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"}}},{"cell_type":"markdown","source":"# **Table of Contents**\n\n* **Understanding the Dataset**\n\n* **Feature Engineering**\n\n* **Data Preprocessing for Model**\n\n* **Model Building (Baseline Validation Performance)**\n\n* **Submission**\n\n\n\n\n","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-07-30T06:41:23.029299Z","iopub.execute_input":"2022-07-30T06:41:23.029863Z","iopub.status.idle":"2022-07-30T06:41:23.041084Z","shell.execute_reply.started":"2022-07-30T06:41:23.029818Z","shell.execute_reply":"2022-07-30T06:41:23.039814Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"training = pd.read_csv('/kaggle/input/titanic/train.csv')\ntest = pd.read_csv('/kaggle/input/titanic/test.csv')\n\ntraining['train_test'] = 1\ntest['train_test'] = 0\ntest['Survived'] = np.NaN\nall_data = pd.concat([training,test])\n\n%matplotlib inline\nall_data.columns","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:41:52.496384Z","iopub.execute_input":"2022-07-30T06:41:52.496910Z","iopub.status.idle":"2022-07-30T06:41:52.556824Z","shell.execute_reply.started":"2022-07-30T06:41:52.496866Z","shell.execute_reply":"2022-07-30T06:41:52.556031Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Understand nature of the data .info() .describe()\n# Histograms and boxplots \n# Value counts \n# Missing data \n# Correlation between the metrics \n# Explore interesting themes \n    # Wealthy survive? \n    # By location \n    # Age scatterplot with ticket price \n    # Young and wealthy Variable? \n    # Total spent? \n# Feature engineering \n# preprocess data together or use a transformer? \n    # use label for train and test   \n# Scaling?\n\n# Model Baseline \n# Model comparison with CV","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:42:40.564302Z","iopub.execute_input":"2022-07-30T06:42:40.564756Z","iopub.status.idle":"2022-07-30T06:42:40.571054Z","shell.execute_reply.started":"2022-07-30T06:42:40.564724Z","shell.execute_reply":"2022-07-30T06:42:40.569638Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Understanding the Dataset**","metadata":{}},{"cell_type":"markdown","source":"# **Light Data Exploration**\n**1) For numeric data**\n* Made histograms to understand distributions\n* Corrplot\n* Pivot table comparing survival rate across numeric variables\n\n**2) For Categorical Data**\n* Made bar charts to understand balance of classes\n* Made pivot tables to understand relationship with survival","metadata":{}},{"cell_type":"code","source":"#quick look at our data types & null counts \ntraining.info()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:44:55.775319Z","iopub.execute_input":"2022-07-30T06:44:55.775802Z","iopub.status.idle":"2022-07-30T06:44:55.799239Z","shell.execute_reply.started":"2022-07-30T06:44:55.775768Z","shell.execute_reply":"2022-07-30T06:44:55.798350Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# to better understand the numeric data, we want to use the .describe() method. This gives us an understanding of the central tendencies of the data \ntraining.describe()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:45:05.695564Z","iopub.execute_input":"2022-07-30T06:45:05.695985Z","iopub.status.idle":"2022-07-30T06:45:05.747075Z","shell.execute_reply.started":"2022-07-30T06:45:05.695951Z","shell.execute_reply":"2022-07-30T06:45:05.746154Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#quick way to separate numeric columns\ntraining.describe().columns","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:45:26.820246Z","iopub.execute_input":"2022-07-30T06:45:26.820831Z","iopub.status.idle":"2022-07-30T06:45:26.860306Z","shell.execute_reply.started":"2022-07-30T06:45:26.820784Z","shell.execute_reply":"2022-07-30T06:45:26.859083Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# look at numeric and categorical values separately \ndf_num = training[['Age','SibSp','Parch','Fare']]\ndf_cat = training[['Survived','Pclass','Sex','Ticket','Cabin','Embarked']]","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:45:53.480126Z","iopub.execute_input":"2022-07-30T06:45:53.480597Z","iopub.status.idle":"2022-07-30T06:45:53.491813Z","shell.execute_reply.started":"2022-07-30T06:45:53.480561Z","shell.execute_reply":"2022-07-30T06:45:53.490603Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#distributions for all numeric variables \nfrom matplotlib import pyplot as plt\nfor i in df_num.columns:\n    plt.hist(df_num[i])\n    plt.title(i)\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:46:34.472159Z","iopub.execute_input":"2022-07-30T06:46:34.472579Z","iopub.status.idle":"2022-07-30T06:46:35.454934Z","shell.execute_reply.started":"2022-07-30T06:46:34.472545Z","shell.execute_reply":"2022-07-30T06:46:35.453646Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import seaborn as sns\nprint(df_num.corr())\nsns.heatmap(df_num.corr(),annot=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:47:08.663085Z","iopub.execute_input":"2022-07-30T06:47:08.664273Z","iopub.status.idle":"2022-07-30T06:47:09.475393Z","shell.execute_reply.started":"2022-07-30T06:47:08.664220Z","shell.execute_reply":"2022-07-30T06:47:09.474122Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# compare survival rate across Age, SibSp, Parch, and Fare \npd.pivot_table(training, index = 'Survived', values = ['Age','SibSp','Parch','Fare'])","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:47:21.563290Z","iopub.execute_input":"2022-07-30T06:47:21.565123Z","iopub.status.idle":"2022-07-30T06:47:21.596628Z","shell.execute_reply.started":"2022-07-30T06:47:21.565056Z","shell.execute_reply":"2022-07-30T06:47:21.595198Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for i in df_cat.columns:\n    sns.barplot(df_cat[i].value_counts().index,df_cat[i].value_counts()).set_title(i)\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:47:38.216715Z","iopub.execute_input":"2022-07-30T06:47:38.217551Z","iopub.status.idle":"2022-07-30T06:47:49.535780Z","shell.execute_reply.started":"2022-07-30T06:47:38.217503Z","shell.execute_reply":"2022-07-30T06:47:49.534578Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Comparing survival and each of these categorical variables \nprint(pd.pivot_table(training, index = 'Survived', columns = 'Pclass', values = 'Ticket' ,aggfunc ='count'))\nprint()\nprint(pd.pivot_table(training, index = 'Survived', columns = 'Sex', values = 'Ticket' ,aggfunc ='count'))\nprint()\nprint(pd.pivot_table(training, index = 'Survived', columns = 'Embarked', values = 'Ticket' ,aggfunc ='count'))","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:48:14.676968Z","iopub.execute_input":"2022-07-30T06:48:14.677345Z","iopub.status.idle":"2022-07-30T06:48:14.721379Z","shell.execute_reply.started":"2022-07-30T06:48:14.677316Z","shell.execute_reply":"2022-07-30T06:48:14.720140Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Feature Engineering**\n*  Cabin - Simplify cabins (evaluated if cabin letter (cabin_adv) or the purchase of tickets across multiple cabins (cabin_multiple) impacted survival)\n\n*  Tickets - Do different ticket types impact survival rates?\n\n*  Does a person's title relate to survival rates?","metadata":{}},{"cell_type":"code","source":"df_cat.Cabin\ntraining['cabin_multiple'] = training.Cabin.apply(lambda x: 0 if pd.isna(x) else len(x.split(' ')))\n# after looking at this, we may want to look at cabin by letter or by number. Let's create some categories for this \n# letters \n# multiple letters \ntraining['cabin_multiple'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:49:18.701185Z","iopub.execute_input":"2022-07-30T06:49:18.701660Z","iopub.status.idle":"2022-07-30T06:49:18.716251Z","shell.execute_reply.started":"2022-07-30T06:49:18.701625Z","shell.execute_reply":"2022-07-30T06:49:18.715183Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.pivot_table(training, index = 'Survived', columns = 'cabin_multiple', values = 'Ticket' ,aggfunc ='count')","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:49:42.604810Z","iopub.execute_input":"2022-07-30T06:49:42.605243Z","iopub.status.idle":"2022-07-30T06:49:42.632558Z","shell.execute_reply.started":"2022-07-30T06:49:42.605210Z","shell.execute_reply":"2022-07-30T06:49:42.631369Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#creates categories based on the cabin letter (n stands for null)\n#in this case we will treat null values like it's own category\n\ntraining['cabin_adv'] = training.Cabin.apply(lambda x: