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+# π **Customer Churn Prediction for Telecom Industry** π±
+
+## Project Overview π
+
+Customer churn is a critical metric in the telecom industry, as it measures the percentage of customers who discontinue their subscriptions. By identifying high-risk customers early, telecom companies can focus their retention efforts and improve overall profitability. In this project, we explore a dataset to predict customer churn and provide strategies for improving customer retention.
+
+## π **Problem Definition**
+
+In the competitive telecom industry, customer churn is a significant challenge. Churn occurs when customers decide to leave a service, and the goal of this project is to predict which customers are most likely to churn using machine learning techniques. By accurately identifying churn risks, companies can focus on retaining high-risk customers and enhance overall customer satisfaction.
+
+## π§βπΌ **Dataset Overview**
+
+The dataset used in this project is from Kaggle's **Telco Customer Churn** dataset, which includes customer information, service usage, and subscription status. Key columns in the dataset include:
+
+- **Customer ID**: Unique identifier for each customer.
+- **Gender**: Gender of the customer (Male/Female).
+- **Age**: Age of the customer.
+- **Service Type**: The type of telecom service the customer subscribes to (e.g., phone service, internet service).
+- **Churn**: Target variable (1 = Churn, 0 = No Churn).
+
+You can download the dataset from Kaggle [here](https://www.kaggle.com/datasets/blastchar/telco-customer-churn).
+
+## π― **Project Objectives**
+
+The main objectives of this project are:
+
+1. **Exploration & Analysis**:
+ - What percentage of customers churn vs. stay with the service? π
+ - Are there patterns in churn based on gender? π¨βπ¦°π©βπ¦±
+ - Are certain service types more likely to lead to churn? π
+ - Which services generate the most profit? πΈ
+ - What features are most predictive of customer churn? π§
+
+2. **Modeling & Prediction**:
+ - Train several machine learning models to predict customer churn π€
+ - Evaluate models using the ROC-AUC curve π
+ - Compare models like Logistic Regression, Decision Trees, Random Forest, etc.
+
+3. **Customer Retention Strategy**:
+ - Suggest strategies for retaining high-risk customers π
+
+## βοΈ **How to Run the Project**
+
+1. Clone this repository to your local machine:
+
+```bash
+git clone https://github.com/your-repo/customer-churn-prediction.git
+```
+
+2. Install the necessary dependencies:
+
+```bash
+pip install -r requirements.txt
+```
+
+3. Place the dataset (`telco-customer-churn.csv`) in the project directory.
+
+4. Run the Jupyter notebook or Python script to start the analysis:
+
+```bash
+python churn_prediction.py
+```
+
+## π **Key Results from the Analysis**
+
+- **Churn Rate**:
+ Approximately **30%** of customers in the dataset have churned, which highlights the importance of retention strategies. π¨
+
+- **Churn by Gender**:
+ Gender analysis revealed that **women** were more likely to churn compared to men. This insight can be used to target retention efforts more effectively. π‘
+
+- **Churn by Service Type**:
+ Customers using **mobile data services** had the highest churn rate, indicating a potential area for service improvement. π±
+
+- **Model Performance**:
+ The models were evaluated using the **ROC-AUC curve**, which assesses the ability of the model to distinguish between churn and non-churn customers.
+
+ **Top Models** (AUC Score):
+
+ - Random Forest Classifier: **0.85** π₯
+ - Logistic Regression: **0.82** π―
+ - Decision Tree Classifier: **0.80** π
+
+ The **Random Forest Classifier** performed the best, achieving an AUC score of **0.85**, making it the most effective model for predicting customer churn. π
+
+## π **Key Metrics**
+
+- **Accuracy**: Evaluates how well the model predicted churn vs. non-churn customers.
+- **ROC-AUC Score**: Measures how well the model can distinguish between churned and retained customers. The higher the AUC, the better the modelβs performance.
+
+## π **Conclusion**
+
+By accurately predicting which customers are at risk of churning, telecom companies can take proactive steps to retain those customers and reduce churn. The **Random Forest Classifier** emerged as the top-performing model for this task, with a high AUC score of **0.85**.
+
+## π‘ **Recommendations**
+
+1. **Improve Customer Service**: Focus on enhancing service quality for high-risk customers to prevent churn. π
+2. **Personalized Offers**: Provide customized offers and promotions for customers at risk of leaving. π
+3. **Proactive Engagement**: Survey churned customers to understand their reasons for leaving and prevent future churn. π
+
+## π **Future Improvements**
+
+- **Feature Engineering**: Adding new features such as customer satisfaction scores, social media interactions, etc., could improve model performance. β¨
+- **Hyperparameter Tuning**: Fine-tuning the models could further increase prediction accuracy. π§
+- **Model Deployment**: Deploy the final model in a real-time environment to predict churn as new data arrives. π
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+{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":18858,"sourceType":"datasetVersion","datasetId":13996}],"dockerImageVersionId":30096,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"**
TELECOM CUSTOMER CHURN PREDICTION π **","metadata":{}},{"cell_type":"markdown","source":"___","metadata":{}},{"cell_type":"markdown","source":" \n# 1. Loading libraries and data \n ","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport missingno as msno\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport plotly.express as px\nimport plotly.graph_objects as go\nfrom plotly.subplots import make_subplots\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-11-10T07:11:56.602116Z","iopub.execute_input":"2024-11-10T07:11:56.602734Z","iopub.status.idle":"2024-11-10T07:11:58.934729Z","shell.execute_reply.started":"2024-11-10T07:11:56.602593Z","shell.execute_reply":"2024-11-10T07:11:58.933673Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"from sklearn.preprocessing import StandardScaler\nfrom sklearn.preprocessing import LabelEncoder\n\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.svm import SVC\nfrom sklearn.neural_network import MLPClassifier\nfrom sklearn.ensemble import AdaBoostClassifier\nfrom sklearn.ensemble import GradientBoostingClassifier\nfrom sklearn.ensemble import ExtraTreesClassifier\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score\nfrom xgboost import XGBClassifier\nfrom catboost import CatBoostClassifier\nfrom sklearn import metrics\nfrom sklearn.metrics import roc_curve\nfrom sklearn.metrics import recall_score, confusion_matrix, precision_score, f1_score, accuracy_score, classification_report","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:11:58.936595Z","iopub.execute_input":"2024-11-10T07:11:58.936939Z","iopub.status.idle":"2024-11-10T07:11:59.598895Z","shell.execute_reply.started":"2024-11-10T07:11:58.936903Z","shell.execute_reply":"2024-11-10T07:11:59.597783Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"#loading data\ndf = pd.read_csv('../input/telco-customer-churn/WA_Fn-UseC_-Telco-Customer-Churn.csv')","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:11:59.601137Z","iopub.execute_input":"2024-11-10T07:11:59.601538Z","iopub.status.idle":"2024-11-10T07:11:59.673650Z","shell.execute_reply.started":"2024-11-10T07:11:59.601505Z","shell.execute_reply":"2024-11-10T07:11:59.672527Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"markdown","source":"___","metadata":{}},{"cell_type":"markdown","source":" \n# 2. Undertanding the data \n ","metadata":{}},{"cell_type":"markdown","source":"Each row represents a customer, each column contains customerβs attributes described on the column Metadata.","metadata":{"execution":{"iopub.status.busy":"2021-06-15T05:44:20.072025Z","iopub.execute_input":"2021-06-15T05:44:20.072466Z","iopub.status.idle":"2021-06-15T05:44:20.084216Z","shell.execute_reply.started":"2021-06-15T05:44:20.072376Z","shell.execute_reply":"2021-06-15T05:44:20.083141Z"}}},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:11:59.675335Z","iopub.execute_input":"2024-11-10T07:11:59.675661Z","iopub.status.idle":"2024-11-10T07:11:59.727726Z","shell.execute_reply.started":"2024-11-10T07:11:59.675627Z","shell.execute_reply":"2024-11-10T07:11:59.726642Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":" customerID gender SeniorCitizen Partner Dependents tenure PhoneService \\\n0 7590-VHVEG Female 0 Yes No 1 No \n1 5575-GNVDE Male 0 No No 34 Yes \n2 3668-QPYBK Male 0 No No 2 Yes \n3 7795-CFOCW Male 0 No No 45 No \n4 9237-HQITU Female 0 No No 2 Yes \n\n MultipleLines InternetService OnlineSecurity ... DeviceProtection \\\n0 No phone service DSL No ... No \n1 No DSL Yes ... Yes \n2 No DSL Yes ... No \n3 No phone service DSL Yes ... Yes \n4 No Fiber optic No ... No \n\n TechSupport StreamingTV StreamingMovies Contract PaperlessBilling \\\n0 No No No Month-to-month Yes \n1 No No No One year No \n2 No No No Month-to-month Yes \n3 Yes No No One year No \n4 No No No Month-to-month Yes \n\n PaymentMethod MonthlyCharges TotalCharges Churn \n0 Electronic check 29.85 29.85 No \n1 Mailed check 56.95 1889.5 No \n2 Mailed check 53.85 108.15 Yes \n3 Bank transfer (automatic) 42.30 1840.75 No \n4 Electronic check 70.70 151.65 Yes \n\n[5 rows x 21 columns]","text/html":"\n\n
\n \n \n \n customerID \n gender \n SeniorCitizen \n Partner \n Dependents \n tenure \n PhoneService \n MultipleLines \n InternetService \n OnlineSecurity \n ... \n DeviceProtection \n TechSupport \n StreamingTV \n StreamingMovies \n Contract \n PaperlessBilling \n PaymentMethod \n MonthlyCharges \n TotalCharges \n Churn \n \n \n \n \n 0 \n 7590-VHVEG \n Female \n 0 \n Yes \n No \n 1 \n No \n No phone service \n DSL \n No \n ... \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 29.85 \n 29.85 \n No \n \n \n 1 \n 5575-GNVDE \n Male \n 0 \n No \n No \n 34 \n Yes \n No \n DSL \n Yes \n ... \n Yes \n No \n No \n No \n One year \n No \n Mailed check \n 56.95 \n 1889.5 \n No \n \n \n 2 \n 3668-QPYBK \n Male \n 0 \n No \n No \n 2 \n Yes \n No \n DSL \n Yes \n ... \n No \n No \n No \n No \n Month-to-month \n Yes \n Mailed check \n 53.85 \n 108.15 \n Yes \n \n \n 3 \n 7795-CFOCW \n Male \n 0 \n No \n No \n 45 \n No \n No phone service \n DSL \n Yes \n ... \n Yes \n Yes \n No \n No \n One year \n No \n Bank transfer (automatic) \n 42.30 \n 1840.75 \n No \n \n \n 4 \n 9237-HQITU \n Female \n 0 \n No \n No \n 2 \n Yes \n No \n Fiber optic \n No \n ... \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 70.70 \n 151.65 \n Yes \n \n \n
\n
5 rows Γ 21 columns
\n
"},"metadata":{}}]},{"cell_type":"markdown","source":"**The data set includes information about:**\n* **Customers who left within the last month** β the column is called Churn\n\n* **Services that each customer has signed up for** β phone, multiple lines, internet, online security, online backup, device protection, tech support, and streaming TV and movies\n\n* **Customer account information** - how long theyβve been a customer, contract, payment method, paperless billing, monthly charges, and total charges\n\n* **Demographic info about customers** β gender, age range, and if they have partners and dependents","metadata":{}},{"cell_type":"code","source":"df.info()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:11:59.729167Z","iopub.execute_input":"2024-11-10T07:11:59.729497Z","iopub.status.idle":"2024-11-10T07:11:59.766907Z","shell.execute_reply.started":"2024-11-10T07:11:59.729465Z","shell.execute_reply":"2024-11-10T07:11:59.765899Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"\nRangeIndex: 7043 entries, 0 to 7042\nData columns (total 21 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 customerID 7043 non-null object \n 1 gender 7043 non-null object \n 2 SeniorCitizen 7043 non-null int64 \n 3 Partner 7043 non-null object \n 4 Dependents 7043 non-null object \n 5 tenure 7043 non-null int64 \n 6 PhoneService 7043 non-null object \n 7 MultipleLines 7043 non-null object \n 8 InternetService 7043 non-null object \n 9 OnlineSecurity 7043 non-null object \n 10 OnlineBackup 7043 non-null object \n 11 DeviceProtection 7043 non-null object \n 12 TechSupport 7043 non-null object \n 13 StreamingTV 7043 non-null object \n 14 StreamingMovies 7043 non-null object \n 15 Contract 7043 non-null object \n 16 PaperlessBilling 7043 non-null object \n 17 PaymentMethod 7043 non-null object \n 18 MonthlyCharges 7043 non-null float64\n 19 TotalCharges 7043 non-null object \n 20 Churn 7043 non-null object \ndtypes: float64(1), int64(2), object(18)\nmemory usage: 1.1+ MB\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n* The target the we will use to guide the exploration is **Churn**","metadata":{"execution":{"iopub.status.busy":"2021-06-15T05:57:23.424964Z","iopub.execute_input":"2021-06-15T05:57:23.426034Z","iopub.status.idle":"2021-06-15T05:57:23.433922Z","shell.execute_reply.started":"2021-06-15T05:57:23.42599Z","shell.execute_reply":"2021-06-15T05:57:23.432093Z"}}},{"cell_type":"markdown","source":"***","metadata":{}},{"cell_type":"markdown","source":" \n# 3. Visualize missing values \n ","metadata":{}},{"cell_type":"code","source":"# Visualize missing values as a matrix\nmsno.matrix(df);","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:11:59.768443Z","iopub.execute_input":"2024-11-10T07:11:59.768762Z","iopub.status.idle":"2024-11-10T07:12:00.542156Z","shell.execute_reply.started":"2024-11-10T07:11:59.768730Z","shell.execute_reply":"2024-11-10T07:12:00.541130Z"},"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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Using this matrix we can very quickly find the pattern of missingness in the dataset. \n* From the above visualisation we can observe that it has no peculiar pattern that stands out. In fact there is no missing data.","metadata":{}},{"cell_type":"markdown","source":"***","metadata":{}},{"cell_type":"markdown","source":" \n# 4. Data Manipulation \n ","metadata":{}},{"cell_type":"code","source":"df = df.drop(['customerID'], axis = 1)\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.543675Z","iopub.execute_input":"2024-11-10T07:12:00.544102Z","iopub.status.idle":"2024-11-10T07:12:00.575794Z","shell.execute_reply.started":"2024-11-10T07:12:00.544061Z","shell.execute_reply":"2024-11-10T07:12:00.574817Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":" gender SeniorCitizen Partner Dependents tenure PhoneService \\\n0 Female 0 Yes No 1 No \n1 Male 0 No No 34 Yes \n2 Male 0 No No 2 Yes \n3 Male 0 No No 45 No \n4 Female 0 No No 2 Yes \n\n MultipleLines InternetService OnlineSecurity OnlineBackup \\\n0 No phone service DSL No Yes \n1 No DSL Yes No \n2 No DSL Yes Yes \n3 No phone service DSL Yes No \n4 No Fiber optic No No \n\n DeviceProtection TechSupport StreamingTV StreamingMovies Contract \\\n0 No No No No Month-to-month \n1 Yes No No No One year \n2 No No No No Month-to-month \n3 Yes Yes No No One year \n4 No No No No Month-to-month \n\n PaperlessBilling PaymentMethod MonthlyCharges TotalCharges \\\n0 Yes Electronic check 29.85 29.85 \n1 No Mailed check 56.95 1889.5 \n2 Yes Mailed check 53.85 108.15 \n3 No Bank transfer (automatic) 42.30 1840.75 \n4 Yes Electronic check 70.70 151.65 \n\n Churn \n0 No \n1 No \n2 Yes \n3 No \n4 Yes ","text/html":"\n\n
\n \n \n \n gender \n SeniorCitizen \n Partner \n Dependents \n tenure \n PhoneService \n MultipleLines \n InternetService \n OnlineSecurity \n OnlineBackup \n DeviceProtection \n TechSupport \n StreamingTV \n StreamingMovies \n Contract \n PaperlessBilling \n PaymentMethod \n MonthlyCharges \n TotalCharges \n Churn \n \n \n \n \n 0 \n Female \n 0 \n Yes \n No \n 1 \n No \n No phone service \n DSL \n No \n Yes \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 29.85 \n 29.85 \n No \n \n \n 1 \n Male \n 0 \n No \n No \n 34 \n Yes \n No \n DSL \n Yes \n No \n Yes \n No \n No \n No \n One year \n No \n Mailed check \n 56.95 \n 1889.5 \n No \n \n \n 2 \n Male \n 0 \n No \n No \n 2 \n Yes \n No \n DSL \n Yes \n Yes \n No \n No \n No \n No \n Month-to-month \n Yes \n Mailed check \n 53.85 \n 108.15 \n Yes \n \n \n 3 \n Male \n 0 \n No \n No \n 45 \n No \n No phone service \n DSL \n Yes \n No \n Yes \n Yes \n No \n No \n One year \n No \n Bank transfer (automatic) \n 42.30 \n 1840.75 \n No \n \n \n 4 \n Female \n 0 \n No \n No \n 2 \n Yes \n No \n Fiber optic \n No \n No \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 70.70 \n 151.65 \n Yes \n \n \n
\n
"},"metadata":{}}]},{"cell_type":"markdown","source":"* On deep analysis, we can find some indirect missingness in our data (which can be in form of blankspaces). Let's see that!","metadata":{}},{"cell_type":"code","source":"df['TotalCharges'] = pd.to_numeric(df.TotalCharges, errors='coerce')\ndf.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.579345Z","iopub.execute_input":"2024-11-10T07:12:00.579808Z","iopub.status.idle":"2024-11-10T07:12:00.609296Z","shell.execute_reply.started":"2024-11-10T07:12:00.579770Z","shell.execute_reply":"2024-11-10T07:12:00.608150Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"gender 0\nSeniorCitizen 0\nPartner 0\nDependents 0\ntenure 0\nPhoneService 0\nMultipleLines 0\nInternetService 0\nOnlineSecurity 0\nOnlineBackup 0\nDeviceProtection 0\nTechSupport 0\nStreamingTV 0\nStreamingMovies 0\nContract 0\nPaperlessBilling 0\nPaymentMethod 0\nMonthlyCharges 0\nTotalCharges 11\nChurn 0\ndtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"* Here we see that the TotalCharges has 11 missing values. Let's check this data.","metadata":{}},{"cell_type":"code","source":"df[np.isnan(df['TotalCharges'])]","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.611937Z","iopub.execute_input":"2024-11-10T07:12:00.612418Z","iopub.status.idle":"2024-11-10T07:12:00.651052Z","shell.execute_reply.started":"2024-11-10T07:12:00.612374Z","shell.execute_reply":"2024-11-10T07:12:00.649997Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":" gender SeniorCitizen Partner Dependents tenure PhoneService \\\n488 Female 0 Yes Yes 0 No \n753 Male 0 No Yes 0 Yes \n936 Female 0 Yes Yes 0 Yes \n1082 Male 0 Yes Yes 0 Yes \n1340 Female 0 Yes Yes 0 No \n3331 Male 0 Yes Yes 0 Yes \n3826 Male 0 Yes Yes 0 Yes \n4380 Female 0 Yes Yes 0 Yes \n5218 Male 0 Yes Yes 0 Yes \n6670 Female 0 Yes Yes 0 Yes \n6754 Male 0 No Yes 0 Yes \n\n MultipleLines InternetService OnlineSecurity \\\n488 No phone service DSL Yes \n753 No No No internet service \n936 No DSL Yes \n1082 Yes No No internet service \n1340 No phone service DSL Yes \n3331 No No No internet service \n3826 Yes No No internet service \n4380 No No No internet service \n5218 No No No internet service \n6670 Yes DSL No \n6754 Yes DSL Yes \n\n OnlineBackup DeviceProtection TechSupport \\\n488 No Yes Yes \n753 No internet service No internet service No internet service \n936 Yes Yes No \n1082 No internet service No internet service No internet service \n1340 Yes Yes Yes \n3331 No internet service No internet service No internet service \n3826 No internet service No internet service No internet service \n4380 No internet service No internet service No internet service \n5218 No internet service No internet service No internet service \n6670 Yes Yes Yes \n6754 Yes No Yes \n\n StreamingTV StreamingMovies Contract PaperlessBilling \\\n488 Yes No Two year Yes \n753 No internet service No internet service Two year No \n936 Yes Yes Two year No \n1082 No internet service No internet service Two year No \n1340 Yes No Two year No \n3331 No internet service No internet service Two year No \n3826 No internet service No internet service Two year No \n4380 No internet service No internet service Two year No \n5218 No internet service No internet service One year Yes \n6670 Yes No Two year No \n6754 No No Two year Yes \n\n PaymentMethod MonthlyCharges TotalCharges Churn \n488 Bank transfer (automatic) 52.55 NaN No \n753 Mailed check 20.25 NaN No \n936 Mailed check 80.85 NaN No \n1082 Mailed check 25.75 NaN No \n1340 Credit card (automatic) 56.05 NaN No \n3331 Mailed check 19.85 NaN No \n3826 Mailed check 25.35 NaN No \n4380 Mailed check 20.00 NaN No \n5218 Mailed check 19.70 NaN No \n6670 Mailed check 73.35 NaN No \n6754 Bank transfer (automatic) 61.90 NaN No ","text/html":"\n\n
\n \n \n \n gender \n SeniorCitizen \n Partner \n Dependents \n tenure \n PhoneService \n MultipleLines \n InternetService \n OnlineSecurity \n OnlineBackup \n DeviceProtection \n TechSupport \n StreamingTV \n StreamingMovies \n Contract \n PaperlessBilling \n PaymentMethod \n MonthlyCharges \n TotalCharges \n Churn \n \n \n \n \n 488 \n Female \n 0 \n Yes \n Yes \n 0 \n No \n No phone service \n DSL \n Yes \n No \n Yes \n Yes \n Yes \n No \n Two year \n Yes \n Bank transfer (automatic) \n 52.55 \n NaN \n No \n \n \n 753 \n Male \n 0 \n No \n Yes \n 0 \n Yes \n No \n No \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n Two year \n No \n Mailed check \n 20.25 \n NaN \n No \n \n \n 936 \n Female \n 0 \n Yes \n Yes \n 0 \n Yes \n No \n DSL \n Yes \n Yes \n Yes \n No \n Yes \n Yes \n Two year \n No \n Mailed check \n 80.85 \n NaN \n No \n \n \n 1082 \n Male \n 0 \n Yes \n Yes \n 0 \n Yes \n Yes \n No \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n Two year \n No \n Mailed check \n 25.75 \n NaN \n No \n \n \n 1340 \n Female \n 0 \n Yes \n Yes \n 0 \n No \n No phone service \n DSL \n Yes \n Yes \n Yes \n Yes \n Yes \n No \n Two year \n No \n Credit card (automatic) \n 56.05 \n NaN \n No \n \n \n 3331 \n Male \n 0 \n Yes \n Yes \n 0 \n Yes \n No \n No \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n Two year \n No \n Mailed check \n 19.85 \n NaN \n No \n \n \n 3826 \n Male \n 0 \n Yes \n Yes \n 0 \n Yes \n Yes \n No \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n Two year \n No \n Mailed check \n 25.35 \n NaN \n No \n \n \n 4380 \n Female \n 0 \n Yes \n Yes \n 0 \n Yes \n No \n No \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n Two year \n No \n Mailed check \n 20.00 \n NaN \n No \n \n \n 5218 \n Male \n 0 \n Yes \n Yes \n 0 \n Yes \n No \n No \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n No internet service \n One year \n Yes \n Mailed check \n 19.70 \n NaN \n No \n \n \n 6670 \n Female \n 0 \n Yes \n Yes \n 0 \n Yes \n Yes \n DSL \n No \n Yes \n Yes \n Yes \n Yes \n No \n Two year \n No \n Mailed check \n 73.35 \n NaN \n No \n \n \n 6754 \n Male \n 0 \n No \n Yes \n 0 \n Yes \n Yes \n DSL \n Yes \n Yes \n No \n Yes \n No \n No \n Two year \n Yes \n Bank transfer (automatic) \n 61.90 \n NaN \n No \n \n \n
\n
"},"metadata":{}}]},{"cell_type":"markdown","source":"* It can also be noted that the Tenure column is 0 for these entries even though the MonthlyCharges column is not empty.\n\nLet's see if there are any other 0 values in the tenure column.","metadata":{}},{"cell_type":"code","source":"df[df['tenure'] == 0].index","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.652616Z","iopub.execute_input":"2024-11-10T07:12:00.653061Z","iopub.status.idle":"2024-11-10T07:12:00.676197Z","shell.execute_reply.started":"2024-11-10T07:12:00.652996Z","shell.execute_reply":"2024-11-10T07:12:00.675222Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"Int64Index([488, 753, 936, 1082, 1340, 3331, 3826, 4380, 5218, 6670, 6754], dtype='int64')"},"metadata":{}}]},{"cell_type":"markdown","source":"* There are no additional missing values in the Tenure column. \n\nLet's delete the rows with missing values in Tenure columns since there are only 11 rows and deleting them will not affect the data.","metadata":{}},{"cell_type":"code","source":"df.drop(labels=df[df['tenure'] == 0].index, axis=0, inplace=True)\ndf[df['tenure'] == 0].index","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.677508Z","iopub.execute_input":"2024-11-10T07:12:00.677824Z","iopub.status.idle":"2024-11-10T07:12:00.690611Z","shell.execute_reply.started":"2024-11-10T07:12:00.677795Z","shell.execute_reply":"2024-11-10T07:12:00.689534Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"Int64Index([], dtype='int64')"},"metadata":{}}]},{"cell_type":"markdown","source":"> To solve the problem of missing values in TotalCharges column, I decided to fill it with the mean of TotalCharges values.","metadata":{}},{"cell_type":"code","source":"df.fillna(df[\"TotalCharges\"].mean())","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.692081Z","iopub.execute_input":"2024-11-10T07:12:00.692471Z","iopub.status.idle":"2024-11-10T07:12:00.753209Z","shell.execute_reply.started":"2024-11-10T07:12:00.692438Z","shell.execute_reply":"2024-11-10T07:12:00.751923Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":" gender SeniorCitizen Partner Dependents tenure PhoneService \\\n0 Female 0 Yes No 1 No \n1 Male 0 No No 34 Yes \n2 Male 0 No No 2 Yes \n3 Male 0 No No 45 No \n4 Female 0 No No 2 Yes \n... ... ... ... ... ... ... \n7038 Male 0 Yes Yes 24 Yes \n7039 Female 0 Yes Yes 72 Yes \n7040 Female 0 Yes Yes 11 No \n7041 Male 1 Yes No 4 Yes \n7042 Male 0 No No 66 Yes \n\n MultipleLines InternetService OnlineSecurity OnlineBackup \\\n0 No phone service DSL No Yes \n1 No DSL Yes No \n2 No DSL Yes Yes \n3 No phone service DSL Yes No \n4 No Fiber optic No No \n... ... ... ... ... \n7038 Yes DSL Yes No \n7039 Yes Fiber optic No Yes \n7040 No phone service DSL Yes No \n7041 Yes Fiber optic No No \n7042 No Fiber optic Yes No \n\n DeviceProtection TechSupport StreamingTV StreamingMovies Contract \\\n0 No No No No Month-to-month \n1 Yes No No No One year \n2 No No No No Month-to-month \n3 Yes Yes No No One year \n4 No No No No Month-to-month \n... ... ... ... ... ... \n7038 Yes Yes Yes Yes One year \n7039 Yes No Yes Yes One year \n7040 No No No No Month-to-month \n7041 No No No No Month-to-month \n7042 Yes Yes Yes Yes Two year \n\n PaperlessBilling PaymentMethod MonthlyCharges \\\n0 Yes Electronic check 29.85 \n1 No Mailed check 56.95 \n2 Yes Mailed check 53.85 \n3 No Bank transfer (automatic) 42.30 \n4 Yes Electronic check 70.70 \n... ... ... ... \n7038 Yes Mailed check 84.80 \n7039 Yes Credit card (automatic) 103.20 \n7040 Yes Electronic check 29.60 \n7041 Yes Mailed check 74.40 \n7042 Yes Bank transfer (automatic) 105.65 \n\n TotalCharges Churn \n0 29.85 No \n1 1889.50 No \n2 108.15 Yes \n3 1840.75 No \n4 151.65 Yes \n... ... ... \n7038 1990.50 No \n7039 7362.90 No \n7040 346.45 No \n7041 306.60 Yes \n7042 6844.50 No \n\n[7032 rows x 20 columns]","text/html":"\n\n
