \n", "79 88.00 6.00 5.00 \n", "100 119.00 1.00 1.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "4 180.00 183.00 2.00 \n", "37 185.00 194.00 1.00 \n", "47 180.00 182.00 2.00 \n", "79 179.00 182.00 2.00 \n", "100 181.00 185.00 2.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Skewness_about column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "12" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
44119.0054.00106.00220.0065.0012.00213.0031.0024.00167.00223.00675.00232.0066.0020.001.00192.00202.003.00
11388.0035.0050.00121.0058.005.00114.0059.0017.00122.00132.00192.00138.0074.0021.004.00182.00187.003.00
12390.0036.0057.00130.0057.006.00121.0056.0017.00127.00137.00216.00132.0068.0022.0023.00190.00195.003.00
19097.0048.0094.00198.0063.009.00181.0036.0021.00155.00200.00494.00189.0064.0020.0011.00199.00203.003.00
346117.0052.00110.00228.0065.0012.00212.0031.0024.00163.00228.00668.00220.0066.0021.0025.00194.00205.003.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "44 119.00 54.00 106.00 220.00 \n", "113 88.00 35.00 50.00 121.00 \n", "123 90.00 36.00 57.00 130.00 \n", "190 97.00 48.00 94.00 198.00 \n", "346 117.00 52.00 110.00 228.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "44 65.00 12.00 213.00 \n", "113 58.00 5.00 114.00 \n", "123 57.00 6.00 121.00 \n", "190 63.00 9.00 181.00 \n", "346 65.00 12.00 212.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "44 31.00 24.00 167.00 \n", "113 59.00 17.00 122.00 \n", "123 56.00 17.00 127.00 \n", "190 36.00 21.00 155.00 \n", "346 31.00 24.00 163.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "44 223.00 675.00 232.00 \n", "113 132.00 192.00 138.00 \n", "123 137.00 216.00 132.00 \n", "190 200.00 494.00 189.00 \n", "346 228.00 668.00 220.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "44 66.00 20.00 1.00 \n", "113 74.00 21.00 4.00 \n", "123 68.00 22.00 23.00 \n", "190 64.00 20.00 11.00 \n", "346 66.00 21.00 25.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "44 192.00 202.00 3.00 \n", "113 182.00 187.00 3.00 \n", "123 190.00 195.00 3.00 \n", "190 199.00 203.00 3.00 \n", "346 194.00 205.00 3.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Skewness_about.1 column --------------------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "1" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularitydistance_circularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularitymax.length_rectangularityscaled_variancescaled_variance.1scaled_radius_of_gyrationscaled_radius_of_gyration.1skewness_aboutskewness_about.1skewness_about.2hollows_ratioclass
13297.0042.00101.00186.0059.009.00186.0036.0022.00138.00208.00511.00168.0067.007.0041.00194.00206.003.00
\n", "
" ], "text/plain": [ " compactness circularity distance_circularity radius_ratio \\\n", "132 97.00 42.00 101.00 186.00 \n", "\n", " pr.axis_aspect_ratio max.length_aspect_ratio scatter_ratio \\\n", "132 59.00 9.00 186.00 \n", "\n", " elongatedness pr.axis_rectangularity max.length_rectangularity \\\n", "132 36.00 22.00 138.00 \n", "\n", " scaled_variance scaled_variance.1 scaled_radius_of_gyration \\\n", "132 208.00 511.00 168.00 \n", "\n", " scaled_radius_of_gyration.1 skewness_about skewness_about.1 \\\n", "132 67.00 7.00 41.00 \n", "\n", " skewness_about.2 hollows_ratio class \n", "132 194.00 206.00 3.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Outlier, distribution for columns with outliers\n", "boxplotcolumns = ['radius_ratio', 'pr.axis_aspect_ratio', 'max.length_aspect_ratio', 'scaled_variance', 'scaled_variance.1',\n", " 'scaled_radius_of_gyration.1', 'skewness_about', 'skewness_about.1']\n", "for cols in boxplotcolumns:\n", " Q3 = vehicle[cols].quantile(0.75)\n", " Q1 = vehicle[cols].quantile(0.25)\n", " IQR = Q3 - Q1\n", "\n", " print(f'{cols.capitalize()} column', '--'*40)\n", " display(len(vehicle.loc[(vehicle[cols] < (Q1 - 1.5 * IQR)) | (vehicle[cols] > (Q3 + 1.5 * IQR))]), \n", " vehicle.loc[(vehicle[cols] < (Q1 - 1.5 * IQR)) | (vehicle[cols] > (Q3 + 1.5 * IQR))].head())\n", " odp_plots(vehicle, cols)\n", "\n", "del cols, IQR, boxplotcolumns" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9MAAAHoCAYAAABKL7wCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3Rc1bn38e+jbssFbJrBBlNMYoqxMQYDBhwglJBACKZzL1xSIIUkl/SXEloSQsgluaElIaEEuECABIdejG06hmCqAdnGxgUXbEuyrGZJ+/1j75HOHI2kGWkkjaTfZ61Z0un7zJzZs5+zyzHnHCIiIiIiIiKSvrzeToCIiIiIiIhIX6NgWkRERERERCRDCqZFREREREREMqRgWkRERERERCRDCqZFREREREREMqRgWkRERERERCRDCqZFAjObbWbXd8N+x5qZM7P9wvT0ML1Vto8V9t8t55HiONuZ2ZNmtsnM9Iy9fs7MvmVmy82sycwu7oXjLzez7/f0cfsqM3vezH7X2+noDWZ2p5n9s7fT0VeY2VVmNr+305HLzGy38Ls9MdV0f6a8V6R9CqalXzOz28IPnjOzzWa2xsyeNbNvm1lhbPWvAD9Lc7+Xmdk7aSZjGTAKyGphxczOMbOqFIvSPo8u+iGwPTARf35ZZ2ZfMbNZZlYegva3zewXZrZNdxwvxfFd7PpZYmZXm1lBTxw/pGHbcOyz2lh+jZktM7Nuy8/DjZ//BX4B7ABcl+X9b2NmN5vZUjOrM7PVZva0mR2ezeNI9pnZ18ysPI31Bof8+G0zazCzpzt5vHwz+5mZLTCzajNbb2bzzOw7ndmf9Jx0A1Az28XM/mpmH5lZjZktDvl+SbaOZ2aPm9ktmZ5Df9bOTZVJwJ96Oj0ifYWCaRkInsYHe2OBo4B/AZcDz5lZaWIl59x659zGbB7YzIqcc43OuVXOuYZs7rst3XEebdgNeN05V+acW9WZHZhZgZlZG8t+AfwdfxPii8AewPfwn+M3O5Viv9+iDDf5Ov762QX4fjj2Dzp7/Ew551YDDwNfjS8LQf1/ALc655q6MRljgXzgYefcJ865TZ3ZSTvv/T+BfYFzgN3xn/cTwMjOHEdyUj5QC/wBeKwL+7kS+G/g58BewHTgBmB4F9MnuWN8+HsesCfwXeBc4H96LUV9WCd+85I459Y656qzlR6Rfsc5p5de/fYF3IYPAOLz9wLqgcsj82YD10emvwK8BdQA64E5wLb4Ar+Lvc4J2zjg28CDwCbgWnwg4oD9wjrTw/QX8YFiLfA6MDly7HOAqliaE9ttFfk/+rqsjfPYErgd2BDO5Wlgz/ixgCOAd0K6nwV2bud9XRI79m1h/o7AP4CN4fUgMDqy3WXhGOcAi4BGYEiK/e8f9nthG8ffIvzdFXgIWBXS/W/giynSehnwV6Ac+HsG148DZsTm3Q/cGz+n2DpJnx8wJqRzPVANvA+clkE6jgOagF1i808I88eG6XHATGB1+ExfB46NbbMc33LhFqAS33Ii5fsc1v9aimttdFj2rfA51gNlwLmR7QrCuueHc98EXJ1i/1uF9aZ38B4sB74fmT47pP8LYTovnNdi/HX+NnB6ZP0HgD9Epn8djhv93n0CnBr+vxMf5F8IrAyf3V+AQZH1OzqmhetjKVAX9n9r7Dv9SnhvysP/49O4HrYG7gnvSTX+O/WfsXWeB64Prw0h/VcDeZF1RgB/C8urgSejxw+ffXlsv0eG922LyP/R18VppP9m4Ol0r//Ytu8Q8rp21rkT+GdkehL+O3FF7Lvzb3z+uxgfpBeFZRcAb0fWPTac2w8i8+4Fboq+T8DngffC5zkL2CnF9zXlMcPyGeEaSvzmzAa2Dst2wn+3E3nIAuDkNN+za4EPw34/CtdBcWT5VfjfovPw+UE1Pu8eGbvWfx6uuTr8b+OXIst3C+/RxBR5wJcj/0dfaV8D+IB6dYbXSqs0RZY9DtwSmS7Bt75ZEz6fl4CD2tpXG+c7HXg1bL8qvO+Ja+pL4RrJD9Pjw/bxPOmx8H8R/rv7SXi/lwG/SPO8lwOX4Ms/FcD/dXQdkDqfPyuyv2jeuxM+T6/C58EPANt35vusl1794aWaaRmQnHPv4H9MT0q13My2wxdWb8f/6B2KL3SCL0T9FvgAX2M5KsxL+DnwKLA3vsakLdcCPwH2wxesHjGzwWmewov4WtLqSBqubWPd24AD8AW5/cM2j5vZoMg6xfig4FzgQHxB+eZ2jj8FH5TfF479vVDD/E/8DYfDgc/hm4H/M1b7vDNwBnAysA++4BF3Jr5A+odUB3fOJZqVDsHXcn0+7OsB4EEz+2xskwvxAex+wP9r57zaZWZ7AAfhg55M3AgMxr8ne+I/uw6bxkY8jg/o/is2/6vAM865JWF6KPAIPsiZhC/wPGRm42Lb/RBfqN8XX9vzWzPbv41j34UP5gnrjwJWmtnJwO/w34W98Nf6n8zs2Nj2l4d07E3qa6oSf02ekG4zTjO7EN/U/AvOuUfD7F8B/4lvObAHvmD6FzM7JiyfjX//E6YDnybmmdl4YDv8TbOEz+Fryg+n5ZqNNifu6Jin4D/r8/E3Oo4H5oXjFeLfl9nABGAq/npPp4XBIOA1/A25vfCF7r+Y2fTYemcDDfjv9LfCK5r+vwGTQ7qmApvxeUO6zWnn4ltpVNKSD2W1C0AKq4DPpdvVw8wOwwe2VznnLg3zvgDcgQ+e9sQHEqcBV4TNZgN7mtnWYXo6kWslODSslzAY+DH+PT8I36rixkg62j2mme0A/B/+hk3iN+fuyP5vxgdY08P2F+IDpXRU4m/wjcd//mcBP42tsxtwKj7oOyqs++fI8h+EY/4If73+C/iHme2VTgKcb5l1YJg8En+tnJxm+gGG4W/6dJff4ssD5+DzuQX478K26WxsZmPwv0Wv4fPeb+DzhivDKnPx+fOkMD2d1tfUdFquqf/Gfxan4POg0/A3LNP1Q/yNp8nApWFee9fBXfj8/F1avsv3pzjPPPxnPwI4DP9ZjsH/7qZsZSbS7/V2NK+XXt35oo2a6bDsaqA6Mj2bUKOL/zF1xGoWIuteRqw2MsxPutMc5o0ldc30mZF1huCDq6+F6XNop2a6rXVSnMe4sM2hkeXD8YWw6LEc8JnIOmfiaxvzUp1/WOdhQo10mP48vqZ5bGTeLvjg4MjI+7YZ2LaDz+1R4M1OfuYvE6kdw9dM/6uT+3L4u/hV+KDf4Zue57d3LcQ/G3wtzs+7eC1fha+dyAvT24X38tQOtnsN+Glkejnwt9g6H0XXSbGPqURqpMO8V4A/xda7E5gd/k/URF2Xxrmdgi8oJ2qEfgPsH1tnOT4w/SW+tmZCZNnQsO2BsW2uB2aG//cO6dkG/32rx99AeiQs/yawIHYuS2Kf9a3A4xkc88f4msqCFOe8TUjPwV25LiL7ux+4OTL9fDi2xa7VJeH/RM1YtPZtS3yLknPCdLs1022tk0Zau1IzvTf+xlgjPlj4M77mM3qeiVYFJ+ADiDNj+3gR+Fls3gygIvxvwFpCzW+41n+KzzfzI+/ddpH3wAG7RvZ3NlCTwTETrXF2aOO83wMuytK18h3g/cj0VfibLtHv9/SQnp3D9Grg/8X28zwtrZLarZlua50007szvkb+uxlulzheNT4Pj74aCDXT+EB9M3BGLO1LaGnx1W7NNP5G2vux6/Br+DyiJEy/Dvwo/H8vvva4jpY8aTNwQFh+I76liGVyzmHb5cA/OnkdzG9jf98P/x8b3rsxkeXj8L/z07NxfeqlV197qWZaBjLD/xim8ia+5vUdM3vAzL4ZqaXoyGtprvdS4h/nXBW+ed8eaW6brvH4H7nosSpSHKvOOfdBZHolUIivoc7kWCtdSy0pzrnFYV/RYy13vh9we9K6w21mpWEArvfMbEMYkG0/fHPzqHQ/k1R+hB9kbR98TeAEfIuFTPweuNjMXgqDvEzuRDr+ih/866gwfTa+cN88arGZDTGza8PgTOXh/ZhI6/fjrdj0SnyBLhPjgRdi856n9TXc4XvvnLsP34rheHwt/CHAy2b249iqP8DX8k5zzkXPYS9864qnzKwq8cL3d981rPMOvibosLD/9/EB6DQzyye5VijhXedcY2Q6+j6lc8x78UH3R2Z2i5nNSPRfdM6twQd9T5vZw2b232Y2uqP3CprHGrjEzN4ys3XhuCfQ+nN+2TkXzeNeAnYKY0WMxxeKm1tZOOc24Gumsp0PZY1zLpF3HYj/TmyNb5EyM1YzdkCYf7Zz7q7YbiYDl8Y+tzuAYWa2dXjP5gLTzWwIvjbxFvyNhn3x18r7LnmsiGrn3KLI9EqgxMyGpXNMfEuR2cACM7vfzM6z5Cc+/B64zMxeNLMrzWwSaTKzU83sBTNbFY57La2vlY+dc8sj0y/jfx/Hm9kI/HWfzvc9q8xsFD5PeIQ2Wiql4VR8Phh9vRhZvhs+eG4+P+dr0l8m/fMbD7wU+749j88jdgnTs/HXDviWB4/g88dEnpTo8gX+xt1+wAdm9gczO9YyG2SyVb6b5nXQkfHAMufcssQM51wZvnl8zuYbIt1JwbQMZHvgm1e3EgrQR4XXW/jmtGVmtk8a++3U4EwxTbQOKOOjj6ejvaA0+qMfHxwtsSyTPKK9mxPR+em8Px8Cu6YxcMq1+KaCl+ALJBPxfdbi23XlM1nlnFvonPvAOfcIvhn/mWaWCJg6/Kycc3/B167cim+y96KZXZZJIsKNiWfxTfEJf+90ztVFVrsOOBG4CF9Ym4gvnMXfj83x3dO534NUn3d8XlrvvXOuxjn3pHPucufcVHygcYUlj5z+HL5m8NTY5om0H0dygXlPfE0KkQDpc/gC7bOhELgRX2iNN9uF9t+ndI65FP95fwtfG3YdMC/RncM59x/4oPB5/Of2oZkd2c7blPAT/GB81+DHOpiI70+byUBD6eQN2cqHsso51+Sce9U59z/OuS/j8+cvAgdHVluEb6r71RT5iOG/x9HPbQK+hm19WGc2/lo5BN9i4VN8F4DE9TM7ts9U1wq0XCftHjMEb4cDx+Bv/JyH/83ZK5zzH/FB2e3AZ/E3mzp8RJ2ZTcM34X0U32x4Er7Zb0fXiqPls7fIvFTrQUv3hOj10qVrxcy2x7/Pb+BbS7T1+9KRZSEPb37ha6ubDxX+ppOftZncdtZNzJ8NHGJme+P7aM+n5TqbDjwfrgOcc/Pwrdouxr+PdwKPZdCUOinf7cJ1EJfu77zIgKFgWgakUEA5hhR9ghKc95Jz7nJ8H+GVtBTi6/GF+q6YGklPKb6ma0GYtRYYHKnVAF/4ikonDe/hv+eJvmqEfe4dlmXTe8AOZjY2cqxd8DWOmR7rbqCU5P6dzcwsUWM+DbjDOfdAqKlcTkutYHdJ1FQm+revBbaNFXJaPYrFObfcOfcn59wp+ELMNzpx7FvwfYtPxAdp8Ue7TMM3u3wwvB8raakVybYF4Xjx42frunoPX4gsjsx7FTga+ImZRR//9g7++7BjvNDsnPs4st5sWgdDc/BNvOP9pTuS1jHDTYJ/Oee+j//OJ/pHJ5bPd85d7Zw7FF8z9p9pHHsa8JBz7k7n3Hx84PiZFOtNTTH9sfOjsb+Hr407ILEwfK/2pOUzXAsMtchTD+hcPtTdEukdEpn3KT44HQs8EAuo38B3a4l/bgsjLRFm42vhTqXlWpmNv35S3XjpSIfHDL85LzrnLsPXZK/Bd4EgLF/mnPujc+5kfF/rdPKQg4GlzrlfOOfmhRtIY1Ost2MIXhMS1877zrl1IS3tfd/XhL/RxySmulYgjesl9CGfjW8ldlashUi2leFvKDefX7iJN5X087P3gINivwPT8M24Ezft5+J/134AzHX+CQyzaeMGjXOu0jl3n3PufHyrnaPwN2U7I53rIN0yxY6hjzgAYUyObch+mUKkT+ixZ6WK9KJi8wOK5eGbBB6BH4TqddoYtMvMpuL7Bj6B7ys2CT/IRuLHYgm+ueS+wMfAxlgNYTouNrO1+IDnUvwPWWLAmcQIv78ys+vwTYy/Fdt+Cb4Z4efxBbVqF3t8hXOuzMweAv5oZt/A98v+Bb4f4d1k19P4gs9dZvZd/B3sP+CbL87KZEfOuVfM7BrgN6Hp6wP4QHlnfC3UQvzAVh8CJ4Zz3Iyv+cnoWaRp2CJy/YzDf1Yf0nLjYzZ+MJb/Z2b34AtFM6I7MLPf4wen+RDfP+8YOlfweJAw2BTwqvMD6UV9CHzFzB7GB/2XkxyMZtNvgLvN7A38Z38cfpCcL2WykzDAz934Jrtv42uKp+AH0HnSxR7D5Zx72cyOBp4wMxcC0YrwPbkuNNl+Dv8+HwjUO+cSNx1m4weA2kxL4DwbuInWzXbblc4xzSzRiuBV/Pf5jHDshWa2G/5angmswF9bewHPpHH4xHV/EL6v+ffw+VM8/WPM7H+AP+LzkAvx3xGccwvM7BHgz2Z2Hj5P+BW+ZjYxoOLL+DEDfmVm/4vPB8+LHWMJMMT8M8HfAjY552rC93cf59zRiRXND+BXhB+ca4j55/8659ybaZxzYh//wH92L+Lz5l1DuleF9DZzzq0N6ZoF3G9mM5xz9YRB8cxsGX4MhEb8DcbJzrnEgEyJbgFn0fJ9no2/VvLJ7MYLHR0zfJbT8f1k1+CD6dGEfMLM/oAfp6IMP+7F0aSXh3yID35Ox1+HxxIJ0CNqgdvN7If4mxI34m/YJALB3wCXmNki/O/N2fhg83zwXZXM7DXgp2a2BJ8n/ip2jFX44PIYM1uO71NeaWYz8P11D3POrQ55/mz8KPgXAltFYtQ1LsuPAQxp+CP+92Z9OO4PwznclOZursePOH59+KzG4cd3+H2ibBDyjPn4a+qHYbsX8Dc888P2AITPYTm+9roROB3frWdlJ08znetgCbBz+F4uJ3W55gn8dXeXmf03/nfxBvzvUabfCZH+weVAx2299OquF34AMhdeDfjC0Wz8o0+KYuvOpmXgrvH44Gc1/sd/IfDjyLrF+FrtDWHf54T5jtaPUhpL6gHIjscXPuvwAeeU2HYn0PIYiyfwP8COMABZWOemcE6OLj4aK3bs6fFjpXhvkwYgC/N2xPfhTTwa6x+keDRWBp/fyeF8KvDByDv4mwHRx8U8HZYtxxdQ4gOjLQF+mGLfswmDZbVzfBd5NeELMvfQ+hFV5+ELYJvC8u+RPADZH/CF4Fp8bd89RAYaSictkXX/N6Tn6ymWjcUHDtX4wcr+m9aPgEl6zEmY9zzwu3aO2WoAsjA//misr0aWJQ0+1M6+S/CF7tdoeURTGf5G15ZtpRsftFYSBk7D37z5Pv4mR314n58EjohsY/hAZX5kXmIgoZti6Up6vFKYd1Vs23aPiX+83sv4m1hV+EJs4lFeo/Dfj5X4PGBpeB9aDVaW4j0bQcsj6NbgB1P8E5FBvcJnegM+j6gI7+01pH40Vnl4358i9miucA5l+LzjMXzNuaNlADILx07kQxdH3r+FsX0tp/XjdxpSfBZntXPu5+FvOCTy5mX4UbCjj/SKPxprG3xf8IdoeVTRMfhApjpcR/OAb8WOdT/+ez8iMm8ZkYHqwrwOB2rr6Jj4FgGP0/JopjIi+RY+uF0Ylq0J5zwqzTzjGvy1uTGc07dj73vi0VjfxN/YqcHn49HfmuijseqJPRorcg4vhvN7C9/1JikPoOXxW42E65WWAdxGx6ZTvaK/J8uJ5G0pzruzj8aqo2uPxqrDX5+/pXU549oU2z0fPpuCyLzz8TctqvDf39nA1DQ/71Z5fJrXwSD8Ddty0n801kb0aCy9BvjLnFMXBxEZeMxsKX7043jtyYBOi0hvCa1sHsIHxkt7Oz2Su8LAcOvwAd/fezs9IjJwqc+0iAw4ZrYnvvbgt0qLSM74AvBLBdKShiOA5xRIi0hvU820iIhIDjGzJ4GD2lh8hXPump5Mj+QuM7sEP7p7Ks865zIaw0Bym5lNx3dlSqXBOZfJ4yxFJAsUTIuIiOSQMJLxoDYWr3P+edAihGdAj2hjcbVzrrMDVkkOMrNBwA5tLHYu+VnnItIDFEyLiIiIiIiIZEh9pkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGBaREREREREJEMKpkVEREREREQypGC6nzCz28zs6d5OR19jZueYWUNvp0NEeo7yy85Rfiki3cnMxpqZM7NpkXnOzM7qzXT1FDObHs53dG+nRdKnYLoPMLNBZnalmZWZWY2ZrTOzeWb23d5Om6TPzC42syVprFdiZrea2RtmVm9mC3sgeSL9gvLL/iGD/PIQM3vAzJaHz7vMzC4zs+IeSKaI0P4NyoEUDGfCzBrM7JzY7BeBUcDKnk+RdFZBbydA0nIT8Dnge8CbwDBgErBjbyZKuk0+UA/8CTgQOKh3kyPSpyi/HFgOBhYBvweWAfsCNwPbAt/sxXSJyABjZoVAg3POdWZ751w9sCq7qZLupprpvuHLwG+cc/90zn3knHvTOXebc+6KtjYws53MbIGZ3Ze4Q29mu4U7+OVmtsHMnjSzvSPbLDOzr0Wmbw93FHeLzFtqZt8K/99mZk+b2TfC/Eoze8jMto6l5fNm9kKoNVgRal1HRpbvaWZPhHRtCun+j8jyr4V5taGWaW66TWDM7Bdh2+pwfjeb2fAU6x1pZu+GY7xqZvvGln/BzF43szozW2NmN5pZaWR5q7uyZnaWmbnw/znAlcBO4T11ZnZZqjQ75zY5585zzt0ELE7nPEWkmfLLgZVfXu2c+7Fzbm74vB8ArgZOSeecRaTnmNkoM7sn5F81ZjbbzPbL5j7M7HkzuyoyfXnIQ46MzJtjZteE/0eHvP7TsL/FZvajNNOSyNcvMN+Spg4oDfn4bDNbb2YV4Xj7R7Zbgq84uTWRx4X5rZp5m9nUkI/XhN+iu81sm0zeM+leCqb7hk+AY8xsRDorm9k+wEvAU8Bpzrk6M9sWeB5YAxwCTAU+AGZHCnPPAkdEdvU5YG1inpntiq/dmRVZZ0pY7zjgGGAicG0kLYcDDwH3ABPwBd2xwD/MzMJq/wesw9fA7g1cCGwI20/G1zL8CvgMMB24I533IagBvgHsAZwTtv/f2Dp5wDXAt4D98e/RI2Y2OKRhAjATmBvO72zgiyFd6boX+DWwHN+EZxSR90lEskb5pfLL4cCnGawvIt0s5GH/BD6LzxP2B1YDT5nZVlncxyyS8+bDSc6bB+Hz9ETefCM+zzgSGA98FZ/3pGv/cIwvA/sAtcAQ4IZwnIOAMuDxyI3RKUAj8H1a8rhU57sd8GRIz/7Al4C9gAcySJ90N+ecXjn+wjdjW4r/4r2Fb/57AmCRdW4DnsYX1MqBn8X2cRnwcmye4ZvHfT9MnwOsDv+PA6qBS4D7wryvAytjx1wLFEfm/RT4JDI9G7g6dtwdAQdMDNMVwDltnPuJYfmwLL2XJ+LvHOZFztkBR0TW2RKoAr4Wpv8GvBrbzwlAE7BT9P2PrXOW/4o1T18MLMkwvZcBC3v7GtRLr77yUn45cPPLsN14oBL4Tm9fi3rpNVBe4TvdEPKC+MuF7/cR4f89ItsV42+AXhqmx4Z1pkXWccBZ4f909jE9pGUYMDjkYT9I5EvA5/Fd6UrD9JvAZV0473JgSAfr5eFvep4ZmdcQz8tD2h0wOkxfiQ+kiyLr7BPWObS3P3e9/Es1032Ac+4FYFd8Dcnt+L5gDwAzI7UV4GspHgcuds79KrabKcBkM6tKvICN+IxrXFjnGWAbM9sLf5ft+bC/z4XjHE5yLQvAAudcXWR6RUhf9Ljfjx33vbAscdxrgVtCk5jLYk0Gn8I3df4oNOv5Rrp3MAHM7CuheczKcOy7gCJgu9iqLyX+cc5tABbga2cA9sTXskTNwReu90BEcobyy4GbX5rZOHwtzj3Oueu781gi0sor+NYo8VfCnsA651wiTyPkh6+EZelIZx8v4YPlQ/G/A0vxLXQmme+2cjg+sN4U1v8d8P/M7BUz+7WZHZr+KQM+X6+KzjCznc3sb2a20Mwq8Tf4hgM7ZbjvPfE3dusTM5xzb+Jvmqb7nkk3UzDdRzjnGpxzLzrnfuucOwFfQ/BFfGaR8DEwHzjLWvdzy8MX/uKZ3GfwtTA455bha16OoKUg+Dp+oLoJ+FqceOGwPjbt8IWm6HF/neK444DHwnGvBHYH7sM3X3k50d8lZFD74WtIPgTOBxaG5oztMrMDgL/jC3Yn4gemOT8sLupo8xTnlUpiflOKbQo7SqOIZJ/yy4GXX4abGnOBR4DzurIvEemUGufcwvgrtk6qvMHamN+WdvcRgusXieTNzrm1wPv4mt+kG53OuVvxQe7N+ObWj5nZnRmkZ1OKeQ/jWxV9G9/UeyK+S0xHeWkqHeWn0ssUTPddC8Lf6CAEFfjmK43A02a2ZWTZa/i7WCtSZHZrI+sl+ppMB55xzjXhCygX4GtQ4oXDjrwG7Jkqg43eyXPOLXbO3eicmwFcSmQUVudco/ODy1wKTMY35zkjjWNPAz51zl3snHvFOfch0NZAPFMT/5jZFvj+OIn3+F3gsNj6h+EzssTd0TXA9rF19o1N1+MHnBCRnqX8smN9Nr80syn42u/7gG8651TIFMk97wJbmVlzCxXzAz7uH5Zlcx+z8EHz4fgbo4l5J+LzxaS82Tn3iXPuVufcf+L7TJ9pZsMyOLdmoV/0HvguO0+EWvRakn9/IL087l3gQDNrDsLDOB/DSf89k26mYLoPCKMAnm9m+5kfdfYI/IAJ5fhBcJo55yqBo/H992ZFBju4Hv+l/af553KONbNp5kdvjT56aRZwLL4Pyr8j884GPnLOLckw+ZcCJ5jZdWY20cx2NbNjzOwv5p8HO8TMbjCzw0OzmEn4gXneC+d+gpn9t5lNNrMd8QM8jKGlUNaeD4CtzeyrZsm800QAACAASURBVLaLmf0nftCcOAdcY2aHmh+t9w78nca7w/LfAPua2f+Y2WfN7BjgD8BdzrmPwzpPA581s++Ec/w6rUeT/QjYzswONLOtrGXAnl+Z2TPRFc1sDzObiG9eWRTeu4nRDFVEWlN+ObDyy9Ak8xn8wG2/ArY1s+3MD9wjIrljFvAqcLeZHRxak9wBlOAfaZjNfczCd+WZSEu+Pws4E9hMpKuKmV1v/gkEu5rZnsBX8I/Z29i502QDfnyMr5vZ7mZ2IH7gyJrYeh/huwVtb213x7ke3/f7NjPby8ym4celeN4591wn0yfZ1ludtfVK/4UfpOY5/N38WnzzxDtJHoDhNiIDuuAHXXgaPwDPNmHeTvg+cGvxAzIsDfvZObLdNvgmeA9F5u2NL0DdEktX0jHDvKRBZMK8Q0JaNuILXQvwfVQK8Bng3fhMpTac473AmLDtofgMcG1YXhbeD0vzvbsSP9LjJuBR4PRwLmPD8nPwg0AcFdJVB8wD9ovt5wv4Jpx1IS03EQaviKxzEb4PZBU+4/x29L3AN2O8G1gf0nBZ5H1cEtvXkrBO/DW2t69HvfTK5Zfyy4GVX4bpVHmlS+ec9dJLr66/UuVvkWXRAcRG4Z9WUI4PLudE8w86GIAsnX2EdfLxrY/ejMzbIuRf8Xz4Bny3mBr8kxIewbcQ6vR541vjvBny4Q+Ak4CFRAY6w98ITeSjLsybTmQAsjBvKr7FU00457sJv1N65cbLwgclIiIiIiIiImlSM28RERERERGRDCmYlj7LzB6zyCNkYq/Hejt9IiK5QvmliEj6wngZbeWZVWZ2SG+nUXKDmnlLn2VmOwCD2lhc45xb0ZPpERHJVcovJdeEwel+j+/feotz7urY8mL84FKT8X1ZT3XOLTGzQuAW/AjwBcAdrvWz4kW6xMwGATu0s8oK51x8UDEZgBRMi4iIiEiPMbN8/KBPnweW4weyO935xwgl1vkWMME5d76ZnQac6Jw71czOAI53zp0WRnl/D5juMh89X0Skywp6OwEVFRWK5kUk64YPH269nYZsUl4pIt2lF/LL/YGFzrnFAGZ2D3ACyY9xOwG4LPx/P3C9mRl+tONSMyvAt7aoByqjO1d+KSLdIVVeqT7TIiIiItKTdsA/yzdhOa2b1Dav45xrwD/qaCQ+sN4EfIJ/9N21zrn13Z1gEZFUFEyLiIiISE9KVRMer01ua539gUZge2Bn4Admtkt2kycikp4+F0yXlZX1dhI61BfSCEpntimd2dMX0piKmR1jZh+Y2UIz+2mK5Yea2b/NrMHMZsSWnW1mZeF1dnenta++x52l8+2/BtK5Qr853+XAmMj0aGBlW+uEJt3DgfXAGcDjzrnNzrk1wAvAft2e4hzST66BlPrzuYHOrz/qc8G0iEguCgPq3AAcC+wBnG5me8RW+xg4B7g7tu0I4OfAAfhal5+b2ZbdnWYRkV4yDxhnZjubWRFwGjAzts5MIHFjcQYwy/lRcz8GDjevFJgKvN9D6RYRSaJgWkQkO5oH1HHO1QOJAXWaOeeWOOfeAppi2x4NPOWcW++c2wA8BRzTE4kWEelpoQ/0d4AngAXAfc65d83sCjM7Pqz2F2CkmS0ELgQSrX1uAIYA7+CD8ltDvioi0uN6fTRvEelezjmqqqpoavLxW0lJCRUVFb2cqvalk8a8vDyGDBmCH9w1J6QaUOeALmzb3vMtRSTL4nllrupMHp6D+SXOuUeBR2PzLo38XwucnGK7qlTzRaTntJVf9oUyZns6k1emFUyb2THA74F84Bbn3NWx5cXAHcBkYB1wauJ5f2Y2AfgjMAxfGzMlZJAi0gOqqqooLi6mqKgIgOLiYkpKSno5Ve1LJ4319fVUVVUxdOjQHkpVh9IZUCcr22arT9JA69uk8+2/snGuBQUFjBw5kuLi4iykqPtsvfXWGW9TX1/PkiVLaGhoaJ43bty4bCZLRAaQeNkyoS+UMdvTmbJlh8F0pB/g5/G1JfPMbKZzLvoswK8CG5xzu5nZacCvgVPDgBF3Av/hnHvTzEYCm9M/JRHpqqamplaZXX9QVFRETU1NbycjKp0Bddrbdnps29ltrZyNQnBZWdmAKkzrfPuvbJ1rRUUFw4YNy0KKuldtbW3GhdWSkhKccwwfPrybUiUiA4nKli3S6TPdYT/AMH17+P9+4Ajz9eNHAW85594EcM6tc841ZpRCEZG+IZ0BddryBHCUmW0ZBh47KswTERERkRyVTjCdTl++5nXCoBIVwEhgd8CZ2RPhcTA/7nqSRaSvWb16Neeeey4TJ07kgAMO4OSTT2bhwoW9naysSmdAHTObYmbL8f39/mhm74Zt1wNX4gPyecAVYZ6IDDADIb8UEcmGXMgv0+kznU5fvrbWKQCmAVOAauAZM3vdOfdMqgOl2+epL/QD6wtpBKUz23IxnSUlJa36ANbW9tywBc45zjjjDE455RRuvPFGAN555x2WL1/O6NGj29yutrYW5xzOOfLyUt/3q6ysZM2aNc3Tvd2sNY0Bdebhm3Cn2vavwF+7NYEiktOcc5x11lmcfvrp/PWvPjt46623WLNmDbvttluH27aXX4qI9Ce5kl+mE0yn0w8wsc7y0E96OLA+zJ/jnPsUwMweBfYFUgbT6RSE+0I/sL6QRlA6sy1X01lRUZHUv26LN97I6v7LJ01qd/mcOXMoKirivPPOa5633377UVVVxSmnnEJ5eTkNDQ1cdNFFHHfccSxdupQZM2Zw6KGH8uqrr3LXXXex4447ptz3sGHDGDNmTMplIiJd0dN5JcDcuXMpKCjg3HPPbZ43YcIEqqqqOP744ykvL6e+vp5LLrmkOb88+eSTOeSQQzrML0VEukuu5pfx8mV35JfpBNPN/QCBFfh+gGfE1pkJnA28BMwAZjnnnJk9AfzYzAYD9cBhwHVdTrWI9BkLFixg4sSJreaXlJRw5513MmzYMNatW8eRRx7JF77wBQAWLlzIjTfeyG9/+9ueTq6ISK9JJ79csWIFX/ziF5vzy7KyMm644QbllyIyoHSmfNkd+WWHwbRzrsHMEv0A84G/JvoBAq8552YCfwH+ZmYL8TXSp4VtN5jZ/+ADcgc86px7JGupF5E+yznHlVdeyQsvvEBeXh6ffPJJc5Pt0aNHM2XKlF5OoYhIbojml2aWlF+OGTNG+aWISNBe+bI78su0njOdRj/AWvyAOqm2vRP/eCwRGYDGjx/PQw891Gr+fffdx6effsqcOXMoLCxk7733bu7LPXjw4J5OpohIr0snv2xsbGTKlCnN+WVpaWlPJ1NEpNd1pnzZHfllWsG0iPQfq8aPz/gZpV1x6KGHcsUVV3D77bdz9tlnA/Dvf/+bZcuWsdVWW1FYWMjcuXNZtmxZB3sSEek56fTZy7Z08ss5c+YovxSRnJLIL2tra3usjJkr5UsN+dhP1K+oZ+2f17L2z2upeKIC1xAfcF2kd5gZd955J88++ywTJ05k6tSpXH311Rx11FHMnz+f6dOn8/e//53dd9+9t5MqknPmV1dz57p1rNm8ubeTIj0gnfzywQcfVH4p0ouW1NVxy9q1/HHtWh4qL6eqsbG3kzQg5Ur5UjXT/cDGORtZ/B+Laapsap43dPpQdrl7F/IG636J9L5Ro0Zx2223tZr/1FNPpVx/zpw53ZwikdzW4ByXrFjBTWvXArBDYSFP7b472xcV9XLKpLt1lF/Ga35eeumlnkqayID3fk0NR5WVURkJoPceNIgndt+dwXosXY/LtHzZHfmlPvU+rnJ2JYtmLEoKpAE2zt7IolMX0VTf1MaWIiKSi5qc48zFi5sDaYAVmzfzvWXLcE6tjkREeoNzjp+tWJEUSAO8XVPDjWGAKxl4FEz3YU11TSz73jLc5tSFq6rnqlh709qUy0REJDf9o7ycJyorW81/qrKSv61f3wspEhGRpysreXbjxpTLfrd6NavVHWdAUjDdh63901rql9a3u87q61bTUN7QQykSEZGueri8vM1ll69cSX2TWhyJiPSkJue4dOXKNpdXNTVx9Sef9GCKJFcomO6jGjc2svo3q5PmbXXuVuz1/l7kDWv5WBvLG1lzvZqeiIj0BQ3O8UwbNR8A6xoaeLGqqgdTJCIib1RXsyA8XgnAgDNHjEha557166nRzc4BR8F0H1X+z3IaK1v6bOQPy2fURaMo3K6QbS/YNmndT//6qfpOi4j0Aa9s2pTUH29kQQGnxwpsj6doAi4iIt0nfpPzC8OH87sdd2T7wsLmeTXO8Vw7N0Olf1Iw3Uetu2td0vRWX9+KgpF+cPatv7k1+VvkNy9rXN9I5RMqfImI5LqnKiqSpo8cOpQvDB+eNO/xigoNRCYi0oNmxW5iHj18OIVmHBvPn3Wzc8BRMN0H1S6sZdPLm5LmjTxzZPP/+UPy2XLGlknL1/+fBq2R3jNixAimTZvGwQcfzKGHHsorr7zS20kSyUlPxgpiRw0fzueGDqXIrHnekvp6Pqyr6+mkSQ9QXimSeyoaG5m3KbncfcTQoQAcPWxY0vwndLOzx+RKfqnnTPdBG+7dkDQ95KAhFO9SnDRvxGkj+PSWT5unK56sYPOnmyncqhCRnjZo0CCef/55AJ555hkuv/xyHn300V5OlUhuWbV5M+9F+uTlAYcPHcqQ/HwOGTIkqZnhExUVfCbyrGHpH5RXiuSeORs3En0Y1mdLStihqAiAQ4cOZXBeHtWhr/SKzZt5p6aGvQcP7oWUDiy5kl8qmO6DKh5PbgY44owRrdYZPHkwxeOKqSsLtRcNUPl4JSPPGtlqXRlYtttu245XykB5eUXHK0Vs3LiRLbbYAoDnnnuO66+/nnvvvReAH/3oR0ycOJGTTjqJyy67jMcee4z8/HwOP/xwrrrqqqymWyTXLKipSZreZ/BgtizwP9NHDx+eFEw/WVnJd7fN7ndZkm2xxfCOV8pAd+SVZ555pvJKkW4Wb+J9eKiVBijJy+OwoUN5LNJF5/HKygEXTLfkl9nJN/tSfqlguo+pX1FPzduRApfB8GNbX7hmxpYnbsmqa1Y1z6t8UsG09I6amhqmTZtGXV0dq1evZubMme2uv2HDBh5++GHmzZuHmVHezqOCRPqLDyK10uBrPxI+H2tK+EZ1NY3OkR9p/i19n/JKkdzzXOwJCkfE8uNjhw1LCqb1xIWekSv5pfpM9zGVTybfHSvdv7R54LG4YUcnf9krn63UqN7SKxJNcebNm8f999/P+eef326foqFDh1JcXMwFF1zAzJkzGTzA7vDKwFQW6wcdbcY9tqiIEfktA0tuamriw1jwLX2f8kqR3LKxsZFFkbzZgKmlpUnrHDRkSNL069XVNKnfdLfLlfxSwXQfE2/iHQ+YowZPGkzB1i2BdtPGJja9tKnN9UV6wv7778+6dev49NNPKSgooCnyTMbaEBwUFBQwa9Ysjj/+eB555BFOOumk3kquSI+JB8fjilvGwjAz9o398P+7urpH0iW9Q3mlSO97N9b9ZlxxMaWRG5sAuxYXMzwyr7KxkYUaJLJH9WZ+qWbefUhTfRNVzyU3HRl+dNt9EyzPGHbksKSRvCuerGDoYUPb3Eb6v1WrVlPSiwMXffjhhzQ2NjJixAjGjBnD+++/T11dHbW1tcyZM4epU6eyadMmmpqaOOqoo5gyZQqTJk3qtfSK9JR4MB0fYGxSaSlPR/pNv1FdzZkj1XWnu2TaZy/b2sorKysrm/PKqqoqampqlFeKdJO3Y8H03oMGtVrHzJg8eDCzIvnza5s2sfsAGiQykV/W1tb2ShkznbJld+WXCqb7kOo3qmmqbrnTUjiqkJI92r9ghx2dHExXzVE/Dul5iX4tAM45brrpJvLz8xk9ejQnnngiBx98MLvuuisTJkwAoKqqiv/6r/9qvpv4y1/+stfSLtITyhsaWN3Q0DxdaMZOxclPaYjXTL+hmul+J528cuzYsUl55RlnnKG8UqSbtAqm22gaPLm0NCmYfr26mjN0s7NbdaZs2R35pYLpPqTq+eRAeMi0IVgHg88MPXSo7+ARuhDUvFtDw4YGCrbURy89Z/36tp9zfsUVV3DFFVckzautrWXWrFndnSyRnBFvErhLcTGFsfw9Hky/XVNDfVMTRXnqsdVfpJNXxmt+lFeKdJ+3YjctU9VMA+wXy59f26Ruld0t07IldE9+qV/gPiRVMN2RghEFDNoz8sV3UPWCaqdFRHJJfCTv3WO10gDbFhayQ2Fh83S9c0nPpRYRkezZ7BwLYnlsW8H05Fgw/W5NDTVNGvR3IFAw3Ue4zY5NryTf5RpycMfBNLQOuuP9rkVEpHeVxYPpNvqcTdIgZCIiPaKstpa6yOjQ2xYUsE3khmbUVoWFjC0qap5uAN5U/jwgKJjuI+L9pQu2K6B419Y1F6nEg+mNz29sY00REekNH8aaeacbTL+twpqISLd4K9ZfekIHj1KK107Ht5f+ScF0H1H1SqyJ98Ed95eOrktk1dp3a2nY0ND2BiIi0qPSrZneM9bE8H018xYR6Rbxx2K11cQ7Ya/Y8vcUTA8ICqb7iOp5ybUPQw5Ir4k3QMGWBa1G/d70mgZGEBHJBc45ltXXJ83bOdJcMOqzsSB7QW0tLtIMUUREsiM+MGQ8/43bIx5M62bngKBguo+IB7+lU0oz2r50/+T1q19V00ARkVywobGR2khAPCQvj+H5+SnX3bGoiMGR0bvLGxtZ1aCWRiIi2bYoFgzvmmJgyKh4ML2gpkY3OwcABdN9QP3yejav3Nw8bSVGyZ6ZPRA9HnxvmqeaaekZxx13HM8880zSvBtvvJEf/OAHvZQikdyycvPmpOlRhYVtduPJM+MzsdqR99WUsN9QfimSGxqdY0msxVBHwfTowkKGRW6Ebmxq4uPYPiQ7cimvVDDdB8RrpQdPHExeUWYfXbxmetPrm3CNulsm3W/GjBk88MADSfMefPBBTjrppF5KkUhuWRkrbG3fxmixCamaekv/oPxSJDcsq6+nPlKrPLKggC0KCtrdxszYI5Y/q6l398ilvLL9q0JyQrwWuXS/zJp4AxTvWkz+lvk0bmgEoGljE00fNcFns5JE6UMWbLcgq/ubVD6p3eUnnHACV111FXV1dRQXF7N06VJWrVrF3nvvzfHHH095eTkNDQ1cdNFFHHfccSxdupQZM2Zw4IEH8uqrrzJq1CjuvvtuBnUw8IdIX/VJrGZ6+zb6SyeMj9dMq7DWLd7Y4o2s7q+jvBLSyy/r6+u55JJLmvPLk08+malTpyq/FMmiRbH+0rt1UCudsMegQby8qaXc/l5NDccOH57VtOWins4vO1O27K68UjXTfUD168n9mwdPaX9o/lTMrFVT76a39TB56X4jRoxg8uTJPP3004C/c3jiiScyaNAg7rzzTubOncu//vUvLr744ua+RYsXL+ZrX/saL7/8MsOHD2fmzJm9eQoi3WpFPJjOsGZawXT/kU5++cADDyTll4sWLVJ+KZJl8WB6l3SD6XjNtLrhdIvOlC27K69UMJ3jXKOj5u3kL2LppMxrpqF1jXbjO42dTpdIJk466SQefPBBAB544AFOOukknHNceeWVHHTQQZxwwgl88sknrFmzBoAdd9yRCRMmADBx4kQ+/vjjXku7SHfLuJl3/PFYGuSmX+kovzzllFOS8suddtpJ+aVIlsVH8s6kZjpK3XC6T6Zly+7KKxVM57i6xXU0bWqpQc7fIp/CMe0XtNoyeP/kGu3GtxVMS8847rjjmDNnDvPnz6e2tpaJEydy33338emnnzJnzhyef/55tt56a2rDj05RpJlrfn4+DRqtWPqxeDPvUR008x5TWMiQyIjelU1NrQYxk76ro/zymWeeScoviyOFfOWXItmxOMORvBPiNdMf1tZS36SWoN0h07Jld+WV6jOd42reSq6VHjRhUJujvHakdN9SMCBUYLiPHA3lDRRsoctgIBm/ajwlHTwrMduGDBnCtGnT+M53vtM8OERlZSVbbbUVhYWFzJ07l2XLlvVomkRyRTwQ7qhm2sKI3q9Xt3QB+qC2lh06CMIlM+n0ce4OHeWXc+bMUX4p0s3izbzTDaa3KChgVGFh803SBmBJfT2793C5q6cl8sva2toeK2PmStlSNdM5rvqtWH/pCZn3l07IH5ZPyfjkCzzeH1uku5x00km88847zRneKaecwvz585k+fTp///vf2X333Xs5hSK9Ix5M79BBMA20KpjFmyRK39Zefvnggw/2i/zSzI4xsw/MbKGZ/TTF8mIzuzcsf8XMxob5Z5rZ/Mirycwm9nT6pf+qb2piaaz7Tbp9pqF1k/AyNfXuNrlQtlSVZI5LVTPdFaVTSql9r+VLvenVTQw7YliX9imSji996UuUl5c3T48cOZKnnnoq5bpz5sxp/v+CCy7o9rSJ9JaqxkYqGlu63BSaMbKDx69A68Kagun+pb38Ml7z89JLLzX/31fySzPLB24APg8sB+aZ2Uzn3HuR1b4KbHDO7WZmpwG/Bk51zt0F3BX2szfwkHNufs+egfRnS+vriTbM3r6wkNLI86M7Mq6khOeqqpqnlT93n0zKlt2VV6pmOoc557olmI6KP8NaRER6Tqv+0oWF5KXRlWe3WM30ItV8SN+yP7DQObfYOVcP3AOcEFvnBOD28P/9wBHWup/b6cD/dWtKZcD5KBb87pxBrTToZudAo2A6h21euZmGdS2d422QUTKua/0Q4sF09bxqXJNGgRUR6Q2Z9pdOUGFN+rgdgGhnxuVhXsp1nHMNQAUwMrbOqSiYliz7ONbEe6cMx6NolT/rZme/pmbeOaxVrfReg7D8zg0+llA8rpj84fk0VvhmhY2VjdQtqutykC4iIpnL9LFYCfH+ex/X11PX1ERxnu6RS5+QqjATv7Pf7jpmdgBQ7Zx7p70DlZWVZZ66PqC/nhf0/rm9Fbs5OaSqKqM0FcZG736/ujpp+94+v2woKSlJGh07qraP3zyorKxsfpwWwLhx49pdX8F0Dsvm4GMJlmcM3ncwG5/d2HKc16sVTIuI9IJUzbzTMSgvj9GFhSwP2zt808T4M6hFctRyYExkejSwso11lptZATAcWB9Zfhpp1Ep3VBDui8rKyvrleUFunNvGjz6CSD/cfbbbjnEj440i2raLcxS9+Sb1zt/72eAcW++8M1sUFOTE+WVDRUVFylG7e3I07+4ybNgwxowZ0/GKgW5h57Bs95dOGDw5OSjf9Lr6TfdneXl51Mdqv/qD+vp68lQLJ31cq2beGTQnjPebVlPvrumveSXkZH45DxhnZjubWRE+MJ4ZW2cmcHb4fwYwyzkfnZhZHnAyvq+1SFYti+UDO2bYzDvfrFXrof6WP/fX/LIzeaVqpnNYPJjORs00QOnkWL9pPR6rXxsyZAhVVVXU1PjrqbKykmHDcnsE93TSmJeXx5AhQ3ooRSLdY3Una6bB98ubvbGllVH8uaiSmXhemas6k4fnWn7pnGsws+8ATwD5wF+dc++a2RXAa865mcBfgL+Z2UJ8jfRpkV0cCix3zi3u6bRL/xfvM51pMA0+f34/0ty5rLaW/UpL29mib2krv+wLZcz2dCavVDCdoxo2NFC/LPJlzqfVM6I7K14zXfN2DU21TeSV5NRda8kSM2Po0KHN02vWrMmo+Upv6AtpFMmGTxsakqa3SuOxWAl6lml2xfPKXNVf8kfn3KPAo7F5l0b+r8XXPqfadjYwtTvTJwNTTVMTayL5ch6ZtRhK6O+DRLaVX/aX/CkTip5yVLxWuuQzJVkLdgu3KaRoTEvG4DY7at7O7TvxIiL9UZeC6fjjsfpZYU1EpKctTzEoZGEajyuMi+fPZcqf+y0F0zmqOwYfS5g1q4A3NyffTZp9cy2xMp2IiHSzbNZM97eaDxGRnhbvLz2mE7XSAOP0eKwBQ8F0jqp9N/lLl43Bx9atM045ZTBf+Uopz67aImnZew/UctJJpUS634mISDdqcI4NjY1J80ZkEEyPKSqiKFJjsrahgcrY/kREJH3Z6C8NMC5WM724ro4mF3/6m/QHCqZzVM2C2Ejee3YtmC4ry+OII0p58kk/uM0CkmumP8tG5swp4MQTS6nWeGQiIt1ufaxWesv8fAoyaE6Yb9aqoPeRaqdFRDotWzXTIwoK2DI/v3m61rlW+5b+QcF0DnJNjtoPk2umuzL42Ecf5fHFL5ayZEnLl7qMoUTrL0ZTwzA289prBVxzTeqHsIuISPasjQXTW2dQK52wc6wp4RIF0yIindaqZrq482XieO20uuL0Twqmc1D90npcTUtTkPwR+RRs3bmB11evNr785VJWr07+qPfZ37F5TPI+P0MlANdfX8y77+rSEBHpTvH+0iM7EUyPjdWaLFHNh4hIp7UKpjN4XGGcxrUYGBQx5aCa92JNvD87COvESIL19XDOOYNZujT5Yz7jjHoefngTQ/ZLXn88vsN0Q4Pxs591vY+2iIi0bV0XBh9LiNdMq5m3iEjnxZtid6lmWoOQDQgKpnNQ7fuxJt57dK6J90UXlfDSS8mFs1NOqef662soKoL8vfKTlo0PNdMAc+cW8M47ujxERLpLV0byTlAwLSKSHZud45PNm5Pm7dCVmmk9HmtAULSUg1oF05/NPJh+/PEC/vzn5ELWYYc1cMMNNeSFTz1vj+SPf++CSqCleXl8exERyZ5sNPPeOT4AmZp5i4h0yurNm4mOt711QQHFeZ0PlVo181bNdL+kYDoHxZt5ZxpMr11rXHBBcjPtHXds4tZbq4neYMvbOY+8IS2XQGlDA6No+aLfd18hGzZk3rxcREQ6Fg+mt+5EDchOscLa8vp66puaupQuEZGBaGWsVnr7LtRKA+xSXJwUaC3fvJkaPR6r31EwnWNcg6OuLLkZyKDx6fdfdg4uuGAQa9e2fLT5+Y5bb61mxIjkL7DlG4MnDU6ad/CIiub/a2qMBx/sWkYinmhfpAAAIABJREFUIiKpZaOZ96C8PEZFCnxNtO7zJyIiHVsZyzu37+RjsRKK8/JaPb5wmW529jsKpnNM3Ud1uPqWoLdgmwIKRqZfwLrjjkIefzw5AP7JT+qYPLkx5fqDJycH01/arTxp+uGHOzeKuIiItC8bwTS0HtFbTb1FRDK3Iov9pRPij8daqmC631EwnWNq3+t8f+kVK4yLLkquxZ4ypYELL2x7wIPSyaVJ02NrNiZNP/dcAeXJ8bWIiGRBfDTvzvSZBg1CJiKSDa1qprMQTO8ay58/VjPvfkfBdI6peT/2WKwMmnj/5CeDqKpq6eNcWur4059qaK98Fq+Zdh9WM373ljtzDQ3WqqZbRES6Lls10/FgeomCaRGRjLXqM93FZt7QehAyNfPuf9IKps3sGDP7wMwWmtlPUywvNrN7w/JXzGxsmD/WzGrMbH543Zzd5Pc/rUbyHp9ezfSjjxbw8MPJQe/ll9ey887tf2mLti+icPuW7Vyd44wpFUnrzJypYFpEJJsanWN9tmqm1cxbRKTLsj0AGaSomVYw3e90GEybWT5wA3AssAdwupntEVvtq8AG59xuwHXAryPLFjnnJobX+VlKd7/VmcdiVVXBj3+cXIO9334NnHtuegWq0v2Tm3pP2yK5XffcuQXE8hcREemC9Q0NSY9g2SI/n0Lr3NMTxqpmWkSky1bEbkRmo8/0LqqZ7vfSqZneH1jonFvsnKsH7gFOiK1zAnB7+P9+4AizTpYKBrCm+iZqyzIPpn/1qxKWL08evfu661qeJ92R0qnJwfTwjzeyzTYtX/aqKmP+/Pz0diYiIh3KVhNvSNHMu74ep355IiJpa3SOVbGao1FZaOY9uqiIokhIVA6Ux/J/6dvSCbd2AJZFppeHeSnXcc41ABXAyLBsZzN7w8zmmNkhXUxvv1a3qA4i36/C7Qsp2KL9AtYHH+Rx883JX/Zvf7uevfdO/87XkKlDkqY3vbSJaQcnZyjPPadRvUVEsiWbwfSI/HyGRe6eVjc1sU7BtIhI2tY2NESL4GyZn8/gdGul2pFv1uqJC4vVeqhfSefXO1UNc/xXuq11PgF2dM6tM7PJwD/NbE/nXGWqA5WVlaWRnPTX602dSePmZ5MD2KYdmzrcz4UX7kZjY8vbP2pUHTNmvEtZWXrBdFlZGa7YwWCg2s9r+LSBSVt/zIOMa17viSfq+NKXeu997wufOSid2dSZNI4bN67jlURyQDyY7mx/aQAzY2xxMW/VtAxguVzBtIhI2rpjJO+EXYqL+TASQC+qq2Pf0tJ2tpC+JJ1f7+XAmMj0aGBlG+ssN7MCYDiw3vl2ZnUAzrnXzWwRsDvwWqoDpVMQLisry/kCc2fT+MkDn7CKVc3TIyaNYPS40W2uP2tWAS+8kPxlvPrqBiZM2DXjdC48YCEbn215LNaR2xZwSWTdt98exk47jSMLLV4y1hc+c1A6s6kvpFGkK7I1+FjCzvFgWv3yRETS1uoZ01ks8MYHIVukmul+JZ32C/OAcWa2s5kVAacBM2PrzATODv/PAGY555yZbR0GMMPMdgHGAYuzk/T+p25h8perZPe2+0s3NMBFFyUvP/DABo4/vnP9MOL9pgcv3sioUS2Fsepq4/XX1W9aRCQbNjQ2Jk2PyO9a/hof0XuFgmkRkbR1x0jeCbuWJJfX1cy7f+kwmA59oL8DPAEsAO5zzr1rZleY2fFhtb8AI81sIXAhkHh81qHAW2b2Jn5gsvOdc+uzfRL9RXzwseLdittYE+64o4gFC5ILX7/8ZS2dHfatVb/plzdxyCHJgfmrryqYFhHJhvJYML1lFmqmo9TMW0Qkfa2aeatmWtKU1q+3c+5R4NHYvEsj/9cCJ6fY7gHggS6mcUBwzvkByCJKxqWuma6ogF/8IvmLedpp9Uya1Jhy/XQM3m8w5ANhF3WL6jjorFruoyUzef31AkDPLxUR6aoNsWbeW3axZjr+eCzVTIuIpC9eMz0qy32mo1Qz3b90fZg6yYqGVQ00VbUUfvKG5lGwbep7HddeW8K6dS0f3eDBjksvrU25brryS/MZvM/gpHn75FUkTauZt4hIdsSbeQ/vYs10fLRY1UyLiKTvk25s5r1DYSElkaajGxobW91Qlb5LwXSOaPV86d1KSPWo7o8+av0orO9+t47tt+96wSneb3rkykqKilr2u2JFHp98oseHi7THzI4xsw/MbKGZ/TTF8mIzuzcsf8XMxob5hWZ2u5m9bWYLzOxnPZ126TnZrpkeXVREYbSw5hwbGzvfWklEZCBZHQumt81iMJ1n1qorjpp69x8KpnNEfPCx4nGp+0v/4hfFbN7cUmDafvsmLrggO1/IeL/pmlc3MWFCcmHs3/9W7bRIW8KAizcAxwJ7AKeb2R6x1b4KbHDO7QZcB/w6zD8ZKHbO7Q1MBs5LBNrS/7TqM93FYDrfjB1jtdMfqbAmIpKWVbFgersuthaKizf1VjDdfyiYzhGtBh/btXUw/fbbedx/f3Jh6dJLa8nWo+riNdPVb1VzwF7JX3YF0yLt2h9Y6Jxb7JyrB+4BToitcwJwe/j/fuAI881QHFAaHi84CD9AQWXPJFt6WrYHIIPWI3p/VK8xLkREOrKpsZGNkXEmCs0YkeVgWoOQ9V8KpnNEq8dipRh87KqrkuftuWcjp5yyudV6nVW4TSEln4kcoxEOHFyetM5rr2U3cxHpZ3YAlkWml4d5KdcJT0uoAEbiA+tNwCfAx8C1evpB/5XtZt7QekTvJSqsiYh0aHUsP962oIC8zj4epw3xYFqDkPUfioxyREePxXr55XyeeCK5/8Yll9SSl+XbIUMPG0rtBy1pGbuunGgsMH9+Ps7R6UdwifRzqb4Z8QEN2lpnf/x4+tsDWwLPmdnTzrnF8ZXLysq6ms6s7qevyJXzrXWO2sgAYQXAikWLUo6TkYkhsZroN9esoaxyYDRuyJXPtqdk43zHjRuXhZSI9H3xwce2y2J/6QT1me6/FEzngKa6Juo/Ti4ERZt5OweXX55cK33AAQ0cfXT2RwIcOn0oa/+0tnk6742NDBniqKryhbyKCmPFCmP0aI0UK5LCcmBMZHo0sLKNdZaHJt3DgfXAGcDjzrnNwBozewHYD2gVTGejEFxWVjagCtO5dL4r6+vh3Xebp0cUFLD77rt3eb/7lZfDRx81T68fNIhxu+3W5f3mulz6bHvCQDtfke7WnYOPJaRq5u2c6/JNVOl9auadA+oW10HkkaCFowvJL21p8vfU/2fvzcPjqu77//e5s2vfZVmyLNmSbWxjg42N2cJiQoAspA0U0jYhaZo2SWmb0ITwy0KBJqVkI2mAb0pDUrK0QGkWs5WCAScE8AoYr5Isy9r3fZn1nt8fo/Hcc+6MNCPNvXNn9Hk9j59H986dmTPy3KPzPu/P8qIdb7wh7nvcdZfXEHc475I84Vvha/LiwoZp4ZojRyhvmiDisB9AI2OsnjHmBHALgF3SNbsA3Dr7840AXuacc4RDu69iYXIB7ABwwqRxEyYit8VKRb40oHc+qAAZQRDE/OiKjxkgpqscDng0C/fxUAhD1B4rKyAxbQF8zVK+dEPUhVZV4N57RVf6ve8N4JJLjGl5Yiu0IWer2G/6ioIR4ZjENEHEZjYH+jYALwA4DuBJzvlRxti9jLEPzV72KIBSxlgLgNsBRNpnPQQgD8ARhEX5Tznnh039AIQppLqSd4Q6SUx3+v0IUL9pgiCIOTFDTFN7rOyFwrwtgLdFypfWtMX69a8dOvH6ta+J16ea/MvzMb0/6kafMz2KcLRqmCNHaA+GIOLBOX8OwHPSubs0P3sRboMlP28y1nki+5CLjxWlSEznKAqW2e3onX39EIAOv1/XkoUgCIKIIotpI8K8gXCo9zFvdA1/yufDhXl5czyDyARIFVmAeM50KAT88z+Li6A//mM/Nm9WYST5V+QLxyVtY9DWUCJnmiAIYuHIYd5FKWzBQqHeBEEQySHnTKe6x3QEquidnZCYtgC+U+LNFHGmf/tbB06digpXm43jq181/sbL3ZYL5onmdbDBAGoRdapPnVIwNWX4MAiCILKSUQPaYkWQQ71JTBMEQcxNrzQnGxHmDQCr3GLaJoV5Zwckpi2A3BbL3eAG58B3vysuim65JYDVq411pQFAcSnIu1gMO7mmNNrulnOGEyfInSYIglgIRhUgA2L0mpbaZREEQRAiZuRMA+RMZyskptNMcCiI0Eh0YcXcDI4aB154wY6jR6OClTGOL3zBvJtODvW+0CEWITt6lL46BEEQC0HOmU6pM+10CsfkTBMEQcRnRlUxptngtAEoMzHMm1ORyIyHFFGa0RUfW+UCGNO50h/+cAANDca70hHyLxfFdN3wKOya/l0nT5IzTRAEsRCMquYNUM40QRBEMsTqMa0Y1Pu50m6Htl/OhKpigNpjZTwkptOM/7QYguda7cJrr9mwf7+4K2amKw0Ano0e2CuiY7D7VWzA2Nnjkyfpq0MQBLEQDC1AJjnTZ/x+cj4IgiDiYFYlbwBgjKFGEdfPlDed+ZAiSjO+Nqn4WJ0L3/ue6Cxcc00AmzaZ50oDAFMYCnYWCOcuRDRvmnKmCYIgFoaRYd6ldjvyNYu1KVVFPzkfhAVhjF3LGDvJGGthjN0Z43EXY+yJ2cf3MsbqNI9tYoy9wRg7yhh7lzHmlp9PEImgc6YNCvGOUEtiOusgMZ1mfKfFm2jE48Yrr4i7Yrffnp4breBqUUxv14jpzk4FExNmj4ggCCLzMbIAGWOMKnoTlocxZgPwEIDrAKwH8FHG2Hrpsk8BGOGcNwB4AMD9s8+1A/gFgM9wzjcAuAJAAASxAHokMV1loDMNADVSCDkVIct8SEynGf8ZMcz7hXdzheMdO4LYsUNceJlF/lX5wjdkNaZQhuhN39xM7jRBEESyGNkaC6C8aSIj2A6ghXPeyjn3A3gcwA3SNTcAeGz256cA7GSMMQDXADjMOX8HADjnQ5zz9CyUiIynT5qPjQzzBoAV5ExnHSSm04zsTD/+O7Hw16c/nb62JvZiO3IvEMW91p2mvGmCIIjkCHKOcTWatsMAFKRYTK+S8qZbqT0WYT2qAXRojjtnz8W8hnMeBDAGoBTAGgCcMfYCY+wQY+wOE8ZLZClyzrTRzjSFeWcfxiYGEHOiTqsI9kV3xLgCtE5F034qKlR88IPpjVzK35mPqX1TZ4+3YRjPoQoAiWmCIIhkGZNCvAtsNthSXDl2FTnThPWJ9aWXK+XFu8YO4FIA2wBMA9jNGDvIOd8d642am5sXM07Lkq2fCzD3s7XOzAjHoYEBNI+MxLl68ayQ5vtTMzNoamoCM6iCeDrItu9mY2PjnI+TmE4jcvGxYYcLIV9UoH78435IBoPpFLy3AL339Z49vgDDUKBChUJFyAiCIJJEDvEuSrErDYBypolMoBPACs1xDYDuONd0zuZJFwIYnj2/h3M+CACMsecAbAEQU0zPtxDORJqbm7PycwHmf7aJ48cBzSbnlpUr0ZiTM8czFgdvakK+omBiNkJpBkB+fb3hjrhZZPN3Mx5kLaYRf5sYetfm8wjHf/7n6Q/NyzkvB/bS6J5LHkJYj3EA5EwTBEEki+xMFxogpmVnmgrcEBZkP4BGxlg9Y8wJ4BYAu6RrdgG4dfbnGwG8zMN93l4AsIkxljMrsi8HcMykcRNZhhzmvcxgUcsY083Rp7xeQ9+TMBZSQ2lEzpfuRlRMX3RREHV16e8NyhSG/J1iHnekRVZ7u4IA1c8kCIJImHETxPRyhwPaoKaRUEjniBNEOpnNgb4NYWF8HMCTnPOjjLF7GWMfmr3sUQCljLEWALcDuHP2uSMAvoewIH8bwCHO+bNmfwYi8/GpKoY1c7ICoNzg1lgAsJo2PLMKCvNOI3KYt1ZM33xz+l3pCAU7CzDyZDR/ZDuG8ShWIRRiOHNGQUODuT2wCYIgMhUznGmFMVQrCk5rCp2d9vtxvgmLRIJIFM75cwCek87dpfnZC+CmOM/9BcLtsQhiwciVvMvt9pTXsIiFzpkmMZ3RkDOdRuQw726Ei485nRwf/rB1LN/8nflCGZA1mETxbIusU6foK0QQBJEosQqQGQH1MiUIgpibPpNDvCM0uN3CcTPNzxkNKaE0IjvTPbPO9JVXBlFUlI4RxcZR5kDO+WIxhm0IO9UkpgmCIBLHDGca0PcyJTFNEAQh0pMmMd0oOdMtlDOd0ZASShNc5fCfkZ3psJi+/nrruNIRCnYWCMeRftOtrfQVIgiCSBTTnGkS0wRBEHMiO9OVaXKmT/v9CPL010kiFgYpoTQR6A6A+6M3zhjsmIIdjHFce631CsUUvFcU0+EWWZycaYIgiCQYV8UaE0Y503KYdxuJaYIgCIF0hXkX2myo0NSwCHCOMzRHZyykhNJEvOJj27aFUFlpvd2pnK05sBVFF32FCGItxnHqFPWaJgiCSJQxqeANhXkTBEGkh3SFeQNAI+VNZw0kptOE/7QY4t0zW3zsuuus50oDALMx5F+lb5HV2clA9z9BEERimBXmvYwxoV1HXzCISem9CYIgljK6MG8TOx7IedPNlDedsZCYThO+M7Gd6SuvtF6+dIRYedOqytDWRl8jgiCIRDArzNvOGFY4ncK5Nr91Wi4SBEGkm14pUqjKRGeaKnpnD6SC0oTvtL6Sd2Ehx7nnWrdnc8HVopheiwkUwk950wRBEAkih3kb5UwD+l6mFOpNEAQRpTdNBcgAcqazCVJBaULuMd0FNy69NAgD11WLxlHpgGeT5+yxAuACjJCYJgiCSBDZmS4yUUyfJjFNEAQBIFz0a0izuckAVKQxZ7qF5ueMhVRQmojlTL/nPdbMl9Yih3qfh1ES0wRBEAliVp9pAKgnZ5ogCCIm/YEAtOV+S+12OKQuCEZS63TCqXm/gWAQo0Hr6wBCD6mgNBCaCCE0HF1QBcAwCFdGiOm8y/OE4/MxQhW9CYIgEkDlHBOSmM43UUyTM00QBBEmncXHgHBdCzl6iNzpzITEdBrwd4oh3v1woaiEY9066+ZLR8jbngc4ojtp1fBivImK2hAEQczHhKoKTkieosBuoBNCOdMEQRCx6ZNcYDPbYkVokOboJsqbzkhITKcBWUz3wY0LLgjBxOiSBaPkKMjZliucq+obw/R0mgZEEASRIZjVFivCSqcT2j8rXYEAfKr1N20JgiCMRudMp0FMU950dkBiOg0EOsUbuB8ubN2aOf0/C6RQ7y0YwenT9FUiCIKYi3ET86UBwK0oqNYsEDmAM9QeiyCIGLS2KrjrLjfuu8+FtrYMcHcWiRXEtOxMU0XvzIQUUBrQh3mHnelMIf89+cLxZozhVEv2T7wEQRCLwcziYxGoCBlBEHMRCgEPPeTExRfn4V//1YX773djy5Z8/NVfeTA2lu7RGYcc5m12zjQArCFnOisgMZ0Gpk/LYd4ubNmSOWI6Z0sOQraoeK6AD11vWb94GkEQRDoxO8wboLxpgiDm5vbbPfjqVz3weqPrOlVlePJJJ26+ORehzFmeJoXcYzodOdNyr+lTPh9CnMe5mrAqJKbTwGiTeAPbqpwoLs6cm0dxKZiqFUO9ffun0jQagiCIzMDsMG+AKnoTBBGf11+34bHHnHEff/NNOx5+OP7jmUy/JKbN7DEdochuR5nGEfdzjnZKxck4SEynATlnumqz+aEli8V2viimPS0TaRoJQRBEZpAOZ5rENEEQseAcuPtu97zXffObbjQ3Z59csIIzDejdacqbzjyy7+6wODzE4RgTd51WX5R5Yrr8SrGi9/LB8TSNhCAIIjNIhzO9yim6Sq3kehAEAeD55+3Yt88unZvEiRPjKCyMRkt6vQx33jm/6M4kOOfol3KmK9KQMw0ADVLedDNteGYcJKZNJtAXgE2TDzEGO845P40DWiC11+dAuyysCU1jopPypgmCIOJhhQJk7T4fgpSTRxBLGs6Bb3xDFHHXXhvARReFsGwZx/33zwiP7d7tyCp3ejQUgl8zD+YpCvJMmI9jsUaao1vImc44sufOyBBmzshtsdzYsCHz+n56Sm3ocIih3h0vULNpgiCIeKQjzDvPZhMclyCATnKnCWJJ8+67Co4di84/jHHcdVdUxN18cwDbtokGyaOPZk/utBzinY62WBHImc58SEybTMcB8QYec7lQWpqZLkFfmdgia/gPJKYJgiDikY4wb4AqehMEIfL006J4vOaaINavjxo7jAGf/rS46faf/+nEVJbUmpV7TKcrxBugnOlsgMS0yfQeFnf6eHnm7vR568W86eC7WTLLEgRBGEA6nGmAek0TBCEii+kPfSigu+aGGwIoK4sK7PFxhqeeSp+Dm0rkHtPpKj4GAHUuFxws2pasLxjEaJDSJjMJEtMmM9YsTljulZk7MTk3i2Lac2YKXM1Ml50gCMJo0uVMk5gmCCJCU5OCEyeic4/dznH99Xrx5nIBH/+46E7P1UYrk5Cd6XSGedsZQ4M0R58kdzqjIDFtMsFucWIqPSdzxXTF+U5MIBoa4/SH4GumRRpBEEQs0lGADNBX9D5NOdMEsWSRXenLLguiuDi2EfKJT/jBWPSxQ4fs6OxkMa/NJHRiOo1h3gCwVsqbJjGdWZCYNhnniLiIqdmSeW2xIqys5zgOMW966gCFehMEQcQiXWHecs409ZomiKXLrl2imP7gB+OHFNfWcmzbJs5bzz6buSZQBDnMO53ONACsk8T0CRLTGQWJaROZnASKA+INsvrizBXTdXUqjqNAODd1gIqQEQRByHDOLRPmfdrng0rtsQhiyTE4yPDOO2IV7/e/X58vreUDHxAff+aZzBfTVqrmDZCYznRITJtIyxGOQkR3w4JgyF2RuZNSWRnHaZfoTE8cIjFNEAQh4+Vc6GvqYAxuZk64ZLHdjiKNcPdxjp7A3AtogiCyj717xQ28TZtUVFbOvbH2gQ+ILu7rr9swPJzZod79kfmPAzUdQPmhAAJ9AfA0bTJSmHdmQ2LaRDoOiq7EpNsJZsvcCYkxwFcrFiHzHZsBD5DjQRAEoSWWK81MEtMAtcciCALYu1eMhtyxY/6q0atWqVi/Pjp/hUIMzz+fuVGVANDnD+Da54FH/gr4+ceB0IfbcWTtERzbfAxDPx8yXVSvdrmg3eboCgR0fzMI60Ji2kT63hWdgEBJ5ldFLG6wYxDRz8ECHN4m2lEjCILQkq7iYxHqpSJkJKYJYunx5pvivLNjR2KCTQ4Fz+RQ7+lACJ+5T8WXvwU0toiP+dv9aP/bdpy66RQCA+ZF7zgVBaulDc8mcqczhoTENGPsWsbYScZYC2PszhiPuxhjT8w+vpcxVic9XssYm2SMfTE1w85MJlrEG9NWlfliuq5ORTPyhHPT71CoN0EQhBbZZTCr+FgEao9FEEubmRngrbfEeefCCxPrZyznTf/+93ZkYqYIVzlO33YG174w93UTL02g5YYWBEfN6/e8zuMRjilvOnOYV0wzxmwAHgJwHYD1AD7KGFsvXfYpACOc8wYADwC4X3r8AQDPL364mY2/U6zknVufuTt7EcJiWsybnnlnJk2jIQiCsCbpdqZl1+MUiWmCWFK89ZYNgUA0taS2VsXy5YmFM2/apKKiQj17PDnJcOCAuXNYKuh/sB/+J8Z05+2V+rB17zEvWm9uhTqt6h4zAjlvmsR05pCIM70dQAvnvJVz7gfwOIAbpGtuAPDY7M9PAdjJZpPBGGMfBtAK4GhqhpyZcA7YhkQxXbYhO8R0k+xMHyZnmiAIQku62mJFWC0t1MiZJoilxZtvJp8vHYEx4IorxOtffTWz8qb9HX70/kuvcG6gDPjJf+Xi3JPnYv1b65G7Q6wDNLV3Ch23d5gyPrmiNxUhyxwSEdPVALTfpM7ZczGv4ZwHAYwBKGWM5QL4MoB7Fj/UzGZggKE4IC5eytdnvpheuTKGM314BlylImQEQRAR0tUWK4LsTLdSeyyCWFLIlbwTzZeOIIvpPXsyS0x3fqVTcJnH84HPfx9QNoRFrKvehYZfNyD3IlFQDz8+jJFfjxg+PnKmM5dE7oRY5Ublv8DxrrkHwAOc88lEqpY2NzcnMJzEr0sn8hjfeisPFRDFdI/ag/7mfjOHpWOxv8tAQEE/zscY7GfbfqlTKppebYKyInX17TLh/xygcaaShYyxsbHRgJEQxOJJd5h3ic2GQpvt7Di8nKM7EECNM/NrdxAEMTecxxLTyeUDX365eP3+/TaMjwMFBYsenuFM7JnA2NNiePe/fxrorhZ7TCseBasfX42m9zXBeyIqZju+0IHc7blwVhs3Xza4XFAAROR+h9+PyVAIeSb/rSCSJxEx3Qlghea4BkB3nGs6GWN2AIUAhgFcCOBGxti3ABQBUBljXs75g7HeKJGFcHNzs+UXzLHG+MbrdtRAFM4NFzXAXpS+nb1U/S6XLeM41ZuHLRg9e65yshJFjUWLfm0gM/7PARpnKsmEMRJEMqS7ABljDA0uFw5OR9NwTvl8JKYJYgnQ3s4wOho1OPLzOdatSy4XuLqaY82aEJqawnNXKMTwhz/Ycd115hXpWih9P+wTjo+vA559f/jnSru4DrcV2lD34zqcvOokuD/sHYZGQ+j8cidW/WKVYWN0KwrqXS6hnkWzz4fzc3IMe08iNSRiHe4H0MgYq2eMOQHcAmCXdM0uALfO/nwjgJd5mMs453Wc8zoA3wfwz/GEdLbTcZLDg+jEFbIrsBVmx25TXZ2KVohhMTNHqQgZQRBEhHQ700DsUG+CILKfI0fE+WbjxhCUBQQPZmLetLfJi4mXJoRzD94G8NnPr3WmI3g2erD8ruXCubFnxjD2or54WSqR86aPz9BaOhOY91aazYG+DcALAI4DeJJzfpQxdi9j7EOzlz2KcI50C4DbAejaZy11hpvECShY5EAioe+ZQG2titNSEbKZYzQBEARBRNAVIFvISnaRrKKK3gSEEakgAAAgAElEQVSxJHn3Xb2YXgiymP79760vpgceGRCO2zYwHNsQPY4lpgGg/HPlyLlAdIU77+iE6jWuujcVIctMEroLOOfPAXhOOneX5mcvgJvmeY27FzC+rGHyjDgB2Sszv/hYhLo6Fb+VnGnvUZoACIIgIugKkNnNX4TKznQLLdQIYkkQy5leCJdcEgRjHJyHzaBjx2wYGWEoLrZmMcPgaBDD/zUsnHv6RgZt6ad4YpopDCu+swInrzx59nL/aT8GHhlA5d9VGjJeKkKWmZi/Nb5ECfSK3e09K7JLTLchF9q9Ot9pH0JTC5usCYIgsg0K8yYIIl0cOSIu9zduXJi7Wliof+4bb1g3ZXH0N6NQp6LjtVc58PSl4vjlnGktOefloOwvyoRzfd/rQ3DUmDxxWUyTM50ZkJg2gakpwDkhiun8OuuHxiRKXZ0KH2zohCd6kkOohEgQBLGU0RUgs0CYd5vfjxC1xyLSBGPsWsbYScZYC2NMlx7IGHMxxp6YfXwvY6xu9nwdY2yGMfb27L8fmT32TGJ8HGhriwpeReE455yFmx0XXSQKyTfesO56duRXYksrz8eKEdAMt8hmg2ueubjqq1VQCqLXhEZD6P9XYzrxNLrdQnukM34/plXjwsqJ1EBi2gTa2xWUSW2xXNXZ40yvXBm+0U9TETKCIIiY6JzpNIR5F9ntKNW8r59zdPj9po+DIBhjNgAPAbgOwHoAH2WMrZcu+xSAEc55A4AHANyveewU5/y82X+fMWXQGcqxY6Jz3NCgYjEFoi++WBbT1nSmA/0BTL42KZyb+oC4Tl0WJ8Rbi73Ergvr7v9//Qj0BOI8Y+HkKArqNB0WOIBmcqctD4lpEzhzRkEpxAWLY1n2iOmqKg6nk+vEtPckTQAEQRCANQqQARTqTViG7QBaOOetnHM/gMcB3CBdcwOAx2Z/fgrATpYtlVtNJFX50hEuukh8/ttv2zA1taiXNITRXaPQ5h96NnrQv1L8+swV4q2l/LPlsFdGr+UzHD3f6knJOGXkUO/jJKYtD4lpEzhzRu9MZ5OYVpSwO90uiWlfMy3SCIIggpxjUhOqx2B+n+kIVNGbsAjVADo0x52z52JeM9tZZgxA6exj9Yyxtxhjexhjlxk92EwmVfnSESorOVatigrqYJDhwAHrudOjvx4Vjov+uAi9QdFVj1d8TMaWa8OyO5YJ54Z+NgRvS+qF7nqPRzg+Ru2xLI91Ex2yiDNnFFwqO9NV2SOmgXDe9KlmMW6InGmCIAhgQnKl8202KGky2BpITBPWINYNICfwx7umB0At53yIMbYVwG8YYxs45+Ox3qi5uXlxI7UoiX6uAwfWAYje9yUlHWhuXly/5A0b6tDaGi3M9cwz41i+vHtRr6llsf9n6qCK6denhXNj543heK8opp2Tkwm/F7+Yg61g4B2zX9MQ0HxnM9z3ued+Ygzmes/SgBg+vm9oCM3T03GutibZds81NjbO+TiJaRM408Zwg+xMZ1FrLCDsTO+BByqi4Q7+dj/UGRWKhwIgCIJYulglxBugMG/CMnQCWKE5rgEgq7HINZ2MMTuAQgDDnHMOhBdVnPODjLFTANYAOBDrjeZbCGcizc3NCX0uVQVaW8WowWuuqcTy5RWLev/3vc+Bp5+OHp88WYHGxtz4T0iCRD/bXAztHUI7bz977Nnkwdqr1iLQ0QEMDp49v7a8HI2Vibe5GrlnBG1/0Xb2OPhSENVfq0bOeYknoc/3+UIzM/jqiRNnj9sYy6jvcCr+/zINUjkmMHhahVOz4cpzFNjyrRcSsxhWrlThhw290OzQcRgSAkMQBGFV1BkVXKqQbYW2WBEozJuwCPsBNDLG6hljTgC3ANglXbMLwK2zP98I4GXOOWeMlc8WMANjbBWARgCtJo07o+jqYpiejhr8hYUcVVWLr+Av500fOmRDyELdUMdfFoMUCq8tBAD0SWHeiRQg01L04SJ4Noth2D3fTG3udIPbDacmcqk3GMRgIPXFzojUQWLaBKbbxZsg21xpIBzmDQDtEHfnKG+aIIhsx9/tR8c/dODYlmN4p+odHK4+jPa/bYevNTz/6ZxpC4npMz4fAtQeizCZ2Rzo2wC8AOA4gCc550cZY/cyxj40e9mjAEoZYy0AbgcQaZ/1HgCHGWPvIFyY7DOc82FzP0Fm0NwszjVr1oSQigyTVatUlJZGc68nJxmOH7eGpOAhjolXJoRz+TvzAQD9kihNNGc6AlMYlt+1XDg3/uI4Jt+cjPOM5LEzhnVSEbKjVITM0ljjm5/FjI8D7inx5nXXLB0xTXnTBEFkM95mL5p2NmHw0cGz4lmdVjH08yEc23YMA48M6HpMp9OZzrfZhAq2QQDt5E4TaYBz/hznfA3nfDXn/Juz5+7inO+a/dnLOb+Jc97AOd/OOW+dPf8/nPMNnPPNnPMtnPOn53qfpUxTk7jMb2xMTc9ixoALLhDnNasUIZt+exqhkejYbIU25G4Nh6D3LlJMA0D+VfnIvUgMae/5px5dRNJi2CAVITtKRcgsDYlpg+nqUlAq50tnWfExINprWiemm0lMEwSRnXibvGj+QHP8fqMhoPOOTrBfisV+0immAQr1JoilQkuLuMxfsyZ1sdjbt4uvtW+fNcowTeyWXOkr8sHsDJxz9MvVvBNsjaWFMYblXxfd6ck/TGLi1Yk4z0geEtOZBYlpg+nuzu4e0xEKCoCSEhVnyJkmCGIJwIMcp289jWBfcN5rq742jPfsiR6nM8wb0BchIzFNENlJU5M41zQ0pMaZBoALLhDnPqs403K+dCTEe0JVMa1pUehmbMEbm3kX55193QipdKc3ymHeJKYtDYlpg+nqYlndY1pLXZ2qz5k+5QMPUT4eQRDZxdDPh+A9Lm4WFv1RETad2YTah2vBXNHERMaBL30bKJ0tIptuZ5oqehPE0qC5WXamUyemt2wJQVGi67umJhtGRtLT8i9CaDyEqf1TwrmCqwoAAH1SiHeFwwG2iATy5V8T3enpQ9MYe25xLcciyM70Ca8XQaptYVlITBtMZ2cMZzoLw7yBsJgehxOjiH4+7uXwd/jneBZBEERmEZoMoec+sYJr0R8Voe7ROtgKbSj901LU/0c9oNHMeVPAFx4AwNMvpldJrgc50wSRfUxMAD090WW+3c5RX586MZ2fD5xzjvh6Bw+md26b2jcFaKLPXWtccNY4AejFdLKVvGVyzs9B4QcKhXM93+wBVxcvessdDpRrQtC9nNOmp4UhMW0wXV3KknKmgRh5000U6k0sDRhj1zLGTjLGWhhjd8Z43MUYe2L28b2MsTrNY5sYY28wxo4yxt5ljLnl5xPWoP+H/Qj2R0McmYeh+hvVYIqmBc11haj+p2rheZe8Dlz5SvrFdAOFeRNE1tPSIs4z9fUqFqkfdWzfLoZ679uX3rlt8nWxqnbeJXlnf5bbYi0kX1qm6qtVgMbc9h7zYuRXI4t+XYDypjMJEtMG093NlowzHa8Ima+JFmpE9jPb9/QhANcBWA/go4yx9dJlnwIwwjlvAPAAgPtnn2sH8AuEW7xsAHAFAGosaUFUr4qBfxsQzlV8rgLOaqfu2vK/LkfudrHq6+ceBor86Q2FrJfEdIffD7+aOseKIIj0I1fyTmW+dASrVfSefEMS0xdFxXQqKnnLeM7xoPimYuFc73294MHFu9MbKG86YyAxbTDdnUxfzTsL+0wD5EwTS57tAFo4562ccz+AxwHcIF1zA4DHZn9+CsBOFk7augbAYc75OwDAOR/inKeu7CqRMsb+dwyhUU3blWIbKv++Mua1zMZQ+8NaBDVTftkQUPbz1PUkXQg5ioJqzUJSBdDmp3QcgsgmjMyXjiBX9D5wwI507cupXhXTB6eFc1oxvdge0/GourNKSOnxnfJh+D8X3/ZcdqaPkJi2LCSmDYRzYLIrpL3HoBTaoHiy89dO7bGIJU41gA7NcefsuZjXcM6DAMYAlAJYA4Azxl5gjB1ijN1hwniJBSAvkkr+pAS2gvhujHutG3v+RAwndD88iuDo/FXAjYTaYxFEdtPcLM5LjY2p359dvVpFUVFUPY+PM50jbhbTh6bB/VFH2FHjgHNFNGJI50ynIMwbAFyrXCj981LhXM+3eqB6F7erIIvpY15aS1sVazSFy1LGxgDPtLjb78zSEG8AqKnhsNk4zoSoPRaxJIkVuyvHesW7xg7gUgDbAEwD2M0YO8g53x3rjZqbmxczzpS/Tqaw2M+rDqqY3i06H5OXTs77uk/eHMSFvwkXIQMANqbixN0n4Pob15zPWyxzjatMWpjt7exEQ3+/oeMxEvouJ09jY2MKRkJYFdmZbmxMvWWsKMC2bSG8+GL0vfbts2HdOvPtaV2I98V5wrEuZzqFCeTLvrQMw48Pg/vCf/IDnQEMPjqIir+pWPBrrnW7YUO0nlq734+xUCjtNTcIPSSmDaSzU0HZEsmXBgC7HVixQkV7mxs+KHAhPJmGhkMIDgVhL6WvG5HVdAJYoTmuAdAd55rO2TzpQgDDs+f3cM4HAYAx9hyALQBiiulULIKbm5uX1GI6FZ+373/7MB2Kimn3ejfWfmDtvO1VBmcO4/FbQvjLR6PnQk+FUH93PexFxsyL833eLX19+HV39Os5lp+PxtpaQ8ZiNPRdJggRVQVaW40X00A4b/rFF6Nr2wMH7Pj4x80v+TGfmDYqzBsAnDVOlH2qDAMPR+tp9H63F6UfK50zcmku3IqCRrcbJzQbn8dnZrAjL2+OZxHpIDvjjS1Cd7eiz5fO0kreEerqVKhg6IQYnkJ508QSYD+ARsZYPWPMCeAWALuka3YBuHX25xsBvMw55wBeALCJMZYzK7IvB3DMpHETCTLyhFilteSjJfMKac45xkIh/M9HgGFNnRp1UsXgI4NGDDMhKMybILKXnh4Grzc6NxUVqSgpMaZPsZw3vX+/+c4pV3m4LZYGbb40YEwBMuH1bq+Ekh+VVaHhEPofXFy0DxUhywxITBtIV9fS6TEdIVKErEOu6N1KCzUiu5nNgb4NYWF8HMCTnPOjjLF7GWMfmr3sUQCljLEWALcDuHP2uSMAvoewIH8bwCHO+bNmfwYiPv4uP2aOaBYySjhfej6mVRUhAF4P8NSN4mP9P+pHaCo9deZWS2KaepgSRPZw+rS4vE9lf2mZLVuCYCwq1E+cUDA2ZtjbxcTX7IM6Hv2MtmIbXGuic5xfVTEcis61DBD6OKcCR5kDFbeJYd39D/UjMLBwl17XHovypi0JiWkD6e5mS6bHdISImO6SnGnfaVqoEdkP5/w5zvkazvlqzvk3Z8/dxTnfNfuzl3N+E+e8gXO+nXPeqnnuLzjnGzjnGznnVIDMQN5+W8HXvubGn/1ZDm65JQcvvTT/ompi94RwnLstN6HODGOaBdyuDwHTmk5ZoeEQhn4+lPjAU0idyyUk8HcGApih9lgEkRWYKaYLCyHkSHPOcOiQuWl9UwdEVzpna44QNdQv5UuX2+2wzxNVtBAqPlcBe1n0s6tTKvq+07fg15PF9LvT03GuJNIJiWkD6e1VUCI701naFitCREx3y2KanGmCICzAD37gxBVX5OPBB1149lkH/vd/Hbjxxlzceacbc5mz47vHheOCnQUJvZ9WTE/lAa9+RAyB7H+wPyU9SZPFrShY4RR7Y58md5ogsoK2NvPENKDvN71vn7mh3tOHRJGZuyVXOJZDvCtSHOIdwZZvQ+UXxVaJgz8ZhO/MwubWc2O0xwpy8/9eEHNDYtpAenuZTkzbK7O7CFc8Z9p/mnqYEgSRXn76Uyf+8R89MR/70Y9c+NjHcmL2SOVBjolXRGc6/+r8hN5zPCQtMj/qBHNHHZFAZwCjz4wm9FqpRg71prxpgsgOZGc6sjYzim3bROfX7LzpqYN6Z1pLtySmlxskpgGg7JNlQksuHuDova93Qa9V5XCgQhOOPsM5mijU23KQmDaQnh4FxbIzXbHwG5hzjtFgEH4Lh+LFDfM+5QOn3TSCINLEW2/l4fbb3XNe83//58B//IdTd37qwBRC41FRbC+1I+e8HN11sRiTxLS93I6SW8Rc6/6H0tOSivKmCSI7MTPMGwi3x9Jy4IANZi35VK8q1rOAXkz3SGK6ykAxrbgULPvKMuHc8BPDmDmWfPEwxhjOyxE/y9sU6m05SEwbSF8v9M50efLO9KGpKXy6rQ3rjx5F3bvvovbwYVzf3IyH+vvhs5iwLioCCgs5huCET/P1Co2HEBpJT6EdgiCWNpwDDz9cDc6jjjBjHFddFUBpqTiH3nWXG+3tYi7d+EtiiHf+znwwJbF8O9mZLrDZUPFZsUjN9P5pXSVaM6CK3gSRnZgtpteuVVFQEFXPo6MKTp0yR2LMvDsDaIxx50onHGWiWO7xi2txI8U0EC5O6T5Hs3nLgZ5/6lnQa22SQr3fporeloPEtEEEAsD0IIcT0cmFeRiUvMR/5Zxz/NvAAN7b1IT/Hhk5u7Pm5RyvT07iq11duPjECeyZmJjnlcylrk4FB0M3RBeI8qYJgkgHr71mw9tvi2HZv/zlNH71q2m88sok8vKi8/TkJMOXviQuXuTiY4nmSwN6Z7rQZoN7rRsF7xVfo/9h891pCvMmiOxjdDQsZiO4XBxVVcbaxIoCbN2anlDvWMXHZMwM8wYAZmOo+lqVcG7s+TFM7p2M84z4yM70O+RMWw4S0wbR18f0Id7ljnl7kkbgnOOOzk58ubMTc/m5p3w+3NDSgh/09VkmjJoqehMEYSW+/W1xY2/nzgCuvz688Kut5bjnHjEH7YUXHDhyJPznMTQRwvQ74uIl/8rE8qUBvZgusIUXmOWfKxfOj+4aXXCRmoWiE9OUi0cQGc/p06KIXblShWLCal8uQnbggDlier7iY4C5Yd4RCq8vRM42KXf77u6k1+qymH53ZgYhi6z3iTAkpg0iViXvZIqPPT48jH8fHEz4+n/s7sZXurqgWuAGiyumyZkmCMJkDh604Xe/E+feL31JnIs++Um/roDOD38YFprTh6YBTYSka40rqdoXcph34ayYzr8iH+71GpGvAgOPDCT8uqlgpcsF7XK3NxjEZIjScQgikzE7xDuCnDe9f785BXdlMZ1zgd6Z1olpp742RqphjGH5Py4Xzk29MYXQ68nNsdUOB8o0RcimVRXNtPFpKUhMG0Rvb2xnOhG6/H58uatLOJevKHiothb9mzfjnfXr8amyMsge9/8bGMDXurrS7lBTeyyCIKzCE0+I8+5llwWxY4e4mFEU4POfF+en//kfB7q6GCbfFMPycrfrXY+5iBXmDYQXWnLu9NDPhoRCZ0bjYAy10qKSipARRGZjdiXvCLIzffSogimDS0GExkPwndLMWQrgOVdce3LOdWLa6DDvCPmX5us6P/gf9oOria/TGWM4j/KmLQ2JaYPo7dVX8rZXzL9LxznH37W3C26GmzE819iIPysthVNRsNLlwndXrMBvGhpQIMXuPDwwgB/2p6cybARqj0UQhBVQVeDpp8VF01/9VWyxeN11QTQ2RufdYJDhRz9y6QqD5V2Yl9QYYhUgi1B8U7FQlFKdUDH0i6GkXn+xNLjFEHgS0wSR2aTLmS4p4Vi9OjrfhUIMb79tbKi3XMXb3eiGLVd8z3FVxZSmWK+LMRTbzGvdtfzrojutNqkYfTq5doibqaK3pSExbRBhZ1rcCUvEmd4zMYHdUkGxu5Yvx7k5+rCVy/Pz8Uxjo9CDDgDu6u7Gb0ZGFjDq1EA50wRBWIG9e23o6Yn+mcvL47j66mDMaxUFuO02cY56/Jd2nZjOvTA1zjQAKG4FZZ8qEx4f+NEAeNC86CKq6E0Q2UW6xDRgft709GFRVHo2eXTXxKrknWj9olSQszkHRR8pEs71fTu5OkeymKYiZNaCxLRB9PTEyJlOwJmWXeWLcnPxmfLyOFcDm3Jy8NTq1ciXHOq/aW/HyTTlVNTUqFAUjn64ENAEowcHgqaGMBIEsbT5zW/EDcz3vS8Aj36tdZabbw6gqCi68MwbnoE6ET22FdvganDFempc4hUgi1D2qTIwV3Se9Lf7Mfpscq7FYqCK3gSRXbS1pU9Mm503PfOO6EzHEtO9aSg+JlN1RxW0uZkzR2Yw/sJ4/CdIxCpCZoUaSUQYEtMGEaua93xi+ujMjM6Vvqe6Gso8O2ibcnLwy1Wr4NRcN6Wq+FhrKybSUEzG4QBqajhUKOiV22ORO00QhAmoKrBrl7houuGGQJyrw7jdwB/9UfSajRgTHs/dnptwf+kI46q4kC2UxLSj3IGSPykRzg08bF4hMllMU5g3QWQufj/Q3S3OUbW1ZjrT+vZYRmo+2ZnO2ZT+tlixcK91o+gG0Z3u/XZvwu70CocDJZq/HZOqihaaqy0DiWmD6OnR50zPF+b9kORKX5ibi+25iYUUvic/H/fX1Ajnmnw+3NbenpaCZBTqTRBEOjl0SAzxdrtDcUO8tdx8s1ZMi85BsiHeADAWFN9TFtOAvk3W1N4pXe9UoyBnmiCyh64uBZxHxXRVlQqpLIKhbNigwuOJrjn7+hR0dhoTUq16VXhPiBGYMcO801DJOxaV/1ApHE8fnMbka4n1nWaMUd60hSExbRC9vSypMO+BQAD/LeU531ZREefq2HyitBQfLREdjt+OjuLBNBQki1vRm8Q0QRAmsGePON9ecskYYpSe0HHhhSHU1YUjetZLYjrZ4mOA3pmWw7wBwHOOB/k7xYqv/Q+bM2/XOJ1waKKaBoJBXdE0giAyg/b29LnSQDgy8bzz5LxpY0K9vce9gOatnLVO2Iv175WOHtOxyDk3BwXXFgjn+h9MfJ6XQ70pb9o6kJg2gGCQYWgoRgGyOXqT/nZ0FAGNg1zvdOL6wsKk3pcxhu+tWIFzpaTAu7u78YfJxHa/UsWqVeEZTlfRu5UqehMEYTyvvSaK1u3bE8tPYyzsTucigBpo8vEUIOf8BNS4Br+qYlojphUAeUrsP7sVnxM3T0d/Owp/u/HzpZ0x1FF7LILICs6cEecXs8U0ECtv2pgiZNPvzF98DLBGmHeEyr8X3enxF8bhPZlYfSNqj2VdSEwbwPCwHTkIwYXoJMbcDEp+/F/3b0bFgjMfKy2FbQHVBj2Kgp/X1wuhhCEAn25rw1Bw/hDHVLFqFfWaJggiPfj9wN69okOxdetEnKv13HRTAA0QNyAdDW4oOcn9yYzVFiteFdn8q/LhXqeJxwwBA4+YkzstV/RuSVPxSoIgFkd7uzhHrVhhvpiW86aNqug9c1gUk7HypQHrONMAkLsjF8oG8f+o/6HE3Gk5zPvw9DQVIbMIJKYNYGjIETNfOt4iqi8Q0DnHHy4uXvD717lceGTlSuFcdyCAz505Y9qNFxHTlDNNEITZHDxow/S0mDdYW5v43NPQoOLSClF8DxYnny89X/ExLYwxXe704M8GEZowPuSa8qYJIjuQxbQVnOl33rHBiCll+t3EnOlYrbHSBWMMzj8XI4GGnxhGcGh+s2ul04kizd+QCVWludoikJg2gOFhvZieK1/66dFRaCXuJo9H5xQky/sKC/F5Kef6hfFxXZEzo4i0YuiFW5vSgkB3AOq0+ZM7QRBLh9deE+fbSy8NItlAnx1lYlj4ocmCOFfGZ64e07EouakE9rLo2NVxFUO/GEr6fZOlQapQRAs0gshMOjpkMW2+c1lVxVFTE13n+XwMR46k1p3mKof3mFR87Fy9mA5yjn4pKjOdYhoAbFfY4KyNCmru4xj65fzzPGMM50vu9IEpcwpVEnNDYtoAhobsKJHype3l8cX0r6UQ7w8XFcW5Mjm+uny5rhr4Pd3dptx8ublhNygABQMQNwZ87bRQIwjCOH7/e3G+veyy5FNcaqbEaKHnWwqQbIparDDvuVA8Csr+okw41/9gP1SfsRuQ1B6LILIDKzjTALBtm75FVirxn/FDnYp+NluRDY7lepHcFwhA+xsos9vhjFO3wiyYnaHsL8V5fvDRQfDQ/BsfF0hr+oNUhMwSkJg2gKEhh66Sd7ziY/2BAF5PYYi38J6M4cd1dUJYSBDAJ9vaMGpC/nTEnZbzpv1nqAgZQRDG4PMB+/aJC7fLLksuVDo0FQI6RNfjqC8fr7ySXFXa0STFNACU/WUZmCtqowe6Ahj+r+Gk3jdZ5EgocqYJIvOI1WNa6xCbyQUXiHOfPCcvlpkj4s6mZ4MnZiqlnC+9LM2udITSPysV5nn/GT/Gd89fJPMCyZneT860JSAxbQCxcqbjhXm/OjEhhHifm4IQby21Ticeqq0VznX4/fhbE/pPr14dnsR7IIYQ+ttITBMEYQyHD9vg9UYXKdXV6tlWfYniPeqF1s7ogAfTsOP555NbiMlh3kUJiGlHhQNlt4quRd93+8ADxs3X1Q4H3JqF6EgohBETC1YSBLF4uruZ0GN62TJze0xr2b5dnPvefNOOVC45Z47qxXQsrFTJW4u91I7iPxKNs8FHB+d9nuxMH52ZETpGEOmBxLQBxMqZdpTHvoH3TIhFbt5bkHxe3ny8v6gIf10uFrZ5emwMTxm8WIoUIeuRi5C1ketBEIQxHDokt8RKPl9abrnSjHB/6ZdfTm5BOCbNsfPlTEeo+PsKMKfGtejwY/hx49xphTHUkztNEBmNFdpiRdi8OQS3OzpZdncruh7Yi0EW0+6NsXcNrFTJW0YO9R5/cRz+7rnNplK7HfWaVoZBUL9pK0Bi2gASdaY55zoxfXl+viFjunf5cmyWetQ94PPhsIE3YaTXdDc50wRBmIQsprdsSb4atl5Mh+flri4FJ08m/mdzIc40ADirnSj9WKlwrvd7veBB49xpCvUmiMzGKvnSAOB0Alu36t3pVOE9KhUf2xjbme61sJjO2ZojFk1TkdCm6TbJnaYiZOmHxLQBDA/bUSwVIIuVM93q86FTc6O7GcOFucm3X0kEl6Lgp/X1yNcUXgggnD89EWEkGxwAACAASURBVDKm9UpcZ/oMLdIIgjCGt94SBev55yc/v828I7oeTbPONAC89FLiC0I5ZzpRZxoAKj9fCebQuNOn/Rh5aiTh5ycLtcciiMzGSmIaAC66SIzMefPN1ORNhyZDYptVBnjWxQnzltpiWSXMGwhX5y75sxLh3PAvh+dNwdwqi2lyptMOiWkDSNSZ3iMVHrswNxduA6sMrnK58H0pf/qUz4fbOzoMyZ+OFiDTO9NG52sTBLH0GB8HmpujcyhjHJs3JyemeZDDe1J0PVo0YvrllxcupovsiT/XucKJkj8VF1q93+lNqOLrQqCK3gSR2VhPTIvz3xtvpMaZ9h73QltsyLXaBSUn9trZymHeQLgdonbT1HfKh6k353aat1F7LMtBYjrFeL3AxIRNL6ZjtMaSQ7yvMCjEW8tHiotxa6kYPvjfIyP4xXDq8/Hy8sIFMMbhwBSiO5LqtIrgABW3IQgitbz9tk0owLN2rYpkp1XfKR+4P7pSY6V2jCOao/aHP9iRqBGQbJ9pmcovVEIzdcLX4sPIr4xxp+Uw7xavN86VBEFYEb2YTq9psW1bEIoSHcOJEzYMDy8+bzrR4mNADDGtyTe2AvZSOwqvLxTOzddzeqPHA5emEEhXIKBz4AlzITGdYgYGGDwIwaMpBcucDLZCcRGlco7fmZQvLXNfTQ3WSyUe7+jowIlkm6gmQNidZlTRmyAIw0lJiPdxcR7MPdeDFSui87nPx/D664k5LHILwkRzpiO46lwouVl0p3u+2QPVn3rHqUH6m9Dq81EEEUFkEB0d1nKmCwqAjRvFMaQi1HsxYtpKYd4R5FDv0V2jUL3x/++cioLNsjtNod5phcR0iunvV2KGeMv9747OzGBE41oU2my6m8MochQFP6mrE+TtDOf4ZFtbykvsR/Km5V7TVNGbIIhUc+iQKHIXUnzMe0wqbLPejauvFhdku3cnJqYXWoBMS+U/iO60v82PwR/P30IlWZbZ7cjVpBmNqyoGqT0WYSCMsWsZYycZYy2MsTtjPO5ijD0x+/hexlid9HgtY2ySMfZFs8ZsVYJBfY/p6ur0t0zasUPOm158qLf3uDhHu8+JXcl7PBTCpGZN62IMxQuYg42m4KoCIXpVHVcx/n9z95yW+01TqHd6ITGdYvr7GUrk4mMx2mLJu0g7cnNhS7Z/yyJY5/HgDims77jXizs7O1P6PtRrmiAIs5AreS/ImT4muR7neHDVVeKCMFExvZgCZBHcq90o+4TYQqX3W70IjqZW6DJqj0WYCGPMBuAhANcBWA/go4yx9dJlnwIwwjlvAPAAgPulxx8A8LzRY80EensZVDW6hiwrU+GJb9iahpw3nQpnWiem1yfeFks2tqwAszNdz+n5ik3K/abJmU4vJKZTTH8/S6j42H5pF2m7QVW85+IDdjtuLhZv4J8NDeG/U5g/HWmPRb2mCYIwkpERJoQ52u0cGzcuwJmWF2ob3HjPe4Kw26Mhz01NtoR6puqc6SQKkGlZducyKPnRzxYaDaHvO30Leq25oIrehIlsB9DCOW/lnPsBPA7gBumaGwA8NvvzUwB2slk1xBj7MIBWAEdNGq+l6ewUl/PV1dZI0ZCd6bfesmExGYWBgQCCQ9HXZG4GV50r5rU9Uh6x1YqPaSm+SVyLj70whtBY/L9fsph+e3oaQUrLSRskplNMzDDvGMXHDkq7SPKNYQaMMXx3xQo0SAuoL3R04FSKis9EKnqTM00QhJEcPSr+OVu7VoU7tmERF3VGha9VFJDutW4UFgLbtokLm/mqes+oKnyaxY2DMXgW6Io4yh2o/HylcG7gkYGUb0pSRW/CRKoBdGiOO2fPxbyGcx4EMAaglDGWC+DLAO4xYZwZQVeXLKbTH+INAFVVHHV10bkzEGA4eHDh7rRus3ONG8wWe17tzoB86Qg5F+TAuTJaHI37OEafHY17/QqHAxWazdlpVcUxA+oeEYmRug7qBABgcFDvTMs9pkeDQZzUiFUGYItJ+dIyeTYbflJXh/c2NZ1d+E2qKj7Z1oYX16yBa5GtuqjXNEEQZnDsmLhA27BhAa70SbHlirPOCVtu+HV37gwKrV1273bgE58IyC9xllj50osJMaz4bAUGfzKIQFf4Pbmfo/vebtT/pH7BrykjV/QmZ5owkFg3g2ytxbvmHgAPcM4nE7mnmpubkx9dBqD9XO+8Uwkguo7Mzx9Gc3NHjGeZz4YNdWhri6aqPPPMGCore+Z8Trz/M//vxfV1oDoQ99ojkjPtnpqyzHch1jj4Tg78JHrc9fMuDG+LHyl6Dufo1xw/19YGj0U2DKzye04VjY2Ncz6ekJhmjF0L4AcIl0H5Mef8X6THXQB+BmArgCEAN3PO2xhj2wE8ErkMwN2c818n9QkyjKEhhmopZ1p2pg9JrvQ5bjfy01gUYVNODv65uhr/oMmXPjwzg693d+NbNTWLeu38fKCiQkVvvwsqoqEQge4AVK8KxT23WJ8KhfByMIiXBwbAOcdypxNXFxQgx8B+3ARBZB5Hjy5eTOvypddHNwGvvjqAb3wjanXv2WNHIADEW7vIlbwXki+tRclRUPW1KrR/tj36Hr8axdRnp5C7LTWRTRTmTZhIJ4AVmuMaAN1xrulkjNkBFAIYBnAhgBsZY98CUARAZYx5OecPxnqj+RbCmUhzc7PwuWZmxDCcDRsKLPO53/c+B559Nnrc3FyBxsa8uNfLn01L+2A7hhBtHVW+vRzLGpfFvNbf0QEMRos1rq+oQGNFRZKjTz3xPt/MX87gxE9OnD1WD6hYVbFK1w0owhW9vdjTE92UaMvNRePKlakfcJLM9f+XrcyrSBZZJOIIgAs45+cBuBbAv81OiFnLwICCIllMl4kfWc6X3paGEG+Zvygrww1FRcK5RwYGUpI/vXq1igBsGIRmocYBf0f8UO8uvx9/396OdUeO4MteL77c2Yk7u7rw8dOnseHIEdzT3Y3xUPKLZYIgshM5zHv9+uTDHOVK3trCNps2qSgri77m+DjD/v3xBXIqKnnLlNxcAs+5YpRP5x2d4KHU5MrFCvOm9liEQewH0MgYq2eMOQHcAmCXdM0uALfO/nwjgJd5mMs453Wc8zoA3wfwz/GE9FJBH+Ztnft2xw5xLty3z46FLt+8J6RuC+fEr7LWITnTNRZxbePhPscNV0N0DuYBjrH/G4t7vZweKmsLwjwSsfcWXCSCcz49m+cCAG7oQ3iyjsFBhqJ5cqblqntbLSCmGWP4wYoVWCk1tP/b9na8tcgqgdFQbylv+oxeTHPO8V9DQ7joxAk8NjSEiRitukZCITzQ14drmprQSY3qCWLJo6rA8eMpcKaP6yt5R1AU6Kp6v/pq/L3hVFTylmEKQ/U3xLTS6bemMfjT1LTKKrfbka+J+plSVfRReyzCAGbXhrcBeAHAcQBPcs6PMsbuZYx9aPayRxHOkW4BcDsAXfssIowspmtqrJEzDQCNjSpKS6PjmZhgOHIk+ehCzrk+Z3pd/MIY8vqwRlrfWg3GGAo/UCicG3s6vpjekpOj7ZqIUz4fhmi+TguJuMSxikRcGO8aznmQMTYGoBTAIGPsQoSzAFYC+JhGXOtINMbeyrH4fX2bdM5091Q3+prDlVc559gn7R5VDAygOYUVtJNB/l3eY7Ph08DZT+DlHDc3NeExjwdlCwytLilZBqAG3fBgM6ITQ+e+TjhWRncKg5zjPp8PuxKcDE54vbjq2DE86PGg3iJh31b+bmrJhHEuZIxLLbSICHPmjIKpqWjuZFGRiqqq5PduZddD7l96xRVBPPlkdEH26qt2fOUrsUOhjXCmASD/8nwU3VCE0d9Gi9P03NuDog8WwVG5OOeFMYbVLhfe1hSyafF6sczijg6RmXDOnwPwnHTuLs3PXgA3zfMadxsyuAyjs9N6PaYjMBZ2p599NrpOe/NNOzZvTs4MCfYGERqNzqtKjgJnbXyB3CUVILO6mAaAog8Wof/70Uzo8ZfGoc6oUDz6NW6uzYYNHg8Oa+br/VNTuLawUHctYSyJiOnFFIkA53wvgA2MsXMAPMYYe352gtSRyELYyrH4nAOjow6dmF69dTUcy8KLkVafD2PHjp19rEBRcM3atVDS0Psu1u+yEcD00BA+1x7Ny+vnHHcBeGb16gUVJLv4Yjt++EO9M104XYjqxrDLMhEK4ROnT2N3DCFdxhiuLi5GiHO8OD4uOD79nONLwSB+t25dSpyfxWDl76aWTBhnJoyRsA5yiPeGDSqSnVJDE6Gzxb0AADYIIXdAWExrOXjQhrExINbaRXamF9oWKxbV91VjfPc41Mnwgjk0HkLX17tQ90jdol9bFtOtPh8uzc9f9OsSBGEMMzPA0FB0DlQUjmXLrBUIumNHEM8+G92U+8Mf7Pjrv05OTM+cECOH3GvdYErsiX4iFBLmYCdjKE/hHGwUOefnwFHtOPu3SJ1WMf7yOIreXxTz+u25uSSmLUAiyiiZIhGQikSchXN+HMAUgI0LHazVGRsD1CBQIOdMl0Zv4MNSyPSmnJy0COm5+NPSUvxNeblwbv/0NL7Q0bGg/Lk1a+JU9J5t6zIWCuGPW1qwe2JCeNzNGO6rrsbTOTn40cqV+Pe6OhzdsAEflCaKM34/vtDeTrl9BLFESUXxMV+L6DC76l1QnOKfyOXLOdaujb52KMTw2muxF2iyM53KzT7ncieq/r8q4dzIkyOY+N1EnGckziqpnxgVISMIa9PdrZ+nrKYbL71UnA9fe82GGFl8c6IL8T4nfoh3lxTiXe1wWG6tHQumMJ1wnivUW665JEe+EuaQiJhecJGI2efYAYAxthLAWgBtKRm5BRkcVFCAgPBLtRXZwBzRG/iI1Adukyd+8YR0ck91Na6S3Ij/HB7G/b29Sb/WypUqnE6O7hi9psdCIXykpQX7pU2GlU4n9qxbh89WVMCumQBzbTb8R309PlpSIlz/q9FR/CJNofIEQaSXVIhp70lpodYYe6Emu9Px8qblat6pCvOOUP7X5fBsFP9+dHyxA6p/ceGdVNGbIDILK4d4R9i0KYSCgqjhMTys4N13k4t0TEZMd0oh3tUZEOIdofCDUt7082Pggdhm0XZJTB+ankaQjCXTmfebvMgiEZcCeIcx9jaAXwP4HOc8NZVSLMjAQIziY1Il73clMX2uRcW0nTH8pK5Ot7D6l95e/HQwuf9Cux1oaFB1zrS3zYePNDfrCrKd5/HgxTVrsNYde6K0MYYHVqzABunxr3d1YYSKLxDEkuPYMX2Yd7J4m8SFmmutK+Z1iYppI51pAGB2hhXfWyGc8zX50P+v/XGekRixKnoTBGFdOjvlSt7WE9M2G3DppeLc+bvfJWef68K85yg+JjvTmZAvHSHvojwhojU0FsLEa7GjjuqcTpRpwhCmVBXHJJ1BGE9C20Kc8+c452s456s559+cPXcX53zX7M9ezvlNnPMGzvl2znnr7Pmfc843cM7P45xv4Zz/xriPkn7Clbzn7jGtE9M5OYaPa6EU2e34r1WrdI7K7R0d+M+hoTjPik1jo4oRODCj+crxSRVNveLvY3tuLnY1NqJinoI3bkXBT+vrhX7To6EQvrMA55wgiMzF5wNaW8U/ZdpQ7ETROdNrYi/ULr00CLs9uvPf3GzTOUNAjJxpA2o65G7PRemtpcK53m/3wnsqZlmShGiIIaZD5HQQhGXRV/K25v16+eULF9Oc86xui6WF2RkKrisQzsUL9WaM6UK9qUWW+VijBHKWMDiooHiOfOnBQADdmtATJ2NY44rtfliFNW43nli1Ch5NqDUH8Dft7fhZEoJ6zZoQAKZzp5drsu8vzM3FU6tXoyDBRecatxtfqqwUzj0yOIg2clIIYslw6pQCVY3OTzU1KhZSL8vbnJiYzs8Htm0ThfIrr+gXhUY70xGW/+NyIQKK+zg6Pr+w+hYAUGy3o1TjdHg51y1MCYKwDpngTAPAe94jiunXX7dDisaOS6AzAHUi+rmUAgWO6vgCWQ7zXpFBzjQQruqtZfSZUfBQnFBvyZSjvGnzITGdQgYHGQrn6DEt50uvc7vhtEhLp7m4MC8PP62vF0q/cwB/196Ob/b0QE1g0RYtQiYuUKt6Zt8jSSEd4TMVFcKOY4Bz/FO3XB+PIIhspalJnEPDG3fJwQMcvlZxEy5ezjSgd1j27NGLaSOreWuxl9hR/U2x9/Tk7ycRfHbhKS/yJm+zd+FON0EQxtLVZf2caQBYt05FRUV0bFNTDAcPJrbmi1nJe46CYnKP6UzKmQbCLRCV/OjftmB/EFP7Y4tknTMtpU4SxmN9JZdBDA6yOZ3pTMmXjsW1hYU6QQ0A3+7txcdOn8bAPNuLkQVudwxneseskM5fgHPjURR8ffly4dyvR0fJnSaIJUJTkzhvRDbuksHX6gM02tNR5YCtMP58dOWV+rxpuTKtLKaNbN1X/CfFyL9StON93/chMJig7SPRKNWjaKL5lCAsiz7M25pimjG9Ox1rIzIWuhDvdXOvn2UxnUlh3gCguBUUXCOFej8XO9T7/JwcaP+6tPp8GEzU8idSAonpFBJ2psUvsKM8egNnspgGgA8WFeGx+no4pd3AZ8fGcOHx4/jxwACmY/Q6aPX58C1HKwC9M33BoAP/s0AhHeGm4mKs1yz+VAAP9S+uCA9BEJmB3pleQPExKV/a1Th3+s3WrSHk50cjcgYHFRw5Io5DDvM2Imc6AmPhYmTMrZmbx4Cur3Yt6PUayZkmiIyAc32Yt1VzpgG9mI5XwFHGeyzxSt4q50JKJZB5zjQAfYus/40tpnNtNmyU9MQ+cqdNhcR0CgnnTMev5p1Jxcfi8f6iIuxqaBCqBwLAcCiEL3Z2YsORI7j19Gl8o7sbX+nsxDVNTdh67Bie9Y0AlV5dzvQlwy7kLnKRqTCGv62oEM79YmgIw1TZmyCynpMnZWd6AcXH5HzptfEXakC4Q4FcmVbrsIQ4x7gkppNNYUkWV70Ly768TDg38sQIxl8dT/q11pAzTRAZwdgYMDkZ3URzuzlKS60rpuWonn37bBgdnf95sjM9l5geCAbh16QfFtlsizJs0kXBzgJow0F9Tb64xSXlFllUhMxcSEynkFjOdERMe1UVTdLuvryTlCnsyMvD7jVrcH6MzYCRUAi/HR3Fd/r68PDAAPZNTeHslLZyStdrOtCWmsI2HykuxnJNGM8M5/hxki28CILILFQVaGmRK3kv3pmOV3xMi7wo1BYhm5CFtKLANkd+X6qovK0S7vXi2Du+0AF1JrnfiSymyZkmCGsih3hXV6swYapZMCtWcKxbF50fQyE2b6g3V7lujp4rzFuXL51hId4RbIU25F2SJ5wbfz725qicN01FyMyFxHQKCedMx3amT3i90C6vap1OQ3PojGaly4UX16zB3cuXw5XozF07jV5JTPu7/HGb0SeDU1Hw2fJy4dyjAwMIUEsXgsha2tsZZmai809xsYqysuTveV+zVHxsAWL69dftiGjOEZOKj8kwB0PtD2oBzZTsP+1H77eTaxlY63QK6TwDwSBGKNKHICyHXkxbf82zc6c4l+zePbfY9bf7oU5HNwRtRTbYl8WfU3VtsTIwxDtC4bWFwvHY87FDvWVn+q3paQRp/WsaJKZTBOfA0FAMZ3q2mvdJaWd/vXv+xZrVsTOGz1dW4tD69fh8RcWcOYHn5+TgY+d74IcNg9BMbCrg70yNO31rWRnyNNXR+4JBvDAWe+IhCCLzkYuPrV2bvCvDOdeFzrka5m9Z2NCgClVzvV6GvXvD45FTTIpN3DjN3ZaLsr8sE871/WsfZo7OxHmGHhtjun7TzRTqTRCWI1PaYmm5+mpZTNsxl+7zHteHeM9VyfuMJKZXWrwF7VwUXieK6ck3JxEc0W9srnQ6Ua7ZtJ1WVV0HIcI4SEyniLExgAc5CiF+ye0lUWdayzkZGuIdi2qnE3dXV6Np40a8vGYNvltTgzuWLcO9y5fj4dpaHNmwAa+sXYuPnh/eQJCLkPnaUrNIK7DZcFNxsXDusSR6YRMEkVmkovhYcCAIdVzTvzRHgWP5/GGBjAFXXBG7mI4spktMcqYjLP/6crByzWIzCLR/vh1cTdyp0FX0plBvgrAcclssq1by1nLRRUHk5ETnoq4uBSdOxJcjurZY6+Y2o9olMV2bwc60q84l5oeHgPEX9aHejDF9iywK9TYNEtMpYmBAQYHkSttKbGD28ER3XNohWpsFzrSMU1GwJTcXnyovx1eqqvB3lZX409LSsyE20V7T4kaCP0V500DYndby0vi4bmIlCCI70LfFSr74mO+UuJnnWuWa0/XQEqtFFqAP8y4xOaXHVmCD64uiGzO9fxqDP0m8jgRV9CYI66Ov5G19Me12A5ddJs6dL70Uf8NRdqY958xtRmWTmAb07vT/z96Zh0dRpfv/e6r3ztZZIRAgCUmAALK4IIz7Cirivu+7jo7jzDijzngdt/E647iN/rxel6uOjoKiDm6DCKgooKCygyQECCGE7Fvv3XV+f3RC1anqJL1Urzmf5/GRqq5OV1d3nzrf837f9x2oqjcvQpY4uJjWiKA9pmWVvJWR6YlpKKaHoqCAIi9PVBUh0yoyDQDTrVZMl0X9KQKVvTkcTvpRUxN98TGVmB4fuiXw+OPZCeGGDTq0txO1zTvOkWkA0J2oQ84Z7CSs8aFGeBpDW1xUFiFT3sM4HE7iUdu8UyNPVpk3/dlnA7uBVDbvISLTexUpKeNSXUwr8qa7v+iG6FHf63gRssTBxbRGtLYS2JQ9pgsCg4NDFJkcDgL1RGW4UFUlxjQyDQDXKKLT/2prg8gLMXA4aYeykndFhQZiOoR86X4KCymmTJGi0JQSfP21Du2KyHQixDQhBCV/LYGQKV0jsVtE458bQ3q+0j3FxTSHk3ykos0bAE47jZ0vr12rQ1ub2hFE/VTdunCQtliUUlVkOtXFtPVw66H6S0BgHLevUQvlGVarvJMW9ng8aFH02+bEBi6mNaK1VYBtgEreO10uyKXcOKMRVmF4XvqJE/0xjUwDgTZZ8uvb4PViLV+h43DSis7OQHpNPwYDxdixGojp8vCK1QSzeisrX8ezAJkcY4kRxX8qZvZ1LOqAfd3Q42Gl2SwvCo69Hg/s/vBt9BwOJzaIItDYmHoFyACgtJSiuloaT0SRYOlS9aKje48b1CXNoPX5ehgKB45iN/t8cMmCJ9mCkNKdcwCA6AiyT8tm9nV9qrZ6WwVB1XKXR6fjw/BUdDEgWGS6fyWJW7wlJk+OfWQ6S6fDGTmsLebd9nZNX4PD4SSWujp2glReLiKSOZOrVlHJOwybN6AuQrZihQHtPkXOdAIi0/0U3lgI82T2ntNwb8OQxcisgoBSRUSHV/TmcJKHlhYCj0da8srOpsjKSuAJhckZZ7Bz5mBWb9e20KPSQJB8aVPoNTCSmWB50zSI45IXIUsMXExrREBMKyLT+cHbYqVTJe9wmTLFj3YY4ZZ99fxdfvg6te1heoGiqveHnZ3wiKmxYsvhcIZGafEuLw//901FCvfuyG3eQKAyrckkTWrq6wXs38Wq+ngXIJNDdAQlfylh9jnWO9DxXseQz52ouFcpC2lyOJzEoewxnSoW737OPFO5EKmHMpvEtSNKMZ3iFu9+sk7MAjFJiwKevR5VLjkAzFKI6fUOR8zPjcPFtGYMFplWTkCGc2S6utoPCqJqj6V1dPrk7GxmAtvh9+OLnh5NX4PD4SSOXbuiz5f2HvCCOiUhrMvWHVoEDRWrFTjmGHZSWP81a8lLRM60nKzjs5BzpqIY2Z8b4bcPbtuexPOmOZykpaEhNfOl+5k+3Y9Ro6RzttsJvvqKHSvDbYulLD6WLmJal6FD1vGs7SBYVe/DFWJ6o8PBawbFAS6mNaK1VUBOiDbvdGyLFSo5OcDYsWLMek33YyAE5yqi0+9xqzeHkzaoxXQEbbFq1VHpSCyBp53Gium2b1jhmsjIdD+jHxkNYpTem7fRi+Znmgd9jnLhl4tpDid5UFfyTi0xTQgwbx47b16yhLV6R9sWK9WLj8lRVvXu+kwtpkuNRqZGR48o8vScOMDFtEYEWmOpbd68kreaKVP8Mc+bBtRW78+6utDDC+hwOGmB0uY9fnwExcfqIm+LJUcppt0bswC7NKFJZM50P6YyEwpvLWT2HXz2IDz7Bh57lWJ6OxfTHE7SoLZ5p14E8qyz2LHz448N8HoDi37US+GuYcfo4WrzBoDs01nHk2O9A95mdjGCEIIZViuz70eeNx1zuJjWiNZWEjQyXcsreauYPDn2Fb2BQO7IGNlA6qQUH3d2av46HA4nvlAK7FLkJUciplXFx8Ks5N1PWZmIykrZQp1fANYHFvMIgOwkiEwDwMjfjmRarFAXxYHHDwx4fJXZzEwS6nlFbw4naVC2xUq1yDQAHHusD/n50nl3dRGsXRsQje46N6hXVsl7hB763MEXJvemsZg2jjbCMk0WiKJA99Ju1XEzlWKa503HnOGt6jSCUqCtjSBXKaYL9KhV2CuGe1QaiF9kWiBEFZ1+r2PoojscDie5aWkh6OmRJpIZGRQjR4YflYmmx7SSU09VFFH8Lh8AYNPpoEuSarK