str(x)[0])","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:49:59.706074Z","iopub.execute_input":"2022-07-30T06:49:59.706455Z","iopub.status.idle":"2022-07-30T06:49:59.713765Z","shell.execute_reply.started":"2022-07-30T06:49:59.706425Z","shell.execute_reply":"2022-07-30T06:49:59.712887Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#comparing surivial rate by cabin\nprint(training.cabin_adv.value_counts())\npd.pivot_table(training,index='Survived',columns='cabin_adv', values = 'Name', aggfunc='count')","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:50:11.062924Z","iopub.execute_input":"2022-07-30T06:50:11.063322Z","iopub.status.idle":"2022-07-30T06:50:11.093798Z","shell.execute_reply.started":"2022-07-30T06:50:11.063291Z","shell.execute_reply":"2022-07-30T06:50:11.092991Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#understand ticket values better \n#numeric vs non numeric \ntraining['numeric_ticket'] = training.Ticket.apply(lambda x: 1 if x.isnumeric() else 0)\ntraining['ticket_letters'] = training.Ticket.apply(lambda x: ''.join(x.split(' ')[:-1]).replace('.','').replace('/','').lower() if len(x.split(' ')[:-1]) >0 else 0)\ntraining['numeric_ticket'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:50:46.190222Z","iopub.execute_input":"2022-07-30T06:50:46.191243Z","iopub.status.idle":"2022-07-30T06:50:46.205367Z","shell.execute_reply.started":"2022-07-30T06:50:46.191202Z","shell.execute_reply":"2022-07-30T06:50:46.204440Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#lets us view all rows in dataframe through scrolling. This is for convenience \npd.set_option(\"max_rows\", None)\ntraining['ticket_letters'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:50:57.527416Z","iopub.execute_input":"2022-07-30T06:50:57.527862Z","iopub.status.idle":"2022-07-30T06:50:57.539796Z","shell.execute_reply.started":"2022-07-30T06:50:57.527825Z","shell.execute_reply":"2022-07-30T06:50:57.538489Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#difference in numeric vs non-numeric tickets in survival rate \npd.pivot_table(training,index='Survived',columns='numeric_ticket', values = 'Ticket', aggfunc='count')","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:51:13.756766Z","iopub.execute_input":"2022-07-30T06:51:13.757192Z","iopub.status.idle":"2022-07-30T06:51:13.778482Z","shell.execute_reply.started":"2022-07-30T06:51:13.757161Z","shell.execute_reply":"2022-07-30T06:51:13.777170Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#feature engineering on person's title \ntraining.Name.head(50)\ntraining['name_title'] = training.Name.apply(lambda x: x.split(',')[1].split('.')[0].strip())\n#mr., ms., master. etc","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:51:23.857650Z","iopub.execute_input":"2022-07-30T06:51:23.858139Z","iopub.status.idle":"2022-07-30T06:51:23.867842Z","shell.execute_reply.started":"2022-07-30T06:51:23.858099Z","shell.execute_reply":"2022-07-30T06:51:23.866544Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"training['name_title'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:51:31.407612Z","iopub.execute_input":"2022-07-30T06:51:31.408091Z","iopub.status.idle":"2022-07-30T06:51:31.418358Z","shell.execute_reply.started":"2022-07-30T06:51:31.408053Z","shell.execute_reply":"2022-07-30T06:51:31.417342Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Data Preprocessing for Model**\n\n*  Drop null values from Embarked (only 2)\n\n*  Include only relevant variables (Since we have limited data, I wanted to exclude things like name and passanger ID so that we could have a reasonable number of features for our models to deal with)\nVariables: 'Pclass', 'Sex','Age', 'SibSp', 'Parch', 'Fare', 'Embarked', 'cabin_adv', 'cabin_multiple', 'numeric_ticket', 'name_title'\n\n*  Do categorical transforms on all data. Usually we would use a transformer, but with this approach we can ensure that our traning and test data have the same colums. We also may be able to infer something about the shape of the test data through this method. I will stress, this is generally not recommend outside of a competition (use onehot encoder).\n\n* Impute data with mean for fare and age (Should also experiment with median)\n\n*  Normalized fare using logarithm to give more semblance of a normal distribution\n\n*  Scaled data 0-1 with standard scaler","metadata":{}},{"cell_type":"code","source":"#create all categorical variables that we did above for both training and test sets \nall_data['cabin_multiple'] = all_data.Cabin.apply(lambda x: 0 if pd.isna(x) else len(x.split(' ')))\nall_data['cabin_adv'] = all_data.Cabin.apply(lambda x: str(x)[0])\nall_data['numeric_ticket'] = all_data.Ticket.apply(lambda x: 1 if x.isnumeric() else 0)\nall_data['ticket_letters'] = all_data.Ticket.apply(lambda x: ''.join(x.split(' ')[:-1]).replace('.','').replace('/','').lower() if len(x.split(' ')[:-1]) >0 else 0)\nall_data['name_title'] = all_data.Name.apply(lambda x: x.split(',')[1].split('.')[0].strip())\n\n#impute nulls for continuous data \n#all_data.Age = all_data.Age.fillna(training.Age.mean())\nall_data.Age = all_data.Age.fillna(training.Age.median())\n#all_data.Fare = all_data.Fare.fillna(training.Fare.mean())\nall_data.Fare = all_data.Fare.fillna(training.Fare.median())\n\n#drop null 'embarked' rows. Only 2 instances of this in training and 0 in test \nall_data.dropna(subset=['Embarked'],inplace = True)\n\n#tried log norm of sibsp (not used)\nall_data['norm_sibsp'] = np.log(all_data.SibSp+1)\nall_data['norm_sibsp'].hist()\n\n# log norm of fare (used)\nall_data['norm_fare'] = np.log(all_data.Fare+1)\nall_data['norm_fare'].hist()\n\n# converted fare to category for pd.get_dummies()\nall_data.Pclass = all_data.Pclass.astype(str)\n\n#created dummy variables from categories (also can use OneHotEncoder)\nall_dummies = pd.get_dummies(all_data[['Pclass','Sex','Age','SibSp','Parch','norm_fare','Embarked','cabin_adv','cabin_multiple','numeric_ticket','name_title','train_test']])\n\n#Split to train test again\nX_train = all_dummies[all_dummies.train_test == 1].drop(['train_test'], axis =1)\nX_test = all_dummies[all_dummies.train_test == 0].drop(['train_test'], axis =1)\n\n\ny_train = all_data[all_data.train_test==1].Survived\ny_train.shape","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:53:14.073545Z","iopub.execute_input":"2022-07-30T06:53:14.073963Z","iopub.status.idle":"2022-07-30T06:53:14.355056Z","shell.execute_reply.started":"2022-07-30T06:53:14.073916Z","shell.execute_reply":"2022-07-30T06:53:14.353759Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Scale data \nfrom sklearn.preprocessing import StandardScaler\nscale = StandardScaler()\nall_dummies_scaled = all_dummies.copy()\nall_dummies_scaled[['Age','SibSp','Parch','norm_fare']]= scale.fit_transform(all_dummies_scaled[['Age','SibSp','Parch','norm_fare']])\nall_dummies_scaled\n\nX_train_scaled = all_dummies_scaled[all_dummies_scaled.train_test == 1].drop(['train_test'], axis =1)\nX_test_scaled = all_dummies_scaled[all_dummies_scaled.train_test == 0].drop(['train_test'], axis =1)\n\ny_train = all_data[all_data.train_test==1].Survived","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:54:05.199124Z","iopub.execute_input":"2022-07-30T06:54:05.199724Z","iopub.status.idle":"2022-07-30T06:54:05.290625Z","shell.execute_reply.started":"2022-07-30T06:54:05.199676Z","shell.execute_reply":"2022-07-30T06:54:05.289678Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Model Building (Baseline Validation Performance)**\nBefore going further, I like to see how various different models perform with default parameters. I tried the following models using 5 fold cross validation to get a baseline. With a validation set basline, we can see how much tuning improves each of the models. Just because a model has a high basline on this validation set doesn't mean that it will actually do better on the eventual test set.\n\n* Naive Bayes (72.6%)\n\n* Logistic Regression (82.1%)\n\n* Decision Tree (77.6%)\n\n* K Nearest Neighbor (80.5%)\n\n* Random Forest (80.6%)\n\n* Support Vector Classifier (83.2%)\n\n* Xtreme Gradient Boosting (81.8%)\n\n* Soft Voting Classifier - All Models (82.8%)","metadata":{}},{"cell_type":"code","source":"from sklearn.model_selection import cross_val_score\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn import tree\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.svm import SVC","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:55:32.598627Z","iopub.execute_input":"2022-07-30T06:55:32.599059Z","iopub.status.idle":"2022-07-30T06:55:32.914681Z","shell.execute_reply.started":"2022-07-30T06:55:32.599025Z","shell.execute_reply":"2022-07-30T06:55:32.913365Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![1_39U1Ln3tSdFqsfQy6ndxOA.png](attachment:9f29489d-c22c-4a8c-b2b9-febfa889a235.png)","metadata":{},"attachments":{"9f29489d-c22c-4a8c-b2b9-febfa889a235.