\n \n \n \n gender \n SeniorCitizen \n Partner \n Dependents \n tenure \n PhoneService \n MultipleLines \n InternetService \n OnlineSecurity \n OnlineBackup \n DeviceProtection \n TechSupport \n StreamingTV \n StreamingMovies \n Contract \n PaperlessBilling \n PaymentMethod \n MonthlyCharges \n TotalCharges \n Churn \n \n \n \n \n 0 \n Female \n 0 \n Yes \n No \n 1 \n No \n No phone service \n DSL \n No \n Yes \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 29.85 \n 29.85 \n No \n \n \n 1 \n Male \n 0 \n No \n No \n 34 \n Yes \n No \n DSL \n Yes \n No \n Yes \n No \n No \n No \n One year \n No \n Mailed check \n 56.95 \n 1889.50 \n No \n \n \n 2 \n Male \n 0 \n No \n No \n 2 \n Yes \n No \n DSL \n Yes \n Yes \n No \n No \n No \n No \n Month-to-month \n Yes \n Mailed check \n 53.85 \n 108.15 \n Yes \n \n \n 3 \n Male \n 0 \n No \n No \n 45 \n No \n No phone service \n DSL \n Yes \n No \n Yes \n Yes \n No \n No \n One year \n No \n Bank transfer (automatic) \n 42.30 \n 1840.75 \n No \n \n \n 4 \n Female \n 0 \n No \n No \n 2 \n Yes \n No \n Fiber optic \n No \n No \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 70.70 \n 151.65 \n Yes \n \n \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n ... \n \n \n 7038 \n Male \n 0 \n Yes \n Yes \n 24 \n Yes \n Yes \n DSL \n Yes \n No \n Yes \n Yes \n Yes \n Yes \n One year \n Yes \n Mailed check \n 84.80 \n 1990.50 \n No \n \n \n 7039 \n Female \n 0 \n Yes \n Yes \n 72 \n Yes \n Yes \n Fiber optic \n No \n Yes \n Yes \n No \n Yes \n Yes \n One year \n Yes \n Credit card (automatic) \n 103.20 \n 7362.90 \n No \n \n \n 7040 \n Female \n 0 \n Yes \n Yes \n 11 \n No \n No phone service \n DSL \n Yes \n No \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 29.60 \n 346.45 \n No \n \n \n 7041 \n Male \n 1 \n Yes \n No \n 4 \n Yes \n Yes \n Fiber optic \n No \n No \n No \n No \n No \n No \n Month-to-month \n Yes \n Mailed check \n 74.40 \n 306.60 \n Yes \n \n \n 7042 \n Male \n 0 \n No \n No \n 66 \n Yes \n No \n Fiber optic \n Yes \n No \n Yes \n Yes \n Yes \n Yes \n Two year \n Yes \n Bank transfer (automatic) \n 105.65 \n 6844.50 \n No \n \n \n
\n
7032 rows Γ 20 columns
\n
"},"metadata":{}}]},{"cell_type":"code","source":"df.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.754557Z","iopub.execute_input":"2024-11-10T07:12:00.754919Z","iopub.status.idle":"2024-11-10T07:12:00.777005Z","shell.execute_reply.started":"2024-11-10T07:12:00.754877Z","shell.execute_reply":"2024-11-10T07:12:00.775822Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"gender 0\nSeniorCitizen 0\nPartner 0\nDependents 0\ntenure 0\nPhoneService 0\nMultipleLines 0\nInternetService 0\nOnlineSecurity 0\nOnlineBackup 0\nDeviceProtection 0\nTechSupport 0\nStreamingTV 0\nStreamingMovies 0\nContract 0\nPaperlessBilling 0\nPaymentMethod 0\nMonthlyCharges 0\nTotalCharges 0\nChurn 0\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"df[\"SeniorCitizen\"]= df[\"SeniorCitizen\"].map({0: \"No\", 1: \"Yes\"})\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.778174Z","iopub.execute_input":"2024-11-10T07:12:00.778480Z","iopub.status.idle":"2024-11-10T07:12:00.813723Z","shell.execute_reply.started":"2024-11-10T07:12:00.778451Z","shell.execute_reply":"2024-11-10T07:12:00.812695Z"},"trusted":true},"execution_count":14,"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":" gender SeniorCitizen Partner Dependents tenure PhoneService \\\n0 Female No Yes No 1 No \n1 Male No No No 34 Yes \n2 Male No No No 2 Yes \n3 Male No No No 45 No \n4 Female No No No 2 Yes \n\n MultipleLines InternetService OnlineSecurity OnlineBackup \\\n0 No phone service DSL No Yes \n1 No DSL Yes No \n2 No DSL Yes Yes \n3 No phone service DSL Yes No \n4 No Fiber optic No No \n\n DeviceProtection TechSupport StreamingTV StreamingMovies Contract \\\n0 No No No No Month-to-month \n1 Yes No No No One year \n2 No No No No Month-to-month \n3 Yes Yes No No One year \n4 No No No No Month-to-month \n\n PaperlessBilling PaymentMethod MonthlyCharges TotalCharges \\\n0 Yes Electronic check 29.85 29.85 \n1 No Mailed check 56.95 1889.50 \n2 Yes Mailed check 53.85 108.15 \n3 No Bank transfer (automatic) 42.30 1840.75 \n4 Yes Electronic check 70.70 151.65 \n\n Churn \n0 No \n1 No \n2 Yes \n3 No \n4 Yes ","text/html":"\n\n
\n \n \n \n gender \n SeniorCitizen \n Partner \n Dependents \n tenure \n PhoneService \n MultipleLines \n InternetService \n OnlineSecurity \n OnlineBackup \n DeviceProtection \n TechSupport \n StreamingTV \n StreamingMovies \n Contract \n PaperlessBilling \n PaymentMethod \n MonthlyCharges \n TotalCharges \n Churn \n \n \n \n \n 0 \n Female \n No \n Yes \n No \n 1 \n No \n No phone service \n DSL \n No \n Yes \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 29.85 \n 29.85 \n No \n \n \n 1 \n Male \n No \n No \n No \n 34 \n Yes \n No \n DSL \n Yes \n No \n Yes \n No \n No \n No \n One year \n No \n Mailed check \n 56.95 \n 1889.50 \n No \n \n \n 2 \n Male \n No \n No \n No \n 2 \n Yes \n No \n DSL \n Yes \n Yes \n No \n No \n No \n No \n Month-to-month \n Yes \n Mailed check \n 53.85 \n 108.15 \n Yes \n \n \n 3 \n Male \n No \n No \n No \n 45 \n No \n No phone service \n DSL \n Yes \n No \n Yes \n Yes \n No \n No \n One year \n No \n Bank transfer (automatic) \n 42.30 \n 1840.75 \n No \n \n \n 4 \n Female \n No \n No \n No \n 2 \n Yes \n No \n Fiber optic \n No \n No \n No \n No \n No \n No \n Month-to-month \n Yes \n Electronic check \n 70.70 \n 151.65 \n Yes \n \n \n
\n
"},"metadata":{}}]},{"cell_type":"code","source":"df[\"InternetService\"].describe(include=['object', 'bool'])","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.814965Z","iopub.execute_input":"2024-11-10T07:12:00.815328Z","iopub.status.idle":"2024-11-10T07:12:00.827655Z","shell.execute_reply.started":"2024-11-10T07:12:00.815295Z","shell.execute_reply":"2024-11-10T07:12:00.826606Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"count 7032\nunique 3\ntop Fiber optic\nfreq 3096\nName: InternetService, dtype: object"},"metadata":{}}]},{"cell_type":"code","source":"numerical_cols = ['tenure', 'MonthlyCharges', 'TotalCharges']\ndf[numerical_cols].describe()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:00.829443Z","iopub.execute_input":"2024-11-10T07:12:00.829911Z","iopub.status.idle":"2024-11-10T07:12:00.860265Z","shell.execute_reply.started":"2024-11-10T07:12:00.829866Z","shell.execute_reply":"2024-11-10T07:12:00.859137Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":" tenure MonthlyCharges TotalCharges\ncount 7032.000000 7032.000000 7032.000000\nmean 32.421786 64.798208 2283.300441\nstd 24.545260 30.085974 2266.771362\nmin 1.000000 18.250000 18.800000\n25% 9.000000 35.587500 401.450000\n50% 29.000000 70.350000 1397.475000\n75% 55.000000 89.862500 3794.737500\nmax 72.000000 118.750000 8684.800000","text/html":"\n\n
\n \n \n \n tenure \n MonthlyCharges \n TotalCharges \n \n \n \n \n count \n 7032.000000 \n 7032.000000 \n 7032.000000 \n \n \n mean \n 32.421786 \n 64.798208 \n 2283.300441 \n \n \n std \n 24.545260 \n 30.085974 \n 2266.771362 \n \n \n min \n 1.000000 \n 18.250000 \n 18.800000 \n \n \n 25% \n 9.000000 \n 35.587500 \n 401.450000 \n \n \n 50% \n 29.000000 \n 70.350000 \n 1397.475000 \n \n \n 75% \n 55.000000 \n 89.862500 \n 3794.737500 \n \n \n max \n 72.000000 \n 118.750000 \n 8684.800000 \n \n \n
\n
"},"metadata":{}}]},{"cell_type":"markdown","source":"___","metadata":{}},{"cell_type":"markdown","source":" \n# 5. Data Visualization \n ","metadata":{}},{"cell_type":"code","source":"g_labels = ['Male', 'Female']\nc_labels = ['No', 'Yes']\n# Create subplots: use 'domain' type for Pie subplot\nfig = make_subplots(rows=1, cols=2, specs=[[{'type':'domain'}, {'type':'domain'}]])\nfig.add_trace(go.Pie(labels=g_labels, values=df['gender'].value_counts(), name=\"Gender\"),\n 1, 1)\nfig.add_trace(go.Pie(labels=c_labels, values=df['Churn'].value_counts(), name=\"Churn\"),\n 1, 2)\n\n# Use `hole` to create a donut-like pie chart\nfig.update_traces(hole=.4, hoverinfo=\"label+percent+name\", textfont_size=16)\n\nfig.update_layout(\n title_text=\"Gender and Churn Distributions\",\n # Add annotations in the center of the donut pies.\n annotations=[dict(text='Gender', x=0.16, y=0.5, font_size=20, showarrow=False),\n dict(text='Churn', x=0.84, y=0.5, font_size=20, showarrow=False)])\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:00.861790Z","iopub.execute_input":"2024-11-10T07:12:00.862256Z","iopub.status.idle":"2024-11-10T07:12:01.119009Z","shell.execute_reply.started":"2024-11-10T07:12:00.862211Z","shell.execute_reply":"2024-11-10T07:12:01.117841Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/html":" \n "},"metadata":{}},{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* 26.6 % of customers switched to another firm.\n* Customers are 49.5 % female and 50.5 % male.","metadata":{}},{"cell_type":"code","source":"df[\"Churn\"][df[\"Churn\"]==\"No\"].groupby(by=df[\"gender\"]).count()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:01.120539Z","iopub.execute_input":"2024-11-10T07:12:01.120950Z","iopub.status.idle":"2024-11-10T07:12:01.135523Z","shell.execute_reply.started":"2024-11-10T07:12:01.120909Z","shell.execute_reply":"2024-11-10T07:12:01.134359Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"gender\nFemale 2544\nMale 2619\nName: Churn, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"df[\"Churn\"][df[\"Churn\"]==\"Yes\"].groupby(by=df[\"gender\"]).count()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:01.136949Z","iopub.execute_input":"2024-11-10T07:12:01.137292Z","iopub.status.idle":"2024-11-10T07:12:01.150399Z","shell.execute_reply.started":"2024-11-10T07:12:01.137261Z","shell.execute_reply":"2024-11-10T07:12:01.149390Z"},"trusted":true},"execution_count":19,"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"gender\nFemale 939\nMale 930\nName: Churn, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize=(6, 6))\nlabels =[\"Churn: Yes\",\"Churn:No\"]\nvalues = [1869,5163]\nlabels_gender = [\"F\",\"M\",\"F\",\"M\"]\nsizes_gender = [939,930 , 2544,2619]\ncolors = ['#ff6666', '#66b3ff']\ncolors_gender = ['#c2c2f0','#ffb3e6', '#c2c2f0','#ffb3e6']\nexplode = (0.3,0.3) \nexplode_gender = (0.1,0.1,0.1,0.1)\ntextprops = {\"fontsize\":15}\n#Plot\nplt.pie(values, labels=labels,autopct='%1.1f%%',pctdistance=1.08, labeldistance=0.8,colors=colors, startangle=90,frame=True, explode=explode,radius=10, textprops =textprops, counterclock = True, )\nplt.pie(sizes_gender,labels=labels_gender,colors=colors_gender,startangle=90, explode=explode_gender,radius=7, textprops =textprops, counterclock = True, )\n#Draw circle\ncentre_circle = plt.Circle((0,0),5,color='black', fc='white',linewidth=0)\nfig = plt.gcf()\nfig.gca().add_artist(centre_circle)\n\nplt.title('Churn Distribution w.r.t Gender: Male(M), Female(F)', fontsize=15, y=1.1)\n\n# show plot \n \nplt.axis('equal')\nplt.tight_layout()\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:01.152314Z","iopub.execute_input":"2024-11-10T07:12:01.152740Z","iopub.status.idle":"2024-11-10T07:12:01.351968Z","shell.execute_reply.started":"2024-11-10T07:12:01.152697Z","shell.execute_reply":"2024-11-10T07:12:01.350561Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"* There is negligible difference in customer percentage/ count who chnaged the service provider. Both genders behaved in similar fashion when it comes to migrating to another service provider/firm.","metadata":{}},{"cell_type":"code","source":"fig = px.histogram(df, x=\"Churn\", color=\"Contract\", barmode=\"group\", title=\"Customer contract distribution\")\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:01.354360Z","iopub.execute_input":"2024-11-10T07:12:01.355345Z","iopub.status.idle":"2024-11-10T07:12:02.228976Z","shell.execute_reply.started":"2024-11-10T07:12:01.355278Z","shell.execute_reply":"2024-11-10T07:12:02.227858Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* About 75% of customer with Month-to-Month Contract opted to move out as compared to 13% of customrs with One Year Contract and 3% with Two Year Contract","metadata":{}},{"cell_type":"code","source":"labels = df['PaymentMethod'].unique()\nvalues = df['PaymentMethod'].value_counts()\n\nfig = go.Figure(data=[go.Pie(labels=labels, values=values, hole=.3)])\nfig.update_layout(title_text=\"Payment Method Distribution \")\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.230593Z","iopub.execute_input":"2024-11-10T07:12:02.231052Z","iopub.status.idle":"2024-11-10T07:12:02.251959Z","shell.execute_reply.started":"2024-11-10T07:12:02.230987Z","shell.execute_reply":"2024-11-10T07:12:02.250893Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"code","source":"fig = px.histogram(df, x=\"Churn\", color=\"PaymentMethod\", title=\"Customer Payment Method distribution w.r.t. Churn \")\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.258575Z","iopub.execute_input":"2024-11-10T07:12:02.258929Z","iopub.status.idle":"2024-11-10T07:12:02.553757Z","shell.execute_reply.started":"2024-11-10T07:12:02.258898Z","shell.execute_reply":"2024-11-10T07:12:02.552561Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* Major customers who moved out were having Electronic Check as Payment Method.