6bB2K72dbZbW/3Q7XruARZ7MgoMzEXpOd3DLI4SQFqW7zBgC9HliwgJ07f/55HgDAuS28fGk/pdgXpJp3OhGsqrcSZWT6Jy6mYw4X0xrQ1QXAR5EF2WRKAPS5etQobHEVafbDjoSpU8W4RKYB4EKFmF7Z04Nm3sSew0lpglm8I9GrWtm8AeD00xXjynd5gJj44mNK8i/LZxcN/EDT400DHq+0em/jFb05nKRAafMeMyb1xDQAnHsuO3Z+/bUNTqe6LZalevB86UavFx5Zsa08nS7le0wrUeZN96zsgehkP/eZiiJkm51O3s0mxnAxrQEtLUGKj+XpQXRElfhfySPTKC0V0W1VCbtwzwAAIABJREFUVPPe5wH1aZ/vU22xYLLsmosA3ufRaQ4npVGL6fCtx9RH4dnNRjEitXkDwOzZfmRmysawdhNQk5kUxcfkED1B8b1sdLrj3Q44twcXycqK3lu5mOZwEo7PR9DUxK4gFhenXs40AMyZ48fIkZLYczh0+PxzvSoyPZSYrlPMt8vTMHhlmWaBYZRUpE10iOj5mu1UU2wwoNggHeOmFNt4vYuYwsW0BgzWFotHptUIAjB+MtAOWdVGP+DZr73VGwAuzMtjtrnVm8NJbbTIl/Y0eNh8vAI99LbIo8hGI3DCCWqrdzIUH1NiO9cGc7VMJFOg6bHg0empil7TW7iY5nASTnOzAZRKYrqoSESqTi91OrXVe+FCo6qSt3ny4MGoPQoxrUxRSQcIIeqq3iFYvXnedGzhYloDAmJaXcmbUopdPDIdlHjlTQPA+Qqr93qHQ9WLkMPhpA7KtlgRVfJWtsWKwuLdz2mnKazea/NhS7LINAAQgaD4PjY63bmkE44N6gnXlCBimvK+pRxOQjl4kC2slWo9ppVcdBE7dn71HwL3btkYTQDzhMHnz8rIdGkaimkAyJ7HVvXu/k+3akxWFSHjFb1jChfTGtDaKqgj0wV6HPB60SvLU8gSBIxIwihFIpg8OUiv6b2xEbhjjEbMUuSQfMirenM4Kcvu3eytq7w8AjGtLD6mgZhWFSHbkQVLd3JO6HLOzIFlOiuUDzymruxdajIxHSja/X40+Xyq4zgcTvxQiunRo1N7gWvmTD8mTZLSdUpEB+StcIylRugyBl+Y3K0oPlaeRpW85WQdmwUhQxqTvQe8cG5kHUO8ond84WJaA4JGpgv1QfOlSZJUdU00U6b40RinyDQAnGuzMdsfcKs3h5OSUArs2cPeusrKkkNMFxdTFE2SWRMpQfuanIGfkEAIIRj1p1HMvu6l3bCvYyMYOkJQrXBUbeETMw4noTQ1KcV0akemCQEuv1yaA5aBHYeGypcGgN3DwOYNAIJZQNaJWcy+rk9Zq7fS5r3D5eJtDWMIF9MaEDRnuiDQY1oOz5eWqK72qyLTjl2xs14vyM2FfBljg9OpsgRxOJzkp6WFwG5n22IVFoYflVG2g4qmLZac4mPZvp/1X2Vq8ndjQdbJWcg4mnXtHHzyoOq4YFZvDoeTONLN5g0AF1/shV4fGMvLFWLaPGlwizelVCWm07EAWT+qvOnPWDGdq9cz718EsImP2zGDi2kNGEhM80reA5OdDYgj2IGu5+fYRaaLDQbMyWQntTw6zYkFhJC5hJCfCSG1hJB7gjxuIoQs7Hv8O0JIqeLxsYSQXkLI7+J1zqmE0uJdVhZhWyxlZDqKSt5ycn7BppDs+CoDyVpIlRB1Ze+uz7rg3MFOuriY5nCSi3QU04WFFHPnBlJISpWR6cmDR6ZbfT4mrTJDEFCYxmmV2adnQx4hcm52qlrMcqt3/OBiWgMCOdMKm3eBusd0ZRqvkkVC3mT2ZuDbFzsxDQDnKazevEUWR2sIIToAzwOYB6AawKWEkGrFYdcD6KCUVgB4CsDjisefAvBZrM81VQkmpsNF9Ijw1GvXFksOndgN5EuTGrddwJdfJu+kLvO4TFhnsJOu5mebme3JCjG9NVlXBzicYYLa5p3aOdP9XHllYFxWRqbDbYtVZjKldVqlodCAzNlsgKhzCbuQq7R6/8TFdMzgYloDgkWmDQUGVWS6gkemGSpn6+CRLa3p7T74u2KX03G2zcZ84be6XNjJJ4UcbTkKQC2ltI5S6gHwDoAFimMWAHi979/vATiZ9N31CSHnAKgDsDVO55tyaCGmPXs8Ad9bH4ZRhiGL24RKB/UDx7Qy+z76yDDA0YmHEIKiXxcx+zre7WBaFSrFdI3LBaeY+pEwDidVaW5Ov8g0ECjiOLG4B/myAJWoI0MudiqLj5WlafExObYFbICo89+smOaR6fjBxbQGBBPT/jwB+2Q/bgJgPI9MMxx+pB9Nyoreu2OXx1xoMOBYbvXmxJbRAPbJthv69gU9hlLqA9AFIJ8QkgHgDwAejMN5pixaiOlYWbwBoM3nA45tYfZ9+qkeyVwA23aWjSnARr0Uzf9Pik5n63QYJ5uc+gFs41ZvDich2O1AV5fkdtHrKYqK0iMyLQjAlcc0MvvqiRUecfAoszIync750v3kzGfzph0/OBjH1WEWCyPy6txudCbzjSiFSV7vWYogikBbm7qad2O2CCoLepYYjbAIfO1CzvTpfrwFK8ZCmpR1bXHBOt06yLOi47zcXHzV23to+4POTvyhuHiQZ3A4YRHsjq+c5Qx0zIMAnqKU9g5lT6upqYns7GL0d+LJ9u0TAUjCzmCoR01NT0jP7X+/nrXseO0qdGlyLSilaPZ6gWldQLYX6A5EpDs6BCxa1IQjjwztPLUirPd0EYDHpM2W/2uB41wHSE7gu1jh92Ov7PDP9+5FtiF5Iu6p+F2OBi3eb2VlpQZnwok3+/ezc8niYookbGcfMXNGskGOGl8GFi824LLLvAM8A9gzTCp5yzGOMiJjVgbs30mW+M6POlH0y4DTKEOnw0SzGdtkDsyNTieOz8pS/S1OdHAxHSVdXQTER5EJmT1ZB+y2sqs/6drvLhpsNqDXZgZkzpT6NV4UXxG715xvs+G3+/ah/9PZ4XJhm9OJasvQbRc4nBBoADBGtl0CoHGAYxoIIXoAOQDaAcwCcAEh5K8AbABEQoiLUvqc8kW0mATX1NSk5GT6wAF2se2YY4pRWjpyyOfJ3299dz3a0HbosaKZRRhROSLqc+v0+eDfvBnQU2BOK/AfaaFu/fpSXHZZ/NJKwv18xTtFbH1lK3zNfaOjA8hemY2Rdweu7TFNTVh+QOpD3ZiZicqxYzU950hJ1e9ypAy398thUYrpdLF496Nv8EE+g65DJhY9acLFF3sHXDRQplUmKjJNKbBli4CNG3XYsUOH7u7AYmRenoipU0UccYS2kWHb2TZGTHd80HFITAPANKuVFdMOBxfTMYCL6ShpbSXIUUSlSQ5BnVfRPH4YrJJFgmm8CfhB2u7cHNt2VXl6PU7IysIXPVKE6P2ODi6mOVqxDkAlIaQMwH4AlwC4THHMEgBXA1gD4AIAKyilFMCx/QcQQv4MoDeYkB7O9PQECj72o9dTlJSEb2+Mlc27RW6hO5YV0//+twGPP+5CEgVzGQSzgMJbC3HgQUkwt7zYgqLbiyBYBEznxWw4nKSgoYF1LqWbmBZr2fezGxmordVh8WIDLrpIHZ2mlKoL/sa5RlF9PcErr5jwwQcG1NcP7kKdMWMCbr1Vh/PO8yLaguO2BTbs/+P+Q9uO9Q64d7thKgvc06ZbrXi7vf3Q4xv4uB0TuO84SoLlS5NcMqz63UXDiMPZiL1YH/vez+fm5jLbH3R2IqBlOJzo6MuBvh3AUgDbASyilG4lhDxECDm777BXEMiRrgXwGwCq9lmc4CjzpceOFSOajCjFtLlCm4kXI6aPaIcuS9puaxPw1VfJvX5dcG0BhCzpGvtafWh/JzARU4rpHU4nL0LG4SSAhgZ2HBw9On1+h5RSiHVqMQ0Af/ubCf4gNWqbFG2xsgQBI+PUFmvPHoKbbrJgxowsPPOMaUghDQA//ZSFm26y4sQTM/H999H5840lRmTMzmD2dbwn2eSnKQJFG3mti5jAxXSUtLQQ5AYR08HK9HPUVJ3EiumsLlfMhe2ZOTkwynJSd7ndvJk9RzMopZ9SSqsopeMppY/27fsvSumSvn+7KKUXUkorKKVHUUrrgvyNP1NKn4j3uSc7mrTFcojw7peN2QJgLNUmDYcR00aK4pPZ6qrvvZekYek+9DY9Cq4tYPa1vNgCSily9XqmCJkPwFY+bnKigBAylxDyMyGklhCiWlQkhJgIIQv7Hv+OEFLat/8oQsiGvv82EkLOjfe5JxK1zTt9ggHefV7Iu2L1QodmBObPNTU6LFqkHkOVUekKsznmbbHsduChh0w46qgsLFpkhN8f/utt3qzDaadl4pFHTIhmXTLvwjxmu/3d9kPz6KmKImS73G50BVuR4EQFF9NR0tYmqG3eQcQ0j0wHZ/LxAlyyr2EG9eHAjtj+0G16PU5S5Ix82Nk5wNEcDidZ2LOHvWWVl0dQybuOHZuNY4wQTNrcClu87MLqpDO6me1PPjEg2bvxFd5UCMiCJa4dLvR+HSjaqOxbyi2DnEghhOgAPA9gHoBqAJcSQqoVh10PoINSWgHgKQCP9+3fAuAISul0AHMBvNhXf2JYsH8/K9zSKTLt3MYu0PUWWCGv2fnQQ2bIasgCAGoV8+3KGM+3v/lGh1/8IhNPPmmGx6MW0WYzxemne3H33S48/bQDTz3lxJ13ujFrVvB86SeeMOPKK62q9xUqtnNsTNKue6cbzo2B65ih06FKYXnfxMdtzeFiOkqC2bxpLpi2WABQysV0UMwWgnYL+0PftnTgio1acZ7C6v1+Rwe3enM4SY4yMl1aqkFbrPHajc0tirYjU2e7UVQknWNPD8HSpck95zeWGGGbz/YvbX4h0CaL501zNOQoALWU0jpKqQfAOwAWKI5ZAOD1vn+/B+BkQgihlDr6UmoAwAx1x4S0Jp1t3s7trJgee4IJRqP08R44IODpp9kxe2ec8qW9XuCBB8w466xM7NmjtmdXVfnxj384UFvbjYULHfjjH9245hovrr3WgwcfdGHpUju+/74Hp5/epnruJ58YcOGFGbDbVQ8NiT5Pj+xTspl97YukPOnDuNU75nAxHSUtLWox3WMjkA9towwGWHlbrAHxjWQHvoY1ngGO1I65OTkwyWxAez0ePjHkcJKc3bvZCUwkNm9XHTvx0lJMtyrEdJFJjwUL2PvDO+8kf2eHwpsLme3upd1w73ZjumJSxsdMThSMBrBPtt3Qty/oMX3iuQtAPgAQQmYRQrYC2AzgFpm4TmsoVdu8x4xJn7UE1zZ2fC6aZcbtt7MLoP/4h4lZWK1ViukYBK/27SM488wMPPOM+m+PHCnihRccWLu2F1de6UVm5sB/p6pKxCOP7Ma//92LwkL2/rVmjR5XXGGNyL2ktHp3LOyA6An8feUi6EY+bmtOci+RpwBtbQRlCpt3m40d2Hi+9OBYJ5iA3dJ2z47Yi+lsnQ6nZmfj466uQ/ve7+zEzIyMQZ7F4XASiRY50+7a+EWmCw0GHHWpFy+9JL3G55/r0dxMUFSUvBPgjKMzYDnMAuemvggGBVpeasH0h9gWZDtcLvT4/chKpya3nHgRLMlU+aMY8BhK6XcAJhNCJgF4nRDyGaU0qAxJpx7kXV06OBwzDm2bzX60tOxEa2sCT0pDHBtYodeW3Yazj+zGG29MQWtrYCHS7Sa49lrgf/6nBjodsE0RzjUePIgaDS/IqlU5ePDBMnR1qSXTRRcdxG237UdGhohdu0L/m6NG7cCrrxrx299WYOdOSeyuXGnAlVf68eijdQgn7ZtWUSATQJ9V3Nfmw8//9zP0J+lRoMiR/r6zM+a/iXT6zQFDtyPlYjpKWlsFzFBEpg/msMfwfOnBGXWUEZ7/SNvCfhcoRVgDSSScl5vLiOnFHR14cNQo6GL9whwOJ2w8HnVLmIhs3nUxFNOKnOkCvR4zZvgxcaIfO3YEBKffT7BokQG33x77RcNIIYSg8JZC1N9Wf2hf25ttKL63GFUmE3b25SiKAH7kfUs5kdEAYIxsuwRA4wDHNPTlROcAaJcfQCndTgixA5gCYH2wF0qnntybNimj0kBVVXq8P9EjYtOeTcy+ilMroM/T4+GHfbj1VsnVs2FDFpYtm4wbfunCgY0bD+0nAE6sqoJFAzeo1ws8+KAZzz2nvkeMGiXixRcdOPZYM4DxYf3d/j7xlZXA5597MX++H5s3SwuSy5bl4fjjLWHfI/Zdug+tL0mLCIZlBlTcXIGRfj/Ipk2HVqrqKcXI8vKYLYL2v7/hBPceR0kwm3eDIjJdbkx+W18iGTubvT4jfE7U1cX+qzk3JweZsgH3gNeLbyKtAMHhcGJKfb0AUZTEdHGxiEjawysj01q1xQKC2Lz1ehACXHYZOyn617+MSPYSDbnn5UJfIK23i90i2t9px5EK9846WVTI5QK2bROwZYuAXbuEoG1sOJw+1gGoJISUEUKMAC4BsERxzBIAV/f9+wIAKyiltO85egAghIwDMAHAnvicdmJRWrzTKV/atd0F6pUGRkOJAfq8wBh0ySVenHoqO9d++GEzPvnOz9gZxhiNmgjpvXsJzjgjI6iQPvVUL1at6sWxx0Y/wNlswAcf2DFhAvu3HnjAjFWrwhO7+VfkM9s9y3vg2edBlk6HCllQjwLYzPOmNYWL6ShpayOwKWzeu3MUYppHpgfFUsVOZkfDie/WxP6raRUEnGVjC+0sbG8f4GgOh5NItCg+5u/2w9ciE7z6QDVvrVDZvPt6nV50kRc6nXRf2LZNhw0bktsaLZgF5F/DTs5aXmzBkRY2/25tmwOvvGLE3LkZGDs2G3PmZOGYY7Jw+OFZKC/PxlVXWbFihT7pFw848aUvx/l2AEsBbAewiFK6lRDyECHk7L7DXgGQTwipBfAbAP3ts44BsJEQsgHABwBuo5SmidF5cNK5LZZzMyvwrFOlsYYQ4NlnnbDZpHHf4yH43TU2oEUaw7XIl1682IBjj83CunWseVeno3jwQScWLnQgP1+7615QQPH22w5kZ0t/0+8nuOUWK2TmySGxTrPCMk22wkyBtjcCxc6UedO8E4O2cDEdBaLYL6bZ1bKabHaSx3OmB0eXp4PXJE0szRCxaUV8VlsvVlT1XtLZCUc0Df84HE5M0CRfWmnxLjOB6LVJ6/CIIjploVgBQG6fmB45kuKUU1ih/eqrye9YKry+kG25UuvG4ev6NiiAj4uxfP5k/Pa3Fqxdq1e1ienqIliyxIDzzsvA2WdnYOtWPuXgSFBKP6WUVlFKx1NKH+3b91+U0iV9/3ZRSi+klFZQSo+ilNb17f8npXQypXQ6pXQmpfTDRL6PeKJMdUmnyPShGg19WKay1qPiYoonn2TT4jsP6oE/TgV6A3PIaCp59/QAt95qwfXXW9Hdrb7On3xix513ehCLesLl5SJeeokVuPv3C7jvvvDsV/lXsQugra+1QnSL6oreXExrCr+zRUFXFwHxiciAzJ6hB2oUNay4mB4cQgjIWHYA3LfGPcDR2nJcVhZG6qXZYq8o4rNwlgI5HE5c0EJMu2oVlbzLtRub2xSe5ny9nqm/cNVVrIPpvfcMSPb29oZiA3LPYRccLW90I6PDBNw7Ffj7BND20BYFVq3S45RTMvHuu4ZYnCqHMyxIZ5u3YzMr8CyHqYXkeed5VdW9UZMF/GY60GVAdSS5PwBWrdLhuOMy8fbb6vHs9NMDtu6jj45t3srpp/vwq1+x7+2tt4xhtVPMuygPQrb0HfG1+NCxuENd0ZvbvDWFi+koCNZjmuTp4ZNd1SK9nlc6DYHcqewAJhxw4+DB2BcC0xGCC/LYlgLc6s3hJB9KMV1enmQ9phXFxwr17ATo9NN9zMTX6SSp0SbrJrZNVs/n3ci/qRr4Lj/o8SUlIqqr/cjNVX8+TifBjTda8cgjJm775nAiQNljOl3aYlGRqm3eh1mDHvvggy6cfjo73qImC7hjBoy1g/SlCsL+/QS33GLB/PmZqtaLJhPF44878c47DuTlxec633efCxMnsqL9d7+zINRAsi5Lh/zLFek5/9OCqYpFhp0uF+y8qIVmcDEdBa2tBLkKMe3NV0z4eFQ6JDInspHpMXBizZr4LEJcpLB6L+/uVk2MORxOYtmzRwOb9674FR8rUIhpvR645ho2Ov3qq8lfiMx6pJWNEFFgnqLtjN4i4o473Ni4sRtbtvRg9epe1Nb24LPPenHiieqx9IknzPj73/m9kcMJF6WYTpfItGePB2Kv9F50Nh0MY4K7WHQ64OWXHTjiSEVr8X1W3HFWIR5/3DRkrnFdnYB77zVj5sysoIuaEyf6sXx5L26+2RPzzjJyzGbghRecTI2NffuEoP2tB6Lw5kKmqZxzkxO6tU6Ml+kREcAWHp3WDC6mo6ClhSBHUXzMkcv+6rjFOzSUEaISOPDtt/Hp3DbVYsEkWZ6NH4Ge0xwOJzkQxdiI6Zj2mNarx6+rrvJAr5cmSTt36rByZXJ3qCSEoPAGNjo9Dwdg7E9vmtqJcf/ciIcfdmHcOOm96XTA7Nl+fPCBA88/74DJxK4aPPKIGS+/nPyReQ4nWfD7gQMH0jNn2rFJYfGeagEZRMVmZQGP/qsVmNnB7Pd6CR57zIypU7Nx550WvP++AevW6bBpk4Bly/R44gkTzjgjAzNnZuGFF0xwu9WvceONbqxc2YspUxJzbWfM8OPGG1lt8cwzJuzdG5qqN5WakDOX7dF78KmDmKaITm/gYlozuJiOgrY2QRWZ7mSLQ/PIdIioxbQTa9bEZ5JJCMHF3OrN4SQtTU0ELpc0kcjJocjNDS+kSylVtcWKpZguMKijKiNGUMyfz94z/vGP5BeUTVPy0UOk8TgHPpyIZmB+I/DURuzK70Kb4v3LufxyLz75xM5UqwWAe+4xY+1angbF4YRCczOBzyeNg7m5IhSd6lIWVfGxIPnSSup1TuCxzcDcA6rHursJXn/diOuus+LUUzNx3HFZuPDCDDzyiBmrVwefW1ZX+/Gf//Tib39zRdR2UUvuuceFwkJJzLtcBH/+c+hOqqI7ipjtnuU9OKaWfd+8ord2cDEdBa2tBDkKMd2saItVxntMh4RyUjsKTuzcgrgV6LlAYfX+0eFAjcs1wNEcDieeKPvOl5VFkOvVBfi7pOcRM4FhlHbFsIbKme7nl79kIw4rVxqweXPy3ooPHiS4+KosfEpHMvsvLNgD/Hon0GdHXNPbO+jfOeIIPxYutMNqle6RPh/Btdda0dISRx8lh5OiqC3eSZ4jEgbKyPRA+dJytrtcgFEE/vAz8OetMOcMvKA3GKNGiXjmGQe++ir2RcZCxWYDHniAnYN+8IERGzeGdq/InJOJzDls/viU/2UXLHhFb+1I3jt4CtDSQpCrsHnvV7TF4pHp0NBl6WAokSa2OgSi0999F5/odInRiGMy2YGHR6c5nORAi0reYj37HFO5CUTQTsQdUIjpogHE9BFH+DF7Njvpe+655LxPOJ3AZZdZ0dAgYAlGQ34Fx7e6MWmHtD2UmAYCtm9l+5cDBwTcfrsl6XPHOZxEs39/elq8KaVw/jR4W6xgbJPblI9vwWNf7ccf/+gKWvwwGIcf7sPzzzvwww89uPpqL4KYiRLKZZd5MW0aK+4feST06PSIu0cw24ZldlTulLZ/drng5K1gNYGL6SgI1mN6TyY7SeJiOnTMiiJkpbAPaMeJBUqr99vt7fDzGR6Hk3C0yJdWiWkNLd6AWkyPGsSVdMcdrN38vfcM2LMn+aKzv/udBT/8EBiDG2HB92DHyHNk3X1X2+0h/c0zz/ThzjvZ9790qQHvvZdkM1kOJ8lQV/JODyHkqffA1yabO1sA84ShReN2hXtwZpERd9/txvbtPXj/fTvuuMONk0/2YsYMHyZN8uO443y49FIPnnnGgQ0burF8uR2XX+5NuKV7IAQBuP9+9j0uW2bA6tWhpcZknZAF6+FshP9XL0v3GT94ETKt4GI6ClpbBdgUkekWWc50rk4H2wDRCY4ay0R2RCuFPW4VvQFggc0Gi6zgxX6vFyt7euL2+hwOJzjKyHRpaQRiel98xXTxIGGOuXN9qKqSIg5+P8ETT2hXWVwL3nzTgLfeYhcEdk9jIx0nfAnk9KXibHQ40BNiq5X773dh1ix24fkPfzCjtTX5FhQ4nGQhXW3ejh9Zt4owSQDRDT4W9Pr92OuR5t8CgKq+QrJmM3DSST48/LALixc7sHKlHWvW9GLJEjteeMGJq6/2orQ0Na7dySf7VE6mxx4L7V5BCEHxfcXMvinrKA5fL21zq7c2cDEdBS0t6sh0l6yAHo9Kh4cyMj0ODvz4ow4uV3y+ptk6HRYocqf/2dYWl9fmcDgDo4XNm9azkyfzeO3EK6UUjQoxPXoQMS0IwG9/y0Zn3347eaLT27YJuPtudnGzstKP+z40wVgqCWyjFzjzk8C/RQDfhRid1uuBf/zDyVT4bm8X8MADybWgwOEkE/v3p2dbLMcPrKDTTR46iKKMqI43mWAR0k/SEKKOTq9apcf69SFGp0/KQuZxbArjzS8CQt+6Jy9Cpg0hffMIIXMJIT8TQmoJIfcEedxECFnY9/h3hJDSvv2nEkJ+IIRs7vv/SdqefmJpa1MXIOuQaTEupsPDPElt8/b5CDZtil+5yivz2Wb3n3Z1oZX3nOZwEopSTJeXJ5fNu8vvh0OWe2YhBDm6wSc755/vRUUFG53+618TLyZ7e4Grr7bC6ZSEvcVC8frrDthyCQquL2COn/+RNDH7OgwnT1WViD/8gV1Q+Ne/DNiwIf0mxByOFihzpktK0kNM239gF+FCEdMbFWL6sGT1amvAnDl+HHssG51+8snQ7l+EEIx+cDSzr7JWWgTl7bG0Yci7FiFEB+B5APMAVAO4lBBSrTjsegAdlNIKAE8BeLxvfyuA+ZTSqQCuBvBPrU480YhiQEwrC5DJW2PxHtPhocyRGQ0nDPBj/frsuJ3DnIwMprG9l1Is7OgY5BkcDieWdHYCnZ3SrcpkoiguDr8tVixt3iqLt9E4aI9UIBCdvftuVky+844BW7cmTkxSCtx1lwU1Nexk9u9/d6K6OnD98q/IBzFL723kQWD2msC/vwozLeaOO9yYMEFaUKCU4L77eDEyDicY+/alX2Sa+iicG1lBJ1QPPQZuUkRUp1mHrv6dyvzmN+y94tNPDdi+PbR7hXWGFbbz2b69N7wcSNHZ4XTCxYuQRU0on8RRAGoppXWUUg+AdwAsUByzAMDrff9+D8DJhBBCKf2JUtrYt38rADMhJC0UZlcXgc43R7w1AAAgAElEQVQnwiKrb+rXA3ZZEJVHpsNDl6mDcYxkIdQBGAsn1q3Lits5EEJwhaIQ2ZttbaB8dsfhJITdu1lhV1oqIlw3n6/JB8jma0KWAH2RdvUslBbvUSGWhT3/fC+TOy2KBPffn7jo9GuvGfHuu2ye9BVXeHDZZdL70+fqkXsBmw7TX4hsk9OJjkH6TSsxGIBHH2UtjKtX6/HJJ7zWCIcjx+kEWlqkgU+no2mRM+3a4YLokObR+kI9yMih0102DaPINACccIIP06ezY+uzz4auMUY/NBpChvT9ye4BbvpfwAdFVXRORIQyJRkNYJ9su6FvX9BjKKU+AF0A8hXHnA/gJ0qpG2lAa6s6X7rHBkA2BnAxHT7BKnpv25aBrq74ncOl+fmQT9+3u1z4geeVcDgJQYviY65drGAzlZuGjByHQ6RiWq8H/vxn9txWrDDgiy/iLyY3bhRwzz3s+Ftd7cdf/6qeaBXeUMhsH/EDMKYeoAC+DqFFlpxTTvHhlFPY6/eXv5jBgyUcjoSy+FhhoQfpUN9WWXzMOtM65NjsEUXsUFTyPizNI9OEqKPTixcb0Nwc2n3MONqIkb8fyew74zOgeiu3emtBKD/FYJ+Ucjls0GMIIZMRsH6fNtgL1dTUhHA6oR8XSzZsyEQORjH72nIUB+3fjxoNJ2yxIBmupRz3CHawKIUdokjw7rstOP74zridxxydDqtklWmfq6vDH81DR4yS7XoORCqcZyTnWFlZGYMz4SSSurroi4+569hxxVSh7UJno4dN9wlVTAPAvHk+HHOMD998I92O77nHjG++6UUIQ44mdHYC11xjhdst3a8yMwN50sHmqNbpVmQclQH791Ku44J/A8/dEcibXmCzqZ80CA8/7MLy5XpQGnj9bdt0WLJEj3POCT3KzeGkM0qLd3GxZ4AjUwtlvnTG4RnoweDpIttdLnhlbsESgwF56bCyMARnneVDWZn/kFvL4yF49VUj7rkntBhl4a2FaP9XO1w/SwsRv34aWD3HDhQUDPJMzlCE8u1rADBGtl0CoHGAYxoIIXoAOQDaAYAQUgLgAwBXUUp3DfZCoUyEa2pqkmLCvH27HrlgV8baZc63bEHAkZWVmkY/tCZZrqWcttltqH+z/tB2KQID7c6dY3CDIhoSS27p7MSq3bsPbS8XRTxfXo6MQYoKJeP1DEYqnGcqnCMnPmhRydtdy042zOXaqtRgOdOhQgjwyCNOnHhi5iExWVurw1NPmXDvvbE3cokicNttVpWd/umnnaisHPhaF9xQwIjp05cCL98Qft40AEyaJOKCC7yMxfy//9uM+fN7MUQdNw5nWFBfz84lR470ILQpfHJjX8uKaevh1iHFtLL42NQ0j0r3IwjATTd5cO+9kqX91VeNuOsuN0IxwgpGASV/K0Ht2bWH9lXWApve7AH+KxZnPHwIxea9DkAlIaSMEGIEcAmAJYpjliBQYAwALgCwglJKCSE2AJ8AuJdS+q1WJ50MtLUJg7bFKjNpayMcLigreo9DwAL09dfxvWmclpODItlKZ48o4sPO+EXGORxOAE3E9C5FZDqBPaaDMX26iGuuYSNNTz1lws6dsS9G9uyzRnz6KXu+113nxgUXDN7FwLbABn2hNEZm2oFTlwG1bjfqPeFHzX7/ezcEQYo27dihw5Il4V1HDiddUUemUz9j0tvqZaKkEICMI4fu3rJZkXaX7vnSci6/3IOsLGmcbG4W8MEHoY+TWcdlwXoea6Od+6IX9gOp/31KJEPeqftyoG8HsBTAdgCLKKVbCSEPEULO7jvsFQD5hJBaAL8B0N8+63YAFQDuJ4Rs6PuvSPN3kQACPabZCQNvixU95ipWTI/qq+i9Y4cOTU3xW5wwEIJLFYXIeM9pDif+7NmjfWRaa5v3/jB6TA/EAw+4UFQkvTePh+CWWyyIZWe+r77S4aGH2DF3xgwf/vIX1wDPkBBMAvKvZkujnPMhAAp80d0d9rlUVoq46CL2zT7zjJFX9uZwoBbTgch0amNfw0alLVMt0GUPbUVR9kYeTmI6Oxu47DL2s3/55dCdUABQ/pcxcMqC+Rl2YOefGrQ4vWFLSMvelNJPKaVVlNLxlNJH+/b9F6V0Sd+/XZTSCymlFZTSoyildX37H6GUZlBKp8v+a47d24kfATE9cGSai+nI0GXqYByrrOidmOi0suf0Wrsd23mhBg4nbjidQGOjdJsihGLs2PDENPXRmOdMRxuZBgCbDXjsMVbE/vijHo8/Hpt7SWMjwfXXWyGK0iJlbq6I1193hJyrXXBNATOLKN8NTN8ALI2wYqSywM6GDXqsWsV93hyOUkyPGpX6Yrp3DVusMHN25pDP8YiiqpL3jGFi8+7n5pvZz379ej22bAndxWQYacCaWxWD/OJu9HwTfooOJ0DiGlqmOENFpnmP6chRWr3L+sT0l1/GV0xXmM04JpMd3F/n0WkOJ27s3cveokpKaEi5YXLce92gXim8qS/SQ2/TbixxiSLaZO2gBABFEYhpADjvPC/OOosV5n//uwlffaWtoHQ6gauusqK1lV2oePllJ8aODT0UbCwxIudM1jJ48cJAEbJIepdWVYmYN499/+G0f+Fw0hV1ZDr1bbnKyHTmnKHF9BanE26ZXWWUwYBRYdSoSAfKy0WccAI7Tr72WnjXQLzWhl3l7L6GuxuYeyUndLiYjpDm5sFzpnlkOnKCtccCApHpeFv+rlFEp99pb+cN7jmcOKFJvnSNovhYhbbFx5oUUemRBgP0EdbLIAR49lknioul90kpwTXXWFXXIlL8fuCmm6xYv55dULjnHjdOPjn86tlFt7GZW0d/B4yoo/g2zBZZ/dx5J/t5ffGFAdu28akKZ/ji9QacJHJS3ebt7/HDsZG1a2fMHjpfer3C4n1ExtDPSUeuvZb9/BctMsJuH+DgIEzLsuLpX7P7XNtdaP6ftDAPxx1+h4qQYH2meWRaG8wTgovphgZB1SYn1pxlsyFXVk620+/HEl6IjMOJC1qIaVeNosd0pcZtsTSweMvJy6N44QUHCJFWDjs6BFx6qRXRDj2UBtpuffQRe46nnebF3XdHFunKODoD1iNZm+VFi4DPI8ibBoCjj/Zj1ixW1L/00vCKPHE4chobCZOOUVQkwmRK7QiifZ0dkA3npkoTDIVDj53rFYrxiGFm8e5n3jwfCgulC9jdTfD++6Hfe6ZZrdgyFfhsLru/6fEmeBpTe6EmEXAxHSHBbN6dfa01TQBGDoOed7HCUs0WkxgPKcKxcmV8r6tZEFSFyF7jVm8OJy6oxbR/gCMHRhWZrtQ2Mr0vih7TA3HCCX7cfz973jt26HDeeRmIMB0ZlAL33WfGSy+xiwnV1X689JIDQoSzAUIIRtw+gtl3yhfA2tpO0AitRLfdxr73hQuNUS8kcDipSn09++McMyb13XG93yjypUOweAPqyPThwzQybTQCV1zB3nveeiv0RccRBgOKDQb8701Aj+zSi70iGh9Udj/mDAUX0xHg9QYiBcrIdL+YHiMIvC1WFJgnmZn2iSPhRnbftV6+PP6LFFcrmtmv7u3FTtfQ1W45HE50aFHJO9aR6To3K/y0ciXddZcb55/PTpZ+/FGP88/PQEtLePcXrxf49a8teOEF9txGjhSxaJEdOTkDPDFEcs7KgaFcmsgZfMCsd7yqfrChcsYZPowaJX3WDgcJa6LI4aQTynzpdBDT3V+wzpXMXwwtptt9Pma81QGYPowqeSu56ipWg6xdqw8rHWiaxYLOXODlG9j9HYs64NjsCP4kTlC4mI6A1lYCM/wwyzwqHgPg6HOblHAhHRWCSYBlEjtAViBQZXDVKn1MW8UEY4LZjNmK1c/XW1vjexIczjBEmdZRWhp9WyytI9O7YySmCQGee86JOXNYy/P69XqcdFImNm0K7fbd3ExwwQUZeP11Vozm54tYvNiOkpLo7aJERzDil2zu9PyPgE8a2iP6ewYDcN116vYvvFwFZziiFtOpbfH2HvTCuUm20EaArJOyhnzeDwqLd7XFggzd8K32X1Ym4uij2fvDwoXhWb0B4OOzgLoy2QMUOPDQAS1OcdjAxXQENDerLd5dOQD6NPSYSP1ynENYDmPFdFWf1bu3l+D77+M/eF6jiE6/3d4ON5/ZcTgxw+9X2xvDjUz7On3wtUiTDWIkTOs9LdijsHmXaVhZ1mIBFi6046ij2AnTvn0CTjopEw8/bELPAN1MfD6CN980YNasTHz1Fevoyc0V8eGHdkyerN0Yln9ZPnx50ueVaQd63miP2Op99dUeGI3Sc3fv1vE2WZxhSbwi044NDuz/037sPH0ndhy3A/vu3ofe1b0R/4YHQhmVts6wwlAwtAj8judLq7jkEvb+s3ChIeRCvdP7rp+oA166kX2se1k3elbxVlmhwlVfBLS2qi3e8uJjJVxMR411GjtIVkL6Ucc7bxoAzrbZkCNbAW33+/FxpMmLHA5nSBoaCLxeyeWTny8iOzu8v6HMlzaVm0D02jqHYhWZ7icrC3j3XTuOO44V1D4fwd//bkZ1dTbuusuMhQsN+PJLHT76SI8HHjDj3HOn4PbbrejoYO9HY8eK+OwzO6ZO1XZCLlgEFN5YyOw7caEfW7ojs3oXFlKccw57n33zTW715gw/lGJ67Fhtf7uUUjT9tQk/n/Azmp9rhv07O5ybnGh9qRU1Z9Sg7tI6+DrDr/Q/EN3LWDGdfWpoA7uyQ8CszNDyrNOZc87xqhYd160LbdFxumwxYu3RwOZp7ONNf23S5ByHA1z1RUAgMj1wW6wx3OYdNcrIdIWsCNmKFfEX0xZBwCXKQmTc6s3hxIyY5EtXaCt0e/x+tMh6TBsIQUkMep7m5ACLF9tx3XXqits9PQT/938m3HyzFeeck4krr8zAM8+Y0NSkfq9HH+3D8uW9mDgxNpGt0TcWwit72aIWYP3rkRezURbYWbLEwAuRcYYd+/axc0otI9PUT1F/ez0O/GVgW2/3f7qx8+SdqvE0otfzUfSsZCOeoYhppyjiB0XxsV9wMQ2bDZg7l13oeOed0KzeI/V6FPUXSybAi4rc6d5Vvej9LrIWh8MNLqYjINAWi73JyyPT3OYdPZYplkO2eQAYCycsCAwYP/2kQ1tb/Bcsrlb0nF7V24tdvBAZhxMTlIVUyss1yJeuim2+9FijEboYLaYaDMCTT7rwxht2pg91KJhMFA895MTHH9tRWBi7fEtDgQE9F7IT3NH/rwced/hV2AHgmGP8GDdOeq9uN8HixTw6zRk+iGKgLagcLcV083PNaH9r6NoG7l1u1C6ojbptkn2dHf4uaTzQ5elgnTG0XXu93Q6PzL881mjEmBgsXKYiSqv3++8b4A6h0yEhhIlOb50C2Gezi7AH/35Qk3NMd7jqi4DmZrXNuz8ybSQEhTwyHTW6TJ0qitTfIotSosoBjAfVFgtmKQqRvcHbZHE4MWH3btaqFknxMdfO2Eamd8cwX3ogzj7bh7Vre/D737tQVDT4NTGbKa67zo3vvuvBr37lQTw6Ns78fQm8ssBIYROw+tXIotOCAFx+OXuN33wz+tZjHE6qcPAggccjzSlzcmjY6S4D4apxqSLSOpsOo/8yGmOfHwvLVNYh6G30ou6iOvi7I1scA4DOD1lrSfbJ2SC6oefMqxUW7zk8Kn2IU07xIS9Puhd0dgr4/PPQBvtpirzztTeyC87dn3fDsYlX9h4KLqYjoKWFIHeAHtNlJlPMIhPDDWXedJXM6p2IFlkAcJUiOv1Wezs8vBAZh6M56h7TyVfJe0+M86UHIicHuO8+N7Zs6cHbb9vx29+6cNppXhx/vA8nn+zFDTe48eiju7BtWw+efNKF0tL4Vf/NHWtB7XmK6/BMG0R3ZOPkpZd6QIh0/j/9pMeWLXzqwhkexKr4GBUp6n9VD+qWflu6XB2qvqhC0W1FyL88H1XLqpB7US7zPOcWJ/besjeiomTUS9GxuIPZl3NWaH35lPnS3OItYTQC55/PBvjeeSe0hd1pitZiyyZ7kXEUGzRqebEluhMcBvA7UgQEE9NtfRqrPE6TqeGAZdrAedMrV+pDrlioJefm5iJbVois1efDp7wQGYejOdGKaeqjcNcpCpClSI/pUDEagXnzfLj/fjcWLXLg3/+2Y/FiB554woXTTutAXl5iWuhM+N0oeGQB5Jwmil0vRlbMZswYihNPZHMCec9pznAhVmK6c0kn7GvY6tglj5fAXCEtOApmAeNeGIeceazg7fq0Cy0vhC+wuld2w9cq/ZZ12TrknD60mPaIItYpKnlzMc1yySWsmP78cz3a24cO7E1XRKY3u1wouJNtc9jxXge8rXHuSZticDEdAS0tAvIGyJku5zkcmmE9jP2RTyBS0YrGRgE7dsT/62sVBFycy67Uvsat3hyOplAafQEyT70H1COJSZJHoLdp62iJdSXvVGVmRQ5Wn8Pa9NueaI64IvAVV7ATuYULDfBEl7rJ4aQEsSg+RilF8zPNzL7s07ORe2Gu6liiIxj38jhYprPBjcYHGmH/wa46fjA6FrFRads5Ngjmoedx6xwOOGXRk2KDIS4pNanEzJl+VFRI9nuvl+D994dOiRltMKBAlv/jEEUcPN7ItJCkboq2N/g8dzC4mI6AlhaiEtPtfYWeeWRaO5QVvcfBAQOkwSIRVb0BtdX7y54eld2Tw+FETmsrQU+PNInMyKAoKgovyqqsPEvGaZ9+k4ic6VSAEIL8342AXbYeauqmqPtrZLnTZ5zhhc0miYj2dgGffZaY8Z/DiSexaIvV+00vHD+xebCjHxoNMkCKoi5Dh7LXyqDLlhbIqJdizzV7Ql4g8/f40fkJmy+dd3HeAEezLO9mW2kdl5k54LkOVwgBLr6YXXRcvHhoMU0IUVm9N3pcKLixgNnX+korqC8xTqdUgIvpMKG03+bNfmn7xfR4LqY1Q5+rh3GMNDnVUYoySCuhieg3DQBTrVYcobDG8EJkHI521NWxt6Zx40SEO3dS9pgWxmp7u3OJIvYrxPQ4Pv4f4uLKQnx8JXvNe/63LaL2OmYzcOGF7D2XW705w4FY2Lybn1VEpedmwzxh8HoSplITxj4/ltnn2edB/W31IeVPt77WCuqUjjOUGJAxO2OQZ0goxfTJWlVgSzMuvJC9H61dq0NTU/hW7w0OB/KvzIdglb573v1edH/erXwqpw8upsOks5OA+ihTzVskbAEyjnYo86YrZXnT336rR6I6U11VwK7avdnWBl8ikrg5nDRk1y721lRREX2PaaFU29vdzy4X5Gc1xmiEhbdFPIRJEFBxezEOytLvBB+w867Iihcpe04vX65HayuPTnHSG3VkOrp5hqvWhe5lrCga8asRIT3XNt+GwlsKmX2h5E+LDlEl4PMvywcRhv79tni92Oh0MvtOzMoK6XyHG6WlFNOnS04BSgmWLBk6Oq2s6L3R4YDeplfZ/tve4kGjgeB3/jAJFpXuygFEXaAtVgm3+WmKMm/68AzpJuB0Eqxdq1M+JS6cZ7MhSzZxbvb58LU/8nYRHA5HQimmx48P/7elikyP0/Z2t0UxwZuisMpxgCtGF2DRrewY7f/GgfZFQ/e1VTJtmohJk6Tvgd8f2kSRw0lVKAXq67WNTHcsZPOWrUdYQ44QA8Coh0bBOpOdlw2VP936f63wtUgiT8gUVKJ8IFb09DDb0y0WFBr4734gzjmH1Scffjj0tVIVIXM6IVKK/CvYlMaupV3wtvBCZMHgYjpMmpsHzpcuNRp5WyyNsR7O/sinGdgV1eXLEzOoZup0uDCPzff50MsHGQ5HC5Riurw8gsh0rSIyzcV03DELAuZdNRrrD2f3197bENGkTNn+JZScQA4nVenoILDbpTmlxUKRnx95ZJpSivZ32YWsgqsKwso/FowCSl8tDZo/7T2o/k17W704+MxBZl/hjYXQ54WWpsct3uGhFNNr1gxt9R5jMCBX1qWmVxRR63bDeoQVpiqZ29anLiLHCcDFdJi0tvLiY/FEKaZzuxywQlrhTFQRMgC4WlGIbK3fj728EBmHEzW7drHRzHBt3r5OH3zN0jhBDARklLYLnVuVYtqsbQ/rdOGCvDz88KcMplWWsV3E+tvqwrZ7n3ceO1FcvVqHxka+gM1JT+rr1ZW8o4nXONY54NkjzV+JkSDn7ND6PMsZKH+69uxaRlBTP8We6/cwY7GQIaDodrb10kD4KMUXCjF9EhfTg1JaSjFtmuTgoZTgo48GX3QkhKii0+vs9kAhycvZeW7bW20RpemkO1xMh0lzs6DqMX2oLRYX05qjt+lByqS7B6HAJCINrlu3hlZgIRZMs1oxXRaNogD+yQuRcThRQam6ANn48eGJaXetor90uQlEr904QSnlkekQIYTg/l+UYtFV7PU3L3Ng48sHwvpb5eUiZs5kcwI/+IBHpznpidbFx5RR6Zy5ORG3CwyWP+362YWdp+xE29ttcGxyYM8Ne9D7VS9zTNEvi6DPD+011/T2ol2WPpej0+GojNAt6cOVSKzeyuu6tq+vd97FeYBsbdu1zQXX1gQVK0piuJgOE94WK/7oprBRqlOK2fYKiarqDQDXKAqRvdXezguRcThR0NTEWhuzsigKC6Nri2Wq0HZsbvL5mEmeVRBQysf/ARltNGLeH8uwfRK73/Wng9i7viusv6WMTnOrd+pCCJlLCPmZEFJLCLknyOMmQsjCvse/I4SU9u0/lRDyAyFkc9//T4r3uccDLcU09VF0vs/OnYL1lQ6HUQ+NQvZpbKTYs8+D+lvr8fNxP6PzA/b1Mn+RiZG/Hxny3/+oix0b5mZnw8BTKYdEKaZXr9bh4MHBr9tshZhe0xtYBDGMNCD7ZPYz7viAW72VcDEdJoOJad4WKzboprJieqaZtf0kUkyfn5uLDFkhsgNeLz7v5u0DOJxICVZ8LOy2WIrItLlKWwv2Fgfbo7XabOb1MobglLwciP8YCafsozC5gV2X70ZvU+jpMeee6wUh0uLKjz/q0dDA772pBiFEB+B5APMAVAO4lBBSrTjsegAdlNIKAE8BeLxvfyuA+ZTSqQCuBvDP+Jx1fNGyknfv2l742iRXhy5bpxLC4SIYBZT9syykv6MfqUfpq6UhO4QopfikkxXj8222iM5zuFFWJuKww8Kzeh+RkSEPQKPW7UZLXx0g27nsde94v4NbvRVwMR0mLS2CSkz327x5W6zYIExlv6aFLT0ImKoDrFihhxh968WIyNLpcEEuu7r7emtrYk6Gw0kD1GI6guJjO2Mbmd6q6Mk3mVu8Q+KKI4qx6X62rU3uQYo1F+2E3x5axfbRoylmz2aPXbYsuggbJyEcBaCWUlpHKfUAeAfAAsUxCwC83vfv9wCcTAghlNKfKKWNffu3AjATQtJuAqZlZLp7KbvInz0vG4IpegkgmAKCuvDWQsYOLMc80YyK9ytgGBG6i+QnhwP7ZUVdrYLA86XDIFyrd6ZOh8MUedP9Vm/bGTYQo7QI4tntgXMjm+Y03OFiOkwCrbHUkWkDIRjD22LFBKFMgJAlfVVJjx8TM6TIUGurgM2bE/dVVlq9l3V3Y5/HM8DRHA5nMJTFxyKq5L2DFbvmCRpHpnm+dMTceNt4rL+UvVcWbPJh3YU7ITpD+6yVVb2XLs0b4EhOEjMawD7ZdkPfvqDHUEp9ALoA5CuOOR/AT5TStKv+qWVbrK7/sJbpnLnhFx4bCMEkoOSxEkxcNRG2820wlhmhL9DDMsWC0f89GhNXTYSlOrwx8t+KqPTJWVmwClyyhEowq3dz8+CugKOVedN9Vm9djg7Zpyis3u9zq7ecxPljU5SBxDRvixU7iI4g4/AM9Hwp9RucX9GJHRulH/6KFQZMm5aYe+l0iwVTLRZs7ptgiwDebGvDvcXFCTkfDieVUUamw63kLbpFuOsUNu8JZqAp6lM7xA92tqcqj0yHjo4QXPT0BHxUswWT10sOI9NqF2ou24WKN8qhyxogxNXHggVe/P73Zvj9gXvurl1WbNvWg+rqBFmUOJEQbMKk9I4OegwhZDIC1u/TBnuhmpqasE8u0VAK7No1XbFvF2pqJJEU6vsS60W4a2Rjog5oKW1Ba43GLjoDgHsAI6TFsi50oWtPeHUR/JTiXy0tzL4jXa6U/BwHIh7vpaqqGjt3BqLNokjwyisduOCClgGPL/X5mO0v29pQ0zev9c7xAp9Kj7W82wL7FfYB26ql02cFAJWVlYM+zsV0mASzebfnAbO5xTumWI+wMmL6yIwuyBexV6zQ4667EiOmCSG4Jj8fv21oOLTvzbY2/H7kSL7AwuGESdSVvGvcgMwFbCgxBMSZRmL6gNeL3TLniR5QtRXhDE6OSY9Jb5SjZsEuVMrmXI6Vvag5swbjF42HYeTAtsSCAooTTvBh+XLpmPffN6C6Ou2Ck+lMA4Axsu0SAI0DHNNACNEDyAHQDgCEkBIAHwC4ilK6a7AXGmoinIy0txPY7dIU3WKhOPro0kP1I2pqakJ+X83LmuGA5ObL/EUmKmck7zV5c/t2tMhycjMEAddPmIAM3eCLbKlCOJ9dNFx8sYCHH5a2v/9+FO69d+C88xyvF3/YsuXQ9g5RxIjycmTrdPAX+7H50c2gzsDnQg9QlDhLYJ2mvvfF6/0lE9wzEQYOB+DpFZEpm6n5dEBPFq/kHWsyjmLtJyPbepjttWt16GU7MMSVC/LyIDeS7vd6Vf0RORzO4Ihi9GLauYO1YFsmaRs1XqMYaGZmZHD7YQQcPiobu14rxO5Sdr9zkxM7TtiB3m8HH9CVVb2XLOFVvVOMdQAqCSFlhBAjgEsALFEcswSBAmMAcAGAFZRSSgixAfgEwL2U0m/jdsZxZPdudkwpLY28x7TK4n26dhbvWPCJIkJ6ts2WNkI6npx9NjtGrlqlh8I9z1BkMKBKpmX8kO53ukwdsk9krd5dn4TnOEhn+AwgDBhlA6YAACAASURBVIJZvDtyASrwSt6xJuMIVkz7a5yYVCp9Fl4vwbffJs5okaPT4TQ9+/qv8Z7THE5YNDQQuN3SjDEvT0RubphtsZT50hO1zZderRDTc3jf04i5dcJI/PlpAT9Xsft9TT7UnF2Dpr81gfqCf/5nnumFXi89tnOnDjt28ClNqtCXA307gKUAtgNYRCndSgh5iBBydt9hrwDIJ4TUAvgNgP72WbcDqABwPyFkQ99/RXF+CzFlzx72uzxuXGQpDP5eP+xr2LSUnHnJK6Z7/H6sVIjpS/J4TYRIqKwUUVUlC/75CJYtG3zR8bgstkDkVz1S4CrnDPZ70/UpF9P98DtPGLS2Brd4AzwyHWv0eXq2Iq8InFfNLrEtX57YrIVzDewgtbSrC428EBmHEzLRRqUBwLU9zmI6M1PTvz+csOn1uGbiCPz6aWDtLMWDfuDAowewc95OuHa51M+1Accfz066h2r/wkkuKKWfUkqrKKXjKaWP9u37L0rpkr5/uyilF1JKKyilR1FK6/r2P0IpzaCUTpf915zI96I1ysh0WVlkYrp3TS+oV1aboNwEU3nyzlcXtbdD/msvMRhwLB9jI+bMM9no9CefDD5PVorpr2X3u+y52YxqdG5xwr2Xp9YAXEyHRXOzusd0f1ssLqZjjzI6PcvKroolst80AEwWBFSbpYm7COCt9vbEnRCHk2LU1sagkvck7cR0u8+HbbK2WATALD7Ri4qbCgthyBDwx0eBNy9XP+5Y58DPx/6MlpdbVL1N58/nVm9OeqKMTJeWRiimv2IX/7JOyBrgyMRDKcWLisJjl+TlQeC1ZyLmzDPZBccvvjDAPYj+PSYzk6n6t8XpRGtfizJDgQEZs9h5eNdnPDoNcDEdFi0tajHd3xarhLfFijkZc9gfcVFTN2Pzq6nRob4+cYMuIUTVJuuNtjb4eXN7Dickoq7k7RLh3q2o5F2lnZhW5ktPsViQw3P5oiJTp8P5ubkQdcArNwB/+G/AnsuO46JDRMPvGrDrgl3wNEr34DPP9IEQaXzdvFmHPXv4xJuT+ijFdKSRaXnhVgDIPD55F/++7OnBTpnS0wO4TjGn4oTHzJl+jBwpfXd6ewm+/nrgwFOeXo+piu4U38jueyqrN8+bBsDFdFg0Nwe3eY8zGqHnK2cxJ/MX7E3A/aMdsw5nIxOJjk5flJsLs+y7sM/jwQpeiIzDCYlobd6una6AJaQP4xgjdJnaid0VPezElFu8teGKfKl18PezgKtfoTDPU0fQepb3YMecHehYHOhxWlhIMXu2nzmGW7056YAWkWlvqxfOLbKCjATIOjZ5I9P/o4hKL7DZMIoHqqJCEIAzzgjP6n28wur9pey+ZzuTrQZuX2uHv4cdg4cjXEyHwcGDBLlgv5Ttebz4WLwwlZugHyENAqJDxIJJ7KrYihWJnUjZ9Hqcm5vL7HuDFyLjcEKitpa9JZWXh3eTjqXFW6QUHytKoZ6YlbwT01TicKsVk2QpMm25wMqnszD2+bEQstjvhL/Tjz3X78Hu63bD1+lTVazlVm9OquN2A/v3S4vyhFCMHRu+mO79mnXSWA6zQJ+XnB1xNzgcWKoIPNxclFY15RLGGWewVu9PPzVAHOTrpBTTX3R3H0qxMZWbmPpF1EvRuyqBrXSSBC6mw6CpSR2Z7sgFyriYjguEEFV0+ggjO7n98ks9FIUg487VsigLAHzW1YVmr3eAozkcDgD4fMDevVFGpmNYyXud3Y6DssElUxBwAhfTmkAIwWWKir3/6e5G/uX5mPjNRNW4DwCd73di52k7MW8mO5Fbt06PxkbuFOOkLvX1AiiVvsOjRlGYIxjKer5inTTJnC/9lwMHmO0jrFYcaVX3MOaEz7HH+pCVJaXDNDcLWL9+YMfWLzIzGYdlg9eLHbJaIdknsS2yupdz9yUX02Fw8GDwnGkemY4fmXPYSVX2nh7k5UkT7q4ugh9/TGwO46yMDEyQ3fl8AN7mhcg4nEGprxfg80k38BEjRISrVZ3b2B7TWorpj7pYF8zp2dkw8/7SmnGWjbUPru7tRZffD9M4Eyo+qsCoh0eBGFmR7N7pRvdVP+PU8Wwh548/5tFpTuqiVVusnq8VYvr45BTT39vt+FwRlb6vuBiEp09qgskEnHqq0uo98BhpEQRVVe9lss8n6xT2se4vulXFIYcbfCYQBsEi0+15vJJ3PFGKafvaXpx4PDtILFuWWBsTIQRXKqLTb7S1DfvBhsMZDGXxsUgqeTP5gQAsky0DHBkelFJ8pLB4z1eIP050lJlMqJLdS33AoXoTRCAYcccITPhyAixT2c/U1+TDbxp/xhg4Du3jedOcVEaLtlieRg88u6X5KjEQZB6dfDUe/JTiDw0NzL5pgsBTaDRGWdX744/1GGxKemo2G32WL3Zk/iITxCQtdHj2euCuG94tsriYDhFKgYNNQC4X0wnFPNEMXZ4UeRa7RZwxkV3R/OKLxOcEXZqXB4NsVXWX281URORwOCzKfOlwLd6+Th+8DbKFNR1gnqBNZPoHhwN7ZT3jTYTgFMVkgxM9c3PYSrH/UbgBLNUWVH1RBdu57EKG2enH37ARRX0dar/9VofWVh7V4qQmWhQf613NzjesM60QrMk35X+ltRU/ORz/n73zDo+qSv/490wvmfRCSCUkdETpoIBIUUCxgXVRf7q61nUba1l1XRVddVfXtoriWsAVWUVFBQGpghRBKVKSkJAe0ieTmcnUe35/JHDvuTOTzEDKJDmf5/Exc8t4Y+499y3f932ZbXdrNDwr3cHMnOmGWi16zwUFSuTlBb4f5M70bqsVFm9LDxOlUYmISWxgpuk7VgXR1wi/JytMaWwElC4BOkmrWIcWcBmANN5tsMsgCuLzEF+gYA2un39WoaamexfiOJUKl8sMw+W8ERmHExB5J+/s7BCbjx2R1UsP0kGh65hX3NuyLrMzIiMRwUdidTiXytbMjRaLz2hBhVaBzHczkXBXArM9CU48i8PQwQtBIFi7tvuDqhzO2dARmWnbDzbms1zVFwo1bjdKXC40eDwdqrArcjrxdEUFs+3K6GiMVfFnt6OJigKmTmWz021JvTP9KIW2SKXeM2RS7819u26aO9NBEqj5WJZOy8didTE+L4WDTRg1ijW8N23q/sVY3ojsS7MZDd3dHY3DCVPOVebtI/Ee0TES7yq3G5/LJN7/J3u2OR3DBKMR0ZIgRb3Xi/2yrBXQElRNeT4Fcbewf4eBsOH3yANA2zQUOZxwRu5Md0Rm2jjZGNL5dkHAv6qqMPnYMeT88gvOO3IEAw4fxqijR/HnsjIcbW5u/0vaoFkQsOjkSTRJ2kqbFAr8PTX1nL6XExi51Lu9gONsWXDza4lSKHIGm7m2fm+F4Di72v7eAHemg+TUKf/Nx3LOpsUi55yQd3a1/mDFrJns3yYcpN5TTSZkSFQLTkqxqqGhG6+IwwlfTpxgM72hyrybj3SOM/1+bS3ckmzMQK0WM7jEu1NQEYIZslrJHU3+5YOEEKS9nIaoK1iDbzaqMB8V2LpVBV5Zw+lpeL3nrtJx17rZyQYKIGJ88JnpIqcTs3Jz8WRFBY46WMVPicuFt2tqMPn4cSwqLMRBP8Gu9vBQivuKi3FY5pA/0b8/ktU8CNZZzJnD9hfat0+FysrAycB5Mmd6fWMjnK3BD91QHdT9xb+VYBdg3d13F1zuTAdJoMx0Dq+X7nL0I/XM7FFvvRezctiHeNMmFbzdPEde4acR2Qe1tbwRWS+GEHIZISSXEHKCEPKwn/1aQsgnrfv3EEIyW7fPIoTsJ4Qcbv33JV197d2J3Q6UlrJzVc85M90BzcfMHg/erq1ltt0ZHw8FVyN1GlNkzvT3bXjEREmQ8WYGFANYU+YeFCDO6QgLhRKHEwqlpQQul7i+xMUJCLXXoW0XK/HWj9RDGRVcWcrx5mZckpuLIzIn2h9fNTZiWm4uri8owJ4gI1dOQcCvi4qwWt7QMSoKv46PD+o7OGdHcjLFmDFsdnrdusDBi/FGIxIlknuLIGB7a3CTEOKTnW7a1HfrprkzHSRVVQTxYLvV1cXxzHR3QJS+ddMZdWZER4vGd0ODAvv3d39N481xcZBexVGHw69skdPzIYQoAbwBYA6AYQBuJIQMkx12B4AGSmk2gJcBPN+6vRbAFZTSkQBuBbC8a646PMjPZ+eqZmQI0IfgC1MvRfOxjs9ML6msRJ1stvRNXOLdqVwUwa7te2w2uITAgRVlhBK6F3RQRIjmjA4C/oRcfPM1d6Y5PYuCAtZuyc4+d4l3sPXSdkHAbUVFqJdlIgiAJJUKmgBBxPUWCy7Nz8e8/Hx856fPwWn222yYnpuLL2SO9CCtFm9kZPCmY12AXOr9zTeB10glIT7ZaemISJ+66T48b5o700Fy6pQCcbLMdE0Cd6a7C9NU9iG2fd+ESy5hF4nuHpEFAMlqtU/dyYe8EVlvZTyAE5TSQkqpC8BKAFfKjrkSwAetP38KYAYhhFBKf6aUnu7EcgSAjhDSZ2QveXmsATl4cGgGpLPQCdosGnCqeBVUSb7Pv8XrxYq6OvymqAj3FBfjrepqFDr9j/T4yWbDu7Ks9AOJiYjkjcc6lYFaLSP1tAsCfmonAKnIVCD172yt5QUwA1/Vwu0OcBKHE4bIe0eEWu4CANZdMmd6UnDO9ENlZTguy0hfERWFoyNGIHfkSJwcORLvZWZiVIBI506rFQsKCjDsl19wT3ExXquqwrs1NXimogKz8/IwIy/PRzaeptFg1cCBfF3tIubNYxfE7dtVkA1NYJCPgFzb2AhPa7DEdLGJ8SIdRx1wlbN+Ul+BO9NBUlVFkCDLTNfGc5l3dxExTVY3vdOKmdPZRSIc6qYB4BZZJuuzhgY0dbcGndMZpAAolXwua93m9xhKqQdAIwB5qvNaAD9TSvvM4MbcXPZVNGjQuUm8dcN1PlmOLR4PRhw5gvtLSvBJQwM+rq/Hw+XlGHP0KG45eRI/2URp5PHmZlxfWAjpVQzQaPBgUlJI18UJHUKIT3a6Lan3aWJvjkXEJWyQ9VeOk9i5tkMvj8PpVOQjAkPNTHutXjQfZtdD46T2m4/9YLX6TBy5PiYGHw4YcCa4ZVQqcXVMDLYOHoxVWVkYZzD4/a4qjwcf19fj8YoK/LGsDP+oqsJem83nuCytFmtzcpDJ7eguY9AgganBd7sJNm4MLPW+KCICUZJAR63Hg22tUm9VtArGcey91bS5b0q9w8Pb6AGcOqXAVJkz7U5SIIa38O8W9MP1UMWr4KltyUYLTQKmJDYCEB/s0yOyEhK6t0Z5VmQkktVqVLamSGyCgNUNDbiV1wf1Nvxp1OQ3X5vHEEKGo0X6Pbut/1B+fn7IF9eZ33Ou/PRTFgBR5RMdXYH8/OAVHM7t7NrsTHEyv9tejwePOhzw10ufAlhjNmON2YwRCgVMhOBHr9fn2N8pFCgtKAj6msKBcPn7hsogWTp5Q3U1rgrQiOw0J06cgPB7Ac7tCmg9LQ6ICR4ceqoI+cN6X3q6I/62OTk5HXAlnI7ENzMdWuDd/pMdkJyiHaiFOqHtpl6UUp8RVTlaLf6ZluZXek0IweyoKMyKjMR2qxUvV1VhazvPp5zrY2LwfGoqorkN3aUQ0iL1fuUV0UFeu1aFBQv8r5EahQJXREVhRX39mW2r6uvPNOE0XWKCbY8YKLFstgATO+niwxh+FweJv5ppUzKPpnUXREEQMTUC5tVi7Y36UMuIrIMHxUVi/XoVfvWr7jWkVITg5thY/KOq6sy2D+vquDPd+ygDkCb5nAqgIsAxZYQQFYAoAPUAQAhJBfA5gFsopW16bR1hBOfn54eNMV1ezmYip05NQE5ObNDnF5QVwA3xOU+ekoy4nJaEf57DgUdyc/060nJ+CVCbe3dCAm7tYSNbwunvGyrXOp1YcvTomc+/CAIyBg6ERuFfTHfmd80Btl1XA+1/y87sG17QgBT3EBiGdUx393CgJ/9tOW0jn2oQamZa6tgAgHF8+1nprU1N2CXLHL+ano6IdqTXhBBMM5kwzWTCTzYb3qqpwbrGRmbclZxpERH4bVISn4jQjcyb58Yrr4j+y8aNajidzQgkEFgYG8s40183NsLm9cKoVCLykkiceu7UmX3W7VZoH+57vhGXeQcBpUDVKYJ4Wc10Qhqvl+5OTNNYSV/TtiZceinrOK9dGx5jFn4lk3rvt9txmDci6238CCCHEDKAEKIBcAOANbJj1qClwRgALACwmVJKCSHRAL4B8AildGeXXXEY4Hb7ZmMGDQo+G0Mphf0A+ywZRonyw0fKymCRGXfXxcTgkX79MDKILme3x8fjuRS5Wp/TmQzQaJi66WZKcSjIubZjn41DJRHfzUoAx/9Q2dGXyOF0OE4nUFLCZoIHDAjNmbbukc2Xnti+M/3cqVPM55kmEyZFBD9KCwBGG414OzMT+SNH4svsbDyTkoI74+Nxe3w87ktIwL/T0/HzsGH4MieHO9LdzNixXiQlifdVUxPB9u2Bc6sXRUSgv2Q9tgkC1rUWWhsuMEARKb6/PXUeCCf63rxp7kwHgcUCwOaFVlJB16wDMuK5M92dyJ1p214b5lzCqge2bFEhHHzWTK0W02UjX/4ja27E6dm01kDfD2A9gGMAVlFKjxBCniKEzG897F0AcYSQEwD+AOD0+Kz7AWQDeJwQcqD1n8Qu/hW6hZMnFfB4RAOyXz8Bsp59beKucMNTI+adiZ5AN6hlbd5ttWKTTH74VP/+eDszEw8lJ2P74MH4bOBAnxpdAEhUqfB0//74R2oq7zLbxRBCMMnIOgG7ghy9Y4xWYN+YDPb7djfCtt+3ZpPDCSdOnmSnGqSmCghQluwXKlDY97IGj3FC2870Ibvdp5750eTk4P+jMnQKBaaZTLg/MREvpqXhpbQ0LElNxU1xcRjAa6PDAoUCmDuXTTy119X72pgYZtuqhgYAAFERmC5kbVvv3r7XE4g700FQUaHwkXjXxgM5ocxu4XQ42kwtNBmaM5+piyLLZkFqqiTo0UywbVt4VDPcJstOf9LQALMnGPEpp6dAKV1LKR1EKR1IKV3Suu0JSuma1p8dlNKFlNJsSul4Smlh6/ZnKKVGSun5kn+qu/N36SrOtfmY/WdZVvo8A4iqxSBdUslmJCdHROCBRDFGQQjBjMhIfJ2Tgx+HDsUHAwbgxdRUfJKVhV+GD8cDSUl8pnQ3MVEW4Njtp4FRIAb/OhK/gM1+nXr+VICjOZzwQN58LNRO3o5jDngtoiOjjFaeCSwGQj5dZLrJhNHG9rPZnJ6NfETW2rVqtNUX9zqZM73JYkFta28L08UyZ/pH7kxz/FBRoUCCTOLNO3mHB/LstHV7E+bMCU+p99zoaEYqYxcE/FdSh8Lh9EV8x2KF2HAngMR7l9Xq0wX6L8nJAbPMOTodroyOxp0JCbg0KipgfS6na5goM+h322ygAebXyrn0Mg+WK9jstGWDhWenOWFNYaG8k3doa6Ftr6xeeoIRRBE4GGgXhDMZxtPIg/6c3smUKR6YTOJ6Wl2twL59gWvkR+j1GCoZBewFsLp1Xrh8uo73Jy8EV9+SenNrIQjKy32bjzXEAxncme52/NVNz53LRty+/VbVZsStq1ATgttlTceW1dZCCNJA5HB6I+ecmZY50/oLWhRD8jEv45VKXBhiHSCn+xiu18MkCWjUeTw4EWAmuJzoaMAwxYTD8uz0Czw7zQlf5M3HQs1MW3fL6qXbkXh/0dAAi8Q4ilepMCeUGhtOj0WrBWbPZhNPX38dOPFECPHJTv+vNRmkG6yDqp9EAeoA7PvCoL6yC+HOdBBUVvrKvL1JSqi4/K/biZjKGsfNB5sxYZgDkZGig1pT03bErSu5NS4OGsl9U+h0YpPF0o1XxOF0L8ePs89mqM3Hmg+wjakM5xtg9XrxpdnMbP+VOjwUKpzgUBKC8WdZNw0A8y734n1kMtss6y1oPhZcIzMOp6vJzz83mXeonbzlWembYmO5IqcPIZd6f/21Cm3ldhbEshM2frTbUeh0ghAC01RZYmtr35o3zZ+aIPBXM63trwlwNKcrUSeooRsmqQmigGu3FTNnhqfUO0GtxlXR0cy2d3gjMk4fxev1zUwPGxa8Aekud5+ZNQ8ACoMCukE6fGU2wybp4J2sVmN8O2NeOOGHvG5aPr6nLebOdeMnxOAoWCOv+o0+0YqA08OgFDh+nF0LQyl5cVe54SqSlCOqAOPowM50vceD72XNGW/mEu8+xcyZbmg0ovd88qTS5x6UkqbRYLJsTV7Zmp2W1003befONEdGRQVBnKxmOiqFS7zDBX8PsVzqvW5deDQhA4C7EhKYzxstFhQGKV/kcHoThYUKOJ2iUiMhQUBCQvBlD/LmY/rz9CBKgo9lvQiuj4mBkiuJehw+ddMhZKZTUihGj/biE6Qz2xtWNcB9yh3gLA6ne6ipIWhoEE1yvZ4iPT34tdC2mw00GUYZoDAENvHXNjZC6qoP0ekwWMcn1PQlIiOBadPk2em2E0/Xy6TeH9fXQ6DUd7rOPhu8TWFQX9lFBOVME0IuI4TkEkJOEEIe9rNfSwj5pHX/HkJIZuv2OELIFkKIlRDyesdeetdRXq5Aoiwz3S+Nd/IOF/zVTc+c6YZKJb6I8vKUyMsLj9jRWKMRoyXzLiiAd2tquu+COJxu4ujRs89KA4D9oKz52PkGVLhcPo3HbuQZlx7JGKMR0jDoSZcLp9zBO8Lz5nmwA/Eoh+gkUBdFzVK+3nLCC3lGcNAgAaEorq17Q6uX/kpWBjNfppjj9A3mzQt+RBYAXBUTA50kMF3qcmGH1QpNigbaHEmS0QNYfwg++NnTafdRJYQoAbwBYA6AYQBuJIQMkx12B4AGSmk2gJcBPN+63QHgcQB/6rAr7gYqKggS4WC2ZWbx0QHhQsTkCEgtLucJJwxWFy66iI24rV4dHlJvALhT1ohsRX09bOHQJY3D6UKOHGGl10OHhti99kdZNuZ8A9Y1NkKaz7nAYOAZlx6KQaHA+bJBu3tCyE5ffrkbAgg+RRqzvfaDWgiOvtVtlhPe5Oae21QDeb10xITAzRYtXi+2yCTe3Jnum8yZ4wEh4hvzwAEVSksDq7iilEpcIbtXTk+l8Uls9aG66WDiXuMBnKCUFlJKXQBWArhSdsyVAD5o/flTADMIIYRSaqOU7gBknmgPwm4HHGaKKIiOmUcJDEzjznS4oDQpYRzD/j2atjbhmmvYiNunn6rbbK7QlVwdE4M4lRgBaPR6+ZgsTp/j6FHWgBw2LITmY14K+342M20cb8TaxkZm2xW8O22P5lzqpgcNEpCd7cU69INFEnH11nth/tLcxpkcTtci7x0xZEjwwR6hWUDzQbaxXluZ6e8sFrgkxlCWVovhPODYJ0lKohg/nn3vttdj6GZZI7I1ZjOavF6/KtG+QjDOdAqAUsnnstZtfo+hlHoANALoFbq6ykoFEmSxAHMigVoVHpJhTgvyh9iy2YL5891Qq8UXxokTShw8GB5/N51C4TPP8dXqarjDxdvncLqAY8fY53H48OANSMcxBwSreLwqTgVHuhLbZZnLeTzj0qM5l7ppQlqk3k4osR79mH217/HGj5zwQT7VIJTMtP0nO6hbtB00GRqo+wV2iDbIJohcHhUFwntK9Fl8pd5tO9NTTCakSqZj2AUBX5jNiJgSwXiVjqMOuKv7Rn+KYLoy+XvC5BZ/MMe0S35+foce1xHs22dCEtiGUfZE2u41dOU1ngu95Tq9sheP+Tsz3KfyMHFiDr7/XjSmly2z4cEHyzrlGoHQ/n/OFAS8BpxpbVfqcuHfx45hbheM8OkJf/ezucacnJxOuBJOZ2C3tzQgOw0hFEOGBG9A2vbKJN7jDNjU1MQEpAZqtRik5c0iezJyZ/pQc3NLFiTI7uyXX+7GK69o8RX6YyHEtd+224bmI83QD+f9TzjdjzwzPXRo8IFF657g66UFSrFZ5kzPjowMcDSnLzBvngdPPCF+3rlTifp6gthY/26ckhDcEBuLf1RVndn237o6LBoUB8P5Bth/EhVjTdubELsg1t/X9CqCcabLAKbgKBVARYBjygghKgBRAELWrAZjCOfn53epwbx/vxqJYGWD6nRdm9fQ1dd4tvSm66RZFIf/eBhec6sxbgFSmlJw660afP+9eNyWLYl49VV9SI09OvI6peQAuLmkBO/V1Z3ZtpIQPJCdDUUnRol7wt+9J1wj59zIzVWCUvE+z8wUYAyhekbuTBsn+Eq85/KMS48nXq1GjlaL/NaJBwKA/TYbLg7SARgzxoukJAGlVQb8hGiMhijvrv1PLdL+mdbG2RxO51NXR1BTIxolWi1FRkbwzrS8k3fExMD10oeam1HtEcsWTQoFJkQEPp7T+xk4UMDQoV4cO9YSoPR6CdavV+HGGwNnlW+Ki2Oc6V02GwqdTpimmVhnemvfcKaDcSl+BJBDCBlACNEAuAHAGtkxawDc2vrzAgCbKe0detWyMoVP8zFjGs90hBtESWC6RCb1/s6COXPcMBjEW7G8XIFdu8Jn3uxvk5KYh/CYw4H1sqgxh9MbOXLk7DMxgK8zrRtnxEbZszOP10v3Cs6lblqhaJk5DQBfoj+zr/6T+j41voUTnsg7eefkCAhSeAEqUB9n2jip7XppKdNMJqh5wLHPI5d6tzciK0urxSRZ9Pu/dXW+o2q3NqGXuINt0q4z3VoDfT+A9QCOAVhFKT1CCHmKEDK/9bB3AcQRQk4A+AOAM+OzCCFFAF4CcBshpMxPJ/CwprTUdyxWQgaXhYUjkTPYTIVlkwVGo2hIneazz8Knq/cArRZXy2o6X66q6hOLD6dvcy7Nx9y1bjgLJeuyEjg+iKJR0hE/VqnEuFBS3ZywRW60hVI3DQCXX96SiduJeNRBc2a7YBXQ8GnDuV8gh3MOyDt5h1Lu4jjqgNciHq+MVkI3Pzm/cQAAIABJREFUOHAzsU0yZ3oml3hz0FIOI2XzZhXs9gAHtyIfObmyvh66cQZIlli4y9xwnXShtxOU2JVSupZSOohSOpBSuqR12xOU0jWtPzsopQsppdmU0vGU0kLJuZmU0lhKaQSlNJVSerRzfpXO4UQxkCTLTPfLNAQ4mtOdyJ1p+347PHUeXHstu0h88YUaIYwq7XR+l5TEfN5rs+GHEDIvHE5P5JdfWAMylOZj9r3sW14/Uo+NHtbBmhEZCSXPuPQKJsky0/vs9pCaNU6Z4kFkJIUXCnyDZGZf7bu1PHjJ6VbkmenBg0Ool94tq5eeaARR+F/3Gr1e7JXZFjO4M80BMGqUgNRU8b5rbibYvLntSuCro6NhkNRMlrnd2OmxQTmKfbf3ha7e4dHaOIwpLCZIkGWm9amaAEdzuhN1PzX0IySqAQpYtlgwY4YH0dHiIlFfr8C33wbTLqBrGGkwYJbshfYvSS0Kh9PboBQ4eJB94Y4aFULzMdl8aaMfiTfPuPQeMjUaJElGCdoEAb80N7dxBotGA8ya1RJB/RrJkN5pzb80w/5jOykYDqcTOV2reppQOnn71EtPClz/vMtqZe79wTod0jTcnuW0TD6QqzjXrGlbxWlSKn1GT/63vh7KcTJnug/Mm+bOdBsIAlBTpvDJTGu4Mx22RM5iDeim75qg0QBXX80uEu+9F15/w9/LstMbLRYcaE9jw+H0UIqLCRobxeyJyUSRmRl8NqZpB/ty9ozV4ZDEuSIAZphM4PQOCCG+ddNnKfWugQ67ZZM7a96tObcL5HDOEkqBw4dZU3zEiODWQkoprLt8M9OB2N7ErptTeeMxjoT581k7ee1aNdqLWd4kk3qvMZvhGs/ez03bm0CF3q3+4c50G1RXE0S4vdBIpnx5IgiUUeHTwIrDYprhO2+aChS33cbWbGzerGbG8nQ3k4xGTJDVBT5bWdlNV8PhdC7yrPTIkd6gO+x7m7xMt1AA2Hse+6K+wGBAfBeMmON0HT7zpkMshZkxww2NpuU+kTciM68xw2P2+DuNw+lUysoIzGZx8YuICD6w6C51w10uOkBER2A4P3AZ4veyANRFPODIkTBpUsvkg9NYrQQbN7at4pwSEcGoGxyUYuNAgfGTvA1eNB8KXknUEwkfbyIMKSlRoJ8sK61I4QZaOGMcb4TCJN7WnmoPmg81Y9QoAWPGsMbS+++HT3aaEILF/fox2zZYLNgTYvaFw+kJHD589hJv624rpFpFbY4W63SsY8Ul3r0Ped30bqs1pFrnyEhg2rSWd8A+xOIUxKkctJmi4TPeiIzT9cjXwhEjgg8s+tRLjzZCofV/coPH41MaMYVnpjkSlErgyit9ewy1hYIQ3BjLjr5aJ3gQMYW9t5q2926pN3em26CwGEgGu/hEDOBjscIZhUYB0zQ22tr4Tcvs2dtvZ7PTK1ao4WTL4buVGSaTT/blGZ6d5vRC5Jnp884LwZneITMgL4rAZlm99GzuTPc6Ruj1MEq8jGqPBydCXMBPd6ylIFgna0RWt7zu3C+SwwkRuTM9cmQIa6Fc4j05sMR7h9UKaehphF6PWFX49I7hhAfXXMM6099+q0Z7IqAbZM70z4IAz4Xs1KPeXjfNnek22F8oIFk+Y3pA4JEDnPAgag7bEMG81gygpW46Kkp8ndTXK9ptsNCVEELwWDJr4H1vtfrMheRwejrn0nzM+j1rQJaPVcEiiNK0eJUKow184kJvQ0WITylMqGvjnDkeKBQt74Bv0Q9SMW3zgWbYD/E+FZyuRT7VIBRn2qf52MTAmWZ5vTTPSnP8MX68F/37iyuj3d6+1DtLq8UY2Tt3y/lsqYJ1lxWCM/i+KD0N7ky3wbFi+DjTmozwkQZz/BN1WRRzZzuOOOAscsJgAG68kc1O/+c/4fX3vMhkwsWyOqa/lJeHNAaGwwlnTp0iqK4WH1CdjmLQoOBest5GL+wHWIdn0wjW+JwVGQkFH4nVK7lEpjgI1ZlOTKS48MKW+6UaOuxDDLOfZ6e7FkLIZYSQXELICULIw372awkhn7Tu30MIyWzdHkcI2UIIsRJCXu/q6+5I5M3HRo4MsvlYI4XjmMQ+JS1TDQKxQ1YyNoXXS3P8oFAAV13FZqdXr27fTl4Yw66lH0Y1Qt1fTFbRZgrb3t478pU7021QXELQXybz1mZymXe4o4pTwTiBfak0rvMv9d61S4WDB8PrMXiyf39IXYFchwP/qa3ttuvhcDoSeVZ6xAgvglUbWndZIU0n6obo8JWazbhcxiXevRa5fH+H1Qq7EFq2QypjlM+cbljVAKG592ZPwglCiBLAGwDmABgG4EZCyDDZYXcAaKCUZgN4GcDzrdsdAB4H8KcuutxOobERKCoS10OlkmLIkOAy096D7HH6EfqAzXFr3G4cc4iOtwLAZGNgx5vTt5FLvTdsUKGpHZX2NTExkN59R5xOeC+SSb178bzp8PIiwozaMpVvZjozvDKZHP9EzWWl3o1rW5zpQYMEXHQR24jspZfCS7p/vsGAm2U1KM9VVqLew7vNcno+Bw6cfb20/GUsTNYjT1I3qwJwMXemey05Wi3SJZ1jnZRiR3tWnowrrnBDqWxR+vyAeJghZk+8jV6YvzZ3zMVy2mM8gBOU0kJKqQvASgBXyo65EsAHrT9/CmAGIYRQSm2U0h2AzEDrYRw5wq6FgwYJ0OsDHCxD7ky3NRJLnpUeZTAgmtdLcwIwZowXaWliUNHhIFi/vu2SyES12kdVuW80e0xvdqb50xQAj5fCVa5Comyt1qbzzHRPIHpeNCoerzjz2fqDFZ4GD1QxKjzwgBM7doi3/po1KuTlKYKWmnYFj/fvjy/MZlhbsy5mrxd/P3UKL6SmdvOVcTjnxv79rAF5/vnBO9OW71hZ7y8XsHLuSRERiFLy0YW9FUIIZkVG4l2JUmejxYK7QviO+HiKqVM92LJFDQ8U2IAkXIeyM/vrltchdmFsG9/A6SBSAJRKPpcBmBDoGEqphxDSCCAOQEhSrfz8/HO4zM5j8+ZEAGLtckaGGfn5J4M613uAXTebMpsC/p5fOVg7doTbHbb/T04T7td3roT773fxxalYvlycMLN8uROjRhW0ec4UtxubJJ+XZVvwb8ln+0925P2UB2LqeWVYOTk5be7nznQAdhW5keT2MLIFVT8VFAaezO8JaLO00A3ViTVFXsCywYLY62Mxe7YHI0Z4zzT+oJTg5Ze1ePPN8JmDl6RW449JSfibpJv3uzU1uD0uDkOCDV1zOGEGpcCPP7LO7rhxwTnTzpNOOPMl3ZtVwOqRLkhb1F4aFeV7IqdXMVPmTH9rseDOEGeKX321G1u2tJyzFsmMM23dboXzpBNaPrmjs/FnUcubgwRzTLu0Zwh3F5WV7Lv8wgsNQV2r0Czg4NGDzLbsq7Oh6e9fOXno6FFAomybn5aGnDBeK/Pz88P2b9YR9ITf7447FFi+XPy8a1c0kpJy0Jbw6w6vF88fPozm1h4/x+IAYZAGirzW8kovkFiaiOgrozvxyrsH7hkGYNMxj89YLF4v3bMIJPUmBPjjH9mRKqtWqVFcHF7RsnsSE5EhkTR60dKMLJTZqhxOOFFYqEBDg/jaiYykGDw4OEWIZSObldZPNGIL2IYml3KJd69nakQEtJIGc6UuFw6FWDd9xRUeqFQt62gxjDgC9r6p+4g3IusCygCkST6nAqgIdAwhRAUgCkB9l1xdF/Dzz2fXydu2zwZIqr40GZqAjnSFy8WMkFMCmMg7eXPaYdQoAZmZ4v3ochF8803bQUuTUok5siDN8Ymsm2nZ1Dun03BnOgD7cgX05528ezRyZ9rynQWCvcXomj/fjZwccaHwegleey28giU6hQJPp6Qw2zY1NWGNmdf0cXom8qz06NEeKIJ8C8md6cqpWrgkgaUsrRbZ2vB6hjkdj9GPwbbO7Q5wtH9iYiimTxe9kbWyRmT1H9WDenjQspP5EUAOIWQAIUQD4AYAa2THrAFwa+vPCwBspr0kmmyxAMeOiYsfIRQXXBCcMy0fDxgxObBz/L2sXnqM0QgTL4XhtAMhvo3IPvmkfQXQAlm/n/+NYpv+WjZZemVCiDvTAcgvUPDMdA/HcIEB6mTx4RdsAhq/bclOK5XA737HZqeXL9egvDy8stNXREXhIlkUeXFZGRp4MzJOD2TfPtaIGzs2OONRsAto+p5tXrJZJg+fHRkJwkdi9QmukxlsGz0euELMTkvHv2xBAhxENIfcle5em0EJFyilHgD3A1gP4BiAVZTSI4SQpwgh81sPexdAHCHkBIA/ADgzPosQUgTgJQC3EULK/HQCD2t+/lkJSsX1avBgAcEqr+VrYcTUNpxpPl+ac5YsXMg609u2qVBR0fY7dqbJBOltvHOEAKoXz3GXu9mRbr0E7kz7wSUIqC5WIw3sPFNeQ9WzIAqC6KvZ2oz6VaJC7Lrr3EhNFQ0wp5PgmWfCq7M3IQQvpqZCLXESqj0e/KW8vBuvisM5O378kW3TEWy9dNOOJlCHGM1Wp6mxKo7NuPCRWH2HmSYTYiXZNQuADSHOnJ43zw21uuWeaoYKm2gis7/uQy717mwopWsppYMopQMppUtatz1BKV3T+rODUrqQUppNKR1PKS2UnJtJKY2llEZQSlMppUe76/c4G/btY9fCMWOCHIll88K+j7VNTVMCz4yWZ6a5M80JlqFDBYwaJd6XlBL8739tZ6c1CgWmSzrFuzVAyVj2Xu+NgUruTPvhqMMBWqZHmjwzncOd6Z5G7HVsBsPynQWe+pasrloNLF7MRshWrlTj0KHweiyG6vX4Y1ISs+2/9fXYEqLxyOF0J3Y78Msv7LMVbGb6dL+D0zimG1DlFc+NUCgwmRuJfQaNQoFrYmKYbe/U1IT0HdHRwCWXBJZ6N65vhLs6NPk4hxMscpXOuHHBqc1se2ygbjGwqM3SQpPqvwSxxOVCsUuU2aoJwXi+TnJC4IYbWJn2ypUatKfSvlQ2dm3daPbelk/l6A2El9cQJvzYZIOiXIf+Mmdalx1eWUtO++hH6dkgiAcwfyHWHN98sxtDhrCRtyee0LW7WHQ1f0hKwlAde/89WFoKqzf4sUIcTndy4IASXq+osMjK8iIurv0HjXooGr9inekdE9nzZkVGQhNs8TWnV3CjTOq9zWrFLlkWrj2uvVZ0lo8iEqVKg7jTA9Sv7DW9rjhhBKW+IwKDzUw3bT97ifdYgwEGvk5yQmDBAjeUSvF9e+yYEgcPtn0PXaBUop/Eof5+HPu+tv1gg9fSu2xX/lT5YUehG8keJ9SSCQyqRBWUUbxpQ0+DEOIzM7T+f6KBpFIBTz3FZqe3blVj06bwmhqnUSjwWno6MyekxOXCEsnoLA4nnNm9m32mgs1KW3da4akTI9vKKCXeGcJ28b5alqXk9H7GGI0+ktW/h7geXn65GybT6fc8wVdeNjtd92Fdr2yWw+leSkoIqqtF89tgoBg6NLiaf3nzsVAk3lNNgY/lcPyRkEAxcyabWf7oo7abMSsJwVWSd3JFCtCQLt7v1E1h2dK7stPcmfbDT/nUp16aZ6V7LjELWUPbtssGV4koXZk1y4Np09jF4vHHdQi3Hl9jjUbcnZDAbHurpgY7Q8zGcDjdwY4dbDBy0qTgnOmGLxqYz45ZBpQTVuI9i9dL90keTmad321WK74OYdqBwdAyc/o0G5AEr6Q/hfOEE7bdNn+ncjhnzf79bGDxggu8