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"source : https://towardsdatascience.com/introduction-to-na%C3%AFve-bayes-classifier-fa59e3e24aaf","metadata":{}},{"cell_type":"code","source":"\ngnb = GaussianNB()\ncv = cross_val_score(gnb,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:55:55.844296Z","iopub.execute_input":"2022-07-30T06:55:55.844688Z","iopub.status.idle":"2022-07-30T06:55:55.895618Z","shell.execute_reply.started":"2022-07-30T06:55:55.844657Z","shell.execute_reply":"2022-07-30T06:55:55.894390Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![46-4.png](attachment:be5f9d8b-d992-4085-a94b-bf353965427b.png)","metadata":{},"attachments":{"be5f9d8b-d992-4085-a94b-bf353965427b.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAtAAAAIMCAIAAABTyQyfAAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAA4NpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADw/eHBhY2tldCBiZWdpbj0i77u/IiBpZD0iVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkIj8+IDx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IkFkb2JlIFhNUCBDb3JlIDcuMS1jMDAwIDc5LmIwZjhiZTkwLCAyMDIxLzEyLzE1LTIxOjI1OjE1ICAgICAgICAiPiA8cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPiA8cmRmOkRlc2NyaXB0aW9uIHJkZjphYm91dD0iIiB4bWxuczp4bXBNTT0iaHR0cDovL25zLmFkb2JlLmNvbS94YXAvMS4wL21tLyIgeG1sbnM6c3RSZWY9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC9zVHlwZS9SZXNvdXJjZVJlZiMiIHhtbG5zOnhtcD0iaHR0cDovL25zLmFkb2JlLmNvbS94YXAvMS4wLyIgeG1wTU06T3JpZ2luYWxEb2N1bWVudElEPSJ4bXAuZGlkOjViNWVmZWM1LTEzYTEtYWQ0Ni05NTBmLTIyNDhjZTZhYjkwZSIgeG1wTU06RG9jdW1lbnRJRD0ieG1wLmRpZDpFRDg2QzNEMUI3QzQxMUVDQTJDM0JCMTk1OTgxRUM5NSIgeG1wTU06SW5zdGFuY2VJRD0ieG1wLmlpZDpFRDg2QzNEMEI3QzQxMUVDQTJDM0JCMTk1OTgxRUM5NSIgeG1wOkNyZWF0b3JUb29sPSJBZG9iZSBQaG90b3Nob3AgMjMuMiAoV2luZG93cykiPiA8eG1wTU06RGVyaXZlZEZyb20gc3RSZWY6aW5zdGFuY2VJRD0ieG1wLmlpZDpjODVjYjhiYS1hZDkzLWM5NDEtYjU0NS0wYWRlYjkzNWQ1ZjciIHN0UmVmOmRvY3VtZW50SUQ9ImFkb2JlOmRvY2lkOnBob3Rvc2hvcDoxZmY3ZGE2Yy1hZWUzLThiNDMtYWMyZC05OGI3NGFkZTc1MTAiLz4gPC9yZGY6RGVzY3JpcHRpb24+IDwvcmRmOlJERj4gPC94OnhtcG1ldGE+IDw/eHBhY2tldCBlbmQ9InIiPz5qk6ScAABbmUlEQVR42uzdCXwU9f3/8STkgFwQIOEQMIDhSgFDpRh+SIgQKeWvCAZEoZFIG1COUv1VDqXW0nL4U4rIGYtgCIIQOURLMSCCyCGUyBGuQIjcJECAJEsgIfl/yOh0nD2yu7l2k9fzwSOP3dnvzvH9Dvt978x3Zl2Li4tdAAAAKpIbVQAAAAgcAACAwAEAAEDgAAAABA4AAEDgAAAAKDN3qgAA4LCu5J5Ny0pxd/MICezSwLsxFeK8XLkPBwDAAWXfzky/duRyToY6pXm9NsH1O/h71adyCBwAAJRVcXHR4cu7zt04afLVNoFhIQ3DqCUCBwAA9juZlXL+ZtrtglwLZXy96gUHdHgwoB3VReAAAMA2mbnnjmfuz7mTbWX5enWCOjT6VUCdIKqOwAEAQOlu3M48euW77NuZdry3oU/TTk161PHwpRoJHAAAmGYoyPkh+3j6tcNlmYmba63WDTq1rN/Bo5YXVUrgAADgZ05dO5iWlVJUXFQuc5O00TbwlwzsIHAAAPCjszdOnM0+fjP/WrnPuaFPU8kcjf2CqWQCBwCg5sovNBy+9G1m7rkKXcoDdVt3COrm6V6bCncc3NocAFB5vj+/3ZCfW+RSVGFLkK/RRTmGm8eyvqO2CRwAgBrqm8xP7hQZGng2dXOtVexSzofYZYa1XD0DPJvkFF7//vpWapvAAQCooS7ln046O/Nkzj4/9/r1PIJcXVzLJXYUuxS5ubrJDH3c6x65+fUnP/ztVsFVaruiFRYVqH9LxY+3AQAqj597w8y8c5svfZDm+3CHuv/zoHfHwuK7eYU3JHZI+LArahS7ubj5eTR0dal1KvdA6s0d5/OOe7h5ebv7W/X24qJ7xYVuru6W04yri5sEGuOXLuaevnX3ah1336a+D8lCS11cQdGdC7lp+YV5db0Cm/i0MrdKhcUFUhuyViYXqm54YdFdNbEVFxe7urpasw5FxUXpNw9m519pWOeBlnU76l69ey//dmGOrJ7FOdzLvnOlQe2mqdd2fZ+59aF6YWdzjjeo0+SJB0ckHP1LTIe/EDgAAFVMOm8f93pFxYVpOfvTc1M61Xs8tO5jAZ6N79zLy7+X5+pq23F36ZvruPt5unln5p85dOPrEzl7ZZKfRwOJIFZeEjHv+/EZtw7XcvWw3EO7u7lP6faxv2dDZUrO3evbzq3ac2nj1dsXfgxSngG/avybiGbPNvYJNjkTiSZbzi4/mLUt5+6Pt1INrNPssWbRPZsN9nb305Zcljr18NVvpCoa+7T80yNLza3Vzgtr16W9J5WmPcDgVcu7W5Pf9G4x3GSauXPP8EX6B//OWKKd+OvgkYNC/qCJRPl/3jWgmV9bc4tOv3lo9n9+J6s9pM2fOjR4dMf5NaENe5zM3r/x9KKGdZrJWhE4AACOkjmkNw3waFxYfPdg9pbjt/Z0rBfRJaBvA69mtwquFhTnu1pxul+ihmetOv4eDW/dvbr96scyE+kp/dwb1HJ1l/lbf5rmZPa+O/duW1Py7r07yoMfbh19Z3+s7l0SI7aeXSH/RnV695eNonTv/ersilUnZukmZt0+vzZtzpYfEl/ruizIu4U6PfP2udyCG0rQsbA+N+5kSrE+LYa38O8gT11dXO8VF566kbLjfJL8Gxc2v2PDx7Tlbxfm/u/2yIKiO088OKJr474SDjIN574+v0ryx97Ln/8lfF0d9/t3a/XxqNev5ci1ae/JdMkixsud+d1w+Tug9Vj56+Hm5VmrtoebR6t6nTNuHf3XmQ8kiJhbYQIHAKBqYoeEg7oeQXeKbu+7+vl5w9EOdSNCfH9Zx80vp+Da/dfNnGEpOfniVs+zUf693P9c23Ts1q4r+Rl+7vV9PPyLSy5RsWk1OjbseTbnmJtrrZJTGG7X8i/lF+bd7x3dPALrNFcWJ+Gmlpu79KzyVPLNewdGq2njAd+HpNjNu1fP3PzxZqmLD736hy4LQxv8j7qIE9e/06aNkIBferv7XTFkXM7LUGY4fe9zbzy6umGdB5QC6skgP88AC2vu6XZ/faSDb+zTUp3YvemA59pNnvndb99PGfOPXjskPfx03OLOjO+GFRYXvNHtkxb+7ZWJLevWbVn3b71bDP/bniGz//P717utVI95HL/+nWSOLkFR2iQk1px8V/7KBnrVqqNMedC/g5uru6zzrxr3a+HfzsI5HQIHAKAKY0exp1sdL886WfkXkg1LTvjsCW/4dDPvdrfv5eQV3ixJHK7awve7Yff6XrW803L377u68aLhVB13v/qeTUuihj2DT+M6/Z/2qcSF/1xJdrl/vqP5W93XG5dfePAV5fCD8i2/f6s45fGhrO3zvh+nPP7g0GtzIr9Ve/p/HBilvn1059ldgvoojzemL9x4eqE8MBTmrDv13u87vm3jut+vmev5l7WBQznqMKrTO298+/92X/q8T4vhysQvM5Zdzjvz6iNL1LShauHXTioh/tCfDl/9Rj0oMqHL4rjkTn/fO/S9yF3/TU7Z+5J/+Cii2RBtnPp18Ivyt2vjX5e6ulylAgCo4tQhWcHXvV6AZ+MLhhNfXFzw5aV/Zt+53NCrmVctn59ixP0y3rX8ZeIFw8lNFxd+eWlJVv65Bl4P1KnlX3JUo3yusNWczTFxfOXMzSOnb3yvHktQ04boFBjRN3iE8lgCxMns/crjbedWFhXfUx7Hhv5NTRviyVYvtarbSXn8feY2Q8Gt8qrQ2u7e8vfaT+NLxFfnVvp41G0b0NVk+Uca9a3rFfhR6pvaiRKAbhfmagd8vLt/pLub57D2b9i3VgQOAIBDHOqQv3U9g6SnP5j91ecX5+25tuFeUUE9j0a1XD083erU92xiKLz1TdaaTZcXH7mx09O1tr9nYMm7/hs13N08OgdGKOc+7KOGA5OnZk7d+I/6uMcDg3SvPtV6TK2frnbZeWHtj2/JTlEeyEuPNn1S95anHxqnHgg5kLmlvCrz2u1L8reZX1vlaX5hbs7d6//TdKCFt4Q3eerW3ava0NO18a9/2Shqbdp7Vww/yNMVx/4mf8eFzbN7rQgcAADHOdZR5OHqGVi7+b3ie7syP113/t3DN7+qU8vX1cVt3/XP11/4x3dXN5QUaHZ/cOjPx1R2bNjzb//zxZiH379XVFhBq5d9J/Onox+ugXWa6V71cPN6sGT8pjiXc1x5cOvuj78X09T3IePrfoP9fyEhSXmcfvOQzSHNxUUd+aG6XZg7a99v/T0bdG86QJlyMS/d5f7YkS4W5tWgTpOSkqe1E0d1uj9i4+19L0h+2n5+9cCHxrev/6jdtccYDgCAYykqLvJy867t6Z1beOObK2syco8UFN+9YDhRu5aPMlxDd/mGdNs9HhjUs1m0S8lNqO4VV1TguJH/Y+Dw9azn51nfuEBA7UYuN+8/yCu4qQsc918yUtvdx9cj4EZJjsn96XJZaw8YlFxCvOnMPwO9m5ecALo/zDbn7rV9l/8d2uB/4jr9n5pvbhfmyF/LB36UwZ537hl00yXAzf9+XMLRv7Sq27lfy9+VpfYIHAAAhzzY4eLiU6tuUa2i84YT0rnW9Qhy+enMy3/7MDeP/i1HacdSbDmbUHHrdLcoX3ngVcvbzbWWqRBQS81MygP1ehb1so6fH6MoNjkfayjDTb69aGJkq7eHv6yh+lQ55GP5Iltzq9E5MKJV3U7pNw893uL5MtYegQMA4Kiho+T2oz7udX989nN9Hvxt7xbDGtRuqpT87tK/vr247vj1CvzNNg83TzVGFBcXGd+mTB0Coo45VS5edSm5g6ep0OCqbpetV9ncK1nW+LAFHRqEKxUlSzcU3jqZ/Z/VJ95+fedvXnnkn0rlKGGilsVko6y58d3Stp5doZzrWXPynV817leW2mMMBwDAmUj32Tag6+vdVg1p8yelQxXnbh1fcmRyhaYNUdcrSHmQW3Dj5l0Tv9Vy886PE309lZDk4u/145mX6/mXjcvfuWdQbzzqa/GuG+Z4e/hJhdS6fxP0Wu5unv6eDR9p1HfmY19m3T6//OhflTLKHb1MJh5VQdH925rVdvfRTpS3fHJi1kP1wiZ2Tbh5J2vpkdcJHACAmiLIu/mrjyxRh2cqQ0fVkx0VKsCrkbrQLMM544MEGbeOKI8f8A35MXD8dDf0C7knjU9qnL11XOnpxYN+HexYpfxCg8lM1q5+t6PXfryFhnKb8zO3DluYjzKORHdD9Bnf3T+NMqHL4tb1Hn627cTdlzZuP7+awAEAqClHOFxKTkB8nr5o+dG3lImWfwylvKi3zRDfXd6ke3VzxlL1Z026Ne6vPAj2D/0pjhQdyEzWveWLM/HqRoUFPa571b5fs1M0qPPjmaaSoyD+8u+b82stlP/u0r/quPv6eNRVp/w7Y8mF3FO/7/i2Mtq0d4thEp5WHPub5bEgBA4AQDVRu5bvievf/XX3M5+dXnApL93W33sri5CALurNLeS7vvbr/tlbx9admqs8dnfz7BQYoTyO1Iy1/PDI6+oNwcQ3Fz5VD0K0r/+o8Q+0upVh01Kv7vRw81Ijy2MPPHPr7lX1AIzOiex9WbfPD2s/VXPgJHdt2nvN/dppbyE6+VeJ8neO5sapNmHQKACg8khPVsY5XMg9+e5/frw+09+zgbli6qmK8jX24blv7npaufZEvu5/d3lTwzoP5BXcPJS1XS0zIvSv6mNvdz/lylKX+5fs3n1n/4uSRXzc/aWDP3UjRT2SEd3mVeNlXb19YfZ/fm88vW/wiJKbi98/ehFQO8i4wJ5LG2/cyVLvfCr6t/z93ktfyNLfCl+vHPxQZedfeXf/yCDvFtoxodO/e97dzeO1rst0R02Gtpu06vjMHefXWPiRNgIHAKDq+Xk2kL6wLHOw8sddtdeF2jJzg+VgVL92k/FhC+Yf/INyU8607P/IP22BYe3f+FXj32indA6MGBQyYW3aHOWpNpq4lPw665iH33vA9yF1yt2fNlC29Pj1vcbr0KFBuAQO5XYj313+d0v/XxT/dCMOQ8HNr89/cubmYSkwKOSP6ltqu/u+3m3l5J39Ju/8dXSbV9rVf7R2Le/8wryDV7/eeHqhn2fAH7vEq4U/Ovrm5byMlzvPMa7Dx5s//2XGssRj0zoH9jI+JEPgAAA4ilGd3pn3/bjLeWcqdCnB/r9Q7xpuk9ruPvdPQ7i61vnpJ1uNhQT8cnqPTRtPL9hz6Yu8n37ITd7TpVGf/q1GNfNtY/yWXwe/+HBg5NpT7x3K+lodA+HjUbd706f7t4rzdvf7+Tp4318DVzM/lltcrNxzTNKAFPsifbGuQEDtRr/t8OZjDzyjmy754L3Ibz8+9vekk7O10x9t8uSLv/i7+vSHW0e/vbCuS1Cfh43GlCjeeHT1q9t7vXfgpSndVqq3SbWGq/FFtwAAVJxil+J1aXO/vbg2x8Z7axqTfnF05/vd59lbx/6291mX+9ewtIhoNjjqwRfsm2Fewc07925LR17Lzd3C+Rr1CETGrSO5d29IRGji07p+7calzv/GncxzOScKiu74etR70L+DycMwEmLu3Ms3N4BD8oq817NW7Tv3DHkFt4qLi4pcimSFi12K3FxqeXv4KxfBWiDVfvpGimypr2f9dvV/pbsj2fX8y7J6jbwftDAHQ8GtK4Yfmvu1I3AAAByddHirTszce+mLcgkch69+837KGPlaL1/uqVvHROAAAFSZE9e/23I28WDW1/a9/eGgx1/ufH9sRKbh7K271x6qF0aVEjgAADDt2wvrNv+wzI6BHa3rPTyxawIVSOAAAMBaX537+NOT/7D+clZvd7+RHWd2bPgYVUfgAADABtn5VzamL/z2wjrLv2Tm4eb1eIvnfh08UntnTBA4AACwQabh7LLUqep9sXR+2eiJZ9u+Vs8riIoicAAAUFb7r2z+PH3RxdzT6pS29X8V1eK36l3DQeAAnI/BYEhOTt60aVNwcPCTTz4ZGhpaOctNTU3duHFjRkZGv379oqKivL29aYvqjRa31b8zluy8sM7DzbNX86ERzYZQIQQOwLmNHj06Pv6/d/bdvXt3t27dKqHv6dixo/o0Ojp69erVtEX1Thu0OGosfi0WcJGvm9q0IdavX18Jy01MTNQ+TUpKkjWhOaoxWhw1Gb+lggqIsW4/C7JFRUXUiSPQHcXRiYiIaNu2bXBwcNeuXcPDwznUD6B8cUoFBA4TnfHhw4fLMowjKytr8