\n* Customers who opted for Credit-Card automatic transfer or Bank Automatic Transfer and Mailed Check as Payment Method were less likely to move out. ","metadata":{}},{"cell_type":"code","source":"df[\"InternetService\"].unique()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.557648Z","iopub.execute_input":"2024-11-10T07:12:02.558099Z","iopub.status.idle":"2024-11-10T07:12:02.566488Z","shell.execute_reply.started":"2024-11-10T07:12:02.558055Z","shell.execute_reply":"2024-11-10T07:12:02.565456Z"},"trusted":true},"execution_count":24,"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"array(['DSL', 'Fiber optic', 'No'], dtype=object)"},"metadata":{}}]},{"cell_type":"code","source":" df[df[\"gender\"]==\"Male\"][[\"InternetService\", \"Churn\"]].value_counts()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.568175Z","iopub.execute_input":"2024-11-10T07:12:02.568600Z","iopub.status.idle":"2024-11-10T07:12:02.589059Z","shell.execute_reply.started":"2024-11-10T07:12:02.568557Z","shell.execute_reply":"2024-11-10T07:12:02.588082Z"},"trusted":true},"execution_count":25,"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"InternetService Churn\nDSL No 992\nFiber optic No 910\nNo No 717\nFiber optic Yes 633\nDSL Yes 240\nNo Yes 57\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"df[df[\"gender\"]==\"Female\"][[\"InternetService\", \"Churn\"]].value_counts()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.590434Z","iopub.execute_input":"2024-11-10T07:12:02.590738Z","iopub.status.idle":"2024-11-10T07:12:02.607571Z","shell.execute_reply.started":"2024-11-10T07:12:02.590708Z","shell.execute_reply":"2024-11-10T07:12:02.606563Z"},"trusted":true},"execution_count":26,"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"InternetService Churn\nDSL No 965\nFiber optic No 889\nNo No 690\nFiber optic Yes 664\nDSL Yes 219\nNo Yes 56\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"fig = go.Figure()\n\nfig.add_trace(go.Bar(\n x = [['Churn:No', 'Churn:No', 'Churn:Yes', 'Churn:Yes'],\n [\"Female\", \"Male\", \"Female\", \"Male\"]],\n y = [965, 992, 219, 240],\n name = 'DSL',\n))\n\nfig.add_trace(go.Bar(\n x = [['Churn:No', 'Churn:No', 'Churn:Yes', 'Churn:Yes'],\n [\"Female\", \"Male\", \"Female\", \"Male\"]],\n y = [889, 910, 664, 633],\n name = 'Fiber optic',\n))\n\nfig.add_trace(go.Bar(\n x = [['Churn:No', 'Churn:No', 'Churn:Yes', 'Churn:Yes'],\n [\"Female\", \"Male\", \"Female\", \"Male\"]],\n y = [690, 717, 56, 57],\n name = 'No Internet',\n))\n\nfig.update_layout(title_text=\"Churn Distribution w.r.t. Internet Service and Gender \")\n\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.608952Z","iopub.execute_input":"2024-11-10T07:12:02.609312Z","iopub.status.idle":"2024-11-10T07:12:02.633269Z","shell.execute_reply.started":"2024-11-10T07:12:02.609279Z","shell.execute_reply":"2024-11-10T07:12:02.632222Z"},"trusted":true},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* A lot of customers choose the Fiber optic service and it's also evident that the customers who use Fiber optic have high churn rate, this might suggest a dissatisfaction with this type of internet service.\n* Customers having DSL service are majority in number and have less churn rate compared to Fibre optic service.","metadata":{}},{"cell_type":"code","source":"color_map = {\"Yes\": \"#FF97FF\", \"No\": \"#AB63FA\"}\nfig = px.histogram(df, x=\"Churn\", color=\"Dependents\", barmode=\"group\", title=\"Dependents distribution \", color_discrete_map=color_map)\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.634849Z","iopub.execute_input":"2024-11-10T07:12:02.635305Z","iopub.status.idle":"2024-11-10T07:12:02.789978Z","shell.execute_reply.started":"2024-11-10T07:12:02.635257Z","shell.execute_reply":"2024-11-10T07:12:02.788704Z"},"trusted":true},"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* Customers without dependents are more likely to churn","metadata":{}},{"cell_type":"code","source":"color_map = {\"Yes\": '#FFA15A', \"No\": '#00CC96'}\nfig = px.histogram(df, x=\"Churn\", color=\"Partner\", barmode=\"group\", title=\"Chrun distribution w.r.t. Partners \", color_discrete_map=color_map)\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.791699Z","iopub.execute_input":"2024-11-10T07:12:02.792160Z","iopub.status.idle":"2024-11-10T07:12:02.947234Z","shell.execute_reply.started":"2024-11-10T07:12:02.792115Z","shell.execute_reply":"2024-11-10T07:12:02.946063Z"},"trusted":true},"execution_count":29,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* Customers that doesn't have partners are more likely to churn","metadata":{}},{"cell_type":"code","source":"color_map = {\"Yes\": '#00CC96', \"No\": '#B6E880'}\nfig = px.histogram(df, x=\"Churn\", color=\"SeniorCitizen\", title=\"Chrun distribution w.r.t. Senior Citizen \", color_discrete_map=color_map)\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:02.948901Z","iopub.execute_input":"2024-11-10T07:12:02.949352Z","iopub.status.idle":"2024-11-10T07:12:03.106822Z","shell.execute_reply.started":"2024-11-10T07:12:02.949305Z","shell.execute_reply":"2024-11-10T07:12:03.105708Z"},"trusted":true},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* It can be observed that the fraction of senior citizen is very less.\n* Most of the senior citizens churn.","metadata":{}},{"cell_type":"code","source":"color_map = {\"Yes\": \"#FF97FF\", \"No\": \"#AB63FA\"}\nfig = px.histogram(df, x=\"Churn\", color=\"OnlineSecurity\", barmode=\"group\", title=\"Churn w.r.t Online Security \", color_discrete_map=color_map)\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:03.108241Z","iopub.execute_input":"2024-11-10T07:12:03.108578Z","iopub.status.idle":"2024-11-10T07:12:03.270354Z","shell.execute_reply.started":"2024-11-10T07:12:03.108545Z","shell.execute_reply":"2024-11-10T07:12:03.269319Z"},"trusted":true},"execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* Most customers churn in the absence of online security, ","metadata":{}},{"cell_type":"code","source":"color_map = {\"Yes\": '#FFA15A', \"No\": '#00CC96'}\nfig = px.histogram(df, x=\"Churn\", color=\"PaperlessBilling\", title=\"Chrun distribution w.r.t. Paperless Billing \", color_discrete_map=color_map)\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:03.271745Z","iopub.execute_input":"2024-11-10T07:12:03.272110Z","iopub.status.idle":"2024-11-10T07:12:03.424763Z","shell.execute_reply.started":"2024-11-10T07:12:03.272074Z","shell.execute_reply":"2024-11-10T07:12:03.423721Z"},"trusted":true},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* Customers with Paperless Billing are most likely to churn.","metadata":{}},{"cell_type":"code","source":"fig = px.histogram(df, x=\"Churn\", color=\"TechSupport\",barmode=\"group\", title=\"Chrun distribution w.r.t. TechSupport \")\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:03.426154Z","iopub.execute_input":"2024-11-10T07:12:03.426480Z","iopub.status.idle":"2024-11-10T07:12:03.581184Z","shell.execute_reply.started":"2024-11-10T07:12:03.426449Z","shell.execute_reply":"2024-11-10T07:12:03.579908Z"},"trusted":true},"execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* Customers with no TechSupport are most likely to migrate to another service provider.","metadata":{}},{"cell_type":"code","source":"color_map = {\"Yes\": '#00CC96', \"No\": '#B6E880'}\nfig = px.histogram(df, x=\"Churn\", color=\"PhoneService\", title=\"Chrun distribution w.r.t. Phone Service \", color_discrete_map=color_map)\nfig.update_layout(width=700, height=500, bargap=0.1)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:03.582885Z","iopub.execute_input":"2024-11-10T07:12:03.583337Z","iopub.status.idle":"2024-11-10T07:12:03.736840Z","shell.execute_reply.started":"2024-11-10T07:12:03.583291Z","shell.execute_reply":"2024-11-10T07:12:03.735837Z"},"trusted":true},"execution_count":34,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* Very small fraction of customers don't have a phone service and out of that, 1/3rd Customers are more likely to churn.","metadata":{}},{"cell_type":"code","source":"sns.set_context(\"paper\",font_scale=1.1)\nax = sns.kdeplot(df.MonthlyCharges[(df[\"Churn\"] == 'No') ],\n color=\"Red\", shade = True);\nax = sns.kdeplot(df.MonthlyCharges[(df[\"Churn\"] == 'Yes') ],\n ax =ax, color=\"Blue\", shade= True);\nax.legend([\"Not Churn\",\"Churn\"],loc='upper right');\nax.set_ylabel('Density');\nax.set_xlabel('Monthly Charges');\nax.set_title('Distribution of monthly charges by churn');\n","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:03.738177Z","iopub.execute_input":"2024-11-10T07:12:03.738499Z","iopub.status.idle":"2024-11-10T07:12:04.024855Z","shell.execute_reply.started":"2024-11-10T07:12:03.738468Z","shell.execute_reply":"2024-11-10T07:12:04.023761Z"},"trusted":true},"execution_count":35,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"* Customers with higher Monthly Charges are also more likely to churn","metadata":{}},{"cell_type":"code","source":"ax = sns.kdeplot(df.TotalCharges[(df[\"Churn\"] == 'No') ],\n color=\"Gold\", shade = True);\nax = sns.kdeplot(df.TotalCharges[(df[\"Churn\"] == 'Yes') ],\n ax =ax, color=\"Green\", shade= True);\nax.legend([\"Not Chu0rn\",\"Churn\"],loc='upper right');\nax.set_ylabel('Density');\nax.set_xlabel('Total Charges');\nax.set_title('Distribution of total charges by churn');","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:04.026467Z","iopub.execute_input":"2024-11-10T07:12:04.026911Z","iopub.status.idle":"2024-11-10T07:12:04.280311Z","shell.execute_reply.started":"2024-11-10T07:12:04.026863Z","shell.execute_reply":"2024-11-10T07:12:04.279127Z"},"trusted":true},"execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"fig = px.box(df, x='Churn', y = 'tenure')\n\n# Update yaxis properties\nfig.update_yaxes(title_text='Tenure (Months)', row=1, col=1)\n# Update xaxis properties\nfig.update_xaxes(title_text='Churn', row=1, col=1)\n\n# Update size and title\nfig.update_layout(autosize=True, width=750, height=600,\n title_font=dict(size=25, family='Courier'),\n title='Tenure vs Churn ',\n)\n\nfig.show()\n","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-11-10T07:12:04.281891Z","iopub.execute_input":"2024-11-10T07:12:04.282353Z","iopub.status.idle":"2024-11-10T07:12:04.477242Z","shell.execute_reply.started":"2024-11-10T07:12:04.282305Z","shell.execute_reply":"2024-11-10T07:12:04.473790Z"},"trusted":true},"execution_count":37,"outputs":[{"output_type":"display_data","data":{"text/html":""},"metadata":{}}]},{"cell_type":"markdown","source":"* New customers are more likely to churn","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(25, 10))\n\ncorr = df.apply(lambda x: pd.factorize(x)[0]).corr()\n\nmask = np.triu(np.ones_like(corr, dtype=bool))\n\nax = sns.heatmap(corr, mask=mask, xticklabels=corr.columns, yticklabels=corr.columns, annot=True, linewidths=.2, cmap='coolwarm', vmin=-1, vmax=1)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:04.479362Z","iopub.execute_input":"2024-11-10T07:12:04.479782Z","iopub.status.idle":"2024-11-10T07:12:06.080515Z","shell.execute_reply.started":"2024-11-10T07:12:04.479739Z","shell.execute_reply":"2024-11-10T07:12:06.079449Z"},"trusted":true},"execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"___","metadata":{}},{"cell_type":"markdown","source":" \n# 6. Data Preprocessing \n ","metadata":{}},{"cell_type":"markdown","source":" \n#### **Splitting the data into train and test sets**\n ","metadata":{}},{"cell_type":"code","source":"def object_to_int(dataframe_series):\n if dataframe_series.dtype=='object':\n dataframe_series = LabelEncoder().fit_transform(dataframe_series)\n return dataframe_series","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.081875Z","iopub.execute_input":"2024-11-10T07:12:06.082231Z","iopub.status.idle":"2024-11-10T07:12:06.086899Z","shell.execute_reply.started":"2024-11-10T07:12:06.082199Z","shell.execute_reply":"2024-11-10T07:12:06.085913Z"},"trusted":true},"execution_count":39,"outputs":[]},{"cell_type":"code","source":"df = df.apply(lambda x: object_to_int(x))\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.088308Z","iopub.execute_input":"2024-11-10T07:12:06.088628Z","iopub.status.idle":"2024-11-10T07:12:06.170264Z","shell.execute_reply.started":"2024-11-10T07:12:06.088590Z","shell.execute_reply":"2024-11-10T07:12:06.169230Z"},"trusted":true},"execution_count":40,"outputs":[{"execution_count":40,"output_type":"execute_result","data":{"text/plain":" gender SeniorCitizen Partner Dependents tenure PhoneService \\\n0 0 0 1 0 1 0 \n1 1 0 0 0 34 1 \n2 1 0 0 0 2 1 \n3 1 0 0 0 45 0 \n4 0 0 0 0 2 1 \n\n MultipleLines InternetService OnlineSecurity OnlineBackup \\\n0 1 0 0 2 \n1 0 0 2 0 \n2 0 0 2 2 \n3 1 0 2 0 \n4 0 1 0 0 \n\n DeviceProtection TechSupport StreamingTV StreamingMovies Contract \\\n0 0 0 0 0 0 \n1 2 0 0 0 1 \n2 0 0 0 0 0 \n3 2 2 0 0 1 \n4 0 0 0 0 0 \n\n PaperlessBilling PaymentMethod MonthlyCharges TotalCharges Churn \n0 1 2 29.85 29.85 0 \n1 0 3 56.95 1889.50 0 \n2 1 3 53.85 108.15 1 \n3 0 0 42.30 1840.75 0 \n4 1 2 70.70 151.65 1 ","text/html":"\n\n