UAURv/eYPbD/zNqmEVP8Z6YppdjBm49xOoAbb2Sl3qtWadDcHODgVq6VBbg3T2SDRfLSrZ4Od6Zl1Hs8KC1U+dZLD+L10j0V7QAtDOMMzLb6T8XsNCHAU081gxBWyrJ0afiNQnssORnpktnTFMBviorQyOXenDDG7fbNTF90UfvRKuqhaFzDvnS/n852E50bFQU9ly72SS6MiMBUmYNwb0kJTjqdAc7w5aabREOxERrsRByznzci43Q08hGBQat0tlkBiU+iG6qDOtF/Q6iTLhfKJCPjdIRgnNEY+sVy+jxz5ngQFyfeeI2NBF991XYjsrEGA2Orfj+J3W/ZaAH19h7VD7dAZOyyWoEiI9J5ZrpX4SP1/rieke+NGiXghhvYZjPPPqtDWVl4jdoxKpV4LT2d2VbmdmNxaWk3XRGH0z4//6yE3S4+S0lJArKz25c1yiXeikgF3hzCKjG4xLtv87eUFEhdE4vXi2tOnMBhuz3gOVImTPBi4EDRmfmastlu85dmeBt5sJLTcfzwg7zkJTgZnLwLsumSNiTesqz0eKMRWh505JwFWi187OMPP2w72UQIYbLTv4wAmiUCMm+9F7a9vUf1w58sGT9YrcBJo+9YLN7Ju0cTfU00IHl/OfOdPrVHf/ubA5GRooNtsxE88oi+qy4xaKaZTLhPJvde1dCAzxoaApzB4XQvO3b4ZqWDGQld/wnbAMo8S49aheiExyqVuITXAfZpLjAY8FsNa9iddLkwMy8P9xcXY4vF0qZyhxDgpptEQ3E/YtGgFt/3gl1Aw2q+tnI6BrMZPhNDJk9uP1hDKfVxpiNnBi5v8RmJxddJzjmwaBEr9d6xQ4WCgrZdSKkz7VUBP4xj9zd+23uk3tyZlrHTavPrTOtyeGa6J6OOVyP6cnbmdO1/apnPiYkUf/0r24zsq6/U+Pbb8GpGBgCP9++PYbLu3n8oLUWZyxXgDA6n+9i5k5U1XnRR+8ajt8nLdN4HgC+msufdEBvLsy0c3KhW46podn13UooV9fW4uqAAmYcOYeKxY3igpARfmc2wyZzr6693nSnzEUCwxt2P2V/7n1reiIzTIezYoQKlYiRx+PDgpho4ch1wl0uyg1ogYlLgeml5ZlpeDsHhhMKQIQImTGAVFO+913Z2erhOh8ESO3XnZHZ/4zeNvWZd5VaIBIvXi4PlbkRbKGIhLlpEQ6BJD7/6WU5oxN8ez3w2f22Gu5KVrtx2mwtjxrALxuLFeoRbjy+dQoF3MjOhkaT3Gr1e3FNcDG8vWZw4vYOzrZdu+LwBgl3MQpP+KnwwnA123RIXJz+N0wchhOCtjAzcGuB+oACOOxxYXleHRSdPYvAvv+DpigqYW7tMpqZSTJ8u3pPrkAzpKtp8uLlXSRI53cf337Nr4ZQpwUm8m75jnWPlGCUUOv8mfL7TiSpJB1WjQoHRvF6ac47ceiubrFm+XIO2qmnkUu+94wGPVCF6wgnHMYefM3se3JmWsNdmAz1pRBbYl6ZuiA5EFV61s5zQiZgSwTaS8wDVS6uZY5RK4KWXmqFQiKZUaakCTz4ZfsqE4Xo9/tq/P7Pte6sVL1VVddMVcTi+/PSTEjZb6PXS9StYiffRKzQQJAnuCUYjhujDrwyD0z3oFAq8kp6OZRkZSFG33RzHKgj4Z1UVRh89io2NLVJDqdS7Cjrs17B9NmqXsUomDudsOFtnWi7xVk4KPKpVnpWeaDRCHUxdDYfTBtdc40ZsLNuI7NNP215rr5UohmwRwP4x7H65+qynwp1pCafrpQeCTUPqR3CDrTdACEHCXWytcd1/6nyGx48aJeDuu9kI3LJlWmzbFn5zxu9JSMDFslqo5yor+bgsTtiwcWPo9dKOXIdPJvDli9kJC4t4VprjhwWxsTg4fDhWZmVhUVwchup0CHS71Xu9uK6wEC+eOoW5c11Mz4xVrlTmWPMXZrir3fKv4HCCpraW4OhR0Y4ghOLCC9t3pr1NXlh3su901aTA5We8XprTGeh0vtnppUu1aEsMOVCnw/mSoPe2qex+8xruTPc6drZ28s6SO9PDuTPdW4i7KQ6qOPEl5LV4Ufu+b8bhL39xICuLdbLvu88AS5jNmVcQgjczMhAvGVIpAPh1URFq3dzw43Q/GzawketZs9o3HmuW1TCfzRM1yO8nvrHjVSqfOZYczmlUhOCyqCi8lp6OXUOHovi88/D5wIG4OyEBcbKBvhTAkspKvGmpwoIFoqG4DzGok9T7UTdF3Qd8TBbn7JH3jjjvPAGyUn+/WL6zgLrE9U8zQAOS7j9E5KUU2/l8aU4n8X//52KUm0eOKH3uaznSd/XOCwGv5HDHcQeaj7cztLoHwJ3pVsweD/bZWpqPyWXePDPde1AYFIi/k62drn6lGt4m1nE2GoE33mBnT5eVKfD44+F3LySr1ViakcFsq3S7cU9JCQReP83pRiorCQ4dYjMxM2e27Ux7Gjyo/4iVeP93Nvt83hkfz2dLc4ImUqnE9MhI/D01FQeHDcND/fr5GD9PV1Yi/hqx7IeCYKUjhTmmZlkNBGf7JQocjj+2bTs7iXfjN2zX4+jLo0ECyHsO2u2olzTYi1IqMcpgCPFKORz/pKdTXHYZe9++9lrb046k4ystUcBPF7D7zV/2/Ow0t0Za2drUBK8XUBQakCmvmR4efvWynLMn4a4EKEzire+p86DmzRqf4yZN8uLee1lJywcfaPDNN+HX3XtGZCR+n5TEbNtoseD16uoAZ3A4nY9c4j1mjBfx8W0HeGrfq2Uaj7n7KfG5pPu3jhD8WjYajsMJlgilEo8kJ+Pz7GxEygIyL0cU4rwJzjOf16Ef3CrJu6LKw8dkcc4KSoH161mVztSp7TvTgktA4wbWmY6aFxXw+O9kWenpJhNUvF6a04Hcc4+T+bx+vRrHjwd2J1M1GkySNMDbNo3d3/BZQ4/v6s2d6VY2WCxAiQHpDhc0kj6eqn4qqOPbLrDn9CxUsSok3pPIbKt6rQruKl9Z9GOPOZCdzWbF7r9fj/Ly8Hs5PZqcjAmyjp1PVVRgr413oeV0D3KJ9+zZbRuPgktAzdtsYGv11YBH8jU3x8X5SHU5nFCZZjLh44EDoZM4Gm5KUT2v+MxnG9RYh2TmvJo3anq84cfpeg4dUqC8XDS59XoaVGbausMKwSIGF1UJKhjHBe7MvUlWi3ZJZOBZ1BzO2XDRRV6MHh1adloq9f5+Civ1duY50XygZ0u9uTMNQKC0ZQHKjUQ2r5fuEyTelwhltPg0C00CKp6q8DlOrwfefrsZKpVoPDU0KPCb3xjgbX9UbpeiJgTLMjMRrRR/Lw+A20+ePDMChsPpKlwuYOtW1umdPbvtOv6GTxrgOSXeq14DwYo54oOmJgS/kykwOJyz5cKICLwlK5E5NbEShgTxPl3pSYVkLDCaf2mGdTtv8MgJjXXr2MDi9OkeBDOMQC7xjpoTBaL0H8w3ezz4URY8n8Gbj3E6GEKABx9ks9OrVqlRURE4yXRldDROW6aWKGD3BHZ//cf1Puf0JLgzDeBQc3PLTL7jJgwBG9UznMdrTXojyigl+i3ux2yr/6ge1j2+RtLo0V48/jg7C2/HDhVefrntSFx3kKbR4E2ZcVjmduPekhKeTeF0KZs3q2C1ii/XxEQB550XuN5UcAo49cIpZtumuQRWiS14a1wc0jSaDr9WTt/lqpgYdl65msI+v/TMx0rosVfD9tmoepmPH+SExrffsoHFOXPabxBKPdSn23FbEu9tTU2QrrDDdDqk8PWS0wlcfrkHAwaIgW63m7RpEyeo1ZgmCexsmM3ub1jdAOruuTYqd6YBfHdaFnPchGFyZ3osd6Z7Kwl3JUA3hK2HL7mvBEKzr8H/wAMuXHwx+/J79lkttm8Pv3FZc6KicK+spnRtYyNe5fXTnC5k9Wo2E3P55W601TOs7oM6uErFHgWCGnh3gfgsagnx6QvA4XQEz6WkIEsrMQTnV0ChFw3F5c405vimrU2w7ePlM5zgKC8nOHBAdKYJobj00vbVYk1bm+CpEY9TRCpgmhY407yBS7w5XYRS6Zud/uADDcrKAmenpVLvXZMAm+RW9tR6fGap9yS4Mw1gfWMj4CJQnzD4yLyNYwPXpnB6NkRNkPo8O0vUecKJiid95d4KBfDWW82IixONe0EguOMOQ5vSlu7iyf79MVrWwfNvFRXYJmtOwuF0Bs3NwNq1rDN9zTWBMzGCXcCpf7JZ6W+uAKolvvMd8fE8y8LpFIxKJV5IlbwLIj0Q5onvgSOIQq6ezQieepG9XzmcQMgbj40d60ViYvtZuPpVrPQ1en40FDr/ZruHUqxrZCXhs7gzzelEbrrJjbQ00SZ2uQheeilwdvry6OgzPSrcGmCzrBFZ3Yc9d/Rgn3emS1wu/Gi3A4URGOS1QS1pPqZJ10CdxJuP9WZM00yIuy2O2VaztMbvIPl+/SiWLmXHZdXUKHDbbQa4XD6HdysahQLvZWYiRlI/LQC4o6gIVQIf7cLpXDZsYCXe/foJmDQpcJOBqleq4KkSMzAeHfDezeL+GKUSf+7Xz8+ZHE7HMDMyEldESRzma8sApbjWv92cyRxvWW+B/aC9i66O05P57DPWjpwzp/2stNfm9amXjr0uNuDxu61WZiRWtFKJyXy+NKcT0WiAxYvZEsjlyzUoK/Mf9I5SKnGFZLD6t5ex+xu/bWTUaT2JPu9Mr25oHXNxJNJX4j2OS7z7AilPp0CTxj78xfcXo/mIb3fBmTM9eOghVtqyd68Kf/lL+I1Py9Bq8U5mJqR581qPB484HHBxh5rTiaxezT5PV13lhjJARYTzpBNV/2JrUP93NdAgsRsf6tcP0byDN6eTeTY1FdrT3b37OYGZ4n35E6JRoGUltpXPVnbl5XF6IMXFBDt3smvX/Pnt10s3rm2EYBPf0+r+akRcFNg5/kaWlb40MhJqPhKL08nceKMbmZls7fQbb6QGPP5Xkv4UR4cBBQMlOwWg9oPazrjMTqfPO9OfnnamD0T7ONNtjR/g9B6UJiUy38sEUYsvHsEioGBhAVxlvlGyP//Z6dOV+J13tFi9Ot7n2O5mZmQkHpJl9A4LAh4tL++mK+L0durriU+znWuv9W88UkpR9ucyUKeYAbTGEXx0k3hMtlaLO/hcaU4XkKbR4G7pvbaoSJKdJnjHmckcb1lvgfUH3tmbE5hPPmEDi+PGeZCd3X4wu/4jVuKiZQ2dAAAgAElEQVQdsyAGROHfOaaU+jjTl0sygBxOZ6FWA488wiaYvvsuFrt2+Y+eT4mIEJuIEuDL+ez+ug/rILh6XrKnTzvTuQ4HfmluBrwA+TkKo8BKe3m9dN/BONaIlGdSmG3uCjcKFhbAY2YlWQoFsHRpMzIy2Af+hRfSsW1b+DUk+3O/fj61U8tqa/Febc+MAHLCm48+UsPpFI2+jAwBY8f6l3ibV5th2cgGMV+9i8ImScA8lZLCMyycLuP3SUnieMEUB3CpWBu9B7HI1bBracWTFXxSAscvlAIrV7IS7xtuaD8r7ch3oGkr29+kLYn3oeZmlEhqzXSE4BI+EovTRSxc6MYFF7B28qOP6uBPAKkgBDfFivfyxllAs0QE7Kn2wPylb5lluNOnnekzWekTJmTZnIiBuMgpTAoYzucy775E/F3xiL+TzS47jjlQeGMhvFbWGYiJoVixwgajUTSivF4Fbr3VgBMnwuuxUhCCtzMykC5r3rS4tBTbeUMyTgciCMB777H32a23uuDPF3aVu1D6h1JmW/75BBtniZ+nRERgDm+iw+lColUq/Emq5llUDKhOW4UEr7uymONte21o/JrNCnI4ALB3rxKFhWKAXaOhbTZiPE3tu2yg2zjBCP2IwEOpV9WzWezpkZEwBqqr4XA6GIUCWLKErZ3++WcVPvjAf+30ori4M86nQw98KxuTVfVyVY8LUIaX1d+FeCjFytML0E/RGIsGZr9piglExbMhfQlCCFL/nuozx9G2y4aCBQXwWliHeuRIAUuX2pmGZGazAtdfb0BNTXjdOzEqFT4aMAAGyWwiD4BbTp5EodMZ+EQOJwS2bVMxxqNaTbFokW+pBBUoiu8thrdRfKYENfDsbylOF/kTAM+kpIDwrDSni7kzPl6UIvZzAFeJZTG/IBp7lGzTyvJHyyHYe540kdO5vP8+60xcdpkHMTFtOwlemxf1/2Wd4/g7ApeQeSgVE0OtLJCMIOJwuoLJk70+vQD++lcdKit939+pGg3mSpo9fnYtIEi8UcdRByzre9aYrD7rTK9rbETpaVnMTzG+zvR0LpHpixAlQeayTBjHsxJ/224bTlx7gjH+gZbB9X/9KxuRKyhQYuFCA8It6TvSYMDSjAxmm9nrxQ0FBTB72u8uyuG0xzvvsMbj/PluJCT4Go+nXjwF6za21nT5XQoUDRA/3xQbi1EGrg7idD1ahQKPJSeLG24pBiJFQ/EtbxYEiY3oKnXh1Et8VBZHpKKC4NNPWYn3jTe236m44ZMGJnCvilch+srA9c/bmppQJXl/mxQKxlHhcLqKJUuaGbWmxUKweLEe/pLMv44XA0TlqcD2qez+qpd6Vna6zzrTS2tqWn6wKaE5YMJ5snpp7kz3XRR6BbJWZcFwAWvI23+0I/+KfLir2ejbgw+6cMMN7EvywAEVFi0yINySvldER+Nemdw7z+nEbUVFcPIO35xz4MgRhc9s6dtv9zUeG9c14tRzrONRNV6ND64R7z+DQoHH+vfvnAvlcIJgYUwMRupbpbUmD3Br0Zl9RTBiNWV7bFS/Wg3HCTawyum7LF2qhdstRlyysryYPbvtoLXgElD1MjvZIO6WOCi0gU31T2QS7/nR0dAr+qxpz+lG0tIoHnuMXQO//lrt0zcAAKaZTMjRijOpV9zM7rfttaFpS5hlpNqgTz5xR5qbscPamhXZHYdxnkZoJPOl1alqaAcGHjzO6f2oolUY+PlAGMayDnXzoWbkXZoHZ5HoJRMCvPpqMyZOZOvmtm5V45579H6bMHQnt6nVWCiTgW1tasKdxcXw9KBIICe8eOEFdjzceed5MXkyq+SwH7aj6DdF7IlxSjz4Rzeo5G30YGIiktW+L2AOp6tQEIKnpAGd+RVAlqimeB8DYFaIgUnqoii5twTUw9fQvo7F4ts74v77XQHHA56mfmU9M2eXaEibEu8GjwdfmdlE0PWxgRuVcTidzV13uTB8OKs6W7xYj4IC1t0khOCexMQznwuygX0T2O8qf7wc1Nsz1tM+6Uy/WV0tftiWgOmoZvZHzYnidXocqKJVyF6dDeMEVvLtOulC3qV5sB+2n9mm0QDPP1+A0aPZyPPq1Ro89JDOr8yluyCE4NX0dIyVSWjXmM34XUlJj5LWcMKDo0cV+PJL1vl96CEH03jMWeREwYICCBZJdEkJvP2MGlXiOxUZGg1+m5TUyVfM4bTP9MhIsSuyigJ/ygUULeujDSq8LgxkjrfttaHqlSr513D6GMuWaWGxiItffLzQrsSbuimq/iHLSi+KgybFfxMnAPigrg7Nkvd1qlqNiyICz6LmcDobpRJ44oki6HSScZdWgjvu0MMhE+7cFBuLRJU4RvOd/2P3O444fPoHhCt9zpnOczjw8WlZTLMS2t1RmAy2c2LM1bx5A6cFZaQSA1cPhGkmK/v3VHmQPy8fTTtEGYrBIGDVKjuys9ls3DvvaPH009qwcqj1CgU+zspiZDYAsKK+Ho+Vl3OHmhM0lAJ/+xublR450ou5c8XAkqvUhRNXnYCnig02VT0ag4+HsG/Y51NTuUyREzY82b8/zrhFQ5uAa8rO7NuERPwAthlZ5XOVsP9sB6dvUlVF8PLL7Hv1zjtd0Aduxg0AqH2/Fq4SSVZaTZD0u8BBRQ+leOd0ueLp/05CAhQ8EcTpZrKyHHjuOfa9fuCACg88wNZP6xQK3JOQcOZz3mBg6yz2/q1YUuHTqygc6XMWy1MVFTjzZ9kRj4luM/QQMyXq/moYJ/L50hwRpVGJgR8PRMx1bJBFsAgouLYA5q9EmVV8PMVnn9mQnMxqu196SRd2DnWCWo3Ps7ORKpPTvlFTg+dOneIONScovvlGhfXrA2elnSedyJuTB1cRm5mJ/E0cHpjFduy8LDISl/HmOZww4jyDAbdLmuXg9pNA2mlnmeAfGIxGSO5/D1C4qBDumvZHIHF6H888o0NTk+gQREcLuOuutrPS7mo3Kp+uZLbFLYqDJi1wVnqLx4Nyt3iP6QnBLXFxAY/ncLqS225z4Yor2DXwf//T4B//YANNtyckIFJS//DW7RReyW3vOeVB+WPlCHf6lDO912bD142SutbPUzAP7AIWfVU0iIJH9jgsRE2Q8VYGEu5NYLZTJ8XJW0+i+s3qM85nRgbFp5/aEBXFOqMvvaTDU0+Fl0OdqtHgi+xsJEikNgDwwqlTPEPNaRerFXjoITblMnGiB/PmtWSg7T/bkXdZHtxl7Es15roY/PteoMYrRpy1hODvqamdf9EcTog8npyMpNNrpF4AnjgComkJmDZAg39gEHO8u8yNotuKQN18/exL/PyzEitWsIHFhx92tjsOq+KvFUwHb0WEAv0W9wt4vJdSLHOza+oNsbGIkb3HOZzughDg9dftGDyYzSovWaLDsmWitxylVOJ3ktrpqn7AquvY76pbXgfLd+E9KqvPONNOQcDvS0rEDUdNyDymxDjZSKzY63jzBo5/iIIgZUkK+j8p6zIsAOWPlMP5vPOM8TR8uIAvvrAhMpJ9ib78sg6LF+vgDSPVSrZOh88GDmSig0BLhvqekhLe5ZsTkEce0aO8XHyNKJUU//xnMwgBGr5sQN7cPB9pd/RV0Sj+eyzera9jtv8+KQmZWt74kRN+RKtUbKAn2wZ674kzH3cgAZ+C7e5t3WlF0d1FPaaBDufcsFqBO+/Ug1IxGZOT48Udd7SdlW78thH1H7N1ockPJ0OdHLgB48r6ehRK3ssEwN0Sh4TDCQeiooCVK+2IiWFtyD/9SY8PPhDv77sTE9FfopB8bxFQm8m6p8X3F8NdGb5qnz7jTC+prMQRafX7Z6m4FmXMMcZJRhjO53NNOYEhpKWOKf3VdJ+nx/OZBwULC+AxtzgPF1zgxZdf+maoly3T4pZbDGhu7qqrbp/zDAZ86sehXllfj6sLClDH51BzZKxYocby5awM8d57XRia7UHZQ2UourUItJm992Ouj0HM0jTcV1HCbM/SavEgbzrGCWOujonBjdJOyfMrgHkVZz6+hYH4Cew8YPNnZpT+vhRU4A51b+fhh/U4cYJ9fy5Z4kBbQwlcZS4U31PMbNMN1SHhNwkBzgCaBQHPVbKKyutjYzFYpwtwBofTfQwYIGD5cjvTkAwAHnzQgBdfbFFqGhQKPJqcfGafWwM8sVhgJnx4TnlQeEshBGd4Jnf6hDO9rakJr0k7eOeakLLZhEvBzjpNvJtH9jjBEXdLHLI+yYLCxD5CTVubkDcrD47clsBNi0Nt9XGov/lGjauuMqKqKnxKCsYbjfg6OxvxMqnYD1Yrph0/jj1Wa4AzOX2NPXuU+NOfWHn3wIFe/O7yeuTNykPN0hqfcxIfSET6v9NxX3kJyiQSRQLg3+npvOkYJ+z5R2oqhpx2WgiA3+UDY1qyil4o8BSGoRysU1P3YR2K7iwKWyOQc+68844GK1awgcVbbnG1OVfaa/Pi5G0n4W2QyNSUQPor6SDqwHbB0xUVzPqpIYRxRDiccOOii7xYscIOjYa1g5cs0eGee/Sw2Vo6e08wiv2qjg0DVt/MPgf2H+0ovrc4LMcP9nrr5ZDdjkWFheIUaQpo3sjBPSiAWjJbWpOuQdQ83viGEzxRs6IwaP0gnyYhznwncqfnou7DOlBKcf75AtatsyIlhTWm9uxRYcqUCGzb1s7wyS7kPIMB3+bkIEsmty1zuzE3Px/PVlZy2XcfZ/9+JRYsMMLhEF90sTo3/jMpDyXzctF8SCa5UAFpr6Yh5ekUvFJTjW8a2Xns9ycmYiIf58LpARiVSqwYMEAMOKoo8OQRYEhLPV8jNPgjRqEG7DvB/JkZBVcXwH0qfGWKnLPj44/VWLyYDSwOGuTFc88Flp4JTgEnF52EfR/b9b3/E/1hHB+4Ae62pib8W97BOz4e6ZrAjco4nHBg5kwP3n/f16FeuVKDSy6JwJFflHgtPR1aSTf6f99KcWwi66aaPzOj+J7wc6h7tTN9rLkZ1xYUwCI1/j9LxYWHm3Eh2Hq95CeSQVThkyXk9Az0w/QYtHmQzyxqwS6g5LclKPq/Irir3Bg2TMCGDVYMG8YWS1dXK3DVVUYsWaKF09mVVx6YbJ0O3w0ahAtlDo4XLY3JpuXmYltTk/+TOb2atWtVuOoq45lutWoIuALl+ESzF8KKKkCWiNGkaTDo20GIvyUeK+vr8ZRMnjhKr8dfeFaF04PI1unwRXY2Yk6XxER4gRcPAsNagkRV0OOPOB/1YPW91h+sOH7hcTSua5R/JacHQinw+usa3Hcf60jr9RTvvmuHMYBP7DF7UHhTIZo2s+/QyFmRSHwgsDqyyOnEXUVFzLY0jQYP8fWT00OYO9eDL76wITqaTcjk5ipx8cUR+PCZaPzBJPYkEpTAnx8V0JDGuqoN/2tAwfUF8DSET/lhr3WmvzabMSsvDzXSWs+fozHgzX5YjFzmWONEI2Ku5bOlOWeHOkGN7C+zoZrn20nT/IUZR8cdRfWb1eifJGDtWisuvpjNTlBK8OKLOkyeHIGNG8OjG2esSoUvsrPxgJ+mJscdDlx54gQWFhRgr83WDVfH6WrsduCJJ3S46aYWRzoCbixEKVZgD/6AfKgsvhm36GujMfj7wTCONWJVfT3uLS6GNJYco1TiwwEDoOPybk4PY4RejzXZ2WJGMMILvHAIGN8SpC+FAfdhNErAOlqeOg8KbyxE4Y2FcBQ45F/L6SHU1RHceacejz2mhyCISRi1mmLFCjtGjvSv3rIfsiNvZh6aNrGOtH6kHhnvZAScJFPpduOaggJUSexZAuCtjAyfPiccTjgzebIXGzbYkJPDJpa8XoLXX9di6ayBGPx5DmBrua+tJuDe5wU09mOfjaZNTcidlgvLlvDo8t3rrJgKlwt3FRXhVydPwirNSO+KxdCHB+Al4SAzVxpqgtQXUkH4oHvOOaDQKaD9qxbpb6RDYWAfK8EioPyRchybcAyez2vxvxXW1jm8rEyloECJhQuNWLDAgK1bld0+QktNCJ5OScHKrCwk+hm5sdFiwey8PFyal4eP6upgDacW5ZwOweUC/vtfNSZMMOHfr6oxDnV4BMewCrtwLwqQCF85hTpZjQEfDcCAdweARinxZHk57ioulq66UBOC/2RmIoN37+b0UEYaDNg2eDAujYxs2WD0As8eBhaUAgBOQY8HMNqnKRkANK5rxLFxx3Dy9pOw7bXxEYQ9BJsNWLpUg7FjI/Dpp6y0WqGgWLbMjhkzfLNl7ho3yh4tQ+70XDhPsGumdpAWAz8fCFW0/0D6HqsV048fR6FMunaLWu2jHuNwegKDBgnYssWKm27y7XRfX69A7qspINdNBl7OAQ5H4lQScPdLFHWyaXGuEhcKri7AyVtPwn7Y7vNdXUlQzjQh5DJCSC4h5AQh5GE/+7WEkE9a9+8hhGRK9j3Suj2XEHJpx126iJdS7LJacW9xMUYfPYpVDZJxVzVaGP4+EIsejcS/XAcQDTaDkvZiKgzn8Q7enHOHEIK4m+MweNtg6M/T++x3FjhR+vtSHD//CBaZC/DV05VIivd1QL/7To2rrorAhAkReO01DY4fV3SrY31ZVBT2Dh2Km2P9j43bY7PhvpIS5Bw+jBsKCrCspgYH7Ha4+6iBGO7rZXu43cDevUo88bAaC4YK2HJvHX5dehRfYCdewGHMRhUbkGyFaAmS/pSEoT8OReTcKGxobMSU48fxL2nzR7S8dJZlZGD6aSeEw+mhxKhUWJmVhY8GDGjpM6EEcF8B8MxhIMYFC9RYjFFYhgHwWekFwLzajLzZeTg69hgq/laBph1NEOz/396dh8lRlXsc//5mTzKZTHaysUSSCCgiKMtFFpEru1EuIoqKLKIgq9wrqzwgVxDwoohBkOVhh6Ber0H2LWENQmQLQshO1klCyDJZJpmZ9/5xzmQ6s3UPmUxXF+/neerp6lq639PV/XadqlOnPjl9UhRCrqyvhxdfLOb88yvYZZfenH9+Dz76aPNd56oqY/z4tYwd21yRto3GqmdXMfeMubzz2XdYeuNSWn4Jen6hJ6MmjKJ0QOsuv+fU1XHmBx9w6PTpLG5xN41v9u3L6X6dtCtglZVw443ruPfeNQwf3jrn2dpimDAMztodjt2HxbftxKlHDWbqjq2rrSv+toJp+01j+pHTWXbXsrzcQitrm1JJxcA44N+B+cCrkiaY2b8yFjsZ+MjMdpR0HHA18C1JOwPHAbsAQ4GnJI02sy06hfX22rXMrKvj/bo63ly7lpdqa/mo5Vmx6ZVwy/Zc8NoS9rU5VLb+K2PAKQPof0L/LQnFuVYqRlUw5pkxLL1lKYuuWkTjqs0TRf2yepbevJReLGV81UwWDK3k2YVVzKEXyyhnGeWso5ia98W1Py/mjz83Rg2sZ8A+FXxqF/HpTzcwZIjRt69RXW1I4Q+/rg5WrhS77tr1O2PVJSWM2247ThowgEsWLODlNpp3rzPjsVWreGxVaHZTIbFrz57sXFHBiLIyhpeVMaKsjIElJVQVF1NVXEyF1GGrkEYzigqo1UgS82VbzIylc0tY9Ho9K+Y2sHJeA2tmbaRu9ga0uI5tGtZxFGv4BtkPiKhc9PtBfxpO78db1fW8sHIxD89dwewNrY86l0ncuO22jO3rl9W4dJDEEdXVHNKnD4+tXMnty5bxzL4fwi6vwq070PjoEO5t3I5/0I+zmM5naN0sccPMOmp+U0PNb2owwYZBFbBjT8p3qqB0WBnlQ0voMbyUkoGlVFQrFWeyk5gr58wRb79dzJw5RcydW8S0acVMmVLM2rVt/weV0Mj+I2u58oJatlm3kWW317N++nrWTV3H2ilrOzww0u87/Rhx3QiKKoqobWjggw0bmLthA1PXrePZ1at5qZ27ZxxaVcW4bbdl7syZW1JU5xLhiCPqOfDA1Vx/fTl/+EP5pv5YNvNhOTw9mOVPD+ZcxvCjkhkcXb+w1dng2hdqqX2hlnnMo3SHcnrsVEHF6HIqPlVB6fBSiiuLKaosoqi6BPqV0pUN43K5QHNPYIaZzQKQ9AAwFshMeGOBy+L4n4HfK+whjwUeMLM6YLakGfH1Xt6SoM+ZN48pa7Oc0i9vhFcHMIj5bVakB505iKG/GOrNu91WoRIx6LRB9D26LwuvWMjyB5a36pwJwFY1MHTVSo4nS6c0S+HUCXvw4ITeHS5WWWnMn7/1riHZo1cvHhk1iudqa7m+poZnOuiIbL0Z/1izpsPrqkslyiVK4lAMbDRjXUMDG15/nZMHDuSa4cO3Qkm2mkTly8b1jby373s01jVidYbV2abx0HZiBb2BER/jtZcPhme/XszjR8Cs3stoWL4Mlre//OCSEu4eOZI92+uZx7kCViJxZHU1R1ZXM3P9eu5Zvpy/XjSHOUcvgLu2Y/rzAzmz8fMcxBK+y1x2oO19GBmU16yHmvXwImwkDJtVrYrgzZ5vUtSjiKKKIlQhVCy2HbctvfYomN9XonIlwG23lXPDDbntYffsaVx6ykr2+t2brDsVZuf4HqXDS3n/0j58d+eVrJ/+DnWNjZtfktiBcwcP5pIhQyj2/VaXIr16wUUX1XHaaRu4+eYy7rijjMWL2244XU8R4+pH8wzbcA7vM5q2DzptnF3Hxtl1rHqk9bzX6Mtdn/0Mzz/fdbd7VbYjnJKOAQ41s1Pi8+8Be5nZGRnLTI3LzI/PZwJ7EZLgZDO7J06/DXjUzP7ctO7KlSsL/xCrcy5x+vTp0+17HFszX3qudM5tLd2dL33f0jlXiNrKlblcM91Wgm2ZpNpbJpd1nXMuLTxfOudcdp4rnXOpkEtlej6btwIcDixsbxlJJUAfQoO/XNZ1zrm08HzpnHPZea50zqVCLtdMvwqMkrQDsIDQ6cN3WiwzATiBcL3KMcAzZmaSJgD3SbqO0EnEKOAfmSvmoymmc85tJVstX3qudM6liO9bOudSIWtl2szqJZ0BPE648cPtZvaOpF8Ar5nZBOA24O7YCcRyQlIkLvcgoUOJeuAnW6NnWuecSwLPl845l53nSudcaphZ4gfgm8A7QCPwhRbzLgRmANOAQxIQ66ExlhnABfmOJyOu24ElwNSMaf2AJ4Hp8bFvnmMcATwLvBu399kJjbOCcBT8zRjn5XH6DsArMc7xQFm+t3uMqxh4Hfh7UuME5gBvA28QdqQSt90LbWjnNz8+fsZvxM/8jYx5icqlXVTe3YDJTd8rYM84XcDvYnnfAnbPd/xdUNbPEc7gvQ08BFSlaNt26r+hkLdvB2UtmP0gH7b4O5DqXJbm/JX2XOX5qZ3PJd8B5LjxdgLGABMzNxKwM6FCU06oIMwEivMYZ3GMYSRQFmPbOd+fX4xtf2D3FsnrGmKFH7gAuDrPMQ5pSiRAb+D9uI2TFqeAyjheSqiY7g08CBwXp98EnJbv7R5j+SlwH82V6cTFSajYDWgxLVHbvdCGtn7zLeb/D3BpHE9ULu2q8gJPAIfF8cOBiRnjj8bf8t7AK/mOvwvK+ipwQBw/CbgiRdu2U/8Nhbx9OyhrQewH+dAl34FU57I056+05yrPT20PuXRAlndm9q6ZTWtj1qZ7DZrZbMKRjz27N7rNbLpvopltAJrum5h3ZvYcre8COxa4M47fCXy9W4NqwcwWmdk/4/hqwpGvYSQvTjOzphvUlcbBgIMI98KEBMQJIGk4cARwa3wuEhhnOxK13QtNO795YNP34Fjg/jgpabm009oprwFVcbwPzZ0UjQXuir/lyUC1pCHdE+mWa6esY4Dn4viTwH/E8TRs287+NxTs9m2vrAW0H+S2UNpzWZrzV9pzleenthVEZboDw4B5Gc/nx2n5krR4shlsZosg/ECAQXmOZxNJ2wOfJ5z1TVyckoolvUFoqvQk4WjbCjOrj4skZdv/FvgZoekNQH+SGacBT0iaIunUOC1x2z1F9gNqzGx6fF5ouStX5wDXSpoH/JrQ3AzSWd6pwNfi+Ddp7u04VWXN8b8hFWVuUdb2pKKsLqu057LU5a+05yrPT80SU5mW9JSkqW0MHZ3ZTdq9BpMWT0GSVAn8BTjHzFblO562mFmDme1GuCXHnoQmLq0W696oNifpSGCJmU3JnNzGokn4ju5rZrsDhwE/kbR/vgNKuW/TfFYakvu92FKnAeea2QjgXEKHRpDO8p5E+O1MITS/2xCnp6asnfhvKPgyf5LK6nKS9lyWqvyV9t9v2svXWbncGqtbmNnBH2O1pN1rMGnxZFMjaYiZLYrNSpbkOyBJpYQf6L1m9r9xcuLibGJmKyRNJFzrUi2pJJ71TcK23xf4mqTDCZ2mVRHOVCctTsxsYXxcIumvhAMUid3uhSzer/VoYI+MyYWWu3J1AnB2HP8T8XIHUlheM3sP+CqApNGEyzsgJWXt5H9DQZe5nbK2p6DL6nKW6lyWpvyV9lzl+am1xJyZ/pgmAMdJKo/3Kmx1r8Futum+iZLKCLdxmJDHeLJpuocj8fFveYyl6TrO24B3zey6jFlJi3OgpOo43gM4mHDdyLOEe2FCAuI0swvNbLiZbU/4Lj5jZseTsDgl9ZLUu2mc8Ic6lYRt9xQ5GHjPzOZnTEtaLu0qC4ED4vhBhJ5UIZT3+wr2BlY2NcErVJIGxcci4BJC54KQgm37Mf4bCnb7dlDW9hT89nU5SXUuS0v+Snuu8vzUjvZ6JkvSAHyDcHSjDqgBHs+YdzHhetVpxJ4O8xzr4YTe7WYCF+c7noy47gcWARvjZ3ky4frZpwlJ+WmgX55j/BKh+cdbNN++5/AExrkr4VZTbxEqfU09Io8kJIkZhCPH5fne7hkxH0hzb96JijPG8ybNtxq7OE5P1HYvtKGt33ycfgfw4zaWT1Qu7YryxpwyJX63XgH2iMsKGBfL+zYtbuWR9KGdsp4d/3veB34FKEXbtlP/DYW8fTsoa8HsB/mwxd+BVOeyNOevtOcqz09tD4oFdc4555xzzjnnXIgiuPoAAAjESURBVI4KvZm3c84555xzzjnX7bwy7ZxzzjnnnHPOdZJXpp1zzjnnnHPOuU7yyrRzzjnnnHPOOddJXpl2zjnnnHPOOec6ySvTzjnnnHPOOedcJ3ll+hNC0mWS7sl3HPkmySTtmO84nHPJ5fky8HzpnOsqkuZIOvhjrLcpD0m6Q9J/d3103UvSRZJuzXccrmt4Zdq5LpDLzrekKyS9Lale0mXdFJpzziVKtnwpaZCk+yUtlLRS0ouS9urOGJ1zritIOlDS/MxpZnalmZ2Sr5hc1/LKtHPdZwbwM+DhfAfinHMJVgm8CuwB9APuBB6WVJnXqJxzLoMCr0t9wvkXIIUknS9pgaTVkqZJ+kqL+aXxqP9fJJVJKpJ0gaSZkj6U9KCkfnHZOyWdF8eHxeY2p8fnO0paHpPJgZLmSzpP0hJJiySdmPGe5ZJ+LekDSTWSbpLUI84bIOnvklbE13u+KTllK0sbZd9T0svxtRZJ+r2kshaLHS5plqRlkq7NeK8iSZdImhvLcJekPnFeqyOLTU2WJB0KXAR8S1KtpDfbis3M7jSzR4HVHW9B51x38XyZvHxpZrPM7DozW2RmDWb2R6AMGJN1gzrnkmw3SW8ptDgZL6kCQNIPJc2IOW2CpKG5vFh760m6XNINcbxU0hpJ18TnPSStl9RXUoWke2IuXyHpVUmDs7znREm/lPQisBYYKelESe/G3DtL0o/isr2AR4GhMd/VShqqFq1zJH1N0jsxhomSdur8R+vyxSvTKSNpDHAG8EUz6w0cAszJmN8D+D+gDjjWzDYAZwFfBw4AhgIfAePiKpOAA+P4AcCs+AiwP/C8mVl8vg3QBxgGnAyMk9Q3zrsaGA3sBuwYl7k0zjsPmA8MBAYTdrQsW1na0QCcCwwA9gG+ApzeYplvAF8AdgfGAifF6T+Iw5eBkYSzI7/P8n6Y2WPAlcB4M6s0s89lW8c5l3+eLwsjX0rajVCZnpFtWedcoh0LHArsAOwK/EDSQcBVcd4QYC7wQLYXyrJeZi7+IrCY5ly8DzDNzD4CTiDk4RFAf+DHwLocyvE94FSgd3zfJcCRQBVwIvAbSbub2RrgMGBhzHeVZrawRTlGA/cD5xDy+iPAQ20c2HQJ5ZXp9GkAyoGdJZWa2RwzmxnnVQGPATOBE82sIU7/EXCxmc03szrgMuAYSSWEhLRfPBuxP3ANsG9c74A4v8lG4BdmttHMHgFqgTGSBPwQONfMlpvZasLO1HEZ6w0BtovrNu1wdlSWNpnZFDObbGb1ZjYHuJnmBNrk6hjHB8BvgW/H6ccD18WzIrXAhcBx8XNwzqWP58uE50tJVcDdwOVmtrIrX9s51+1+Z2YLzWw58BDhgOHxwO1m9s+YUy8E9pG0fZbX6mi9l4FRkvoTcvFtwDCFS0Uyc/FGQiV6x9gKZoqZrcqhHHeY2Tsxd240s4fNbKYFk4AngP1y/Ey+BTxsZk+a2Ubg10AP4N9yXN/lmVemU8bMZhCObl0GLJH0QEZzmb0JRwJ/lXF2BGA74K+xeckK4F3CjtnguDNWS0h4+wF/BxbGsyAtdw4/NLP6jOdrCWcrBgI9gSkZ7/FYnA5wLeGMwxOxecwFOZSlTZJGxyaQiyWtIuyEDmix2LyM8bmEs0vEx7kt5pUQzv4451LG82Wy82VsGfAQMNnMruqq13XO5c3ijPGmnLdZLokH5z4ktMjpSLvrmdk64DVC3t2fkHtfIhzczMzFdwOPAw8odHh4jaTSHMqRmReRdJikybG5+QrgcFrn0lzL0RhfP1v5XUJ4ZTqFzOw+M/sSYafPCE0GIRwpuwp4usU1IfOAw8ysOmOoMLMFcf4k4BigLE6bBHwf6Au8kUNIywjNZnbJeP0+ZlYZ411tZueZ2UjgKOCnitf6dVCW9vwBeA8YZWZVhCaQarHMiIzxbYGmJjcL4/tkzqsHaoA1hB1cACQV07xzS4zNOVdgPF8mM19KKic0sV9AaA3gnEunzXJJvM64P+G3vyXrTQIOAj5P6NBwEuHylz2B5wDiWeXLzWxnwpngIwn5OptNOSzmqr8QzigPNrNqQlNttVw2x3KIkHezld8lhFemU0bSGEkHxR/3esJOWVPzRMzsGuA+wg5i01Gzm4BfStouvsZASWMzXnYS4Vq85+LzicCZwAsZTR/bFY+y3UK4hmRQfI9hkg6J40cqdM4jYFWMtyFbWdrRO75GraRPA6e1scx/xY4nRgBnA+Pj9PuBcyXtEJsCNV3XVw+8D1RIOiIetbyE0KSySQ2wvTro1VGhE4wKwu+uRKHji+Is5XHObSWeL5OZL+M6f45l+H78TJxz6XQfcKKk3WL+uhJ4JV56siXrNR3I/JeF/i4mAqcAs81sKYCkL0v6bNwXW0Vo9p01T7dQRshvS4F6SYcBX82YXwP0V+ygsQ0PAkdI+krMfecR+ul4qZNxuDzxynT6lAO/IpzdWAwMIpxt2MTMriAc8X9KoRfa64EJhGaDq4HJQOY9PScRdrqadg5fIJx1eI7cnU9omjg5Nid8iuaeWUfF57WE61xuNLOJuZSlDf8JfIfQY/YtNO/4ZfobMIVwluhhwrU0ALcTmvw8B8wm7JCeCRCv1TsduJVwtHANoROgJn+Kjx9K+ieAQg+8N2Uscwth5/DbwMVx/HtZyuOc23o8XyYzXzadIfoqsELNveDmeg2ic65AmNnTwM8JZ3cXAZ+iuY+ILVnvJcK1x02591+EPJWZi7chHLhbRbhkZxJwD50Q+7U4i1Ap/oiQUydkzH+PcPBxVrx0Z2iL9acB3wVuIOTvo4Cj4gEAVwC0+aVgzjnnnHPOOeecy8bPTDvnnHPOOeecc53klWlXcCQ9mtHsL3PI1qTROec+UTxfOudc57STM/1SE9cmb+btnHPOOeecc851kp+Zds4555xzzjnnOskr084555xzzjnnXCd5Zdo555xzzjnnnOskr0w755xzzjnnnHOd5JVp55xzzjnnnHOuk/4fGjGFZyj3lvsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of col by target variable\n", "target_plot(vehicle, 'compactness', 'circularity', 'distance_circularity')\n", "target_plot(vehicle, 'radius_ratio', 'pr.axis_aspect_ratio', 'max.length_aspect_ratio')\n", "target_plot(vehicle, 'scatter_ratio', 'elongatedness', 'pr.axis_rectangularity')\n", "target_plot(vehicle, 'max.length_rectangularity', 'scaled_variance', 'scaled_variance.1')\n", "target_plot(vehicle, 'scaled_radius_of_gyration', 'scaled_radius_of_gyration.1', 'skewness_about')\n", "target_plot(vehicle, 'skewness_about.1', 'skewness_about.2', 'hollows_ratio')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 6 - Comments after checking outliers and distribution\n", "* Used box plot for the features of the vehicle dataframe. Found that `radius_ratio`, `pr.axis_aspect_ratio`, `max.length_aspect_ratio`, `scaled_variance`, `scaled_variance.1`, `scaled_radius_of_gyration.1`, `skewness_about`, `skewness_about.1` columns has outliers. \n", "* Used quantile method to check outliers in these column. It appears that `scaled_radius_of_gyration.1` has maximum outliers around 15 of them, which represents about 1.77% of number of rows.