+bN6tOwsDCTc9MdYI+Li1u0aFFVBQ6tkJCQqVOnDh8+nJ25fFVyiwMEDhA4HE75DhrV9SsJCQnmOu/KHEJofeBQREdHL1u2jEMd5Z45GDSKmolTKsB98rk/oEQlLze0hGPWSVJSUv369fkKXnNaHCBwoIbKysrKzMyUBz4+PsHBwfa9NygoKDAwsBzXSr6b5uXlKY9btmxZmd9Qy1IhxnSnjWTmhw4dWrx4seQMdWJ8fPy4ceMsdJAGg+HMmTNqV2pfTZaxGpV1sDATdUE27Qy2NrS2Ksqlgexec5MzKff/CIDNioHy5vpztr5d+tQZM2a0adNGN59JkyYdOXLEmvf26tVL+0Z5unz5cnlV/ppbsVGjRlle5z179sgKuBqR9ZTpW7ZsUYrJA1mKrIO2jMx8+U/UkkI2R1tMWUljUszuCrGwjebeqysmizZZTDZEV89WrpIUkGK6zRk8eLDUsG7p8tjcfqXUlXYdjJer7Ay6NVR2BumAza2elQ2tklktWLDAuCqUjZKXZDXsaHHjdZAVkM3Rzs1cqyn1ZjwTy3MAKhqBA44VOHSZwJh8hprrLdavX2/hjcqnvx2BQxZn3G8Zk5kbz8eYthMttfuxZtHKcssxcMjXdF0PbVzAZP9aahuVujnyqpWBQ7ZaGtTC5uja2rjzVvKN3Q2ttqBxEDSm1oY1LW4y7pQaU3T1ZmFDZIWlBfmYAoEDNTpwWPNxr0QH4/7MctowycrAUWoHoFC+OJZj4JBt1PWpFvrpcgwclltQF0dsaiMra9KawGFMuzlWLkh3uMKmhra+KrStU3EtXuqOp8scFo7xABWEMRxwFImJiVOmTNFNjIuLk7/btm1LS0uzMJgxNTV14MCBuveGhIRERkYav93WYROzZs3SzjM2NrZZs2bqcteuXSsznz59ermfIH/llVe0wyksVIjUm2xpJdwa1WAw9O3bVzslIiJi5MiR8iAnJ2fOnDnqWsmayyq99NJL2vbV1qT69rZt2yqDRcpxR9ItSFpHabKdO3dqF/Tyyy/LFKXh7GjoVatWaZcSHR391FNPKY+lNqSNlOZT6se+Flf3YV39SIvLutl93bJsiGwOlz2DMRyoiUc45Fuj8Xc47Zcw4wMY2q+nuq938gVO9+XV5PEPa45w6N5o8li0LEv9ei0F5LHuXbItR36inYOF77syT+MD6doK0Z570tVVGY9w7NmzR3eswtwhKN33bOMv6OrBAHnJeNCGdgVMns4o9QjHpEmTdGdGdDuS8ekDXcWqm2BrQwvtFsmamNyrdccwbGpxWSXL9aMdjWF8hEOmqGsrD3RNY3ymDOCUCmpE4NB93Ot6GuMuVvsRbxxWTPYWxpnDmsChW6iVJ7+tHxtorpju8L7JgRrK6FTrxwBaEziMQ4PaJctLpbaRroy62rreVHo7kwlJt9WWA4fJPl43dMPkNurKKGtiR0OXujJlafFSB2roEonuJW1MNJf5OKuCSsZvqcAhbNq0Sfs0NjbWuMygQYO0T9UD4Onp6drpEydONHlF4oABAyIibP5V65CQEO3TVq1aTZ48OTExMTU1NSsrq+IqRHdS4IUXXjAuM3z4cOml7D6Vc+rUqVSNvXv3Lly4MCwsTHdUXz0joF7zqejXr5/xPL29vaX+1acHDx5UHpw8eVJbbMKECSavMn3llVdsOuVkPFFdotJ2Jq/U1a25sl12NHR0dLS2vSIjI6UCt27dKm8pe4vr9naT/y90/2u0Xn31VeOm0b1d16BARWMMBxzCtm3btE9NDkeQT8y4uDjtyeyMjAzJFrrxGRbuBtG2bdvt27fbtGKyJhJTtO/SnemXjqFPnz69e/cux9rQ/aCXbHVF3O3DeNSLsfnz56uBJiUlxda3S2MpQ220OUA89NBDJstbH56kUUwW1u4esmPobnprkmyX7DN2NPSoUaO04Wx7CW0ckQgif63ZKCtbXPf/Qve/Rkt7o1uVOiQFqBIc4YBDsG9Qp3pfpgq1dOlSc4dGZLWlW4qKiho9erTBYCivJVbOdpVq+vTp2lGfDkUZalq1DS3hQwKZublJFhkzZkyPHj22bt1aQS1u4X8Nd0wHRzgAs19Ytd8O5TPd5Cfm9evXtU+DgoJcSn4aTTvxs88+Mzn8XuZp4RuhBcHBwV988cXu3bvXrFlj7mIKmS7FJk2aVC61oWyXua2uBPKFPiEhQfd92s/PT9dk1vf60u9qq27Hjh3mfs2u7Guu7YaVi3osa9Kkid0NLYGsX79+q1at2rx5s8mDZ7IyElOuXLli+TiHlS2uC7V2nCIEqhLDWOAIg0Z1I+aM7+do8gIEkwMVzb3deJC/NYNGjSnXoSxfvtz4tg3W39+p1GK68X0mR4baOujPeFzhKA1d3RovUbe2Vt78w+SVLybvPWU8XtXCoFGTQ1aNt7Esd9W0pqF16y/lZd8zvvGoOni2jC2uG3urHalqzQ6sGxhr021qAa5SQTUJHNZcxaD73Nd2eMZhQqaoXZrJG0VbHzgsdFq6flR7FWIZA4fxzdFNpjSpKJPpyo6rVHTXbphcoq5TNHkphzScyem6PlhmJdur1K28RWrS+J5XdgQO3bVI5i4eMdnX2tHQFt6i3Rx1ba1vceM1l1rS1aGFK8MJHCBwoCYGjiMWKZ2Tyfs0qLdYkDLGiUH7cSmf+9bcYdq+wCE9gayMfLgbZyBz11LqDsZo85OV9+HQvaR0WtoK0a6wrJ41l3FaDhzGBxiMc5Jue43vd6LkBpMHMHR9dhnvNGoucBjvSLLnaGOBcm8Mk0dobG1opZUlqBlvrLykDQdqerCpxeVd6pyNA5nubqEEDhA4QOCwtlOxqUMyvi+F8ed1uQQO4+ignoMw/ok4C1/olS2VTkJbzPKBEMu/BmLNrUdsChzFpu7VrZutuXtvmzwpY7xKpf5QTtkDR7GpO2ipDadrFG3msKOhjY9CmTw/pT0UUY4trrvjGYEDBA4QOGzoVEx2Fdb/dIjlHxWTT3MLH8rmXrLy512MP74tbIv1Z16sXLqVZ1WsufGXrk8yef8oK3/vw+SJJFlVc8eilOMlZQ8c1u9I2oMEtja08e3myuXn+uxucQIHHB+XxcKB9O7d+/DhwxbG3oeEhKxbt87cxSDBwcHbtm1LTk6ePn26elMmeTB//vwrV67orvDU3ejJnPbt25daUlZYVlt32YWFayY3btxoZYXIlsrmWFgBeWn37t3leBeQ4cOHa6/sSEpKSkxM1F1vuWzZMtk0y2slzWTyWiFZ1ZSUFHl14sSJakPLEmWKTNdtSEBAQFl2JO2NuYzJQnfu3KleDGVHQ1tzCYxU1OzZs61fc2lxqQoLa6KsQ/ne9wWoHPeDMLWA8jV69GjrC3fu3Nn4Zg9bt26V73B79uxRLjVUfsKqX79+UVFRdt9gwGAw+Pr6avsb7c+/LVy4UHtzKu1LYu/evWlpadI/aX81Tfqz1q1bW77rV2pqqsSLjIwM5TJLWahsr3ozKJk+c+ZMtfDgwYNNzkrWXFJF2StEt43St5m8JWtWVtbUqVN1vaBxSVkrCUOySqdPn1bufyVbJxFBKiQ8PNy+ZpJ6lveqTxMSErSpRbtfmdxtTNb/jh07ZKuVhlMu5ZX3StWZ3HZbG1rqateuXceOHTtw4IB6EzCldbQNrbK+xaVuN23apK6GrPmjjz5qYWezvAOr/63WrFlT6g4AEDiAUmzYsMFCByzf1GNiYrRfPR32rlbVldKPDhgwwEJU1d4AQ2JWJfwELoDKwSkVVBPy3XTgwIFhYWHyVU93o2jp53Rpw+XnP4SByvHRRx9JG8m3f4mGuh8okaeTJ0/Wpg35Tk/aAKoTjnCgmpBuTHerR4kU9evXP3HihPEtIKdPn15edwWFlSRSNGrUSDdRGQahPX+hSk5OZqQCQOAAHIvu3L9lEkSWLVvGj01UsoULF44ZM8bKwiRCoPrhlAqqg27duskXYmt+WmL+/PmrV68mbVS+F154ISEhodQrQaSANCVpA6h+OMKBaiUjI+PgwYPHjh1ThnHEx8crFyYEBwe3b9++LBe5oLykpqampKTI3+zs7OvXryclJSknvzp37tymTRtOowAEDgAAADtxSgUAABA4AAAAgQMAAIDAAQAACBwAAIDAAQAAQOAAAABOwJ0qgFXm1dZPGZtPrQAArMQRDgAAQOAAAAAEDgAAAAIHAAAgcAAAAAIHAAAAgQMAABA4AAAACBwAAIDAAQAACBwAAAAEDgAAQOAAAAAEDgAAAAIHAAAgcAAAABA4AAAAgQMAABA4AAAACBwAAIDAAQAACBwAAAAEDgAAQOAAAAAgcAAAAAIHAAAgcAAAABA4AAAAgQMAABA4AAAACBwAAIDAAQAAQOAAAAAEDgAAQOAAAAAgcAAAAAIHAAAgcAAAABA4AAAAgQMAAIDAAQAACBwAAIDAAQAAQOAAAAAEDgAAQOAAAAAgcAAAAAIHAAAAgQMAABA4AAAAgQMAAIDAAQAAHIs7VVC9paammnvJx8cnODiYKgIAEDhQVh07djT3Ulxc3KJFi6giAEAl4JQKAAAgcAAAAAIHAAAAgaOmK9JISEigQgAABA4nkJiY6KYxZMgQC4VnzpypLWzhghGTMy9VqTMEAIDA4ZQGDRqkfZqUlGSu1zcYDFOmTFGfRkREhIaGUoEAAAIHSuft7T19+nTtlI0bN5osmZycrH06YcIEag8wdvz48aefftq/xMCBA9PS0qpHGeddbaCCuBYXF1MLNsnIyGjVqpV2Sm5urgQRXbHIyMjt27crj0NCQlJSUozL6CQmJsbExFi/JocPH7bpqIlu/rbdh2Nebd2E9TE32BlQRudPHJ8U1Svv5k11im+9em9v29mkVWunLuO8q+2Anvavzf8UjnDUUMHBwdJVWziYIfbu3aumDREbG1tq2hDDhw8vsgXnaODsEv/6Z20XeD++37iR+Jepzl7GeVcbIHA4lsGDB2ufzpkzR//tf/167dORI0dSaYCxg9u2mZj49VfOXsZ5VxsgcDiW3r17R0REqE+3b9+uHTqalZU1a9Ys9WlcXFxgYCCVBljJ1dW1WpZx3tUGCBxVSXfQIjExUX2clJSkfUl3OASA6uHHextP7BzZ29nLOO9qAxX4XYJBo/YxGAy+vr7aKVeuXFGOZLRt21Yd/h0REbHN1JFMk7Zu3bpmzRrr12HSpEk2/dwrg0bhaC6knZzYu+fPRjIGBLzz9beNgls6dRnnXW0HxKDR6qMY9poxY4arxvLly2Xili1bjCdaSQq72uLIkSM2rbBu/qNGjbLhze976f8B5eHkyZPPPPNMvRLR0dGnTp2qHmWcd7WBCsIRDvvpro9VDmaMHj06Pj5enWjyilkrj0CUqmovi3UZm88+AACwEmM47Ke7Pnb79u0LFy7Upo3p06dbnzYAAKjG3KmCshg8eLA2YYwZM0b76tChQ22aW9++fQ8fPmx9+ZYtW9IEAAACR/WnXB+rvceXKjo62qYRnSKwBLUKAKh+OKVSVuZu6jVq1CgqBwAAAkf50P1+rCIkJKR3by5wBwCAwFFOjH8/Vkydyi8UAADwX4zhKAdDhw6dMmWKdkrfvn0dcD2bNGmivaymc+fOtB0AgMDhNPLy8rRPJ06c6JhjP3uXoL0AAJWPUyo2MxgMiYmJ8ld9OnbsWG2B4cOHU0sAAGhxhMNma9eujYmJmTZtWmRkpDzdtm2b+sspLiW377Tp7p8AANQE3NrcNgaDISwsTJswtEJCQjZv3mzr7TecA7c2BwCUAadUbLN27VpzaUMsWLCgeqYNAAAIHJWpb9++xhfBupT8ctvhw4cZkgkAgEmcUrGHwWCQeKEc6vDz8+vcuXP1P7DBKRUAAIEDBA4AgCPjlAoAACBwAAAAAgcAAACBAwAAEDgAAOXnnXfeuXbtGvUAAgcAoAKlpaVNmzZt3759VAUIHACACnT79u1//vOfS5cuzc/n2nUQOAAAFWnPnj3Tpk07ffo0VQECBwCgAl29evWdd975/PPPi4qKqA0QOAAAFUWixsaNG//v//5Pwge1AQIHAKACpaenT5s2bc+ePVQFCBwAgAqUn5+/dOnSDz74wGAwUBsgcAAAKtD+/funTZum/NI1QOAAAFSU69evv/vuu+vXr7937x61AQIHAKCiFBcXb9q06e23387MzKQ2UGlcZc+jFlC6ebX1U8ZyTyHAWjdu3Lhy5Yp08FlZWfL45s2bt27dun37tsFguHPnTlWtlZeX15AhQ3r06EEDgcABAgfglHJzc0+XOHv27Llz5+Spw65qly5dhg8f7uPjQ6uhQrlTBQBQLgoKCk6ePJmamnr06NFLly45y2ofOHAgPT09Nja2Xbt2NCIqDkc4YB2OcABm3Llz59ChQ9JtS9SowvMjZe0MXF2joqIGDBjg7s4XURA4QOAAHIZ8eB4/fnz37t3ff/+98+YMnebNm48cObJJkya0LwgcIHAAVSwnJ2fXrl07duyolvcL9/DwGDJkSM+ePWlolC8OnQGAtS5fvrxly5Y9e/YUFBRU122UTVuxYkVQUBBDOkDgAIDKdu7cuY0bNx46dKjaHxX29vYeNmwYaQMEDgCoVBcvXly/fv3BgwdrwsaGhISMHDkyICCAdgeBAwAqSXZ29meffbZ79+6aMNbNzc1twIABTzzxhDyg6UHgAIDKUFBQkJycvGnTprt379aE7Q0KCvrd73734IMP0vQgcABAJTl8+PDKlSuvXbtWQ7b3scceGzx4sJeXF00PAgcAVIZbt2598skn+/fvr8DPXHf3+vXr16tXr27dunXq1PHx8alVq5Y8cHV1LZf5r1692vrCsvTf/va3YWFhND0IHABQSfbu3btq1SqDwVCO83Rzc2vatGmLFi2aN28uDxo1aiRRo7yyRRkDR7t27WJjY2V9aHoQOACgMuTk5KxYsSIlJaVc5iZ5omXLlh06dAgJCZEHDniqwt3dfcCAAVFRURUafQACBwD819GjR5cuXXrr1q0yzkeCRWhoaJcuXeSvt7e3w25vkyZNRo4c2bx5c5oeBA4AqAz37t1bv379l19+WZaZuLm5dejQITw8vHPnzh4eHg6+yREREYMHD3b89QSBAwCqiRs3bsTHx58+fdruOdSvX/+xxx7r0aOHv7+/42+vn59fTExMp06daHoQOACgkpw8efKDDz6w+zRK69at+/TpExYW5ixjIEJDQ0eMGOEUwQgEDgCoJnbs2LFy5cqioiL7eu7+/ftL4HCaj3h390GDBj3++OOMDwWBAwAqiYSMVatWbd++3Y73tmvXbsCAAa1atXKi7X3ggQd+97vfNW3alKYHgQMAKkl+fn58fHxqaqqtb2zWrFl0dHT79u2da3sff/zxQYMGMT4UBA4AqDw3btyYN2/euXPnbHqXr6/vgAEDHnvsMec6H+Hv7z9ixIjQ0FDaHQQOAKg8mZmZs2fPzs7OtuldPXv2HDhwoCPfUcOkTp06xcTE+Pn50e5wNK414WeXUQ7m1dZPGZtPrcDxnTt3bs6cObm5uda/pUmTJr/97W+daGQo4BQ4wgGg2jpz5oykjfx8a8Oxq6trVFTUgAED3N35bAQIHABghePHjy9YsODOnTtWlm/YsOGLL77IgQ2AwAEANqSNefPmFRQUWFm+a9euw4YNq1OnDlUHEDgAwCqnTp2yPm24u7s/99xzPXr0oN4AAgcAWOvMmTPvv/++lWmjQYMGo0ePbtGiBfUGEDgAwFoXLlyYO3eulaNE27VrFxcX5+PjQ70BBA4AsNa1a9ckbRgMBmsKR0ZGDhkyxM3NjXoDCBwAYK2cnJw5c+bcuHGj1JKurq5Dhw7t1asXlQYQOADABnfv3n3//fczMzNLLenh4fH73/++c+fOVBpA4AAAGxQVFS1ZsuSHH34otaSPj8/YsWOd6xdfAQIHADiETz/99Pvvvy+1WL169caPH//AAw9QYwCBAwBs880332zZsqXUYoGBgX/4wx/kLzUGEDgAwDZpaWkrV660Jm28+uqrAQEB1BhQhbgkDIBTunbt2uLFi+/du0faAAgcAFAhCgsLJW3k5ORYLla/fn3SBkDgAAA7ffzxx6VellKvXr0//vGPpA2AwAEA9vi2hOUyPj4+EyZMCAoKoroAAgcA2OzChQulDhT18PAYO3ZskyZNqC6AwAEANrtz584HH3xg+Zdg3dzcRo8ezd29AAIHANhp1apVly5dslzm+eef/8UvfkFdAQQOALDH/v37d+3aZbnMr3/968cee4y6AggcAGCP7OzsFStWWC7TpUuXp59+mroCCBwAYI/i4uIPP/zQYDBYKNO8efMRI0a4urpSXQCBAwDs8dVXX508edJCAT8/v5deesnLy4u6AggcAGCPzMzMdevWWfoUc3OLi4tr0KABdQUQOADAHkVFRR9++KHl62AHDRrUpk0b6gogcACAnb766qszZ85YKNClS5c+ffpQUQCBAwDsdPXq1fXr11so0LBhw5iYGAaKAgQOALBTcXFxYmKihZMp7u7ucXFxderUoa4AAgcA2GnPnj3Hjh2zUCA6OvrBBx+kogACBwDYKS8v79NPP