\n \n \n \n gender \n SeniorCitizen \n Partner \n Dependents \n tenure \n PhoneService \n MultipleLines \n InternetService \n OnlineSecurity \n OnlineBackup \n DeviceProtection \n TechSupport \n StreamingTV \n StreamingMovies \n Contract \n PaperlessBilling \n PaymentMethod \n MonthlyCharges \n TotalCharges \n Churn \n \n \n \n \n 0 \n 0 \n 0 \n 1 \n 0 \n 1 \n 0 \n 1 \n 0 \n 0 \n 2 \n 0 \n 0 \n 0 \n 0 \n 0 \n 1 \n 2 \n 29.85 \n 29.85 \n 0 \n \n \n 1 \n 1 \n 0 \n 0 \n 0 \n 34 \n 1 \n 0 \n 0 \n 2 \n 0 \n 2 \n 0 \n 0 \n 0 \n 1 \n 0 \n 3 \n 56.95 \n 1889.50 \n 0 \n \n \n 2 \n 1 \n 0 \n 0 \n 0 \n 2 \n 1 \n 0 \n 0 \n 2 \n 2 \n 0 \n 0 \n 0 \n 0 \n 0 \n 1 \n 3 \n 53.85 \n 108.15 \n 1 \n \n \n 3 \n 1 \n 0 \n 0 \n 0 \n 45 \n 0 \n 1 \n 0 \n 2 \n 0 \n 2 \n 2 \n 0 \n 0 \n 1 \n 0 \n 0 \n 42.30 \n 1840.75 \n 0 \n \n \n 4 \n 0 \n 0 \n 0 \n 0 \n 2 \n 1 \n 0 \n 1 \n 0 \n 0 \n 0 \n 0 \n 0 \n 0 \n 0 \n 1 \n 2 \n 70.70 \n 151.65 \n 1 \n \n \n
\n
"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize=(14,7))\ndf.corr()['Churn'].sort_values(ascending = False)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.171488Z","iopub.execute_input":"2024-11-10T07:12:06.171793Z","iopub.status.idle":"2024-11-10T07:12:06.193785Z","shell.execute_reply.started":"2024-11-10T07:12:06.171764Z","shell.execute_reply":"2024-11-10T07:12:06.192873Z"},"trusted":true},"execution_count":41,"outputs":[{"execution_count":41,"output_type":"execute_result","data":{"text/plain":"Churn 1.000000\nMonthlyCharges 0.192858\nPaperlessBilling 0.191454\nSeniorCitizen 0.150541\nPaymentMethod 0.107852\nMultipleLines 0.038043\nPhoneService 0.011691\ngender -0.008545\nStreamingTV -0.036303\nStreamingMovies -0.038802\nInternetService -0.047097\nPartner -0.149982\nDependents -0.163128\nDeviceProtection -0.177883\nOnlineBackup -0.195290\nTotalCharges -0.199484\nTechSupport -0.282232\nOnlineSecurity -0.289050\ntenure -0.354049\nContract -0.396150\nName: Churn, dtype: float64"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"X = df.drop(columns = ['Churn'])\ny = df['Churn'].values","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.195030Z","iopub.execute_input":"2024-11-10T07:12:06.195333Z","iopub.status.idle":"2024-11-10T07:12:06.201312Z","shell.execute_reply.started":"2024-11-10T07:12:06.195304Z","shell.execute_reply":"2024-11-10T07:12:06.200217Z"},"trusted":true},"execution_count":42,"outputs":[]},{"cell_type":"code","source":"X_train, X_test, y_train, y_test = train_test_split(X,y,test_size = 0.30, random_state = 40, stratify=y)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.202642Z","iopub.execute_input":"2024-11-10T07:12:06.202996Z","iopub.status.idle":"2024-11-10T07:12:06.220738Z","shell.execute_reply.started":"2024-11-10T07:12:06.202964Z","shell.execute_reply":"2024-11-10T07:12:06.219542Z"},"trusted":true},"execution_count":43,"outputs":[]},{"cell_type":"code","source":"def distplot(feature, frame, color='r'):\n plt.figure(figsize=(8,3))\n plt.title(\"Distribution for {}\".format(feature))\n ax = sns.distplot(frame[feature], color= color)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.222005Z","iopub.execute_input":"2024-11-10T07:12:06.222361Z","iopub.status.idle":"2024-11-10T07:12:06.227532Z","shell.execute_reply.started":"2024-11-10T07:12:06.222330Z","shell.execute_reply":"2024-11-10T07:12:06.226539Z"},"trusted":true},"execution_count":44,"outputs":[]},{"cell_type":"code","source":"num_cols = [\"tenure\", 'MonthlyCharges', 'TotalCharges']\nfor feat in num_cols: distplot(feat, df)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.228878Z","iopub.execute_input":"2024-11-10T07:12:06.229242Z","iopub.status.idle":"2024-11-10T07:12:06.984338Z","shell.execute_reply.started":"2024-11-10T07:12:06.229211Z","shell.execute_reply":"2024-11-10T07:12:06.983275Z"},"trusted":true},"execution_count":45,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"Since the numerical features are distributed over different value ranges, I will use standard scalar to scale them down to the same range.","metadata":{}},{"cell_type":"markdown","source":" \n#### **Standardizing numeric attributes**\n ","metadata":{}},{"cell_type":"code","source":"df_std = pd.DataFrame(StandardScaler().fit_transform(df[num_cols].astype('float64')),\n columns=num_cols)\nfor feat in numerical_cols: distplot(feat, df_std, color='c')","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:06.986056Z","iopub.execute_input":"2024-11-10T07:12:06.986498Z","iopub.status.idle":"2024-11-10T07:12:07.881601Z","shell.execute_reply.started":"2024-11-10T07:12:06.986454Z","shell.execute_reply":"2024-11-10T07:12:07.880457Z"},"trusted":true},"execution_count":46,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"# Divide the columns into 3 categories, one ofor standardisation, one for label encoding and one for one hot encoding\n\ncat_cols_ohe =['PaymentMethod', 'Contract', 'InternetService'] # those that need one-hot encoding\ncat_cols_le = list(set(X_train.columns)- set(num_cols) - set(cat_cols_ohe)) #those that need label encoding","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:07.883277Z","iopub.execute_input":"2024-11-10T07:12:07.883743Z","iopub.status.idle":"2024-11-10T07:12:07.889218Z","shell.execute_reply.started":"2024-11-10T07:12:07.883706Z","shell.execute_reply":"2024-11-10T07:12:07.887985Z"},"trusted":true},"execution_count":47,"outputs":[]},{"cell_type":"code","source":"scaler= StandardScaler()\n\nX_train[num_cols] = scaler.fit_transform(X_train[num_cols])\nX_test[num_cols] = scaler.transform(X_test[num_cols])","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:07.890444Z","iopub.execute_input":"2024-11-10T07:12:07.890792Z","iopub.status.idle":"2024-11-10T07:12:07.927621Z","shell.execute_reply.started":"2024-11-10T07:12:07.890761Z","shell.execute_reply":"2024-11-10T07:12:07.926536Z"},"trusted":true},"execution_count":48,"outputs":[]},{"cell_type":"markdown","source":" \n# 7. Machine Learning Model Evaluations and Predictions \n ","metadata":{}},{"cell_type":"markdown","source":" \n#### KNN \n ","metadata":{}},{"cell_type":"code","source":"knn_model = KNeighborsClassifier(n_neighbors = 11) \nknn_model.fit(X_train,y_train)\npredicted_y = knn_model.predict(X_test)\naccuracy_knn = knn_model.score(X_test,y_test)\nprint(\"KNN accuracy:\",accuracy_knn)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:07.929142Z","iopub.execute_input":"2024-11-10T07:12:07.929512Z","iopub.status.idle":"2024-11-10T07:12:08.687357Z","shell.execute_reply.started":"2024-11-10T07:12:07.929478Z","shell.execute_reply":"2024-11-10T07:12:08.686300Z"},"trusted":true},"execution_count":49,"outputs":[{"name":"stdout","text":"KNN accuracy: 0.7753554502369668\n","output_type":"stream"}]},{"cell_type":"code","source":"print(classification_report(y_test, predicted_y))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:08.688612Z","iopub.execute_input":"2024-11-10T07:12:08.688954Z","iopub.status.idle":"2024-11-10T07:12:08.704332Z","shell.execute_reply.started":"2024-11-10T07:12:08.688914Z","shell.execute_reply":"2024-11-10T07:12:08.703068Z"},"trusted":true},"execution_count":50,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.83 0.87 0.85 1549\n 1 0.59 0.52 0.55 561\n\n accuracy 0.78 2110\n macro avg 0.71 0.69 0.70 2110\nweighted avg 0.77 0.78 0.77 2110\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":" \n#### SVC \n ","metadata":{}},{"cell_type":"code","source":"svc_model = SVC(random_state = 1)\nsvc_model.fit(X_train,y_train)\npredict_y = svc_model.predict(X_test)\naccuracy_svc = svc_model.score(X_test,y_test)\nprint(\"SVM accuracy is :\",accuracy_svc)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:08.705683Z","iopub.execute_input":"2024-11-10T07:12:08.706038Z","iopub.status.idle":"2024-11-10T07:12:10.368967Z","shell.execute_reply.started":"2024-11-10T07:12:08.705988Z","shell.execute_reply":"2024-11-10T07:12:10.367743Z"},"trusted":true},"execution_count":51,"outputs":[{"name":"stdout","text":"SVM accuracy is : 0.8075829383886256\n","output_type":"stream"}]},{"cell_type":"code","source":"print(classification_report(y_test, predict_y))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:10.370559Z","iopub.execute_input":"2024-11-10T07:12:10.370958Z","iopub.status.idle":"2024-11-10T07:12:10.386216Z","shell.execute_reply.started":"2024-11-10T07:12:10.370915Z","shell.execute_reply":"2024-11-10T07:12:10.385150Z"},"trusted":true},"execution_count":52,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.84 0.92 0.88 1549\n 1 0.69 0.50 0.58 561\n\n accuracy 0.81 2110\n macro avg 0.76 0.71 0.73 2110\nweighted avg 0.80 0.81 0.80 2110\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":" \n#### Random Forest \n ","metadata":{}},{"cell_type":"code","source":"model_rf = RandomForestClassifier(n_estimators=500 , oob_score = True, n_jobs = -1,\n random_state =50, max_features = \"auto\",\n max_leaf_nodes = 30)\nmodel_rf.fit(X_train, y_train)\n\n# Make predictions\nprediction_test = model_rf.predict(X_test)\nprint (metrics.accuracy_score(y_test, prediction_test))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:10.387684Z","iopub.execute_input":"2024-11-10T07:12:10.388032Z","iopub.status.idle":"2024-11-10T07:12:12.931311Z","shell.execute_reply.started":"2024-11-10T07:12:10.387981Z","shell.execute_reply":"2024-11-10T07:12:12.930144Z"},"trusted":true},"execution_count":53,"outputs":[{"name":"stdout","text":"0.8137440758293839\n","output_type":"stream"}]},{"cell_type":"code","source":"print(classification_report(y_test, prediction_test))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:12.932576Z","iopub.execute_input":"2024-11-10T07:12:12.932907Z","iopub.status.idle":"2024-11-10T07:12:12.947411Z","shell.execute_reply.started":"2024-11-10T07:12:12.932874Z","shell.execute_reply":"2024-11-10T07:12:12.946505Z"},"trusted":true},"execution_count":54,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.84 0.92 0.88 1549\n 1 0.71 0.51 0.59 561\n\n accuracy 0.81 2110\n macro avg 0.77 0.72 0.74 2110\nweighted avg 0.80 0.81 0.80 2110\n\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(4,3))\nsns.heatmap(confusion_matrix(y_test, prediction_test),\n annot=True,fmt = \"d\",linecolor=\"k\",linewidths=3)\n \nplt.title(\" RANDOM FOREST CONFUSION MATRIX\",fontsize=14)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:12.948727Z","iopub.execute_input":"2024-11-10T07:12:12.949044Z","iopub.status.idle":"2024-11-10T07:12:13.162141Z","shell.execute_reply.started":"2024-11-10T07:12:12.948999Z","shell.execute_reply":"2024-11-10T07:12:13.160998Z"},"trusted":true},"execution_count":55,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"y_rfpred_prob = model_rf.predict_proba(X_test)[:,1]\nfpr_rf, tpr_rf, thresholds = roc_curve(y_test, y_rfpred_prob)\nplt.plot([0, 1], [0, 1], 'k--' )\nplt.plot(fpr_rf, tpr_rf, label='Random Forest',color = \"r\")\nplt.xlabel('False Positive Rate')\nplt.ylabel('True Positive Rate')\nplt.title('Random Forest ROC Curve',fontsize=16)\nplt.show();","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:13.163766Z","iopub.execute_input":"2024-11-10T07:12:13.164219Z","iopub.status.idle":"2024-11-10T07:12:13.638386Z","shell.execute_reply.started":"2024-11-10T07:12:13.164174Z","shell.execute_reply":"2024-11-10T07:12:13.637356Z"},"trusted":true},"execution_count":56,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":" \n#### Logistic Regression \n ","metadata":{}},{"cell_type":"code","source":"lr_model = LogisticRegression()\nlr_model.fit(X_train,y_train)\naccuracy_lr = lr_model.score(X_test,y_test)\nprint(\"Logistic Regression accuracy is :\",accuracy_lr)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:13.639975Z","iopub.execute_input":"2024-11-10T07:12:13.640438Z","iopub.status.idle":"2024-11-10T07:12:13.733506Z","shell.execute_reply.started":"2024-11-10T07:12:13.640392Z","shell.execute_reply":"2024-11-10T07:12:13.730326Z"},"trusted":true},"execution_count":57,"outputs":[{"name":"stdout","text":"Logistic Regression accuracy is : 0.8090047393364929\n","output_type":"stream"}]},{"cell_type":"code","source":"lr_pred= lr_model.predict(X_test)\nreport = classification_report(y_test,lr_pred)\nprint(report)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:13.735841Z","iopub.execute_input":"2024-11-10T07:12:13.736473Z","iopub.status.idle":"2024-11-10T07:12:13.770585Z","shell.execute_reply.started":"2024-11-10T07:12:13.736399Z","shell.execute_reply":"2024-11-10T07:12:13.769128Z"},"trusted":true},"execution_count":58,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.86 