\n", "* It appears that removing outliers below 25% percentile and above 75% percentile will bring most of the columns to almost normal distribution. That would mean losing around 1.77% of the data.\n", "\n", "Let's not to that, **rather replace these outliers with null values and then replace those nulls with median values to avoid losing data.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Handling outliers using SimpleImputer" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Column for which outliers where removed with upper and lower percentile values: \n", " ['radius_ratio', 'pr.axis_aspect_ratio', 'max.length_aspect_ratio', 'scaled_variance', 'scaled_variance.1', 'scaled_radius_of_gyration.1', 'skewness_about', 'skewness_about.1']\n" ] } ], "source": [ "# Removing outliers with upper and lower percentile values being 75 and 25, respectively\n", "vehicle_im = vehicle.copy(deep = True)\n", "outliers_cols = ['radius_ratio', 'pr.axis_aspect_ratio', 'max.length_aspect_ratio', 'scaled_variance', 'scaled_variance.1',\n", " 'scaled_radius_of_gyration.1', 'skewness_about', 'skewness_about.1']\n", "\n", "for col in outliers_cols:\n", " Q3 = vehicle_im[col].quantile(0.75)\n", " Q1 = vehicle_im[col].quantile(0.25)\n", " IQR = Q3 - Q1\n", " upper_lim = Q3 + (1.5 * IQR)\n", " lower_lim = Q1 - (1.5 * IQR)\n", " vehicle_im.loc[(vehicle_im[col] < lower_lim) | (vehicle_im[col] > upper_lim), col] = np.nan\n", "\n", "print('Column for which outliers where removed with upper and lower percentile values: \\n', outliers_cols)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "compactness 0\n", "circularity 0\n", "distance_circularity 0\n", "radius_ratio 3\n", "pr.axis_aspect_ratio 8\n", "max.length_aspect_ratio 13\n", "scatter_ratio 0\n", "elongatedness 0\n", "pr.axis_rectangularity 0\n", "max.length_rectangularity 0\n", "scaled_variance 1\n", "scaled_variance.1 2\n", "scaled_radius_of_gyration 0\n", "scaled_radius_of_gyration.1 15\n", "skewness_about 12\n", "skewness_about.1 1\n", "skewness_about.2 0\n", "hollows_ratio 0\n", "class 0\n", "dtype: int64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vehicle_im.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Descriptive Stats before handling outliers: \n", " ------------------------------------------------------------\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
radius_ratio846.00168.8733.40104.00141.00167.00195.00333.00
pr.axis_aspect_ratio846.0061.687.8847.0057.0061.0065.00138.00
max.length_aspect_ratio846.008.574.602.007.008.0010.0055.00
scaled_variance846.00188.6031.36130.00167.00179.00217.00320.00
scaled_variance.1846.00439.31176.50184.00318.25363.50586.751018.00
scaled_radius_of_gyration.1846.0072.447.4759.0067.0071.5075.00135.00
skewness_about846.006.364.900.002.006.009.0022.00
skewness_about.1846.0012.608.930.005.0011.0019.0041.00
\n", "
" ], "text/plain": [ " count mean std min 25% 50% 75% \\\n", "radius_ratio 846.00 168.87 33.40 104.00 141.00 167.00 195.00 \n", "pr.axis_aspect_ratio 846.00 61.68 7.88 47.00 57.00 61.00 65.00 \n", "max.length_aspect_ratio 846.00 8.57 4.60 2.00 7.00 8.00 10.00 \n", "scaled_variance 846.00 188.60 31.36 130.00 167.00 179.00 217.00 \n", "scaled_variance.1 846.00 439.31 176.50 184.00 318.25 363.50 586.75 \n", "scaled_radius_of_gyration.1 846.00 72.44 7.47 59.00 67.00 71.50 75.00 \n", "skewness_about 846.00 6.36 4.90 0.00 2.00 6.00 9.00 \n", "skewness_about.1 846.00 12.60 8.93 0.00 5.00 11.00 19.00 \n", "\n", " max \n", "radius_ratio 333.00 \n", "pr.axis_aspect_ratio 138.00 \n", "max.length_aspect_ratio 55.00 \n", "scaled_variance 320.00 \n", "scaled_variance.1 1018.00 \n", "scaled_radius_of_gyration.1 135.00 \n", "skewness_about 22.00 \n", "skewness_about.1 41.00 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Descriptive Stats after handling outliers: \n", " ------------------------------------------------------------\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
radius_ratio846.00168.3332.15104.00141.00167.00194.75252.00
pr.axis_aspect_ratio846.0061.155.6147.0057.0061.0065.0076.00
max.length_aspect_ratio846.008.122.063.007.008.0010.0013.00
scaled_variance846.00188.4331.03130.00167.00179.00216.75288.00
scaled_variance.1846.00437.79174.35184.00318.25363.25586.00987.00
scaled_radius_of_gyration.1846.0071.936.1659.0067.0071.0075.0087.00
skewness_about846.006.134.570.002.005.009.0019.00
skewness_about.1846.0012.578.880.005.0011.0019.0040.00
\n", "
" ], "text/plain": [ " count mean std min 25% 50% 75% \\\n", "radius_ratio 846.00 168.33 32.15 104.00 141.00 167.00 194.75 \n", "pr.axis_aspect_ratio 846.00 61.15 5.61 47.00 57.00 61.00 65.00 \n", "max.length_aspect_ratio 846.00 8.12 2.06 3.00 7.00 8.00 10.00 \n", "scaled_variance 846.00 188.43 31.03 130.00 167.00 179.00 216.75 \n", "scaled_variance.1 846.00 437.79 174.35 184.00 318.25 363.25 586.00 \n", "scaled_radius_of_gyration.1 846.00 71.93 6.16 59.00 67.00 71.00 75.00 \n", "skewness_about 846.00 6.13 4.57 0.00 2.00 5.00 9.00 \n", "skewness_about.1 846.00 12.57 8.88 0.00 5.00 11.00 19.00 \n", "\n", " max \n", "radius_ratio 252.00 \n", "pr.axis_aspect_ratio 76.00 \n", "max.length_aspect_ratio 13.00 \n", "scaled_variance 288.00 \n", "scaled_variance.1 987.00 \n", "scaled_radius_of_gyration.1 87.00 \n", "skewness_about 19.00 \n", "skewness_about.1 40.00 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Using SimpleImputer to fill missing values by median\n", "print('Descriptive Stats before handling outliers: \\n', '--'*30)\n", "display(vehicle[outliers_cols].describe().T)\n", "\n", "columns = list(vehicle_im.columns)\n", "impute = SimpleImputer(missing_values = np.nan, strategy = 'median', verbose = 1)\n", "vehicle_im = pd.DataFrame(impute.fit_transform(vehicle_im), columns = columns)\n", "\n", "print('Descriptive Stats after handling outliers: \\n', '--'*30)\n", "display(vehicle_im[outliers_cols].describe().T)\n", "del outliers_cols, vehicle" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# A quick check to find columns that contain outliers\n", "fig = plt.figure(figsize = (15, 7.2))\n", "ax = sns.boxplot(data = vehicle_im.iloc[:, 0:18], orient = 'h')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 7 - Comments after checking outliers and distribution\n", "* Instead of removing the outliers, which might have resulted in loss of data, we first replaced the outliers (using IQR method) with nulls and then used SimpleImputer to replace those nulls with median values.\n", "* Again, there's least effect on means and no effect on (ofcourse) median." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Multivariate Visualization\n", "Checking relationship between two or more variables. Includes correlation and scatterplot matrix, checking relation between two variables and target variable." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "scatter_ratio pr.axis_rectangularity 0.99\n", "pr.axis_rectangularity scatter_ratio 0.99\n", "scaled_variance.1 scatter_ratio 0.98\n", "scatter_ratio scaled_variance.1 0.98\n", "pr.axis_rectangularity scaled_variance.1 0.97\n", "scaled_variance.1 pr.axis_rectangularity 0.97\n", "scatter_ratio elongatedness 0.97\n", "elongatedness scatter_ratio 0.97\n", "max.length_rectangularity circularity 0.96\n", "circularity max.length_rectangularity 0.96\n", "scaled_variance scatter_ratio 0.96\n", "scatter_ratio scaled_variance 0.96\n", "elongatedness pr.axis_rectangularity 0.95\n", "pr.axis_rectangularity elongatedness 0.95\n", "elongatedness scaled_variance.1 0.95\n", "scaled_variance.1 elongatedness 0.95\n", "scaled_variance elongatedness 0.95\n", "elongatedness scaled_variance 0.95\n", "pr.axis_rectangularity scaled_variance 0.95\n", "scaled_variance pr.axis_rectangularity 0.95\n", " scaled_variance.1 0.94\n", "scaled_variance.1 scaled_variance 0.94\n", "circularity scaled_radius_of_gyration 0.93\n", "scaled_radius_of_gyration circularity 0.93\n", "distance_circularity elongatedness 0.91\n", "elongatedness distance_circularity 0.91\n", "scatter_ratio distance_circularity 0.91\n", "distance_circularity scatter_ratio 0.91\n", "scaled_radius_of_gyration.1 hollows_ratio 0.90\n", "hollows_ratio scaled_radius_of_gyration.1 0.90\n", "pr.axis_rectangularity distance_circularity 0.89\n", "distance_circularity pr.axis_rectangularity 0.89\n", "skewness_about.2 hollows_ratio 0.89\n", "hollows_ratio skewness_about.2 0.89\n", "scaled_variance.1 distance_circularity 0.88\n", "distance_circularity scaled_variance.1 0.88\n", " scaled_variance 0.87\n", "scaled_variance distance_circularity 0.87\n", "max.length_rectangularity scaled_radius_of_gyration 0.87\n", "scaled_radius_of_gyration max.length_rectangularity 0.87\n", "scatter_ratio circularity 0.85\n", "circularity scatter_ratio 0.85\n", "pr.axis_rectangularity circularity 0.84\n", "circularity pr.axis_rectangularity 0.84\n", "skewness_about.2 scaled_radius_of_gyration.1 0.83\n", "scaled_radius_of_gyration.1 skewness_about.2 0.83\n", "circularity scaled_variance.1 0.83\n", "scaled_variance.1 circularity 0.83\n", "elongatedness radius_ratio 0.83\n", "radius_ratio elongatedness 0.83\n", "elongatedness circularity 0.82\n", "circularity elongatedness 0.82\n", "pr.axis_rectangularity compactness 0.81\n", "compactness pr.axis_rectangularity 0.81\n", "scatter_ratio compactness 0.81\n", "compactness scatter_ratio 0.81\n", "pr.axis_rectangularity max.length_rectangularity 0.81\n", "max.length_rectangularity pr.axis_rectangularity 0.81\n", " scatter_ratio 0.81\n", "scatter_ratio max.length_rectangularity 0.81\n", "scaled_variance.1 compactness 0.81\n", "compactness scaled_variance.1 0.81\n", "circularity scaled_variance 0.80\n", "scaled_variance circularity 0.80\n", "dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Correlation matrix for all variables\n", "correlation_matrix(vehicle_im, threshold = 0.8)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
VariableCorrelation
7elongatedness0.48
6scatter_ratio0.46
11scaled_variance.10.45
8pr.axis_rectangularity0.44
3radius_ratio0.44
2distance_circularity0.43
10scaled_variance0.42
0compactness0.30
15skewness_about.10.27
1circularity0.25
12scaled_radius_of_gyration0.25
13scaled_radius_of_gyration.10.18
5max.length_aspect_ratio0.17
17hollows_ratio0.14
9max.length_rectangularity0.14
4pr.axis_aspect_ratio0.06
14skewness_about0.06
16skewness_about.20.05
\n", "
" ], "text/plain": [ " Variable Correlation\n", "7 elongatedness 0.48\n", "6 scatter_ratio 0.46\n", "11 scaled_variance.1 0.45\n", "8 pr.axis_rectangularity 0.44\n", "3 radius_ratio 0.44\n", "2 distance_circularity 0.43\n", "10 scaled_variance 0.42\n", "0 compactness 0.30\n", "15 skewness_about.1 0.27\n", "1 circularity 0.25\n", "12 scaled_radius_of_gyration 0.25\n", "13 scaled_radius_of_gyration.1 0.18\n", "5 max.length_aspect_ratio 0.17\n", "17 hollows_ratio 0.14\n", "9 max.length_rectangularity 0.14\n", "4 pr.axis_aspect_ratio 0.06\n", "14 skewness_about 0.06\n", "16 skewness_about.2 0.05" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Absolute correlation of independent variables with the target variable\n", "absCorrwithDep = []\n", "allVars = vehicle_im.drop('class', axis = 1).columns\n", "\n", "for var in allVars:\n", " absCorrwithDep.append(abs(vehicle_im['class'].corr(vehicle_im[var])))\n", "\n", "display(pd.DataFrame([allVars, absCorrwithDep], index = ['Variable', 'Correlation']).T.\\\n", " sort_values('Correlation', ascending = False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 8 - Correlation matrix\n", "* `scatter_ratio` and `pr.axis_rectangularity`; `scaled_variance.1` and `scatter_ratio`; `pr.axis_rectangularity` and `scaled_variance.1`; `pr.axis_rectangularity` and `scaled_variance.1`; `elongatedness` and `scatter_ratio`; `circularity` and `max.length_rectangularity`; `scaled_variance` and `scatter_ratio`; `elongatedness` and `pr.axis_rectangularity`; `elongatedness` and `scaled_variance.1`; `elongatedness` and `scaled_variance`; `pr.axis_rectangularity`, `scaled_variance` and `scaled_variance.1`; `distance_circularity` and `elongatedness`; `circularity` and `scaled_radius_of_gyration`; `distance_circularity` and `elongatedness`; `scatter_ratio` and `distance_circularity` are correlated with each other with a correlation coeff greater than 0.9.\n", "* `elongatedness`, `scatter_ratio`, `scaled_variance.1`, `pr.axis_rectangularity` and `radius_ratio` are some columns which have relatively strong correlation with the `class` variable.\n", "* Though multicollinearity exists between columns, some of those have a strong influence on the target variable as well. For now lets remove `max.length_rectangularity`, `scaled_variance`, `scaled_radius_of_gyration`, `distance_circularity`, `hollows_ratio` and `skewness_about.2`" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "vehicle_im.drop(['max.length_rectangularity', 'scaled_variance', 'scaled_radius_of_gyration', \n", " 'distance_circularity', 'hollows_ratio', 'skewness_about.2'], axis = 1, inplace = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot pairplot for columns that have a relatively strong correlation with `class` variable..." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Indeed highly correlated variables ------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print('Indeed highly correlated variables', '--'*30)\n", "sns.pairplot(vehicle_im[['elongatedness', 'scatter_ratio', 'scaled_variance.1', \n", " 'pr.axis_rectangularity', 'radius_ratio', 'compactness', 'class']], hue = 'class')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(846, 13)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vehicle_im.shape" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((846, 12), (846,))" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Creating separate variables for features and target\n", "features = vehicle_im.iloc[:, 0:12]; features_list = list(features.columns)\n", "target = vehicle_im['class']\n", "\n", "features.shape, target.shape" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compactnesscircularityradius_ratiopr.axis_aspect_ratiomax.length_aspect_ratioscatter_ratioelongatednesspr.axis_rectangularityscaled_variance.1scaled_radius_of_gyration.1skewness_aboutskewness_about.1
095.0048.00178.0072.0010.00162.0042.0020.00379.0070.006.0016.00
191.0041.00141.0057.009.00149.0045.0019.00330.0072.009.0014.00
2104.0050.00209.0066.0010.00207.0032.0023.00635.0073.0014.009.00
393.0041.00159.0063.009.00144.0046.0019.00309.0063.006.0010.00
485.0044.00205.0061.008.00149.0045.0019.00325.0071.009.0011.00
\n", "
" ], "text/plain": [ " compactness circularity radius_ratio pr.axis_aspect_ratio \\\n", "0 95.00 48.00 178.00 72.00 \n", "1 91.00 41.00 141.00 57.00 \n", "2 104.00 50.00 209.00 66.00 \n", "3 93.00 41.00 159.00 63.00 \n", "4 85.00 44.00 205.00 61.00 \n", "\n", " max.length_aspect_ratio scatter_ratio elongatedness \\\n", "0 10.00 162.00 42.00 \n", "1 9.00 149.00 45.00 \n", "2 10.00 207.00 32.00 \n", "3 9.00 144.00 46.00 \n", "4 8.00 149.00 45.00 \n", "\n", " pr.axis_rectangularity scaled_variance.1 scaled_radius_of_gyration.1 \\\n", "0 20.00 379.00 70.00 \n", "1 19.00 330.00 72.00 \n", "2 23.00 635.00 73.00 \n", "3 19.00 309.00 63.00 \n", "4 19.00 325.00 71.00 \n", "\n", " skewness_about skewness_about.1 \n", "0 6.00 16.00 \n", "1 9.00 14.00 \n", "2 14.00 9.00 \n", "3 6.00 10.00 \n", "4 9.00 11.00 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### PCA\n", "Steps performed:\n", "1. As mentioned [here](https://datascience.stackexchange.com/questions/38395/standardscaler-before-and-after-splitting-data) and steps taken [here](https://towardsdatascience.com/pca-using-python-scikit-learn-e653f8989e60), to avoid leakage of data, let's first split the data into train and test set before scaling and performing rest of the PCA steps.\n", "2. Creating a covariance matrix for identifying Principal components\n", "3. Identify eigen values and eigen vector\n", "4. Finding variance and cumulative variance by each eigen vector\n", "5. Use PCA from sklearn and find Principal Components. Transform data to components formed." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Splitting the data into training and test set in the ratio of 85:25 respectively\n", "X_train, X_test, y_train, y_test = train_test_split(features, target, test_size = 0.25, \n", " random_state = random_state, shuffle = False)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(634, 12)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(634,)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(212, 12)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(212,)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_train = StandardScaler().fit_transform(X_train)\n", "X_test = StandardScaler().fit_transform(X_test)\n", "y_train = y_train.values\n", "y_test = y_test.values\n", "\n", "display(X_train.shape, y_train.shape, X_test.shape, y_test.shape)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Covariance Matrix \n", "%s [[ 1.00157978 0.6927466 0.72862246 0.19898718 0.49505746 0.81440645\n", " -0.78865303 0.81671979 0.81013144 -0.23968157 0.19300214 0.15222827]\n", " [ 0.6927466 1.00157978 0.64967972 0.21559846 0.56170726 0.8488418\n", " -0.82596821 0.84312815 0.83012816 0.06020995 0.11617679 -0.01374727]\n", " [ 0.72862246 0.64967972 1.00157978 0.6458051 0.46182824 0.77614113\n", " -0.82845233 0.75248537 0.76394977 -0.38576407 0.03171845 0.19228994]\n", " [ 0.19898718 0.21559846 0.6458051 1.00157978 0.13974833 0.19695357\n", " -0.29410931 0.16953522 0.1946448 -0.3107984 -0.05839069 -0.02595801]\n", " [ 0.49505746 0.56170726 0.46182824 0.13974833 1.00157978 0.49596454\n", " -0.50931992 0.49250771 0.46287865 -0.32635155 0.08945289 0.15872201]\n", " [ 0.81440645 0.8488418 0.77614113 0.19695357 0.49596454 1.00157978\n", " -0.97322484 0.99049017 0.98555786 0.00793151 0.04716969 0.2125568 ]\n", " [-0.78865303 -0.82596821 -0.82845233 -0.29410931 -0.50931992 -0.97322484\n", " 1.00157978 -0.95075667 -0.951896 0.078029 -0.02942302 -0.18614481]\n", " [ 0.81671979 0.84312815 0.75248537 0.16953522 0.49250771 0.99049017\n", " -0.95075667 1.00157978 0.97995967 0.02439504 0.05782451 0.21258193]\n", " [ 0.81013144 0.83012816 0.76394977 0.1946448 0.46287865 0.98555786\n", " -0.951896 0.97995967 1.00157978 0.01380612 0.04629087 0.19962112]\n", " [-0.23968157 0.06020995 -0.38576407 -0.3107984 -0.32635155 0.00793151\n", " 0.078029 0.02439504 0.01380612 1.00157978 -0.08266412 -0.1630561 ]\n", " [ 0.19300214 0.11617679 0.03171845 -0.05839069 0.08945289 0.04716969\n", " -0.02942302 0.05782451 0.04629087 -0.08266412 1.00157978 -0.03768531]\n", " [ 0.15222827 -0.01374727 0.19228994 -0.02595801 0.15872201 0.2125568\n", " -0.18614481 0.21258193 0.19962112 -0.1630561 -0.03768531 1.00157978]]\n" ] } ], "source": [ "# Covariance matrix\n", "cov_matrix = np.cov(X_train.T)\n", "print('Covariance Matrix \\n%s', cov_matrix)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eigen Vectors \n", "%s [[-3.39450715e-01 2.36357770e-02 -1.63175268e-01 -6.33209676e-02\n", " -1.45937709e-02 3.85496746e-01 8.02007929e-01 2.06839187e-01\n", " -9.52114113e-03 2.79550123e-02 1.33738935e-01 -8.51456120e-04]\n", " [-3.39576130e-01 -1.76359038e-01 3.31498572e-02 -1.88619678e-01\n", " 1.58754055e-01 -2.27806785e-01 -2.50134455e-01 8.17630172e-01\n", " -2.30219364e-02 3.24498995e-02 2.09070144e-02 -8.18780263e-02]\n", " [-3.39786015e-01 3.05768414e-01 1.68414061e-01 -4.04368461e-02\n", " -1.67741829e-01 3.73521106e-02 -7.12117053e-02 -1.47234052e-01\n", " -1.40364519e-02 2.04231985e-02 -2.11786378e-01 -8.11975143e-01]\n", " [-1.32048433e-01 5.17895579e-01 4.65277587e-01 -2.26573804e-01\n", " -3.15478527e-01 -4.09971025e-01 1.87407805e-01 2.88899782e-02\n", " 1.92555573e-02 -3.03940544e-02 2.26065837e-02 3.75717404e-01]\n", " [-2.36731239e-01 1.72203564e-01 -2.89579241e-01 1.66499147e-02\n", " 6.73394380e-01 -5.20849315e-01 1.74163583e-01 -2.70023726e-01\n", " 4.90218338e-04 2.67872955e-02 -3.44032638e-02 -1.67256251e-02]\n", " [-3.79544630e-01 -1.58917126e-01 3.01331235e-02 5.88996430e-02\n", " -4.79304615e-02 6.54990971e-02 -1.25360547e-01 -1.47011385e-01\n", " 8.60949779e-01 -1.53988809e-01 8.81496494e-03 1.31811209e-01]\n", " [ 3.78338479e-01 6.69207582e-02 -7.69632239e-02 -2.91668784e-02\n", " 3.87528801e-02 -5.56037802e-02 2.43249899e-01 2.48362869e-01\n", " 2.64947746e-01 -8.21334412e-02 -8.01702921e-01 -2.21039377e-02]\n", " [-3.75735266e-01 -1.78253455e-01 1.05735058e-02 5.99371936e-02\n", " -4.49167978e-02 7.12421058e-02 -7.37033904e-02 -1.29405301e-01\n", " -3.96630014e-01 -6.96120346e-01 -3.30434257e-01 2.07335161e-01]\n", " [-3.74393248e-01 -1.65354225e-01 3.99406608e-02 5.22829152e-02\n", " -7.13145088e-02 1.05626352e-01 -1.06451482e-01 -1.62436434e-01\n", " -1.71924114e-01 6.92605118e-01 -4.25380948e-01 2.89810311e-01]\n", " [ 6.12701550e-02 -6.85789303e-01 2.47813201e-01 -3.30063062e-02\n", " -2.15965053e-01 -4.72780069e-01 3.49013955e-01 -1.47471791e-01\n", " -1.77458470e-02 3.09999159e-02 2.86184522e-02 -2.18226278e-01]\n", " [-3.60056676e-02 5.78245751e-03 -6.93815124e-01 -5.12978716e-01\n", " -4.51599502e-01 -1.79321998e-01 -9.50385923e-02 -9.44386738e-02\n", " 2.14355561e-03 2.41279651e-03 1.48702838e-03 9.02504349e-03]\n", " [-8.32850162e-02 1.33359885e-01 -3.03715402e-01 7.95161997e-01\n", " -3.63283293e-01 -2.81867433e-01 3.46024304e-02 1.90207154e-01\n", " -1.36635099e-02 1.99097494e-02 3.69652255e-02 -1.86876876e-03]]\n", "\n", " Eigen Values \n", "%s [6.53481256e+00 1.55027798e+00 1.11438386e+00 1.07646142e+00\n", " 7.55326425e-01 5.00210798e-01 2.05141488e-01 1.52593595e-01\n", " 5.87515113e-03 2.04033235e-02 4.18767553e-02 6.15939938e-02]\n" ] } ], "source": [ "# Eigen values and vector\n", "eig_vals, eig_vecs = np.linalg.eig(cov_matrix)\n", "print('Eigen Vectors \\n%s', eig_vecs)\n", "print('\\n Eigen Values \\n%s', eig_vals)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative Variance Explained [ 54.37087735 67.26948354 76.54136817 85.49773096 91.78218978\n", " 95.9440383 97.65085431 98.9204619 99.43293559 99.78135812\n", " 99.95111763 100. ]\n" ] } ], "source": [ "# Cumulative variance explained\n", "tot = sum(eig_vals)\n", "var_exp = [(i /tot) * 100 for i in sorted(eig_vals, reverse = True)]\n", "cum_var_exp = np.cumsum(var_exp)\n", "\n", "print('Cumulative Variance Explained', cum_var_exp)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "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 = (15 , 7.2))\n", "plt.plot(var_exp)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Ploting \n", "plt.figure(figsize = (15 , 7.2))\n", "plt.bar(range(1, eig_vals.size + 1), var_exp, alpha = 0.5, align = 'center', label = 'Individual explained variance')\n", "plt.step(range(1, eig_vals.size + 1), cum_var_exp, where = 'mid', label = 'Cumulative explained variance')\n", "plt.axhline(y = 95, color = 'r', linestyle = '--')\n", "plt.axvline(x = 6, color = 'r', linestyle = '--')\n", "plt.ylabel('Explained Variance Ratio')\n", "plt.xlabel('Principal Components')\n", "plt.legend(loc = 'best')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 8 - PCA \n", "* Visually we can observe that their is steep drop in variance explained with increase in number of PC's.\n", "* We will proceed with 6 components here which covers more than 95% of variance." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(634, 6)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(212, 6)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reducing the dimensions from 12 to 6\n", "pca = PCA(n_components = 6, random_state = random_state)\n", "pca.fit(X_train)\n", "X_train_reduced = pca.fit_transform(X_train)\n", "X_test_reduced = pca.fit_transform(X_test)\n", "display(X_train_reduced.shape, X_test_reduced.shape)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.34009463, 0.33794945, 0.33503446, 0.13041569, 0.23652898,\n", " 0.38048316, -0.38018014, 0.37579804, 0.3752845 , -0.05863032,\n", " 0.05802983, 0.08216775],\n", " [-0.01708559, 0.18133851, -0.32574657, -0.54502345, -0.19833762,\n", " 0.15551679, -0.04657311, 0.18064402, 0.13444857, 0.64541435,\n", " 0.165809 , 0.05665432],\n", " [ 0.06575121, 0.17648847, -0.03327224, -0.01308773, 0.12490053,\n", " -0.05935091, 0.04297934, -0.06143859, -0.06308507, -0.09867145,\n", " 0.66276782, -0.6967989 ],\n", " [ 0.2112849 , -0.13502957, -0.1346522 , -0.37483765, 0.31520721,\n", " -0.0682641 , 0.10682439, -0.04298389, -0.0485113 , -0.36467931,\n", " 0.45724618, 0.56284827],\n", " [-0.05721052, -0.13484345, 0.19649251, 0.4550835 , -0.54315451,\n", " 0.00282427, -0.04349429, -0.02006966, 0.02745604, 0.1809912 ,\n", " 0.54106651, 0.33052979],\n", " [ 0.37871695, -0.29415461, 0.06660237, -0.36394537, -0.61434687,\n", " 0.09278887, -0.08720213, 0.09561024, 0.10074785, -0.39900997,\n", " -0.10790752, -0.22220244]])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Pairplot after dimension reduction\n", "sns.pairplot(pd.DataFrame(X_train_reduced), diag_kind = 'kde')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((634, 7), (212, 7))" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Creating a dimension reduced with features and target\n", "df_train = pd.DataFrame(X_train_reduced).join(pd.DataFrame(y_train, columns = ['class']), how = 'left', sort = False)\n", "df_test = pd.DataFrame(X_test_reduced).join(pd.DataFrame(y_test, columns = ['class']), how = 'left', sort = False)\n", "df_train.shape, df_test.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### Observation 9 - Dimensionality Reduction \n", "* After dimensionality reduction using PCA our attributes have become independent with no correlation among themselves" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2, ax3), (ax4, ax5, ax6)) = plt.subplots(2, 3, figsize = (20, 10))\n", "f.suptitle('Clusters using Dimensionality Reduction', fontsize = 14)\n", "\n", "pca_plots(df_train, 0, 1, 'First Component', 'Second Component', ax1)\n", "pca_plots(df_train, 1, 2, 'Second Component', 'Third Component', ax2)\n", "pca_plots(df_train, 2, 3, 'Third Component', 'Fourth Component', ax3)\n", "pca_plots(df_train, 3, 4, 'Fourth Component', 'Fifth Component', ax4)\n", "pca_plots(df_train, 4, 5, 'Fifth Component', 'Sixth Component', ax5)\n", "pca_plots(df_train, 5, 0, 'Sixth Component', 'First Component', ax6)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features = [f for f in df_train.columns if f not in ['class']]\n", "\n", "i = 0\n", "t1 = df_train[df_train['class'] == 1]\n", "t2 = df_train[df_train['class'] == 2]\n", "t3 = df_train[df_train['class'] == 3]\n", "\n", "fig, ax = plt.subplots(2, 3, figsize = (20, 10))\n", "fig.suptitle('Distribution for Car, Bus, Van for Principal Components', fontsize = 14)\n", "\n", "for feature in features:\n", " i += 1\n", " plt.subplot(2, 3, i)\n", " sns.kdeplot(t1[feature], bw = 0.5, label = 'Van')\n", " sns.kdeplot(t2[feature], bw = 0.5, label = 'Bus')\n", " sns.kdeplot(t3[feature], bw = 0.5, label = 'Car')\n", " plt.xlabel(feature, fontsize = 12)\n", " locs, labels = plt.xticks()\n", " plt.tick_params(axis = 'both', which = 'major', labelsize = 12)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features = [f for f in df_train.columns if f not in ['class']]\n", "\n", "i = 0\n", "ttr = df_train.drop(['class'], axis = 1)\n", "tte = df_test.drop(['class'], axis = 1)\n", "\n", "fig, ax = plt.subplots(2, 3, figsize = (20, 10))\n", "fig.suptitle('Most of the principal components are normally distributed in both train and test set', fontsize = 20)\n", "\n", "for feature in features:\n", " i += 1\n", " plt.subplot(2, 3, i)\n", " sns.kdeplot(ttr[feature], bw = 0.5, label = 'Train')\n", " sns.kdeplot(tte[feature], bw = 0.5, label = 'Test')\n", " plt.xlabel(feature, fontsize = 12)\n", " locs, labels = plt.xticks()\n", " plt.tick_params(axis = 'both', which = 'major', labelsize = 12)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Modelling\n", "As mentioned in the list of tasks, use Naive Bayes and support vector machines. Use grid search for SVC (try C values - 0.01, 0.05, 0.5, 1 and kernel = linear, rbf) and find out the best hyper parameters and do cross validation to find the accuracy." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR: 0.779001 (0.065916)\n", "KNN: 0.845923 (0.036627)\n", "NB: 0.766583 (0.072973)\n", "SVC: 0.892764 (0.020523)\n", "CART: 0.822720 (0.049417)\n", "RF: 0.829701 (0.040820)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compare different models on the principal components\n", "models = []\n", "models.append(('LR', LogisticRegression()))\n", "models.append(('KNN', KNeighborsClassifier()))\n", "models.append(('NB', GaussianNB()))\n", "models.append(('SVC', SVC()))\n", "models.append(('CART', DecisionTreeClassifier()))\n", "models.append(('RF', RandomForestClassifier()))\n", "\n", "# evaluate each model in turn\n", "results = []\n", "names = []\n", "scoring = 'f1_macro'\n", "for name, model in models:\n", " skf = StratifiedKFold(n_splits = 10, random_state = random_state)\n", " cv_results = cross_val_score(model, X_train_reduced, y_train, cv = skf, scoring = scoring)\n", " results.append(cv_results)\n", " names.append(name)\n", " msg = \"%s: %f (%f)\" % (name, cv_results.mean(), cv_results.std())\n", " print(msg)\n", "\n", "# boxplot algorithm comparison\n", "fig = plt.figure(figsize = (15, 7.2))\n", "fig.suptitle(f'SVC does have the highest cross validation score. Let\\'s try SVC and NB for this problem.', fontsize = 14)\n", "ax = fig.add_subplot(111)\n", "plt.boxplot(results)\n", "ax.set_xticklabels(names)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Naive Bayes Classifier Scores\n", "\n", "\n", "NB accuracy for train set: 0.798\n", "NB accuracy for test set: 0.675\n", "NB cross validation training score: 0.767\n", "\n", "Accuracy Score:\n", " 0.675\n", "\n", " precision recall f1-score support\n", "\n", " 1.0 0.58 0.67 0.62 49\n", " 2.0 0.60 0.53 0.56 53\n", " 3.0 0.76 0.75 0.75 110\n", "\n", " accuracy 0.67 212\n", " macro avg 0.64 0.65 0.64 212\n", "weighted avg 0.68 0.67 0.67 212\n", "\n", "\n", "Confusion Matrix:\n", " [[33 3 13]\n", " [12 28 13]\n", " [12 16 82]]\n" ] } ], "source": [ "# Naive Bayes Model -- Principal Components\n", "NB = GaussianNB()\n", "NB.fit(X_train_reduced, y_train)\n", "\n", "print('Naive Bayes Classifier Scores\\n\\n')\n", "print('NB accuracy for train set: {0:.3f}'.format(NB.score(X_train_reduced, y_train)))\n", "print('NB accuracy for test set: {0:.3f}'.format(NB.score(X_test_reduced, y_test)))\n", "\n", "y_true, y_pred = y_test, NB.predict(X_test_reduced)\n", "\n", "# Cross Validation Score\n", "skf = StratifiedKFold(n_splits = 10, random_state = random_state)\n", "nb_score = cross_val_score(NB, X_train_reduced, y_train, cv = skf, scoring = scoring)\n", "print('NB cross validation training score: ', round(nb_score.mean(), 3).astype(str))\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SVC Scores with Hyperparameter Tuning\n", "\n", "\n", "Best Hyper Parameters are: {'C': 1, 'kernel': 'rbf'}\n", "Best Score is: 0.899\n", "SVC accuracy for train set: 0.923\n", "SVC accuracy for test set: 0.783\n", "SVC cross validation training score: 0.893\n", "\n", "Accuracy Score:\n", " 0.783\n", "\n", " precision recall f1-score support\n", "\n", " 1.0 0.65 0.71 0.68 49\n", " 2.0 0.79 0.79 0.79 53\n", " 3.0 0.85 0.81 0.83 110\n", "\n", " accuracy 0.78 212\n", " macro avg 0.76 0.77 0.77 212\n", "weighted avg 0.79 0.78 0.78 212\n", "\n", "\n", "Confusion Matrix:\n", " [[35 2 12]\n", " [ 7 42 4]\n", " [12 9 89]]\n" ] } ], "source": [ "# SVC with hyperparameter tuning -- Principal Components\n", "svc = SVC(random_state = random_state)\n", "\n", "params = {'C': [0.01, 0.05, 0.5, 1], 'kernel': ['linear', 'rbf']}\n", "\n", "skf = StratifiedKFold(n_splits = 10, random_state = random_state)\n", "grid_svc = GridSearchCV(svc, param_grid = params, n_jobs = -1, cv = skf)\n", "\n", "grid_svc.fit(X_train_reduced, y_train)\n", "\n", "print('SVC Scores with Hyperparameter Tuning\\n\\n')\n", "print('Best Hyper Parameters are: ', grid_svc.best_params_)\n", "print('Best Score is: ', grid_svc.best_score_.round(3))\n", "\n", "print('SVC accuracy for train set: {0:.3f}'.format(grid_svc.score(X_train_reduced, y_train)))\n", "print('SVC accuracy for test set: {0:.3f}'.format(grid_svc.score(X_test_reduced, y_test)))\n", "\n", "y_true, y_pred = y_test, grid_svc.predict(X_test_reduced)\n", "\n", "# Cross Validation Score\n", "grid_svc_score = cross_val_score(grid_svc, X_train_reduced, y_train, cv = skf, scoring = scoring)\n", "print('SVC cross validation training score: ', round(grid_svc_score.mean(), 3).astype(str))\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SVC Scores with Hyperparameter Tuning\n", "\n", "\n", "Best Hyper Parameters are: {'C': 1, 'kernel': 'rbf'}\n", "Best Score is: 0.924\n", "SVC accuracy for train set: 0.950\n", "SVC accuracy for test set: 0.929\n", "SVC cross validation training score: 0.921\n", "\n", "Accuracy Score:\n", " 0.929\n", "\n", " precision recall f1-score support\n", "\n", " 1.0 0.92 0.90 0.91 49\n", " 2.0 0.91 0.96 0.94 53\n", " 3.0 0.94 0.93 0.94 110\n", "\n", " accuracy 0.93 212\n", " macro avg 0.92 0.93 0.93 212\n", "weighted avg 0.93 0.93 0.93 212\n", "\n", "\n", "Confusion Matrix:\n", " [[ 44 1 4]\n", " [ 0 51 2]\n", " [ 4 4 102]]\n" ] } ], "source": [ "# SVC with hyperparameter tuning -- Original Features\n", "svc = SVC(random_state = random_state)\n", "\n", "params = {'C': [0.01, 0.05, 0.5, 1], 'kernel': ['linear', 'rbf']}\n", "\n", "skf = StratifiedKFold(n_splits = 10)\n", "grid_svc_f = GridSearchCV(svc, param_grid = params, n_jobs = -1, cv = skf)\n", "\n", "grid_svc_f.fit(X_train, y_train)\n", "\n", "print('SVC Scores with Hyperparameter Tuning\\n\\n')\n", "print('Best Hyper Parameters are: ', grid_svc_f.best_params_)\n", "print('Best Score is: ', grid_svc_f.best_score_.round(3))\n", "\n", "print('SVC accuracy for train set: {0:.3f}'.format(grid_svc_f.score(X_train, y_train)))\n", "print('SVC accuracy for test set: {0:.3f}'.format(grid_svc_f.score(X_test, y_test)))\n", "\n", "y_true, y_pred = y_test, grid_svc_f.predict(X_test)\n", "\n", "# Cross Validation Score\n", "grid_svc_f_score = cross_val_score(grid_svc_f, X_train, y_train, cv = skf, scoring = scoring)\n", "print('SVC cross validation training score: ', round(grid_svc_f_score.mean(), 3).astype(str))\n", "\n", "# Accuracy Score\n", "auc = accuracy_score(y_true, y_pred)\n", "print('\\nAccuracy Score:\\n', auc.round(3))\n", "\n", "# Classification Report\n", "print('\\n{}'.format(classification_report(y_true, y_pred)))\n", "\n", "# Confusion Matrix\n", "cm = confusion_matrix(y_true, y_pred)\n", "print('\\nConfusion Matrix:\\n', cm)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot training vs cross validation scores\n", "cv = StratifiedKFold(n_splits = 30, random_state = random_state)\n", "\n", "f, ((ax1, ax2, ax3)) = plt.subplots(1, 3, figsize = (15, 7.2))\n", "f.suptitle('Training vs Cross Validation Scores', fontsize = 14)\n", "\n", "plot_learning_curve(NB, X_train_reduced, y_train, cv = cv, n_jobs = 1, ax = ax1,\n", " name = 'Naive Bayes \\n Principal Components Learning Curve')\n", "\n", "plot_learning_curve(grid_svc, X_train_reduced, y_train, cv = cv, n_jobs = 1, ax = ax2, \n", " name = 'Support Vector Classifier \\n Principal Components Learning Curve')\n", "\n", "plot_learning_curve(grid_svc_f, X_train, y_train, cv = cv, n_jobs = 1, ax = ax3,\n", " name = 'Support Vector Classifier \\n Original Features Learning Curve')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Conclusion\n", "\n", "We used correlation matrix and checked the relation of each feature with the `class` column to reduce the number of features in the dataset to 12 from 18.\n", "\n", "PCA being a statistical technique to reduce the dimensionality of the data by the selecting the most important features that captures maximum information about the dataset, does the task here. Here we've reduced the dimension from 12 to 6 and selected those which explained 95% variance. Doing that it removes the correlated features as well, which we saw in the scatterplot before and after PCA. \n", "\n", "However, some of the limitations which are clearly seen in this use case are: after implementing PCA on the dataset, we saw features getting converted into principal components. Principal components are the linear combination of original features. This makes the features less interpretable. Additionally, we know that one of limitation of PCA is it assumes linearity i.e. principal components are a linear combinations of the original features, which if not true will not give a sensible results.[.](https://www.quora.com/What-are-the-disadvantages-of-a-PCA)\n", "\n", "We then applied Naive Bayes and Support Vector Classifier on the reduced features (dimensions) and got an accuracy of 67.5% and 78.3% respectively and precision (macro) score of 64% and 76% respectively. Recall (macro) score for the same was 65% and 77% respectively. We then also applied SVC on the 12 actual features (with interpretability) and saw an accuracy score of 92.9%, precision (macro) score of 92% and recall (macro) score of 93%, which is a way better score then SVC when applied on principal components.\n", "\n", "**Shape of dataset we were dealing with was 846 rows and 12 features + 1 class column. Effect of PCA can be more useful in large datasets with more features.**\n", "\n", "Based on learning curve, we can conclude that for Naive Bayes with principal components, both training and validation scores are volatile, however the validation score almost flattens beyond a training size of ~330. For SVC with principal components and original features, both training and validation scores increases with the increase in size of the dataset, which would mean the scores can be further increases with more training samples. Howevver, the gap between training and validation score for SVC with principal component is higher than then the others." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 1 }