7VQIDQ0tFevXlQUQOAAAPutW7cuJyfH3Ku+vr7c4wsgcABAmaSnp+/cudNCgRdeeMHf35+KAggcAGCnoqKijz/+uLi42FyB8PDwTp06UVEAgQMA7Ldjx45z586ZezUgIODZZ5+llgACBwDYLycnZ8OGDRYKxMTEcB0sQOAAgDJZu3athZ+E7d69e4cOHaglgMABAPZLT0/ftWuXuVf9/f2jo6OpJYDAAQD2U8aKWijw7LPP+vj4UFEAgQMA7Gd5rOgvfvGLRx55hFoCCBwAYD/LY0U9PDyee+45agkgcABAmVgeK/qb3/ymYcOG1BJA4AAA+1keK9qoUaMnnniCWgIIHABgv1LHij733HPu7u5UFEDgAAD7WR4r2qVLl/bt21NLAIEDAOx369YtC2NFPT09hwwZQi0BBA4AKJNPP/3UwljR/v37BwQEUEsAgQMA7Hfq1Kk9e/aYe7VRo0Z9+vShlgACBwDYr6ioaOXKlRYKMFYUIHAAQFl9/fXX58+fN/cqY0UBAgcAlBVjRYGaiYOWzi0jIyMvL087JTQ01NZ3BQUFBQYGUpmoHJ9++ml+fr65VxkrChA44IgkN3Ts2FE7Zd26dQMGDLDwltTUVO1bQkJCUlJSqElUDsaKAjUWp1ScW2ho6PTp07VTXnvtNQuXGoq33npL+/Ttt9/29vamJlEJGCsKEDjgxMaPHx8SEqI+TUtLmzt3rrnCGzZsSEpKUp9GR0dbPhwClCPGigIEDjgxb2/vt99+WztlypQpqampxiUNBsNrr72mnaJ7I1BxGCsKEDjg9AYMGBAdHa2dojtvopg7d25aWpr6dP78+cHBwdQeKgdjRQECB6qDN998U/s0KSlJ920yNTV1ypQp6tOQkJAXXniBekPlYKwoAAJHNREaGjp//nztFN3oUd0xjwULFjBW1EpbS7AJdmOsqCIxMVF7rjMrK0u+FVge4l3lKwkQOGDCCy+8YG70qG6saFxcXO/evavNhssH98yZMyMjI91KtG3bdvLkyeXYv64p4dRVVLWbULVjRUebsnDhwspPYDExMdpL0GfPnj1w4MDk5GSH2lV0K6mVkZEhVWdhII7Yu3evlJGSfCCDwFGdeXt7L1iwQDtFGT1qPFZ00qRJ1enwQ6NGjZYuXTpkyJCEEhMmTDh9+nRUVJR88LFXVLkqHysaHx9/4sQJ3cTVq1fLHiIhtQq7xuHDh0+cOLF79+52JOwqOQgRXEI+TGQFTBaQjxrJK0ox9nwY45L3aqV3795xcXHyCatOeeutt+QbZHUdKyoffC+//LJ8ak+dOlV7huill16ST+Tc3Fx2iSrnCGNFR44cKb27bqLsIfK/o2/fvjt37qySO+2GhobOmDHDjjdu3rxZ+vWioqLKX+fx48dLuJ89e7bJNf/oo4+UMuz24AhHjaA7epGUlFSNx4ru2rVLstQrr7xiPB5FPs27devG/lC1HHmsqOwhy5YtkwdLliyhpaykXIQ/a9Ys40MsGRkZY8aM4UaC4AhHDRIcHDx//nz5n2/y1Wo2VjQnJ0f+lv3r6datW/ft26ccXe/cuXOXLl1MhpWsrCwJcAcPHlSK9ezZ0+Qv18hn8Y4dO5Ri8vVd+lTjETMLFy50KTkSI/OUL6zyJdvyPA0GQ3Jy8qZNm5Qm7tq1q7lRONpt6devX/fu3avqh3Icf6yo/F+IjY2V+ldj+ujRowcPHix1q1Rj3bp1pY20Lbtx40albnv06NG3b1+Tdas0liSt7OxsZQcIDw83/n8n85k5c6YsWnfEUXYJSdJKW+v2H1mrNWvWKGeI1DOGygrbupdauZLGlIvwx44du23bNu102RZuJAiOcNQ4utGjqmo2VlQ5YONSMiTW7jnIx+6QIUOioqIOHDigTFm9erV88sqnp66kLEW+kasfsnPmzOnYsaNu4KF81svcZLrMRJmijCaRibqLEQ6WkLdLvzVt2jTtPGXRusLSz4WFhQ0cOFB5KquqzFN3Kl1ZurwkPagy5bXXXpP5V9X1KZbHiv7yl790hPuKNmvWbPv27erT+Pj4kydPSl8u1agd3iEtIu0iraPWrbSa7A/G+57aWNL08lS6c5lV//79jQeL5OXlyeJ0P76ojElS21rdf5S2bty4sTRo27ZtlcSjkIm6vVR2JHVntrxHlbqSJr355ptSaYmJidrVlm3RXZwP6BWjOtqyZYurkczMTPvn+L6X/p9jkK93smkLFiywb+uWL1/epk2bM2fOaCceOXJEO2XUqFFtSsh0daL0EzJdV6vyWCZqi6ltIQvSTpRivXr1kunr16/XTpenMnHGjBnqFFkTWbR8D9YuSBYxuISshro+8lS3kuoMZVmyxMpsl5s3b44fPz7OjHHjxkknVzlrYlz5WrLnSKVpC8tTqUnd7iQtItOlKbU7gMxWymsnKo2le7uUlLcrza1dE2kpmaJtL2VXkcJqsyrFlB1Au9NKMXP/6+VV7dtlorzdeI+yciUt15syB3mvPJYpfPDCMgJHtaX0xKqyfhw4auBQPiiVbZSPS3m8Z88e7QeuZaNKlFpG1zGo8cLKT2flo9x4nrq0oe1O1MVJTyNNaVxMWbo6ByVYGK+k+lIlB44PP/wwzrzNmzdX2ppYaCPZT6RdtH25Ejh0+4/00DJd9iuTLavNKzIr47erL5UaOOS9JptJl37MBQ5zvb4SRNQMbdNKWvh/p8YgJXxY/58ONRanVKqt+vXra5/6+flVy8309vaWT70rV64kJyc/+uijS5cuDQ8PDwsLW7hwoTW3VOrcuXN8fPzevXstF4uIiDA+ER4YGCh9pzL8wqbj9ur5IJMnvJXrKXbs2KEcyZ81a5Z0QsbFZOnTp09fsWKF8lQeyMqYPFsvSzF5iq3iWB4r2qRJE0c4tSd1O23aNGkX3QUsgwYN0g1l2LRpk+wAJof1jBw5Mi0tTdl/lMbSXTClMtmIWjITmZXJS9atGYWjvF33EwcKqW1Zf2VQSBlXUvv/TnKGzGrDhg1jxozhRoKwBoNGUR3IJ3LvEvKNMyMjY9WqVfIhePDgwUWLFikFRo8erb1a2KVkSKMy3kWKSUaRLjkyMrJHjx7ywLhrUc6aW9mN7d69Wx22qTC+D4SQxZmbiUQHZdCffCuVv4sXLzZ52y6ZrZpjkpKSEhISzM3QwrLKXaljRYcOHVqrVq3K3D2MQ2FqauratWulh5acqktpxqFN2uLixYsWbusi85F9RmksCbsmy5R6Lbpy7brdl6wrb5ckYfJVWX/tHmX3SupyjOyoAwcOrH6Dw0DgAKwiH5ryNbF9+/byURgbG6ukh8GDB0uYMPlFTUKJlJeP42PHjn322WfSc0vmkG9sdnyGStro37+/fLhPmDBBtzjjIxzW69KlS7NmzYynyyLkG7aj1b/lsaKPPPJIu3btKnmV4ktop0RHR0sbyV8rL+Fp2rSpyf1HaQVz/Xfls7CSTZo0KffFyf8vqVj5y8cOCByouZSzFcpXT+XbmOWMIpS3ZGVlydfEqKio3NxcW48Sf/TRR5I2UlJSjN+o6/CE7qpCXWHll3FatmwpfyU8lXq1ofSd8j3e+PZW6rIq5yCH5fuKenl5SfKr/J0hISHBXM1Yo3PnzlKBpc5BaSxpfZMntkq9AEQ57SXF7DvIobxdgoXlt5dxJXV8fX3Vv0CpGMMBJ2ZhlIZyGaEdI1fkK++4ceNcfjr4bJODBw9Kv26cNkx+45cwZLJvVq427Nevn3IAZuLEibrf4TO5+cOGDZOYYvKO17IU7a1mK1RSUpKF+4r+v//3/+rVq+d0u5m0hVSg9ipQk02gNNa0adNMNtbixYstL0WSsYQGk8XM3Urc+O3Gl3Pr1rOMKwkQOFBDzZ07d/LkycYfx/JhOnv2bPn8LfWHKkz+zNvGjRvV74J2fBXWfU2U+Wtv9qqKiIgYOHCgLnPI05iYmOnTp6vfU1955RX5O2LECF2YkJL9+/dXu42oqKjo6OhBgwYZF5OlyLIqoTlOnjxpYfitg4wVtYNyMz1pF8kc2n5adjxpF20LKoMuZaJ2n1Tu4WFhFK1KGYapu22GNGiPHj20SUI5mKFWtVo4ISFBQqfuf4SydPVeL2VfScBunFKBE4uMjJRuQD6jpa996qmnlIk5OTmrV6/evn17cnKy5TP08iGr3PLIpWScpjJREoMyltCOUfcvvPCCvL1v376xsbHKqAvlttkSIIwzR9u2bd94442XX375tddeU853KIuWwtpfo5BN2Lx5s8ywY8eOspnKxUdKSekF1ZWUB8odZqWYxAtllKty1ka2pRJ+KtYBx4qWI+V+o7KzSc+tNNb169eTkpKkqiVlaqPJ2rVrJfY1atRIbSwJAVJs6dKlrVq1srwUCWTSWLJDyt6i7JDKUmRW2sE63bp1kynh4eFKGZm/cvpPpsvbZY+S/xHq/iyvKmOSymslAQIHTHzbVj90lO+X1W8b5RM2JSVFuUOz9ATKiQP53JQuXzJHqeMB1RGjO0soE6dOnaq7ZbW2RzGuZN0Mly1bpqxPRkZGQECARArpGHbv3q1tC20HI8tVb20+YcIEkzeilh5CooP2nuUmBzzKU9lqbTF1W06ePFnRbfHVV19dvHjR3KtVMlZUITVv/c5vobBkDqlztbFat24tDW18zEaaT90nlbuGr1u3TjKE7Bu6mfv4+MgU+avbJa5cuaLe2tzcUmQ3k9xz8OBBmb82HEtJ7dJlirp0+1bSMpObAJhz/+4x1AJKN6+2fsrYfGrFbso1lupVu87u5s2bf/7zn82N3vDy8vrrX//qjKM3AJQjxnAAKKtqOVYUAIEDgAM5efLkd999Z+5V5x0rCoDAAcBRVO+xogDKEYNGgSpQbUZvOOxYUQCOhiMcAOx08+ZN5Z4lJlXVfUUBEDgAVCuMFQVA4ABQsRgrCoDAAaBiMVYUAIEDQIVjrCgAAgeAiuVoY0VTU1Pd3Ny0v1q3YcOGtm3bmvzt3HKXmJgoS2evAAgcAMqZ448VPXbsWFpa2uXLl2ksgMABwCk5xVjRSZMmpaenO/Wo1dGjR2/dupX9DQQOADWRE40VDQ4Oduqqjo+Pv3TpErscqhPuNAr8SDnl7+Pjo+urDAbDmTNnWrZsqfuNb5Mv6aZkZGT4lJCJQUFBuh+U1y5at9ysrKzMzEyXkl8Sd5wqcpaxoqU2mTww+WqpO0OppMXz8vIstHWp7asOPTl//rz6WIopbzG5P8hCzWUsmYNuZazctUqtKO2cHXN3BUc4AMciH6wzZ85s27ZtxxKtWrWKjIzcu3evWkA+dmW68uGrY/ySOkUZtyhz27x5s3xejx07durUqeb6HnnL6dOn1c5j9OjRjRo1UtbHzc1NVk9WssoryvJY0dq1azvOfUVNNpnS0L6+vkrFygOpZ6Wr1pWROld3BmlEK+tfWlz2HHmLvFGaT7cXacOB5fZVpsuDKVOmdPyJPJUcIw9MzrNvCZPLkrfIG23ataypKGU9Zd+W6UOGDNHOc+HChXyqgMABmEgbI0aMWLp06YQJEw6X2L17t/Qx4eHh0n/YPdv333//tddek4QhM1R6Apl/fHy88ae2WLJkSUREhDLgQL41SvkTJ04kJycr65OQkCCr179//yrPHJbHij755JOOfF9RqT2pQ6lJqU+lYqWGpZ6ltrUXs7zyyitSZt26dYd/Ig0n3Wqp85deVlpcul515ib3Imvat6iEPJCXin6iHMCIjo7etm2bbtESQdJKGI/5WLVqlexaypEPK3ctKytK3RwJWF26dFGra+LEiWPGjCFzwLRiwBrve+n/VQujRo1q06aNfBXWTV+wYMGWLVuUx0eOHHF1dZW/xm83fkmZYjxP+ZYpE2fMmKGbg0yX8suXL1fLTJo0ybhMr169ZFWrsKKky4kz7y9/+cu9e/eqat3MtYJ2itSe1KHUpO69UttS58p0aTJ51549e2xaurSdyRYX0tza1bCpfdW9Qmv9+vUyXbcVk0rI243nLIuTt9i0aGsqSl1Dof430W11ZmYmn5rQIXCg5gYO+UyUT0blE9mm/qzUrk7yirmeSfdBLBPVz3H57DbuThTKS1X1IS5hQiKFhcAhcaQK27HUwKE0tMkkobyk9JpK4DDuQa0JHCbfpXTnasq0qX1NBg4lnmqXpUyRTTOeg3ZxVi7ayopS13Dw4MHWlAQUDBpFzbVr1y75GxUVVe5z7tKli8kT7fJ38+bNw4cPVw9fT5s2LTY2VhmUJ5/R0dHRJgeLNG7cWFnhAQMGVH5FWR4r+qtf/Uoyk+M3tK+vr8lbgUmdS8337t1bOWch+8P8+fOlBVu1amV54KdWeHi48URpVmn0pUuXTpo0qVzaV2Y4ceLExYsXq1f8Jicnh4SEdOvWTR7LA+3eJYuTwjbtWlZWlDrlqaeeMi6mVBqX2MAYgQM1V05OjvIhXu5zlo9skx/E06dPl4QxaNAgZaG7d+9OS0sbOXKkUiA7OzuphOUVrmSljhWVfsgpGloZemlSXFyc8mDZsmXSiX722WdjxoxRunCJg08++WSpF1+Y24uaNWsmTVyO7fv0009LuMnKylL69Tlz5kyYMEF5SR4sWbJECRxSYNasWbKD2bRo6ysKsAODRlFz+fn5KYcZKm2JQ4cOle5H7Qb+9re/yXdQ9Wt0QECAdN5F5qlfXitTqWNF69at6xQNnZuba65iFy1apOYGqeTVq1fLxMOHD7/99tubN282d22Ilrm96Pz585JayrF9u3XrphzJcCm56mT79u1q4OvXr588VQ5O7Nq1Sz3yYf2ira8ogMAB2KB79+7KYQbLxYKCguSvyftk79ixw6YlBgcHy3dEyRkuJRcXSPeg7WP69OkjvbvJK1mqiuX7ijZt2vTxxx93loZOTk626V2hoaEDBgzYtm1bRETE+vXrLRc2uRdJCpFkEBsbW77tqxzJcCm5CEVihBpYlVNCyuEo7ZEP6xdtX0UBBA6gFPJJLd3/yy+/bPxBvHDhQvVLrRSTLkdSgu5brLxLPtZtXah0P5IzZOZLly6VpWuP1YeHh8uCXnvtNeOvy1u3bs3Kyqrk+rl3797HH39socBzzz3nFL9bJi04ceJEqVjjhpYpakNLtZvskq0ZyWFyL5o7d6609ZNPPmlH+4aEhJg7wyKpQjmSIbvQqFGjtC/JU5koL2mPfFi/aCsrCrAPYzhQo82ePXvEiBF9+/aVr4M9e/Z0KTmeLB/Z8fHx69atU4vNnDlTPrKl5KuvvqqMz0hJSVFGY8yaNcumJXbr1k0++idNmiRdgu6rpLe3tyxaViYsLGzq1KnyV1kf+ZI9ZcqUhISESj6lIl2RhaF/jj9WVEvq8/Tp061atZo+fbqaAHbs2CGRMTIyUjn1sHbt2piYGCnQtWtXZSilVP769euTkpJKPQwmOVK7F12+fHnNmjXKXqRmSpvaV2Y4ZswYqWFZE5mb7HXq+RGJBRImxo4d62I0WFWepqWlyUvaIx82LdqaigLsxIU6qMn34VAuLJwxY4Z8srv+pFevXsZXBsoUma4tI12RNXeAMHchoszB3MW6yp0MtMuq/IsMs7Ozx40bZ+462PHjx9+4ccNBWtDKVpCGVi5CVitWHssU9WJRpYC2lc3tDMaXxapXOJf6RivbV1Zm8ODBahndxdvKLmR8Wxf1NhgmdxjrF225oixcuFvqS6jJ7v8/IXWhdPNq66eMza9mm2jNz2cov5Shlin1t1QsLKvUn9uw++c8ysUHH3ywf/9+c69KX9inTx8HaThbW0FpRBfzP/yh/jJIqW2kFlZnpbSaNW+0fn8z3hBlA00uRVmfcvmlGMsVZWEftmb3Rg1E4ACBA3rHjx//xz/+Ye7Vpk2bTp061SlGbwBwHHxkAPiZe/furVq1ykIBZxkrCoDAAcBxVaexogAIHAAc0Y0bNz7//HNzrzrFfUUBEDgAOLo1a9bcuXPH3KtOcV9RAAQOAA7t+PHjFq5McZb7igIgcABwXIwVBUDgAFDhGCsKgMABoGIxVhQAgQNAhaseY0UzMjJSSzjs6o0ePdqhfg0YIHAAqDzVYKzo3r17IyMjW7Vq1bFE27ZtExMTHW0l8/Ly4uPjlZuFG5MVdtNwwPUHyohfiwVqtGowVnTr1q1RUVFxcXFvvPFG48aNlR9BjYmJOX/+/KRJk5ylIcLCwhISEpTHsvLsmSBwAKhWnH2saGpqqqSN6dOna7NFt27dunbtKtObNWum/c13RxZagsCBaoxTKkDNVQ3GiiYmJkZERIwfP143vXfv3hMnTpw2bRqtDBA4AFQxZx8rajAYZs2aNWHCBJM/xT5q1Ki0tLS9e/damIO8Onny5LZt2yojJ4YMGbJ161ZdmdTUVHlJ/mZkZMycOVMpLH/ljeZGgMpMRo8ercwzMjJy4cKFsqrl/NldMs5DZiurJIuQxVXJRqnzMS4sy1VXQFlV/scROADURJbHijZr1szxx4qeOXNG/j700EMmXw0ODpa/kjnMvV062vDw8NOnT0+dOjWhRP369aOioqQrNS6ckpLSt29f6YyVwpJy1q5dq0zRlZQ+W2Zy/fp1ZZ7S3a5evTosLOzUqVPlu/