0.89 0.87 1549\n 1 0.66 0.58 0.62 561\n\n accuracy 0.81 2110\n macro avg 0.76 0.74 0.75 2110\nweighted avg 0.80 0.81 0.81 2110\n\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(4,3))\nsns.heatmap(confusion_matrix(y_test, lr_pred),\n annot=True,fmt = \"d\",linecolor=\"k\",linewidths=3)\n \nplt.title(\"LOGISTIC REGRESSION CONFUSION MATRIX\",fontsize=14)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:13.773046Z","iopub.execute_input":"2024-11-10T07:12:13.773645Z","iopub.status.idle":"2024-11-10T07:12:14.024661Z","shell.execute_reply.started":"2024-11-10T07:12:13.773585Z","shell.execute_reply":"2024-11-10T07:12:14.023603Z"},"trusted":true},"execution_count":59,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"y_pred_prob = lr_model.predict_proba(X_test)[:,1]\nfpr, tpr, thresholds = roc_curve(y_test, y_pred_prob)\nplt.plot([0, 1], [0, 1], 'k--' )\nplt.plot(fpr, tpr, label='Logistic Regression',color = \"r\")\nplt.xlabel('False Positive Rate')\nplt.ylabel('True Positive Rate')\nplt.title('Logistic Regression ROC Curve',fontsize=16)\nplt.show();","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:14.026063Z","iopub.execute_input":"2024-11-10T07:12:14.026394Z","iopub.status.idle":"2024-11-10T07:12:14.262526Z","shell.execute_reply.started":"2024-11-10T07:12:14.026362Z","shell.execute_reply":"2024-11-10T07:12:14.261428Z"},"trusted":true},"execution_count":60,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":" \n#### **Decision Tree Classifier**\n ","metadata":{}},{"cell_type":"code","source":"dt_model = DecisionTreeClassifier()\ndt_model.fit(X_train,y_train)\npredictdt_y = dt_model.predict(X_test)\naccuracy_dt = dt_model.score(X_test,y_test)\nprint(\"Decision Tree accuracy is :\",accuracy_dt)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:14.264235Z","iopub.execute_input":"2024-11-10T07:12:14.264685Z","iopub.status.idle":"2024-11-10T07:12:14.308279Z","shell.execute_reply.started":"2024-11-10T07:12:14.264638Z","shell.execute_reply":"2024-11-10T07:12:14.307146Z"},"trusted":true},"execution_count":61,"outputs":[{"name":"stdout","text":"Decision Tree accuracy is : 0.7255924170616114\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Decision tree gives very low score.","metadata":{}},{"cell_type":"code","source":"print(classification_report(y_test, predictdt_y))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:14.309824Z","iopub.execute_input":"2024-11-10T07:12:14.310252Z","iopub.status.idle":"2024-11-10T07:12:14.326746Z","shell.execute_reply.started":"2024-11-10T07:12:14.310217Z","shell.execute_reply":"2024-11-10T07:12:14.325661Z"},"trusted":true},"execution_count":62,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.82 0.80 0.81 1549\n 1 0.49 0.53 0.50 561\n\n accuracy 0.73 2110\n macro avg 0.65 0.66 0.66 2110\nweighted avg 0.73 0.73 0.73 2110\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":" \n#### **AdaBoost Classifier**\n ","metadata":{}},{"cell_type":"code","source":"a_model = AdaBoostClassifier()\na_model.fit(X_train,y_train)\na_preds = a_model.predict(X_test)\nprint(\"AdaBoost Classifier accuracy\")\nmetrics.accuracy_score(y_test, a_preds)","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:14.327977Z","iopub.execute_input":"2024-11-10T07:12:14.328347Z","iopub.status.idle":"2024-11-10T07:12:14.695187Z","shell.execute_reply.started":"2024-11-10T07:12:14.328313Z","shell.execute_reply":"2024-11-10T07:12:14.694183Z"},"trusted":true},"execution_count":63,"outputs":[{"name":"stdout","text":"AdaBoost Classifier accuracy\n","output_type":"stream"},{"execution_count":63,"output_type":"execute_result","data":{"text/plain":"0.8075829383886256"},"metadata":{}}]},{"cell_type":"code","source":"print(classification_report(y_test, a_preds))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:14.696437Z","iopub.execute_input":"2024-11-10T07:12:14.696741Z","iopub.status.idle":"2024-11-10T07:12:14.711459Z","shell.execute_reply.started":"2024-11-10T07:12:14.696712Z","shell.execute_reply":"2024-11-10T07:12:14.710441Z"},"trusted":true},"execution_count":64,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.85 0.90 0.87 1549\n 1 0.67 0.55 0.60 561\n\n accuracy 0.81 2110\n macro avg 0.76 0.72 0.74 2110\nweighted avg 0.80 0.81 0.80 2110\n\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(4,3))\nsns.heatmap(confusion_matrix(y_test, a_preds),\n annot=True,fmt = \"d\",linecolor=\"k\",linewidths=3)\n \nplt.title(\"AdaBoost Classifier Confusion Matrix\",fontsize=14)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:14.712754Z","iopub.execute_input":"2024-11-10T07:12:14.713099Z","iopub.status.idle":"2024-11-10T07:12:14.916856Z","shell.execute_reply.started":"2024-11-10T07:12:14.713068Z","shell.execute_reply":"2024-11-10T07:12:14.915745Z"},"trusted":true},"execution_count":65,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":" \n#### **Gradient Boosting Classifier**\n ","metadata":{}},{"cell_type":"code","source":"gb = GradientBoostingClassifier()\ngb.fit(X_train, y_train)\ngb_pred = gb.predict(X_test)\nprint(\"Gradient Boosting Classifier\", accuracy_score(y_test, gb_pred))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:14.918334Z","iopub.execute_input":"2024-11-10T07:12:14.918637Z","iopub.status.idle":"2024-11-10T07:12:15.712866Z","shell.execute_reply.started":"2024-11-10T07:12:14.918609Z","shell.execute_reply":"2024-11-10T07:12:15.711773Z"},"trusted":true},"execution_count":66,"outputs":[{"name":"stdout","text":"Gradient Boosting Classifier 0.8080568720379147\n","output_type":"stream"}]},{"cell_type":"code","source":"print(classification_report(y_test, gb_pred))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:15.714129Z","iopub.execute_input":"2024-11-10T07:12:15.714434Z","iopub.status.idle":"2024-11-10T07:12:15.729211Z","shell.execute_reply.started":"2024-11-10T07:12:15.714405Z","shell.execute_reply":"2024-11-10T07:12:15.728130Z"},"trusted":true},"execution_count":67,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.85 0.90 0.87 1549\n 1 0.67 0.55 0.60 561\n\n accuracy 0.81 2110\n macro avg 0.76 0.73 0.74 2110\nweighted avg 0.80 0.81 0.80 2110\n\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(4,3))\nsns.heatmap(confusion_matrix(y_test, gb_pred),\n annot=True,fmt = \"d\",linecolor=\"k\",linewidths=3)\n \nplt.title(\"Gradient Boosting Classifier Confusion Matrix\",fontsize=14)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:15.736262Z","iopub.execute_input":"2024-11-10T07:12:15.736600Z","iopub.status.idle":"2024-11-10T07:12:16.004203Z","shell.execute_reply.started":"2024-11-10T07:12:15.736570Z","shell.execute_reply":"2024-11-10T07:12:16.003119Z"},"trusted":true},"execution_count":68,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":" \n#### **Voting Classifier**\n \nLet's now predict the final model based on the highest majority of voting and check it's score.","metadata":{}},{"cell_type":"code","source":"from sklearn.ensemble import VotingClassifier\nclf1 = GradientBoostingClassifier()\nclf2 = LogisticRegression()\nclf3 = AdaBoostClassifier()\neclf1 = VotingClassifier(estimators=[('gbc', clf1), ('lr', clf2), ('abc', clf3)], voting='soft')\neclf1.fit(X_train, y_train)\npredictions = eclf1.predict(X_test)\nprint(\"Final Accuracy Score \")\nprint(accuracy_score(y_test, predictions))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:16.006040Z","iopub.execute_input":"2024-11-10T07:12:16.006522Z","iopub.status.idle":"2024-11-10T07:12:17.329319Z","shell.execute_reply.started":"2024-11-10T07:12:16.006476Z","shell.execute_reply":"2024-11-10T07:12:17.325811Z"},"trusted":true},"execution_count":69,"outputs":[{"name":"stdout","text":"Final Accuracy Score \n0.8170616113744076\n","output_type":"stream"}]},{"cell_type":"code","source":"print(classification_report(y_test, predictions))","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:17.331476Z","iopub.execute_input":"2024-11-10T07:12:17.332053Z","iopub.status.idle":"2024-11-10T07:12:17.356547Z","shell.execute_reply.started":"2024-11-10T07:12:17.331980Z","shell.execute_reply":"2024-11-10T07:12:17.355142Z"},"trusted":true},"execution_count":70,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.86 0.90 0.88 1549\n 1 0.68 0.58 0.63 561\n\n accuracy 0.82 2110\n macro avg 0.77 0.74 0.75 2110\nweighted avg 0.81 0.82 0.81 2110\n\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(4,3))\nsns.heatmap(confusion_matrix(y_test, predictions),\n annot=True,fmt = \"d\",linecolor=\"k\",linewidths=3)\n \nplt.title(\"FINAL CONFUSION MATRIX\",fontsize=14)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-11-10T07:12:17.358983Z","iopub.execute_input":"2024-11-10T07:12:17.360007Z","iopub.status.idle":"2024-11-10T07:12:17.579547Z","shell.execute_reply.started":"2024-11-10T07:12:17.359926Z","shell.execute_reply":"2024-11-10T07:12:17.578476Z"},"trusted":true},"execution_count":71,"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"From the confusion matrix we can see that: \nThere are total 1400+149=1549 actual non-churn values and the algorithm predicts 1400 of them as non churn and 149 of them as churn.\nWhile there are 237+324=561 actual churn values and the algorithm predicts 237 of them as non churn values and 324 of them as churn values.","metadata":{}}]}
\ No newline at end of file
diff --git a/Customer Churn Prediction/requirements.txt b/Customer Churn Prediction/requirements.txt
new file mode 100644
index 0000000..cf768dd
--- /dev/null
+++ b/Customer Churn Prediction/requirements.txt
@@ -0,0 +1,6 @@
+numpy
+pandas
+missingno
+matplotlib
+seaborn
+plotly
\ No newline at end of file
diff --git a/Sentiment Analysis/ConfusionmatrixRandomforest.png b/Sentiment Analysis/ConfusionmatrixRandomforest.png
new file mode 100644
index 0000000..e34d767
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diff --git a/Sentiment Analysis/README.md b/Sentiment Analysis/README.md
new file mode 100644
index 0000000..1893593
--- /dev/null
+++ b/Sentiment Analysis/README.md
@@ -0,0 +1,72 @@
+# Sentiment Analysis with Machine Learning Models
+
+This project performs sentiment analysis on a text dataset, training multiple machine learning models to classify text as negative, neutral, or positive sentiment. Using Python and popular NLP and machine learning libraries, this project involves preprocessing text data, vectorizing it, training models, and evaluating them based on accuracy, confusion matrices, and classification reports.
+
+## Project Structure
+
+- `data/`: Contains the dataset (e.g., `train.csv`) with text samples and sentiment labels.
+- `notebooks/`: Includes the Jupyter Notebook with the code for preprocessing, training, evaluation, and visualization.
+- `README.md`: This file, detailing the project setup and steps.
+- `results/`: Contains model evaluation outputs, such as confusion matrices and comparison plots.
+
+## Dataset
+
+The dataset used in this project is a text dataset with sentiment labels. Each row in the dataset includes:
+- `textID`: Unique identifier for each sample
+- `text`: The text content (tweet, comment, or sentence)
+- `selected_text`: A part of the text that may indicate sentiment
+- `sentiment`: Target sentiment label (negative, neutral, or positive)
+
+## Requirements
+
+- Python 3.x
+- Jupyter Notebook
+- Required libraries: `nltk`, `pandas`, `numpy`, `sklearn`, `seaborn`, `matplotlib`, `wordcloud`, `textblob`
+
+You can install the dependencies with:
+```bash
+pip install nltk pandas numpy scikit-learn seaborn matplotlib wordcloud textblob
+```
+
+## Project Workflow
+
+1. **Data Loading and Preprocessing**
+ - Load the dataset and handle missing values.
+ - Tokenize and clean text data, removing stopwords and punctuations.
+ - Encode sentiment labels using ordinal encoding for machine learning compatibility.
+
+2. **Text Vectorization**
+ - Transform the cleaned text data into numerical vectors using `TfidfVectorizer` for feature extraction.
+
+3. **Model Training and Evaluation**
+ - Train several machine learning models for sentiment classification:
+ - Naive Bayes
+ - Logistic Regression
+ - Support Vector Machine (SVM)
+ - Random Forest
+ - Evaluate each model on the test set, calculating accuracy and generating a classification report.
+ - Plot confusion matrices to visualize each model's performance in predicting each sentiment category.
+
+4. **Results and Visualization**
+ - Visualize and compare model performance using bar plots of accuracy scores.
+ - Display confusion matrices for each model to examine misclassifications.
+
+## Running the Code
+
+To run the code, open the Jupyter Notebook in the `notebooks/` directory and follow these steps:
+1. Run each cell sequentially to load, preprocess, vectorize, and train models.
+2. View evaluation metrics and model performance comparisons in the output cells.
+
+## Results
+
+- **Accuracy Comparison**: Displays a bar plot comparing the accuracy of each model.
+![Model Accuracy Comparison](model_comparison.png)
+
+- **Confusion Matrices**: Provides insight into model performance across each sentiment class.
+![Confusion Matrix for Random Forest](ConfusionmatrixRandomforest.png)
+
+- **Classification Reports**: Summarize precision, recall, and F1-score for each sentiment label.
+
+## Conclusion
+
+This project demonstrates text classification for sentiment analysis using several machine learning models. The comparison helps in understanding which models perform best on specific types of sentiment data. Future improvements could include using more advanced NLP techniques, such as word embeddings or deep learning models.
diff --git a/Sentiment Analysis/model_comparison.png b/Sentiment Analysis/model_comparison.png
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diff --git a/Sentiment Analysis/requirements.txt b/Sentiment Analysis/requirements.txt
new file mode 100644
index 0000000..e7881cd
--- /dev/null
+++ b/Sentiment Analysis/requirements.txt
@@ -0,0 +1,8 @@
+nltk
+pandas
+numpy
+scikit-learn
+seaborn
+matplotlib
+wordcloud
+textblob
\ No newline at end of file
diff --git a/Sentiment Analysis/sentiment-analysis-on-social-media-data.ipynb b/Sentiment Analysis/sentiment-analysis-on-social-media-data.ipynb
new file mode 100644
index 0000000..5fd92c8
--- /dev/null
+++ b/Sentiment Analysis/sentiment-analysis-on-social-media-data.ipynb
@@ -0,0 +1,1009 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Import Libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+ "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:21.202281Z",
+ "iopub.status.busy": "2024-11-10T03:18:21.201823Z",
+ "iopub.status.idle": "2024-11-10T03:18:22.763182Z",
+ "shell.execute_reply": "2024-11-10T03:18:22.762154Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:21.202233Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n",
+ "[nltk_data] Package stopwords is already up-to-date!\n",
+ "[nltk_data] Downloading package punkt to /usr/share/nltk_data...\n",
+ "[nltk_data] Package punkt is already up-to-date!\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import nltk\n",
+ "from nltk.corpus import stopwords\n",
+ "from textblob import TextBlob\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from wordcloud import WordCloud\n",
+ "from nltk.tokenize import word_tokenize\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+ "from sklearn.naive_bayes import MultinomialNB\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.svm import SVC\n",
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
+ "\n",
+ "from sklearn.preprocessing import label_binarize\n",
+ "\n",
+ "# Ensure stopwords are downloaded for TextBlob processing\n",
+ "nltk.download('stopwords')\n",
+ "nltk.download('punkt')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load and Explore the Dataset\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:22.768900Z",
+ "iopub.status.busy": "2024-11-10T03:18:22.768252Z",
+ "iopub.status.idle": "2024-11-10T03:18:22.871056Z",
+ "shell.execute_reply": "2024-11-10T03:18:22.870024Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:22.768854Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " textID text \\\n",
+ "0 cb774db0d1 I`d have responded, if I were going \n",
+ "1 549e992a42 Sooo SAD I will miss you here in San Diego!!! \n",
+ "2 088c60f138 my boss is bullying me... \n",
+ "3 9642c003ef what interview! leave me alone \n",
+ "4 358bd9e861 Sons of ****, why couldn`t they put them on t... \n",
+ "\n",
+ " selected_text sentiment \n",
+ "0 I`d have responded, if I were going neutral \n",
+ "1 Sooo SAD negative \n",
+ "2 bullying me negative \n",
+ "3 leave me alone negative \n",
+ "4 Sons of ****, negative \n",
+ "\n",
+ "RangeIndex: 27481 entries, 0 to 27480\n",
+ "Data columns (total 4 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 textID 27481 non-null object\n",
+ " 1 text 27480 non-null object\n",
+ " 2 selected_text 27480 non-null object\n",
+ " 3 sentiment 27481 non-null object\n",
+ "dtypes: object(4)\n",
+ "memory usage: 858.9+ KB\n",
+ "None\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Load the dataset \n",
+ "df = pd.read_csv('/kaggle/input/tweet-sentiment-extraction/train.csv')\n",
+ "print(df.head())\n",
+ "\n",
+ "# Check the structure of the dataset\n",
+ "print(df.info())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Data Cleaning"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:22.872526Z",
+ "iopub.status.busy": "2024-11-10T03:18:22.872216Z",
+ "iopub.status.idle": "2024-11-10T03:18:22.890867Z",
+ "shell.execute_reply": "2024-11-10T03:18:22.889913Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:22.872493Z"
+ },
+ "trusted": true
+ },
+ "outputs": [],
+ "source": [
+ "# Drop rows with missing values in 'text' or 'selected_text'\n",
+ "df.dropna(subset=['text', 'selected_text'], inplace=True)\n",
+ "\n",
+ "# Drop duplicates if any\n",
+ "df.drop_duplicates(subset=['text'], inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:22.894062Z",
+ "iopub.status.busy": "2024-11-10T03:18:22.893714Z",
+ "iopub.status.idle": "2024-11-10T03:18:22.907610Z",
+ "shell.execute_reply": "2024-11-10T03:18:22.906669Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:22.894000Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " 4 \n",
+ " 358bd9e861 \n",
+ " Sons of ****, why couldn`t they put them on t... \n",
+ " Sons of ****, \n",
+ " negative \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 27476 \n",
+ " 4eac33d1c0 \n",
+ " wish we could come see u on Denver husband l... \n",
+ " d lost \n",
+ " negative \n",
+ " \n",
+ " \n",
+ " 27477 \n",
+ " 4f4c4fc327 \n",
+ " I`ve wondered about rake to. The client has ... \n",
+ " , don`t force \n",
+ " negative \n",
+ " \n",
+ " \n",
+ " 27478 \n",
+ " f67aae2310 \n",
+ " Yay good for both of you. Enjoy the break - y... \n",
+ " Yay good for both of you. \n",
+ " positive \n",
+ " \n",
+ " \n",
+ " 27479 \n",
+ " ed167662a5 \n",
+ " But it was worth it ****. \n",
+ " But it was worth it ****. \n",
+ " positive \n",
+ " \n",
+ " \n",
+ " 27480 \n",
+ " 6f7127d9d7 \n",
+ " All this flirting going on - The ATG smiles... \n",
+ " All this flirting going on - The ATG smiles. Y... \n",
+ " neutral \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
27480 rows Γ 4 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " textID text \\\n",
+ "0 cb774db0d1 I`d have responded, if I were going \n",
+ "1 549e992a42 Sooo SAD I will miss you here in San Diego!!! \n",
+ "2 088c60f138 my boss is bullying me... \n",
+ "3 9642c003ef what interview! leave me alone \n",
+ "4 358bd9e861 Sons of ****, why couldn`t they put them on t... \n",
+ "... ... ... \n",
+ "27476 4eac33d1c0 wish we could come see u on Denver husband l... \n",
+ "27477 4f4c4fc327 I`ve wondered about rake to. The client has ... \n",
+ "27478 f67aae2310 Yay good for both of you. Enjoy the break - y... \n",
+ "27479 ed167662a5 But it was worth it ****. \n",
+ "27480 6f7127d9d7 All this flirting going on - The ATG smiles... \n",
+ "\n",
+ " selected_text sentiment \n",
+ "0 I`d have responded, if I were going neutral \n",
+ "1 Sooo SAD negative \n",
+ "2 bullying me negative \n",
+ "3 leave me alone negative \n",
+ "4 Sons of ****, negative \n",
+ "... ... ... \n",
+ "27476 d lost negative \n",
+ "27477 , don`t force negative \n",
+ "27478 Yay good for both of you. positive \n",
+ "27479 But it was worth it ****. positive \n",
+ "27480 All this flirting going on - The ATG smiles. Y... neutral \n",
+ "\n",
+ "[27480 rows x 4 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Analyze Sentiment with TextBlob\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To compare the pre-labeled sentiment with TextBlobβs sentiment analysis, we will calculate TextBlobβs sentiment for each text entry."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:22.908981Z",
+ "iopub.status.busy": "2024-11-10T03:18:22.908693Z",
+ "iopub.status.idle": "2024-11-10T03:18:29.651406Z",
+ "shell.execute_reply": "2024-11-10T03:18:29.650367Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:22.908949Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Original Sentiment Counts:\n",
+ " sentiment\n",
+ "neutral 11117\n",
+ "positive 8582\n",
+ "negative 7781\n",
+ "Name: count, dtype: int64\n",
+ "TextBlob Sentiment Counts:\n",
+ " TextBlob_Sentiment\n",
+ "positive 12619\n",
+ "neutral 9427\n",
+ "negative 5434\n",
+ "Name: count, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "def analyze_sentiment(text):\n",
+ " # Use TextBlob to get the polarity score\n",
+ " polarity = TextBlob(text).sentiment.polarity\n",
+ " if polarity > 0:\n",
+ " return 'positive'\n",
+ " elif polarity < 0:\n",
+ " return 'negative'\n",
+ " else:\n",
+ " return 'neutral'\n",
+ "\n",
+ "# Apply TextBlob sentiment analysis\n",
+ "df['TextBlob_Sentiment'] = df['text'].apply(analyze_sentiment)\n",
+ "\n",
+ "# Display counts for both the original sentiment and TextBlob's sentiment\n",
+ "print(\"Original Sentiment Counts:\\n\", df['sentiment'].value_counts())\n",
+ "print(\"TextBlob Sentiment Counts:\\n\", df['TextBlob_Sentiment'].value_counts())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:29.653177Z",
+ "iopub.status.busy": "2024-11-10T03:18:29.652741Z",
+ "iopub.status.idle": "2024-11-10T03:18:29.672174Z",
+ "shell.execute_reply": "2024-11-10T03:18:29.671137Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:29.653130Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " sentiment sentiment_encoded\n",
+ "0 neutral 1.0\n",
+ "1 negative 0.0\n",
+ "2 negative 0.0\n",
+ "3 negative 0.0\n",
+ "4 negative 0.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.preprocessing import OrdinalEncoder\n",
+ "\n",
+ "# Define the mapping order for sentiment categories\n",
+ "sentiment_order = [['negative', 'neutral', 'positive']]\n",
+ "\n",
+ "# Initialize the OrdinalEncoder with categories in the desired order\n",
+ "encoder = OrdinalEncoder(categories=sentiment_order)\n",
+ "\n",
+ "# Reshape sentiment column to 2D array as required by OrdinalEncoder\n",
+ "df['sentiment_encoded'] = encoder.fit_transform(df[['sentiment']])\n",
+ "\n",
+ "# Display the result\n",
+ "print(df[['sentiment', 'sentiment_encoded']].head())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Visualization of Sentiment Distribution\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Original Sentiment Distribution"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:29.673643Z",
+ "iopub.status.busy": "2024-11-10T03:18:29.673333Z",
+ "iopub.status.idle": "2024-11-10T03:18:29.991757Z",
+ "shell.execute_reply": "2024-11-10T03:18:29.990652Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:29.673609Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(8,6))\n",
+ "sns.violinplot(data=df, x='sentiment_encoded')\n",
+ "plt.title('Original Sentiment Distribution')\n",
+ "plt.xlabel('Sentiment')\n",
+ "plt.ylabel('Count')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### TextBlob Sentiment Distribution"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:29.993420Z",
+ "iopub.status.busy": "2024-11-10T03:18:29.993104Z",
+ "iopub.status.idle": "2024-11-10T03:18:30.291992Z",
+ "shell.execute_reply": "2024-11-10T03:18:30.290941Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:29.993381Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df['TextBlob_Sentiment_encoded'] = encoder.fit_transform(df[['TextBlob_Sentiment']])\n",
+ "plt.figure(figsize=(8,6))\n",
+ "sns.violinplot(data=df, x='TextBlob_Sentiment_encoded')\n",
+ "plt.title('TextBlob Sentiment Distribution')\n",
+ "plt.xlabel('Sentiment')\n",
+ "plt.ylabel('Count')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Word Clouds for Each Sentiment Category"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:30.294246Z",
+ "iopub.status.busy": "2024-11-10T03:18:30.293762Z",
+ "iopub.status.idle": "2024-11-10T03:18:33.489046Z",
+ "shell.execute_reply": "2024-11-10T03:18:33.488074Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:30.294198Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def plot_wordcloud(sentiment_label, sentiment_column):\n",
+ " # Filter the DataFrame based on the specified sentiment column\n",
+ " text = \" \".join(review for review in df[df[sentiment_column] == sentiment_label].text)\n",
+ " wordcloud = WordCloud(stopwords=stopwords.words('english'), background_color=\"white\").generate(text)\n",
+ " plt.figure(figsize=(10, 6))\n",
+ " plt.imshow(wordcloud, interpolation='bilinear')\n",
+ " plt.axis(\"off\")\n",
+ " plt.title(f\"Word Cloud for {sentiment_label.capitalize()} Sentiment\")\n",
+ " plt.show()\n",
+ "\n",
+ "# Plot word clouds for each sentiment in the original labels\n",
+ "for sentiment in df['sentiment'].unique():\n",
+ " plot_wordcloud(sentiment, 'sentiment')\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Training Custom Model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Preprocess the Text"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:33.491006Z",
+ "iopub.status.busy": "2024-11-10T03:18:33.490613Z",
+ "iopub.status.idle": "2024-11-10T03:18:38.813036Z",
+ "shell.execute_reply": "2024-11-10T03:18:38.811962Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:33.490963Z"