nnz5+X2W7evHnkyJGDBw+uuI2SrCBRw/qNUmpAlqsU7tKlS0xMzIgRI7Kysvh/V6MVA9Z430v/D86ssLDwzTffjDNP+mnH34rly5e7urpaKDCqhLlXt2zZcuTIEd3EGTNmyDwzMzPVKVLGtYSU15aUMm3atNHNf8GCBcYlldlKYXnJeInGpJhsWqllhMy2CjdKma7bKJkoc9Ctg8x2cAn+69VkHOEAaiLLY0UfffRRc4cNqpPevXur4zRVynCQXbt26aZPnz5dymunBAYGTp06NT4+Xj1ZIA/GjBkzf/58XUkxadKkyMjI8l3/iIgI48twyn2jsrKyZKMSEhKMN+qll16SbKo7FiKF3377bd06yGwl4CYlJVk+wwVOqQCoVkodK/rMM8/U2MpRhoPk5OToppuMC2FhYeqZHbF79275269fP5NzVs96lJe+fftWwkYpMWXQoEEm5xwbG6t9qtRAVFSUcUmJINHR0du2beM/IIEDQE1heazogAED/P39nWJDmjRponwFN1fgxIkTykgOczZs2KAOhFSZLOnr61vq+igHjcwtsXHjxuW7+c2aNauEjVJiislhucZzUGpAJrqZkpSUxI1WazLuwwHULKWOFe3Vq5ezbEvr1q3lb3p6emBgoPGrBoNh+/btEyZMMPf2yZMnr127durUqePGjdNO79ixY1nWSpZrrnuuBOW+UWqqM1nJubm5xhMPHz5sbm4+Pj78HyRwAKj+qtlv0AcHB0dERGzbtq1bt27GryqH97t3727yvdKDzpo1Kzk52Xhogt169OihdLcm12fHjh0VXSEVsVGdOnWSv5s3bzZ5C7WlS5ca14CkEJM1gBqOUypADSJdUTUbKzpy5MgpU6YY3wfCYDC8/PLLcXFxJr+Xi8zMTBdTpznK8ttvSgCaNGmS8T0nMjIy5syZU9G1UREbJRU4f/78mJgY45t5zJw5Mz4+XlcD0dHRJmtApnA+hcABoEbIzs7+4osvzL3qpGNFBw0aJD2c/NX2qfJFf8SIES4l14aYe2NoaGhISMhbb72l7Rr37t07duzYsqyPfOPfvn27LF29HEPmL1113759y/0qlUrbqJdeemnixIlRUVHK/b4SExPlrzzevHnzunXrdIXffvvtixcv9u/fXxtQZB2kTiSg8N+wJuOUClBTrF69+u7du+ZedaKxolre3t7Lli2Tzqxjx44RERFt27a9fv16UlKS9LvSHVoeMSoFJAf4+voq13aeOHFCesqEhITw8PCyHORIT0+PjY3VzURmGxYWpjseUBEqYqPEjBkz+vTps2XLljlz5qSlpcnMR44cKTlPvZhFWwOyDpItdNeqyFuc6Lf0UBHu3zOHWkDp5tXWTxmbT604kWPHjlk4pN+sWbPXX3/diUZvGJPv09IdZmdnu5RcmCq9nTUjNw0Gw+HDh5W7kUpGUUYeyDd4CQfqnSSysrKUXtz47IyFl1JTU1NSUlxKBl126tRJClgorKNbAVvLVNxGmax2qeorV64YF87IyDh48KBykUuPHj0shz8QOAACR3VQWFj417/+VXoFcwX+9Kc/1YQ7fcE+Fq67GT169IkTJ7i7BqzBGA6g+pOv/hbSRg25ryjs9tFHHw0ZMsR45GliYmJ8fPwbb7xBFcEajOEAqrlqOVYUlalnz56rV6/u2LFjSEiIOvR127ZtaWlpxjdHBwgcQA1VLceKojKFhoZKvNi7d68kjJ07dyoTp06dysgM2IQxHLAOYzicU7UfKwrAWfBBA1RbhYWFK1eutFDAue4rCoDAAcARMVYUAIEDQMVirCgAAgeACsdYUQAEDgAV69ixYwcOHDD3qnP9Bj0AAgcAR8RYUQAEDgAVjrGiAAgcACoWY0UBEDgAVDjGigIgcACoWIwVBUDgAFCxSh0rOmzYMMaKAiBwACgTy2NFu3fv3qpVK2oJAIEDgP0sjxX19vYeNGgQtQSAwAGgTEodK+rn50ctASBwALCf5bGizZs379mzJ7UEgMABwH6ljhV9/vnnGSsKgMABoEy+/PJLxooCIHAAqEBXr17917/+Ze5VxooCIHAAKAcrV64sKCgw9ypjRQEQOACU1f79+48cOWLuVcaKAiBwACirvLy8Tz75xEIBxooCIHAAKKs1a9bcunXL3KuMFQVA4ABQVkePHt29e7e5VxkrCoDAAaCsDAZDQkKChQKMFQVA4ABQVqtXr87Ozjb3KmNFARA4AJTVoUOHLJxMcXV1ZawoAAIHgDK5devWRx99ZKFAjx49GCsKgMABwH7FxcXLli3Lzc01V8DPz2/gwIFUFAACBwD7ffXVV6mpqRYKREdH+/j4UFEACBwA7PTDDz+sXbvWQoH27dt369aNigJA4ABgp9u3b8fHxxcWFpor4OHhMXz4cFdXV+oKAIEDgD2Ki4sTEhKuXr1qoczTTz/dsGFD6goAgQOAnbZs2XLgwAELBVq2bPn4449TUQAIHADsdPLkSctDNzw8PF588UVuvAGAwAHATteuXYuPjy8qKrJQZuDAgUFBQdQVAAIHAHvcuXNnwYIFOTk5Fsq0bduWkykACBwA7KTc4+v8+fMWynh7e8fGxnJlCgACBwA7rVu3zvJAUTFs2LCAgADqCgCBA4A9vvnmm82bN1su071790ceeYS6AkDgAGCPI0eOfPzxx5bLNGnSZOjQodQVAAIHAHukp6cvWrTI8mUpHh4ecXFxXl5eVBcAAgcAm126dGnevHkFBQWWiz333HNNmzalugAQOADYLDMzc86cOXl5eZaL/U8JqgsAgQOAzbKzs//xj3/cuHHDcrEHH3zw+eefp7oAEDgA2JM23n333evXr1su5ufnN2rUKHd3d2oMAIEDgD1pIysry3KxWrVqSdpo0KABNQbAefGFCagakjPee++9UtOGS8lA0ZCQEGoMAIEDgG0uXLgwd+7cUsdtiD59+jz22GPUGAACBwDbpKenz5s3r9RrUsTDDz/8zDPPUGMACBwAbHPw4MEPPvig1PttiODg4JEjR7q5MdAKAIEDgC2+/vrrVatWFRcXl1oyKCho7Nixnp6eVBoAAgcAaxUVFX3yyScSOKwpXK9evQkTJvj5+VFvAAgcAKyVl5cXHx9//Phxawp7e3uPHz+ei2ABEDgA2ODs2bOLFi26du2aNYVr164taeOBBx6g3gAQOABYa+fOnStXriwsLLSmsIeHx7hx41q2bEm9ASBwALDK7du3V6xYsW/fPivLS9oYO3bsQw89RNUBIHAAsMrp06c//PDDq1evWlney8vr5ZdfbteuHVUHgMABoHQFBQWfffZZcnKyNde+KmrXrj1hwgTOpACo3rinEBzatWvX3nnnHWdZ29OnT//973//8ssvrU8bvr6+//u//0vaAFDtcYQDjmvfvn0rVqy4ffu246+qwWBYt27djh07bHpX/fr1//jHPwYFBdHWAAgcQBXIz89fuXLlnj17HH9Vi4uLv/nmmw0bNuTm5tr0xubNm48dO7ZevXo0NwACB1AFbB1xWYWOHj366aefnj9/3tY3hoaGxsXF1a5dm+YGQOAAKltRUdG//vWvL774Qh44+Kqmp6dv2LDBypuH6kRERAwdOpRfZQNA4ACqwNWrV5csWSIduYOv5+nTpyUSpaam2vFeCRnPPfdcz549aW4ABA6gCuzZs2flypX5+fkOu4bFxcUpKSlbtmyRwGHfHPz9/X//+9+3adOG5gZA4AAqm8FgWLFixf79+x12DW/duvXNN9/s3Lnz+vXrds/koYcekrTBEFEABA6gCqSlpX344Ydl6cgrTkFBwffff79nz56jR4+WZUyJq6vrE088MWDAgFq1atHiAAgcQKW6d+/exo0b//3vf1t/j6zKYTAYUlNTDxw4IH/v3LlTxrn5+/u/+OKL7du3p8UBEDiAypaZmblkyZKMjAwHWR8JFunp6adOnTp69OiZM2fKKwOFhYUNGzbMz8+PFgcAAgcq286dO1evXl32gwd2kzxx48aNK1euXLx48dy5c2fPnpUH5Xshrre399ChQ7t160ZzAwCBA5UtLy8vMTHxwIEDtr5x69atdmeL27dvFxYWGgwGeXDz5k2JGtevX5cpFbeZjzzyyLPPPuvv70+LA4DK1dHOoMNBzTO6J+ZY2y5hPX78+NKlS6W/r8aV1LBhw6FDh3bs2JH9BQB0OMKBCldYWLhhwwabfrHd6Xh6evbr1y8qKsrDw4MWBwACByrbpUuXlixZcu7cueq6ga6uruHh4U899VRAQADNDQAEDlSBHTt2rF69uqCgoLpuYOfOnZ9++ummTZvS1gBA4EDVOH78+IoVK6rlprm6unbq1OnJJ59s3rw5DQ0AVn1yMmgUVrFr0Oj+/fslcxgMhmpTDR4eHo8++mifPn0aN27MTgEA1uMIByrQI4880rp16yVLlqSlpTn7tjRs2LBnz57du3fnRl4AYAeOcMA6Zbgstqio6Msvv9ywYUP53lyrcnh5eT388MPh4eHt2rVzdXVlRwAAAgccNHAofvjhh3/+85+ZmZnOkjNCQ0O7dOnSqVMneUz7AwCBA84ROFxKfrJkzZo133zzjcNuZZMmTSRndOjQoU2bNtxRAwAIHHDKwKFISUlZvnx5Xl6eI2yWr69v8+bNW7Ro0bqEPKWpAaAiMGgUlS0sLKxly5ZLly49fvx45SzRy8vL29u7Tp06/v7+devWrVevXmBgYFBQUKNGjeQxLQIAlYAjHLBO+R3hUMiOl5ycvGHDBmt+R23x4sW0AAA4NTeqAFUTdV1dn3jiiUmTJjVp0oTaAAACB1CBmjdv/vrrr0dERFAVAEDgACqQh4fH888/P2bMGG6oBQAEDqBiderU6c9//nNoaChVAQAEDqAC+fv7jxs3bsiQIe7uXDwFAAQOoMK4urr27t379ddff+CBB6gNACBwABWoadOmkydPfvzxx6kKACBwABXIw8Pj2WefHT9+vL+/P7UBAAQOoAKFhob++c9/7tSpE1UBAM6OO43COuV9p1EAQI3CEQ4AAEDgAAAABA4AAAACBwAAqHrc0rFGMBgMu3fvPnny5MGDB+VpcHBw+/btu3fvHhgYSOUAAAgcKIeoMXfu3ClTpph8NS4ubtKkSZI/qCgAQIXistjqLCMjo2/fvmlpaZaLJScn9+7du5R5cVksAKAMGMNRbWVlZVmTNkRUVNTevXupMQAAgQM2mzp1qnHaiCsREhKimx4TE2MwGKg0AACBAzbYunVrfHy8dsrEiRNzc3MXlUhJSUlISNC+KtFk7ty51BsAgMBRNVJTU91+zsKRAOnmtSUTExNtnbllpc5QtXjxYu3T6OjoGTNmeHt7K0/lwfDhw+fPn68tM2XKFA5yAAAIHFUjNDRUemvtlLVr11rZzfft27dK1jkrKyspKUk75dVXXzUu9sILL+im7N69mxYHABA4qsaoUaO0T5csWWKyWEZGhrabnzhxYlXd5eLQoUPapyEhId26dTMu5u3tLSupnbJv3z6aGwBA4KgavXv31o6y3L59u8lrOlatWqV9Onz48Kpa4UuXLmmfRkZGmisZGhqqy0w0NwCAwFFlpk6dqn26fv16XQGDwaC9uVZERISuLzfX3xfZwsoQk5qaqn3ao0cPcyXDwsK0T7dt20ZbAwAIHFVGNxpj1qxZWVlZ2inJycnap2+88UYVrm12drZ9b7Tmph0AABA4KkpgYOD06dO1UzZv3qx9OmfOHPVxSEhIeHg4lQYAAIHDZk8++aT26bRp09THe/fu3b59u/o0NjZWvQAVAAAQOGyguz42LS1t69atymPdkI6RI0daOc+MjIzRtlCXaFnnzp21T8+fP2+u5OXLl7VPdRcA2+r48eNPP/20f4mBAweaPEHjjGWcd7UBwHHw4202kP4+KipKfRoXF7do0aKsrKxGjRrpJlo5w9TU1I4dO1q/AgkJCdaMG01MTIyJidHGiNWrV5ssuXDhwjFjxli18sY/3vZzxy4Xd59998bt/04J8Hb57n89Hwp0deoyzrvagFPiVyE5wgEXo+tj4+PjJW3oBnPExsZW+Xrqrj1JSkoydwtRXRCxcD1LqaZsLNR2gSLb4DL5s0JnL+O8qw0ABA4nprs+dsmSJdrBHBERESZvsVXJQkNDdT/PZvLuqKmpqdqhJ2UMHFtOFJU60RnLOO9qA4BDcacKbKK7PlZ77w0xYcIEm+bWsmXLw4cPW18+KCjIypKxsbHadYuJiZEwERwcrE4xGAxjx47VvkXSkrZAuXB1rZ5lnHe1AYAjHM7B+PpYLe0ID2t4e3uH2sL6e6WPHDlSd5CjVatWCxcuTC2RmJgYFhamO7wxc+bMstTME+1M7EtRP5/4/9m7f5C21jAOwBa63NChFFw61UE6FIdMLoUOGToUbymNnSTaJdTaro0tOAmm7dhWC26VTCUgHRzEKSCUTpmCWEvNntms3oNC+O6JxljvTXLkeQbJec8JHr/FH9/fJD6T3NcGEDiSLbY+tiUKIoOzGjaKJu/fv48V5+bmxo7kcrnYuoZCoXDBwaClv69e/+tflRupoeLE1aQ/k9zXBhgsh5zf5OTklTb7+/uD9p7FYvFKF6I/5+Dg4OK/7ufPn48fP75+JJvN/vr163I8k9zXBhgclsX+idj62KFzrobtpdgS2XaFQmFhYcFOZQD8rwSOP3T79u1wVGJrayuTyQzmqzYajXK5/PXr13DSxujo6NOnTycmJro5ZA4ABI4+aDab6XS6FTiif967u7uJeO39/f2ho9Uu3c8/BYCLM2m0K6VSKTwednFxMezeiG3OMbBai2KkDQB6TA/H2VobkOfz+ejn7u5ubGyiWq2aAwEAHVhKd7aPHz8ef1hdXW2/u7KyIm0AQGd6OM7Q+Xy1paWl+fl5rQQAnZnDcYaRkZG1tbXYrp1DRyMp6+vr0gYAdEMPR7dqtVq1Wj3+nE6nrSYFAIEDABgghlQAAIEDABA4AAAEDgBA4AAABA4AAIEDABA4AAAEDgBA4AAABA4AAIEDABA4AACBAwBA4AAABA4AAIEDABA4AACBAwCgK1c1AdBLtVotVrlz506H5+v1+sHBQVgZGRlJpVJaEgQOgFNVq9VcLhdW1tbWpqamTny40Wjcv39/b2+vVSkUCsViUTNC4lw5PDzUCkAvPXnypFwuh5Xfv3/funWr/clnz56trq62Lu/du7exsaF7AwQOgLM1Go27d++G/RYnJolSqRTrCzktlwCDz6RRoNeGh4dXVlbCSqVS+fDhQ1ip1+vtIy/SBggcAOeQyWQKhUJYefPmzY8fP1qXr169Cu/m8/nT5nkAiWBIBeiPZrP54MGDSqXSqoyOjm5vbw8PD3/+/Hlubq69rtFA4AA4t1qtNjY2Flby+fzLly9jxe/fv4+Pj2suEDgA/lD7zNCY5eXl2dlZDQVJZw4H0E9TU1PZbPa0u9Gt6elprQSXgB4OoM/aV8m2WAcLl4YeDqDP2lfJHltfX5c2QOAA+M9cu3atvbizs6Nl4NIwpAL0WYchla2trUwmo4ngEtDDAfTZwsLCiWkj8vz58yiOaCIQOAAupFQqhcezDR1t89X6HAWRcAcwILkMqQB9077x1/Ly8s2bNx89ehQWO5xfDySFHg6gP5rN5osXL8LK8a4bDx8+zOfzYT2Xy0XRRItBounhAPrj9evX7969CyutXTeiLJJOp888vx5IED0cQB98+/YtljbC0+ejYBFdhncrlcri4qJ2A4EDoFv1ej12+nw2m43N0hgfH4+dXx8FlCimaD1IKEMqQE81m82ZmZlyuRwWT9zC/MTz6zc3N20/CkmkhwPoqS9fvsTSxmlbmKdSqU+fPoWVvb29WNcIkBR6OIDeqdfrb9++DStR1Jifn+/wlVKptL29HVYmJydtPwoCBwBAnCEVAEDgAAAEDgAAgQMAEDgAAIEDAEDgAAAS4B8BBgAcEqqeZgUFhwAAAABJRU5ErkJggg=="}}},{"cell_type":"markdown","source":"source: https://www.spiceworks.com/tech/artificial-intelligence/articles/what-is-logistic-regression/","metadata":{}},{"cell_type":"code","source":"lr = LogisticRegression(max_iter = 2000)\ncv = cross_val_score(lr,X_train,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:58:55.162367Z","iopub.execute_input":"2022-07-30T06:58:55.162834Z","iopub.status.idle":"2022-07-30T06:58:56.224996Z","shell.execute_reply.started":"2022-07-30T06:58:55.162799Z","shell.execute_reply":"2022-07-30T06:58:56.223615Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"lr = LogisticRegression(max_iter = 2000)\ncv = cross_val_score(lr,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T06:59:15.642009Z","iopub.execute_input":"2022-07-30T06:59:15.642496Z","iopub.status.idle":"2022-07-30T06:59:15.922338Z","shell.execute_reply.started":"2022-07-30T06:59:15.642457Z","shell.execute_reply":"2022-07-30T06:59:15.920813Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image-1-1024x929.png](attachment:737d2abf-54a5-4843-98b2-f7c7dc48a34b.png)","metadata":{},"attachments":{"737d2abf-54a5-4843-98b2-f7c7dc48a34b.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"source : https://www.jcchouinard.com/decision-trees-in-machine-learning/","metadata":{}},{"cell_type":"code","source":"dt = tree.DecisionTreeClassifier(random_state = 1)\ncv = cross_val_score(dt,X_train,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:01:35.702918Z","iopub.execute_input":"2022-07-30T07:01:35.703428Z","iopub.status.idle":"2022-07-30T07:01:35.765458Z","shell.execute_reply.started":"2022-07-30T07:01:35.703390Z","shell.execute_reply":"2022-07-30T07:01:35.764523Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dt = tree.DecisionTreeClassifier(random_state = 1)\ncv = cross_val_score(dt,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:01:44.280009Z","iopub.execute_input":"2022-07-30T07:01:44.280431Z","iopub.status.idle":"2022-07-30T07:01:44.334221Z","shell.execute_reply.started":"2022-07-30T07:01:44.280400Z","shell.execute_reply":"2022-07-30T07:01:44.333097Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![1_FI7tCmvXijXk-P9zN8an4g.png](attachment:411b531f-13d2-4f2d-8f4c-d2484021d3cf.png)","metadata":{},"attachments":{"411b531f-13d2-4f2d-8f4c-d2484021d3cf.png":{"image/png":"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https://towardsdatascience.com/k-nearest-neighbors-k-nn-explained-8959f97a8632","metadata":{}},{"cell_type":"code","source":"knn = KNeighborsClassifier()\ncv = cross_val_score(knn,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:03:03.597230Z","iopub.execute_input":"2022-07-30T07:03:03.597715Z","iopub.status.idle":"2022-07-30T07:03:03.878711Z","shell.execute_reply.started":"2022-07-30T07:03:03.597671Z","shell.execute_reply":"2022-07-30T07:03:03.877222Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"knn = KNeighborsClassifier()\ncv = cross_val_score(knn,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:03:18.327462Z","iopub.execute_input":"2022-07-30T07:03:18.327899Z","iopub.status.idle":"2022-07-30T07:03:18.471527Z","shell.execute_reply.started":"2022-07-30T07:03:18.327866Z","shell.execute_reply":"2022-07-30T07:03:18.469972Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![1_hmtbIgxoflflJqMJ_UHwXw.jpg](attachment:0cce1a40-3acd-4ff8-9212-24a69dc91a46.jpg)","metadata":{},"attachments":{"0cce1a40-3acd-4ff8-9212-24a69dc91a46.jpg":{"image/jpeg":"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D8KdM1OGe8/t7xBaQtvTS9X1V57QnORuTjcAexz2r6a2j0FG1fQflWkatSCajJq/YznSp1GpTim1tdHkOhE/BDWrPw7L+78C6lKIdImxhdLnY8WjHtGxz5ZPQ/L6V63CdyZznnrWf4j0DT/E+jXmk6nax3mnXkTRTwOOGU+/YjggjkEAg5FcJ4F8Qaj4Q1tPA3ie7kvLkKW0TWZ+P7Tt1/gcjj7TGMBxxvGHHUhcjRHp9FNRtwP1p1ABRRRQAUUUUAFFFFABTXJC8daH+6cVyHjvx4ng6zgigtn1XW79/I03SomxJcye5P3UHVnPAA+gIBD8QPHr+GRaaXplsNV8UaluFhpu7AIGN80rfwQpkFm78KMkgVwGr/smeFfGEcOqeJLm/m8cs3mz+LNKuns7zceDHGyniEdFjORj3JNegfDzwJL4clvtX1i5XVfFWqbWv9QCkIACdkEKk/JDHkhV75LElmJrtcD0oA8N8PfsheAdI1V9U1Yav4z1fymghvvE2oSXklsrDnyQcLG2P4lG7jrXReF/Eeo+BtetvB3ia7e6huMjRNbm/5e0Az5ErH/lso6f31Geua9Q2j0FYfjDwpp/jTRJtJ1KJntZcMJInKSwupyksbjlHU4KsOhFAGzCSU5JPPepK828F+MdT0fXF8F+LpFbW0j36fqyqEi1iAY+cDosy8CSMeoZflbA9HQ5X1+tADqKKKACiiigAoopDyDQAN0NZmua7Y+HdHu9T1O8istPtYzLNcTttSNR1JNJrmu2XhzSbnUNUvI7Kyt0Ly3EhwFA/zgDrXAaLoeofFHWLXxF4ltpLLQLVxNo+gTDBd+q3d0O79CkZGI/vHL42gFF/B3/C90N3400xh4OIzYeGr2Pm6BHE90p6HnKxn7vVueBwD/8ABPn4VG+3LJ4iTTd+4aQusSfY8f3NvXbzjGa+nVUEg4z707avoPyrWNWcPgk16GU6VOrb2kU7d1c8YvPA1v8AAoQa94F0hbTw5bQrBq3hzT0wrQL0uYU/56oMlh1dc9SBn1rRNXtNe0y21HT7mO8sbqJZoLiIgpIjDIIPcEYq3JhRwOT6CvJplf4Ia/Jcxgr8PNVnL3EajjRLtzzIAPu20jHLDpG7Z4Vjtzu3uanrtFQpJ5o3K+VPIKngipV6UgFooooAKKKKACiiigAprnapOcUrZ2nBwcda43x749HhC2trSztm1XxDqDeTp2lo+GmfHLMf4Y1HLN2HvQBF8QPHc2gtaaLotsuq+LNUVvsVgzFUjQcPcTMPuRJkZPViQq5J4818Tfsb+BfiHZpdeKVvL3xezma58UWNw1peyORyqlfuxDgKnIAA75J9O+HfgU+FlvNR1K5Gq+J9VIl1LUiuA5GdsUYP3IkyQq/UnJJNdlsUfwj8qqMnF3T1JlFSVpK6Z4B4K/Ys+F/gma5uzp19r+pTRPAuo65ePc3FurdfKPHlnjIZRkdc12nhDxJqPhHXYfBvii6+1SS5/sXWn4GoRqM+VIegnUdf74+Yd69LKjHSsLxl4R03xroU2l6kj+S5Ekc0LbJbeRTlJY2HKup5B/PIJFOUpTfNJ3JhTjTjywikvLQ24iTnPX0qSvNvBHjPU7HV28HeLJEHiOCIyWt+q7IdWt1OPOjHQSDgPH/CTnlSDXoabivLEkn6VGxdyaimpnBzzzxTqBhRRRQAUUUUAIelZWveIbLwvpF3qmq3cdjYWqb5riY4VRkDHuTnAA5JIA5NN8ReIrHwro93qmpXSWtlbpvklkOBj0HqT0AHNcNoGgah8SNbsfFHii2ez0uzkE+i+H5Rjy2523dyveXB+RDkRjn7xyADPk8Cf8L1R7rx7pO/wm4xYeGL5B+864nul7P3WPPyZ5+bpzX/AAxT4KEYsm8QeM/+Efz/AMgH/hIZ/sez/nnjO7Z/s7vavoUKB0AH0FGB6UAeM3/g+H4DTQa54M0oWvhGKJIdW8P2EWI4oVGBdQRjo6D74H3lGeSK9a0nVLXWbG3vbG5S7s7iJZoZ4mysiEZDA+hqzKv7s4AzXk0Sv8DvEO0Fj8PdVuAAeo0S6kYDB9LaRjwf+WbnHCsNrGeu0VFExY9cjA59alpCCiiigAooooAKKKKACkPQ0tc74w8ZWPgjQpNR1B3YBhHFBCu6a4lbhY40/idj0FAFfxx47tPA+kJczxS315cyi2sNNtgGnvZz92OMfgSWPCqCTgCvN9R/Zr0f4p2h1X4kwnUPFMx8yC6sbh4X0Zc5WG0lUhlx/E38Z5IxgV1vgbwdqNxrjeMfFYV/EVzGYraxVt0Ok25wfJjPQucAyP1Y8D5VUV6JtHoKAPBtH/Y68C2+sWWo6/d+IPHLWUgktLXxTqj3ttC4GAwhOEZh2LA10Fjez/BfVbfSr+d5fA19KItOvZWLNpcrHi3kY/8ALInhGP3T8p4xXrOB6VS1rSLHXdKu9O1G1ivLG6jMM9vKu5ZEIwQRQBZjclyM9BUteU+HdYvfhZrVr4U8QXUt3oV0/laDrszZPtZXDHpIB9xz/rFHPzKc+pRnk8k/WgCSiiigAooooAKKjYHJ5IpQTTAfULPjPzcCmPKUDsx2oOSSeg9a8t1C9uvjNeT6Rpc0tn4GhcxajqkTFJNUYH5ra3YYKxZ4eUHJ5VepYIBdQ1S5+MV5NpOjXElr4Lt5Gg1HV4ThtRYEq9tbt/czkPIPQqueSOE8T/sEfCjW9Te90+21fwosv+ttPD2ova28h7sY+QCcdRX0VY6fbaXZW9nZwR2tpbxrDDBCgVI0UYVQo4AAAAA6Va2g9hWkKk6bvB2M504VI8s0mvM8P0/9m3w98MtAgf4ZWMWg+I7GQ3MV7K7O2oMeHjunJzIrjjJ+6cEV6R4A8cW/jzRVvYo3s7uCRra+0+biWzuF4eJx6g8g9wQRwa6cqAuAMemK818c+HdT8P66PG/hWCS51COMRavpMIH/ABNbZehUH/l4jBJQ/wAQyhz8u2G3J3k7lpKKsj0yisjwz4k0/wAW6NZ6tpd0t5YXcYkikXjI7gjsQeCDyCCDWvSGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFU9X1K20bS7rUL2dbaytYmnnmf7scaglmPsACauVw3xy8H3nxB+DfjXwzp7+Xf6tpF1Z25zj948bBRz6kgfjQB4l4VX4n/tT6WfFkfi+/wDhX4DvCzaHZaPAh1K8t9xCXM8kgITeAGWNRwrDJzVO0/4S79jvVNPk1vX28cfDHWtUW31DWL6BU1TTLqdtqTTOgAmiZyqkkApkdq9R/Zc+IelfEH4O+HvsSpZ6jpNrHpeqaUfllsLqEeXJDInVcMpx6jkcGuR/be1m21j4P3Xw1sWW68XeOJodI0qwjO6XJlVnnI7JGqsxb2FAH0VAwZSRyOPmHQ+9S1U0q2ay0+2tmbe0MSRlvUgYJq3QAVwfxq+Klj8Gvh7qnii9t5L97fZDZ6fb/wCtvbuRgkECf7Tuyj25Pau8rwD9s7Tr0fDjQPE1raS6hb+D/Eun+I7+0hUvJJaQsyzFVHLFFk8zH+x60AcrZfs6/E74jarb+OPGHxQ1DwT4rlt/JTS/BsMSW1pAxBEEjupacqf4j0JOMA103w6+IfjP4ffFG0+F/wASr631ttUtZLrw54rgh8j+0PL/ANbbzRjKrMikNwcMOexr2vwv4n0rxloFjrWi38GpaZexCaC5tpA6OrDIIIrwL4uapbfEX9p34S+FdCdL2+8JXlz4j1ueE7lsYWtpLeKJyOjyPLkL1wmaAPpRTkClpqAhFBOSB1p1ABSHpS0h6GgCJgdvFfFX7Qf7UHi/XfiFrPgP4bajDoOn6Gy2+seJWiE0rXJGWt7dTwCgK7nPc8etfax4XJycc1+YF3oc3w8+MXxE8I6wq22rS61c6xau4w17aXEhkjkUn7wGSpx0KjNe3lGGo4vGRhXen5+R8nxTjsVl2VVcRgl76tr2XV/Is6R4/wDib8NPE9t40Pim7+I7abG4fSfEKI7mE8yfZnUDy5MDg85HFfoj8M/Hel/E7wTovirRZTLpmrWqXUO4YZQwHykdiDkEeoNfnZ4k8Q2XhTRrnUr+VYoYELbWPMh7IB3JPGBzzX2P+xR4F1X4d/s6eE9J1qFrbUZI57+S2cYaAXE7zLGfdRIAfpXt8SZfhcFOH1fRvdHy3AudZjm1Kr9efMotWbVvloe7UUUV8SfqpHICSMV8o3Z8YftkX2qPoOuHwR8LtH1RoNO1uygEmqatdW7ANcW7vxDCsgdFYAl9rdjX1PqVt9stJ4N5j82Jo9w7ZBGf1r55/Yi1610v4Q2nw3vwlj4w8Dyy6LqumOdsoKOTHcAdTHKjI4YcfMR2NAGT4si+KH7LOlnxa/jO/wDil4DsmV9dsdbgT+0rO2zh7qCSMDeEB3MhH3QcdK+m9I1K21nSrS/s5kubO6iWeGaM5WRGGVYH0IINeU/tSfELSvAXwW8TpdgXWqazYzaRpWlR/NPf3dwhiihjTqSWcZx0AJNdZ8EfB938Pfgz4E8LahKJr/RNCstOuJA24NJFAkbHPfJU0AdtRRRQAUUUUAFIwJBwcH1pabJ9w/0oA+Zz4o8fftI+LPENj4I8Qt4D+HOhXj6bJ4itrcS3+rXUfEwt94Kxwo2U34JYg4wKwfEvw++Iv7NV1efEvT/F2ofFbTbK3CaxpniGFGv4rFTmR7SWMDDKCWKEfNt9q6X9i3V7fwv4R1b4WamVsvGHhDU7uG8spSA88MszSw3KDqyOjg7hnnIr0z4//ErRvhh8KfEGq6xIrebayWlpZJzLe3EilI4I16szMwGB9aAOw8LeIbDxZoOna1pVwLvTdQto7q3nXo8bruU/kRWvXmP7NHgnUPhx8BvAXhnVgE1PTNGtre5QH7sgQbh+B4/CvTqACq19dQ2VtNcXEqwQRRtJJK5wqKBkkn0AFWa5f4oeGbjxp8OPFXh60lEF1q+k3dhFKf4HlhdFb8CwoA+bbTSPGv7aFjD4jTxHc/Dz4ZxXhuPDr6ZAp1W/8tsR3rSuD5KNg7VAyV6/exWvrurfEP8AZVn07WPEXiy5+I/wxnuobTVb3U4VTUtG8xgiXJaMASxb2VWBGVDZ5rtf2QPHFh4l+BvhzRlUWGveGbWPQ9Y0mUhZ7K6t1Ebq69QCV3KehDAisr9tnxNaJ8Eda8EQBL/xT43iPh/RtJUhpJ5pjtMm3ska7pC3QbfpQB7/AASpNCkkbB0YblYdCPWpKzvDmnPpHh/TLGR/NktraOFn/vFVAJ/StGgAooooAQ9K8T+OPxW8R6P4n8O/Dv4fWlvdePPEMUtz9rv1ZrXSLCM7ZLyYD73zsqIn8THnABr2w9DXzZ4s1GD4Xftl6N4k19ha6B4w8OJ4fs9TlIENvfwTvMIHY8L5qSErnqYyBzQBn63+yr8QdVW01V/jhruq+IbGUXcFrqtjA+km4XoWtlUHbk+pxwetel/AD4u3/wATNN1jTPEmmxaH448M3raZrumxOXRZdoaOaInkxSowdT747V6ncXMVvbSTSSpHCil2kdgFA9STwBXzp+zddp8QPjj8ZfibpW9/CmsS6doumXR+5emxikSaeP1QvLsDd/LoA+kMUGlpG6UAMl6Cvi/9pz9pLxHrfjrWPhl4BmtrC00yJYfEOv3MAn2SSKT9kgQ/KW2EbmOcbsY4NfZso4A981+Z/i3Rp/h1+0F8TvDus5gvdX1ufxHp0smQLy0uTuHlk8MUYMhA5G33FexlOHpYnGQpVnaLPl+JcdisuyuriMGrzWi8r7v5f8Ek8JfEf4t/BexhuNC8ZXvjTT9Pjw3h/X1VxNEoz5cMoAKNgYUnP0r9BPhJ8R9K+Lnw60Pxdors2n6pbiZFcYaNujxsP7ysGU+4NfntrXiCy8LaZPqepTpb2tspkZnPXHOAO5PoOT2r67/YZ8G6t4J/Zv0C21q1axvr+5vNW+ySDDwR3NzJNGjf7Wx1zn1r6DiPL8Jg+R4fR9Ve58dwLnmY5vGqsa3JReja/DzPfaKKK+HP1kKKKKACkPAOaWobyE3NpPCG2GRGQN6ZGM0AfNFr4m8fftPeJNdXwd4jk8AfDTSLyTTU12zgWXUNZuI/llaEuCsUKPlQ2CWKntWHr/gnx/8Ass3l58SIvFl98VNAhhSPXLTxBCralbWStlpLWWNRwgJYxkfNjrnFdT+xXrcOjfDm5+Guo7bHxf4Ovrix1HT5SBI6NKzxXCj+JJEZWDD1I613P7SnxF0n4cfCDxJcaiwmudQs5dP0/T0+aW9uZkMccUa9WJZh9BQB6LoWtWfiTSrDVdOuBdWF7AlxBMn3ZI3Xcp/IitKvOf2efBd/8OPgf4C8LaoQ2o6To1taXG08CRYwGH4HivRqAGucCqOq6jb6XYXF5eSrb2lvG080znCoijLMfYAE1eYZFcZ8ZfCd346+E3jLw7YP5d9quj3dlA2cASPEyrz9SKegep8D/Er43+Of2lryPU9K1iTwJ4LtLw3GhNYRL/aU2xiqXTysD5Ycc7FH3Wwc5rq/hX+0347+E3ifSbHxxrr+MfBWo3UVnLqt7EqXumySHajuy4EkZYgHjjOc15V8MtUW78KWmnyRfZNT0pRp9/YOCslrPF8joynkcg/Uc96h+JlnL4u0dPA2mKLnxD4olTTbG3Tl1ZmG6UjsiKCxPTiv07+yMv8A7M9r9q3xH4AuKM7ef/VH8HPbksmretr7a3P1YtnEkQYHcD0PqKlqjots1npdtAxBaKNUJHqFAq9X5iz9+TbV2FFFFIYV4b8b/iv4msvGehfDT4dQ2svjnWreS/nv79C9ro1gh2m5kUY3sz/KiZ5IOcCvcq+ZtZ1G3+Fn7aTaz4gdLbRfHXh620rTdSnIEUN7aySM1sWP3WkSUMP723A5oAraz+yv8QrmWz1mL4263rPiLT5Rd21prtlBJpTTjOMwKoIHoQSVPIr0v4AfGG5+Kuhana65p66H408PXz6Xrukq5ZIbhQCJI2PLRSKVdT6N65r0+7u4bK3luLiaO3giUu8sjBVRR1JJ4A96+cf2Y2Tx98Xvi/8AFPTUYeF9fv7XTtJnK4W8SzhEUlwn+wzggHvtzQB9LUUUUANk+7XzX438U+MP2gPHvir4c+Bb628PeENB22HiXxPPai4lnuZE3PY2sbfJlUZPMds43gAGvpOQ459PSvnD9mXVrfwH8Qvin8NNaZLHxJ/wkd54jshMQp1KwvJPMjmjP8e1t0bAcqUGetMZlXnwl+LPwB8NDV/BPxD1X4j2ukwbpvCvilI3N1bovMdvMihkkCg7c5BIANe+/C/x/pfxT8BaJ4s0WUy6bq1qlzFvGGXI5Rh2ZTkEdiKd8RPiFoXwt8H6l4m8RX0VhpWnxNLLJI2CxA4RR/EzHAAHJJFeb/sX+ENU8E/s7eGrLWbVrG/u5LzVXtXGGgW7u5rlImHYosqqR7UhHuFFFFABRRRQAUUUUAeB/Fj4meMfEPxNt/hZ8M5Lay1oWa6jr3iS8hM0OjWzttiVI+BJPJhyoJAAXJz0rmdT/Zn+JWg6nZ+K9B+L+reKPFGmK72un+LLaGXT5CwG9AEVTEWxgOCSufc1d8K6rB8Mf2wPHmm+ICLRfHtrZajoV/OQqXL28YhmtVb++vyuF6kOSO9fQ2saxZaBplzqOpXcNhYW0ZlmubhwscagZJJPSgDhvgV8WIvjJ4Fi1p7J9I1i2uJdP1bSZGy9jexNtliJ7jPIPcEGvSK+df2PYZ9atPiR48SCW20bxt4ruNY0pJU2M9oIooElx1xJ5RcZ7MK+iqACmS52cDJp9MkbaAcZANAHy34lvfF37WOueK/DHhvVovCfww0i8fSb3Xo7YT3urXcX+tW23DbHHE/y+aMkuvy9KZ4j8N/Fn9mnQJPFWk+NtU+K3hrTI/N1fQfEMUbXotl/1kttNGFy6IC2xgQwHXNan7FWo2/g/wAMa78KdVlW28YeE9WvFurWVsSXME07zQ3SD+NHRwdw6EEV6p8ePiZovwq+F+u63rMqsotpILayBzLezupWOCNOrM7EDA9c9qAOq8JeJ9O8aeG9N13SLgXel6jbR3VtOvR43Xcp/I1sV5Z+y74H1L4b/s/+A/DWsIItU07SIIbmJTxHJtyy/gTj8K9ToAKKKKAGHqa8Y/ae+Pn/AAojwVazafYLrPivWrtdP0XTHfYksxG5pHPaONQWY/Qd817QeWr4z/4KC6Hc6Zq3wz8ePF52g6Hd3VhqMm0sLX7SqLFM3ooZNpbtuFdOGhGrWjCb0bOPGVKlHDVKtJXkk2l5nh3iPxH8XvGkVzLrHxZ1S2mulxLYaZbxw2IB/wCWfl4LFe3LZIr6m/ZG+Pt78QLfUvA3iWystN8VeHYYmUafH5dte2bDCTxJztwQVZex+or5qjkjljWWNxJEw3K6nII9c12X7HekXHjD9pHV/FFghk0Pw9ocmjT3icxzXU8scvlqe5RY+cdN1ffZ1leBwuCVSgrS/M/GOEeI84zDNJYfFtyg03ql7tvNH33iloor84P3MRvumvFvjp8VvEeheJPDfw++H1raXvj7xIs08c1/uNrpVjEAJbyYLywDMqKn8TMBkDNe0P8AdNfNvjrU7f4XftkeHfFevstr4d8V+GP+EYttUm4itb+G5e4WF26L5yOcE9TFj0oApaX+yx8QfCYv9V0D4464niG7mN7Pb3VhbnSprg/eJt1XKq2OdrZzk9a9H/Z++L2o/Emw1/RvE+nxaL478L3p07XNOhYtEHKh4p4ieTFKhDqfqO1enSzRRW7TyyrFCq7mkdsBR1yT7V8+fs6XkXxA+PHxk+JGkHzPCupf2boOn3ij5L6SxWYTzof4k3zBA3Q+WaAPo+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACmyDK4Az7U6igDxz4gfsveD/HXiZ/E0L6r4V8TygLPq/hq9exmuQOgl2/LIfdhn3q78L/2cPB/wr1e41uxhvdX8S3C+XLr2uXT3l7sPVFkfOxfZcV6tRQAxBjNPoooAKgniEwZHUPG6lWUjIIPqO9T0UAeA6n+xr4MfU7y70DU/EvgiG9cyXWn+GtWktLSRj94iIfKpPfbivRfhf8HPCvwe0aTTfC+lrYrPJ511dSMZbm7kPV5ZWJZ29yT7V3NFACL90fSloooAKQ9DS0UARuCV4Bz9K82+MfwD8G/HPS4LbxVpBuJ7TJtNRtnaG8tievlyr8wHqOh9K9Nopp2d1uJpNWa0PnbwD+w78NvAviC11qeDVPFOo2bB7V/EF613HAw6MqH5dw7HFfQUAKuQQenepqKqU5zd5tv1IhThSXLBJLslYWiiioNCOUMeAPxryz4pfs3+D/ivq9vrd/BeaR4ltk8uHX9Euns71U/uGRMb1/2WyK9XooA8c8Bfsu+EPA/iiPxLO+q+KvEkAK22q+Jb572a2B6+Vu4Qn1AzXsMY2oB6cU6igAooooAKKKKACkboaWigDzD4qfs9eEPi5dWeoarbXWn6/ZAra67pFy9pfQr/AHRKmCV/2WyPasTwV+yl4O8KeJ7fxLfz6z4v1+1ObS/8Tag981px1iVvlU/7QGfevaqKAIohgkkHJHU1LRRQAUyQE9BT6KAPH/iR+zF4O+IviRfEn/Ez8NeJ9ux9b8O3j2NzMo6LKU4kxnjcCRUvw0/Zq8IfDPX5fENumoa94okQxHXPEF297doh6qjvkID32gZr1uigBqcKKdRRQAUUUUAIehrm/G3gXQ/iL4avNB8S6Tb61pN0NslpdRhlPXDD0YZ4YEEdq6WigD52T9ibwZLFHY32veMdT8PRnjQL3X53syvZGXOWXtgnFe66BoNj4a0y00zSrGDTNMt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https://medium.com/analytics-vidhya/random-forest-classifier-and-its-hyperparameters-8467bec755f6","metadata":{}},{"cell_type":"code","source":"rf = RandomForestClassifier(random_state = 1)\ncv = cross_val_score(rf,X_train,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:05:10.351624Z","iopub.execute_input":"2022-07-30T07:05:10.352148Z","iopub.status.idle":"2022-07-30T07:05:11.587929Z","shell.execute_reply.started":"2022-07-30T07:05:10.352107Z","shell.execute_reply":"2022-07-30T07:05:11.586621Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"rf = RandomForestClassifier(random_state = 1)\ncv = cross_val_score(rf,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:05:19.807262Z","iopub.execute_input":"2022-07-30T07:05:19.808511Z","iopub.status.idle":"2022-07-30T07:05:21.025594Z","shell.execute_reply.started":"2022-07-30T07:05:19.808457Z","shell.execute_reply":"2022-07-30T07:05:21.024371Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![support-vector-machine-algorithm.png](attachment:77030aa5-2711-4b80-84a3-c9a0b528e224.png)","metadata":{},"attachments":{"77030aa5-2711-4b80-84a3-c9a0b528e224.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"source: https://www.javatpoint.com/machine-learning-support-vector-machine-algorithm","metadata":{}},{"cell_type":"code","source":"svc = SVC(probability = True)\ncv = cross_val_score(svc,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:06:54.129469Z","iopub.execute_input":"2022-07-30T07:06:54.130706Z","iopub.status.idle":"2022-07-30T07:06:54.734836Z","shell.execute_reply.started":"2022-07-30T07:06:54.130649Z","shell.execute_reply":"2022-07-30T07:06:54.733517Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"source: https://www.researchgate.net/figure/Flow-chart-of-XGBoost_fig3_345327934","metadata":{}},{"cell_type":"code","source":"from xgboost import XGBClassifier\nxgb = XGBClassifier(random_state =1)\ncv = cross_val_score(xgb,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:14:57.340337Z","iopub.execute_input":"2022-07-30T07:14:57.340751Z","iopub.status.idle":"2022-07-30T07:14:59.531649Z","shell.execute_reply.started":"2022-07-30T07:14:57.340720Z","shell.execute_reply":"2022-07-30T07:14:59.530689Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Voting classifier takes all of the inputs and averages the results. For a \"hard\" voting classifier each classifier gets 1 vote \"yes\" or \"no\" and the result is just a popular vote. For this, you generally want odd numbers\n#A \"soft\" classifier averages the confidence of each of the models. If a the average confidence is > 50% that it is a 1 it will be counted as such\nfrom sklearn.ensemble import VotingClassifier\nvoting_clf = VotingClassifier(estimators = [('lr',lr),('knn',knn),('rf',rf),('gnb',gnb),('svc',svc),('xgb',xgb)], voting = 'soft') ","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:15:16.074421Z","iopub.execute_input":"2022-07-30T07:15:16.074871Z","iopub.status.idle":"2022-07-30T07:15:16.081927Z","shell.execute_reply.started":"2022-07-30T07:15:16.074837Z","shell.execute_reply":"2022-07-30T07:15:16.080497Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cv = cross_val_score(voting_clf,X_train_scaled,y_train,cv=5)\nprint(cv)\nprint(cv.mean())","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:15:27.923027Z","iopub.execute_input":"2022-07-30T07:15:27.923444Z","iopub.status.idle":"2022-07-30T07:15:33.180806Z","shell.execute_reply.started":"2022-07-30T07:15:27.923413Z","shell.execute_reply":"2022-07-30T07:15:33.179962Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Submission**","metadata":{}},{"cell_type":"code","source":"voting_clf.fit(X_train_scaled,y_train)\ny_hat_base_vc = voting_clf.predict(X_test_scaled).astype(int)\nbasic_submission = {'PassengerId': test.PassengerId, 'Survived': y_hat_base_vc}\nsubmission = pd.DataFrame(data=basic_submission)\nsubmission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2022-07-30T07:26:49.236807Z","iopub.execute_input":"2022-07-30T07:26:49.237284Z","iopub.status.idle":"2022-07-30T07:26:50.349229Z","shell.execute_reply.started":"2022-07-30T07:26:49.237251Z","shell.execute_reply":"2022-07-30T07:26:50.347993Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Thank You for visiting my notebook**\n\n**Please Upvote if you like it**","metadata":{}}]}