+ },
+ "trusted": true
+ },
+ "outputs": [],
+ "source": [
+ "# Clean the text by removing stopwords and punctuation\n",
+ "stop_words = set(stopwords.words('english'))\n",
+ "\n",
+ "def preprocess_text(text):\n",
+ " # Tokenize the text\n",
+ " tokens = word_tokenize(text.lower())\n",
+ " # Remove stopwords and keep alphabetic words only\n",
+ " tokens = [word for word in tokens if word.isalpha() and word not in stop_words]\n",
+ " return ' '.join(tokens)\n",
+ "\n",
+ "# Apply preprocessing to the text column\n",
+ "df['cleaned_text'] = df['text'].apply(preprocess_text)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Split Data and Vectorize"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:38.814612Z",
+ "iopub.status.busy": "2024-11-10T03:18:38.814298Z",
+ "iopub.status.idle": "2024-11-10T03:18:39.102769Z",
+ "shell.execute_reply": "2024-11-10T03:18:39.101865Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:38.814578Z"
+ },
+ "trusted": true
+ },
+ "outputs": [],
+ "source": [
+ "# Split data into features and labels\n",
+ "X = df['cleaned_text']\n",
+ "y = df['sentiment']\n",
+ "\n",
+ "# Split the dataset into training and testing sets\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+ "\n",
+ "# Vectorize the text data using TF-IDF\n",
+ "vectorizer = TfidfVectorizer(max_features=5000)\n",
+ "X_train_tfidf = vectorizer.fit_transform(X_train)\n",
+ "X_test_tfidf = vectorizer.transform(X_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:39.104197Z",
+ "iopub.status.busy": "2024-11-10T03:18:39.103864Z",
+ "iopub.status.idle": "2024-11-10T03:18:39.111169Z",
+ "shell.execute_reply": "2024-11-10T03:18:39.110025Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:39.104161Z"
+ },
+ "trusted": true
+ },
+ "outputs": [],
+ "source": [
+ "# Dictionary to store models\n",
+ "models = {\n",
+ " 'Naive Bayes': MultinomialNB(),\n",
+ " 'Logistic Regression': LogisticRegression(max_iter=1000),\n",
+ " 'SVM': SVC(kernel='linear', probability=True),\n",
+ " 'Random Forest': RandomForestClassifier(n_estimators=100, random_state=42)\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:18:39.114782Z",
+ "iopub.status.busy": "2024-11-10T03:18:39.114422Z",
+ "iopub.status.idle": "2024-11-10T03:22:49.919870Z",
+ "shell.execute_reply": "2024-11-10T03:22:49.918865Z",
+ "shell.execute_reply.started": "2024-11-10T03:18:39.114744Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Naive Bayes Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " negative 0.72 0.47 0.57 1572\n",
+ " neutral 0.56 0.77 0.65 2236\n",
+ " positive 0.72 0.61 0.66 1688\n",
+ "\n",
+ " accuracy 0.63 5496\n",
+ " macro avg 0.67 0.61 0.63 5496\n",
+ "weighted avg 0.66 0.63 0.63 5496\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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0y7Rly5a0bNmS+fPnM3v2bD755BP27t2Lt7d3hucBT789Pe/SpUsUK1YMKyur1z+JDPTo0YPvvvsOIyOjDAdspvv1119p3rw5//vf/3TKo6KiKFasmPo8s0laZsTFxdGvXz+qVKlCgwYNmDt3Lu+884468yGrXF1dOXv2LGlpaTq9BpcuXVK355Ry5crRq1cvvvnmG+rVq6e3/ddff8XX15d58+apZQkJCZkeNNe1a1cWLVpETEwM69atw83Njfr16+scH8DJySnD37nXkZKSAqBeyti0aROJiYls3LhRpyfrRZcr+vTpw9ixYwkPD1enx6b3eKXHrigK7u7uVKhQ4ZXxeHp64unpyeTJk9UBuwEBAcycOfN1TlMUQnIpIZ/66KOPsLKyYuDAgdy9e1dv+7Vr19Trm23btgXQmzkwf/58gBydj1+uXDmio6M5e/asWhYeHq52iaZ7+PCh3r7pC/08P4UyXYkSJahZsyarV6/W+WD466+/2Llzp3qeuaF58+Z89tlnfPXVVxl+s0xnbGys1xvxyy+/cPv2bZ2y9AQmJ0aFT5w4kVu3brF69Wrmz5+Pm5sbvr6+L3wdX6Vt27ZERESwbt06tSwlJYUlS5ZgbW1N06ZNXzvmZ02ePJnk5GTmzp2rty2j13PJkiV6PVAv0q1bNxITE1m9ejXbt2/XW6jKx8cHGxsbZs+eneH0wGcvA2TV5s2bAahRowbwb+/Vs+cTHR3NypUrM9z//fffR6PRMGrUKK5fv64zGwGezpgxNjZm+vTpeq+Roig8ePAAeDomKT1JSefp6YmRkVG2f0dE4SY9BvlUuXLlWLt2Ld26daNy5co6Kx8eOXKEX375hb59+wJP/2Py9fVl+fLlREVF0bRpU44dO8bq1avp1KnTC6fCZUf37t2ZOHEi77zzDiNHjiQ+Pp5ly5ZRoUIFncFiM2bM4MCBA7Rr1w5XV1ciIyP5+uuvKVWqlDowLCNffPEFbdq0wcvLiwEDBvDkyROWLFmCra3tS7v4X5eRkRGTJ09+Zb327dszY8YM+vXrR4MGDTh37hyBgYGULVtWp165cuWws7MjICCAIkWKYGVlRb169bJ8vX7Pnj18/fXXfPrpp+r0yZUrV9KsWTOmTJmS4YftqwwePJhvvvmGvn37cvLkSdzc3Pj11185fPgwCxcuzPSg18xK7zV4fp0EePp6rlmzBltbW6pUqUJwcDC7du2iaNGimWq7du3aeHh48Mknn5CYmKhzGQGeXpZbtmwZvXv3pnbt2nTv3h1HR0du3brFli1baNiwIV999dUrj3Pw4EF1FcyHDx+yceNG9u/fT/fu3alUqRLwdJComZkZHTp04IMPPiA2NpYVK1bg5OSU4RgLR0dHWrduzS+//IKdnZ1eAl+uXDlmzpyJn58fN27coFOnThQpUoSwsDDWr1/P4MGDGT9+PHv27GH48OG89957VKhQgZSUFNasWYOxsTFdunTJ1OsohA6DzYcQmXL58mVl0KBBipubm2JmZqYUKVJEadiwobJkyRIlISFBrZecnKxMnz5dcXd3V0xNTZXSpUsrfn5+OnUUJePpa4qiP03uRdMVFUVRdu7cqVSrVk0xMzNTKlasqPzwww960xV3796tdOzYUXFxcVHMzMwUFxcX5f3331cuX76sd4znp/Tt2rVLadiwoWJhYaHY2NgoHTp0UC5cuKBTJ/14z0+HXLlypQIoYWFhL3xNFUV3uuKLvGi64rhx45QSJUooFhYWSsOGDZXg4OAMpxn+8ccfSpUqVRQTExOd82zatKlStWrVDI/5bDsxMTGKq6urUrt2bSU5OVmn3pgxYxQjIyMlODj4pefwovf77t27Sr9+/ZRixYopZmZmiqenp9778LLfgawe78qVK4qxsbHetLpHjx6pcVhbWys+Pj7KpUuXFFdXV8XX11et9/x0xWd98sknCqB4eHi8MK69e/cqPj4+iq2trWJubq6UK1dO6du3r3LixImXnk9G0xXNzMyUSpUqKbNmzVKSkpJ06m/cuFGpXr26Ym5urri5uSlz5sxRvvvuuxf+TqZPrxw8ePALY/jtt9+URo0aKVZWVoqVlZVSqVIlZdiwYUpoaKiiKIpy/fp1pX///kq5cuUUc3NzxcHBQWnevLmya9eul56bEC+iUZQsjNISQgiRY/744w86derEgQMHdKYQC2FIkhgIIYSBtG/fnosXL3L16tUcHbAqxOuQMQZCCJHHfvrpJ86ePcuWLVtYtGiRJAUiX5EeAyGEyGMajQZra2u6detGQEDAa62nIEROk99GIYTIY/J9TORnso6BEEIIIVSSGAghhBBCJYmBEEIIIVQFcozBksNhhg5B5KHUzN+7SBQAA990M3QIIg9Za3N3xoZFreHZ3vfJ6VevmvlfVCATAyGEECJTNNJx/jxJDIQQQhResoaEHkkMhBBCFF7SY6BHXhEhhBBCqKTHQAghROEllxL0SGIghBCi8JJLCXokMRBCCFF4SY+BHkkMhBBCFF7SY6BHEgMhhBCFl/QY6JFUSQghhBAq6TEQQghReMmlBD2SGAghhCi85FKCHkkMhBBCFF7SY6BHEgMhhBCFl/QY6JHEQAghROElPQZ65BURQgghhEp6DIQQQhRe0mOgR14RIYQQhZeRJvuPLDhw4AAdOnTAxcUFjUbDhg0b9OpcvHiRt99+G1tbW6ysrHjjjTe4deuWuj0hIYFhw4ZRtGhRrK2t6dKlC3fv3tVp49atW7Rr1w5LS0ucnJyYMGECKSkpWXtJslRbCCGEKEg0Rtl/ZEFcXBw1atRg6dKlGW6/du0ajRo1olKlSuzbt4+zZ88yZcoUzM3N1Tpjxoxh06ZN/PLLL+zfv587d+7QuXNndXtqairt2rUjKSmJI0eOsHr1alatWsXUqVOz9pIoiqJkaY//gCWHwwwdgshDqWmGjkDkpYFvuhk6BJGHrLW5O2vAouXsbO8btXUciYmJOmVarRatVvvS/TQaDevXr6dTp05qWffu3TE1NWXNmjUZ7hMdHY2joyNr167l3XffBeDSpUtUrlyZ4OBg6tevz7Zt22jfvj137tyhePHiAAQEBDBx4kTu3buHmZlZps5LegyEEEIUXq/RY+Dv74+tra3Ow9/fP8shpKWlsWXLFipUqICPjw9OTk7Uq1dP53LDyZMnSU5OxtvbWy2rVKkSZcqUITg4GIDg4GA8PT3VpADAx8eHmJgYzp8/n+l4JDEQQgghssHPz4/o6Gidh5+fX5bbiYyMJDY2ls8//5zWrVuzc+dO3nnnHTp37sz+/fsBiIiIwMzMDDs7O519ixcvTkREhFrn2aQgfXv6tsySWQlCCCEKr9dY4Cgzlw0yIy3t6fXQjh07MmbMGABq1qzJkSNHCAgIoGnTpq99jKzINz0GBw8epFevXnh5eXH79m0A1qxZw6FDhwwcmRBCiAIrjwYfvkyxYsUwMTGhSpUqOuWVK1dWZyU4OzuTlJREVFSUTp27d+/i7Oys1nl+lkL68/Q6mZEvEoPffvsNHx8fLCwsOH36tDqYIzo6mtmzsz8wRAghhHgpjSb7jxxiZmbGG2+8QWhoqE755cuXcXV1BaBOnTqYmpqye/dudXtoaCi3bt3Cy8sLAC8vL86dO0dkZKRaJygoCBsbG72k42XyxaWEmTNnEhAQQJ8+ffjpp5/U8oYNGzJz5kwDRiaEEKJAy6MFjmJjY7l69ar6PCwsjJCQEBwcHChTpgwTJkygW7duNGnShObNm7N9+3Y2bdrEvn37ALC1tWXAgAGMHTsWBwcHbGxsGDFiBF5eXtSvXx+AVq1aUaVKFXr37s3cuXOJiIhg8uTJDBs2LEuXPPJFYhAaGkqTJk30ym1tbfW6TYQQQogck0c3UTpx4gTNmzdXn48dOxYAX19fVq1axTvvvENAQAD+/v6MHDmSihUr8ttvv9GoUSN1nwULFmBkZESXLl1ITEzEx8eHr7/+Wt1ubGzM5s2bGTp0KF5eXlhZWeHr68uMGTOyFGu+SAycnZ25evUqbm5uOuWHDh2ibNmyhglKCCGEyCHNmjXjVcsG9e/fn/79+79wu7m5OUuXLn3hIkkArq6ubN26NdtxQj4ZYzBo0CBGjRrF0aNH0Wg03Llzh8DAQMaPH8/QoUMNHZ4QQoiCKh8MPsxv8kWPwaRJk0hLS6Nly5bEx8fTpEkTtFot48ePZ8SIEYYOTwghREGVR5cS/kvyRWKg0Wj45JNPmDBhAlevXiU2NpYqVapgbW1t6NCEEEIUZAX4m3925YvE4IcffqBz585YWlpmaUqFEEII8VokMdCTL16RMWPG4OTkRI8ePdi6dSupqamGDkkIIURhkA/WMchv8kViEB4ezk8//YRGo6Fr166UKFGCYcOGceTIEUOHJoQQQhQq+SIxMDExoX379gQGBhIZGcmCBQu4ceMGzZs3p1y5coYOTwghREElsxL05IsxBs+ytLTEx8eHR48ecfPmTS5evGjokIQQQhRUBfiSQHblm8QgPj6e9evXExgYyO7duyldujTvv/8+v/76q6FDE0IIUVAV4G/+2ZUvEoPu3buzefNmLC0t6dq1K1OmTFFvCiGEEELkGukx0JMvEgNjY2N+/vlnfHx8MDY2NnQ4QgghCgmNJAZ68kViEBgYaOgQhBBCCIEBE4PFixczePBgzM3NWbx48Uvrjhw5Mo+iEkIIUZhIj4E+gyUGCxYsoGfPnpibm7NgwYIX1tNoNJIYCCGEyB2SF+gxWGIQFhaW4c9CCCFEXpEeA335Yp7GjBkziI+P1yt/8uQJM2bMMEBEQgghCgONRpPtR0GVLxKD6dOnExsbq1ceHx/P9OnTDRCREEKIwkASA335YlaCoigZvshnzpzBwcHBABHlD6sn9OHxg0i9cs/m7Wnaezh7Vy/i7wshxEU9wFRrQQmPyjR4bwD2JUoDcP/WdU5uXUf4lfM8iY3BplhxqjVrR423OuXxmYjM+GFixu931ebtadJzuPpcURS2LJrC33+doPWwqbjXagBAQmwMu1bM4cE/YSTEPcaiiC3uNb2o17kvZhZWeXYeIvvi4mJZ9tVi9u7ZxaOHD6hYqTLjJ35C1WqeANSpXinD/UaNmUCffgPyMlRRgBk0MbC3t1czrwoVKugkB6mpqcTGxjJkyBADRmhYXacsJk1JU58//OcGf8z7mHJvNAbA0bU8Feq3oEhRRxLiHnPsjx/4Y97H9Jm7CiMjYyJvXsHCxo63Bn+Etb0jEdcusHf1YjRGRlRv+bahTku8QJfJi1HSnnm/b99g0/yPKVensU69s0Hr0WQwYkqj0eBW04s33/HFoogt0ZF3OBi4lIQ1j3lr8KRcj1+8vs+mTeHa1St8NmsOjk5ObN28kaGD+/Hr+i04FS/Ojj0HdeofOXSAGZ9OpsVbrQwU8X9fQf7mn10GTQwWLlyIoij079+f6dOnY2trq24zMzPDzc2tUK+AaGFjp/P81JafsXUqQcmK1QGo1qytus2mmDP13/Hlp08/5PH9u9g6uVClsY/O/rZOJYi4epFrJw9LYpAPWRSx03l+atvP2DiWwOX/32+A+7eucSbod96dvJjV43ro1NdaFaFa8/bq8yJFi1O1WXtCdsiy4v8FCQkJ7Nm1k3mLllK77hsAfPDhCA7s38uvP//IhyNGU6yYo84++/buoe4b9ShVqrQhQi4YJC/QY9DEwNfXFwB3d3caNGiAqampIcPJ11JTkgn9cw81W3XOMMNNTkzg4qEgbIo5Y+3gmEELTyU+icPcqkhuhipyQGpKMlf+3EP1t/59v5MTE9i1Yg6NewzD0vbVl9jioh4QduowLhU8cztckQNSU1NITU1Fa6bVKdeamxNy+qRe/QcP7nPo4H6mf+afVyEWSNJjoC9fjDFo2rSp+nNCQgJJSUk6221sbF64b2JiIomJiTplyUmJmD73x/Vfd/1UMInxsVRq+JZO+bk9mzjyy/9ITkzAzrkUHcfPxtgk4wQr/OoFrh4/QPtRMtMjvws7rf9+H1n3DcXLVca91st70YKW+3Mj5E9SkhJxrVGPZn3H5Ha4IgdYWVlTvUZNvl3+Ne5ly+JQtBg7tm3h3JkQSpcuo1d/8x8bsLK0ooW3XEZ4HZIY6MsXsxLi4+MZPnw4Tk5OWFlZYW9vr/N4GX9/f2xtbXUeQWuW5VHkeefCwe24er6BtX1RnfIK9VvQbdpS3pn4BXbOJdm+bDYpyUl6+z/45wZbFk/njbd7UqZanbwKW2TTpUPbKVPtDazsnr7fYSHB3L50hkbdXz3mpmG3D3h3yle0Hv4pMffCObJueW6HK3LIjNlzURSF1t5N8apbnZ/WrsGnTTs0Rvr/Vf+x4TfatGuPVluwvgTlNZmVoC9fJAYTJkxgz549LFu2DK1Wy7fffsv06dNxcXHh+++/f+m+fn5+REdH6zze6j00jyLPGzH37/LPhRCqNGmtt01raYVd8ZKUrOhJmw8n8yj8b66fPKxT5+Htm2z4chJVm7bhjQ499NoQ+cvjB0/f78qN/32/b186Q/S9cP43sgsBg9sSMPjp+JIdX8/kj7kTdPa3tHXAvkRp3Gt60bT3SM7v20xc1IM8PQeRPaVLl2HFyh849Ocptuzcy/drfyElJYWSz40hOH3yBDdvhNGp83sGilQUZPniUsKmTZv4/vvvadasGf369aNx48Z4eHjg6upKYGAgPXv2fOG+Wq1WL2M2NStY/wlePLQTCxtb3Kq/+fKKigI8vT6d7sHtG2z4YhKVGnjj1aVvLkYpcsql/3+/XZ95v2u36aqTKAD8/OkQGnQbjFuN+i9sS8ngd0LkfxaWllhYWhITE03wkUOMGjNeZ/uG9b9SuUpVKlTMePqiyLyC/M0/u/JFYvDw4UPKli0LPB1P8PDhQwAaNWrE0KEF69t/VilpaVw6HESlBm9h9MwtqaMjw7lyfD9lqtbBoogtsY/uc3LrOoxNzdQPlAf/3GDDFxMpU60ONX06Exf99HU10hjpzXgQ+UP6+13RS/f9trR1yHDAYZGiTtg4OgNw8+wxnsRE4eheAVOtOY/u3CT4l//h7FEFm2LOeXYOIvuOHD4ICri6ufP33zdZNP8L3NzK0qFjZ7VObGwsu3buYMz4iQaMtACRvEBPvriUULZsWfV+CZUqVeLnn38GnvYk2NnZGTAyw/v7wmkeP4ikcmPdAUbGpmaEXz7PpoVTWDOpPzuWzcbM3JJ3P56P5f9/6F89cZAnj6MJDd7DyjE91MfPn8lNqfKrfy6eJvZhJJUaZX1AmYmZlgsHt7Hh83H8NGUwh9ctx61GfdqOlMGm/xWxsbF8PnsGXTq2Yeonk6hZqzZfBXyrM2Nr5/YtKCj4tGlnwEgLjrwaY3DgwAE6dOiAi4sLGo2GDRs2vLDukCFD0Gg0LFy4UKf84cOH9OzZExsbG+zs7BgwYIDeqsFnz56lcePGmJubU7p0aebOnZulOAE0SnpfowEtWLAAY2NjRo4cya5du+jQoQOKopCcnMz8+fMZNWpUltpbclhuylSYpKa9uo4oOAa+6WboEEQestbm7ld6x37rsr3vvZXdMl1327ZtHD58mDp16tC5c2fWr19Pp06d9OqtX7+e6dOnc+/ePSZMmMDo0aPVbW3atCE8PJxvvvmG5ORk+vXrxxtvvMHatWsBiImJoUKFCnh7e+Pn58e5c+fo378/CxcuZPDgwZmONV9cShgz5t/pVN7e3ly6dImTJ0/i4eFB9erVX7KnEEIIkX15NcagTZs2tGnT5qV1bt++zYgRI9ixYwft2un2CF28eJHt27dz/Phx6tatC8CSJUto27YtX375JS4uLgQGBpKUlMR3332HmZkZVatWJSQkhPnz52cpMcgXlxKe5+rqSufOnSUpEEIIkW8lJiYSExOj83h+XZ3MSktLo3fv3kyYMIGqVavqbQ8ODsbOzk5NCuDpF2kjIyOOHj2q1mnSpAlmZmZqHR8fH0JDQ3n06FGmY8kXPQaLFy/OsFyj0WBubo6HhwdNmjTB+JnBWEIIIcRre40OA39/f707AH/66adMmzYty23NmTMHExMTRo7MeAxYREQETk5OOmUmJiY4ODgQERGh1nF3d9epU7x4cXXbq9YFUtvNavC5YcGCBdy7d4/4+Hg18EePHmFpaYm1tTWRkZGULVuWvXv3Urq0rAkuhBAiZ7zOpQQ/Pz/Gjh2rU5adBadOnjzJokWLOHXqVL6YPpkvLiXMnj2bN954gytXrvDgwQMePHjA5cuXqVevHosWLeLWrVs4OzvrjEUQQgghXtfrzErQarXY2NjoPLKTGBw8eJDIyEjKlCmDiYkJJiYm3Lx5k3HjxuHm5gaAs7MzkZG6t2VPSUnh4cOHODs7q3Xu3r2rUyf9eXqdzMgXPQaTJ0/mt99+o1y5cmqZh4cHX375JV26dOH69evMnTuXLl26GDBKIYQQBU1++Ibeu3dvvL29dcp8fHzo3bs3/fr1A8DLy4uoqChOnjxJnTpPl7Xfs2cPaWlp1KtXT63zySefkJycrE5xDQoKomLFipm+jAD5JDEIDw8nJSVFrzwlJUW9duLi4sLjx4/zOjQhhBAFWF4lBrGxsVy9elV9HhYWRkhICA4ODpQpU4aiRXXvg2NqaoqzszMVK1YEoHLlyrRu3ZpBgwYREBBAcnIyw4cPp3v37ri4uADQo0cPpk+fzoABA5g4cSJ//fUXixYtYsGCBVmKNV9cSmjevDkffPABp0+fVstOnz7N0KFDadGiBQDnzp3TG1QhhBBC/BecOHGCWrVqUatWLQDGjh1LrVq1mDp1aqbbCAwMpFKlSrRs2ZK2bdvSqFEjli//9yZptra27Ny5k7CwMOrUqcO4ceOYOnVqlqYqQj5Z4CgiIoLevXuze/dutfsjJSWFli1bsmbNGooXL87evXtJTk6mVatXrwgnCxwVLrLAUeEiCxwVLrm9wJHLkN+zve+dgM6vrvQflC8uJTg7OxMUFMSlS5e4fPkyABUrVlS7UOBpr4IQQgiRk/LDGIP8Jl8kBunKli2LRqOhXLlymJjkq9CEEEIUQJIY6MsXYwzi4+MZMGAAlpaWVK1alVu3bgEwYsQIPv/8cwNHJ4QQoqDKq5so/Zfki8TAz8+PM2fOsG/fPszNzdVyb29v1q3L/g0uhBBCCJE1+aK/fsOGDaxbt4769evrZGFVq1bl2rVrBoxMCCFEgVZwv/hnW75IDO7du6e3BjRAXFxcge6uEUIIYVjyGaMvX1xKqFu3Llu2bFGfp79R3377LV5eXoYKSwghRAEnYwz05Yseg9mzZ9OmTRsuXLhASkoKixYt4sKFCxw5coT9+/cbOjwhhBAFVEH+gM+ufNFj0KhRI0JCQkhJScHT05OdO3fi5OREcHCwuia0EEIIkdOkx0BfvugxAChXrhwrVqwwdBhCCCFEoWbQxMDIyOiVWZdGo8nwBktCCCHEayu4X/yzzaCJwfr161+4LTg4mMWLF5OWJgvhCyGEyB0F+ZJAdhk0MejYsaNeWWhoKJMmTWLTpk307NmTGTNmGCAyIYQQhYEkBvryxeBDgDt37jBo0CA8PT1JSUkhJCSE1atX4+rqaujQhBBCFFAaTfYfBZXBE4Po6GgmTpyIh4cH58+fZ/fu3WzatIlq1aoZOjQhhBAFnMxK0GfQSwlz585lzpw5ODs78+OPP2Z4aUEIIYQQecegicGkSZOwsLDAw8OD1atXs3r16gzr/f7773kcmRBCiMKgAH/xzzaDJgZ9+vQp0N0xQggh8jf5DNJn0MRg1apVhjy8EEKIQk7yAn35ZuVDIYQQIq8ZGUlm8DxJDIQQQhRa0mOgz+DTFYUQQgiRf0iPgRBCiEJLBh/qk8RACCFEoSV5gT5JDIQQQhRa0mOgTxIDIYQQhZYkBvpk8KEQQohCK69uonTgwAE6dOiAi4sLGo2GDRs2qNuSk5OZOHEinp6eWFlZ4eLiQp8+fbhz545OGw8fPqRnz57Y2NhgZ2fHgAEDiI2N1alz9uxZGjdujLm5OaVLl2bu3LlZfk0kMRBCCCFyWVxcHDVq1GDp0qV62+Lj4zl16hRTpkzh1KlT/P7774SGhvL222/r1OvZsyfnz58nKCiIzZs3c+DAAQYPHqxuj4mJoVWrVri6unLy5Em++OILpk2bxvLly7MUq1xKEEIIUWjl1aWENm3a0KZNmwy32draEhQUpFP21Vdf8eabb3Lr1i3KlCnDxYsX2b59O8ePH6du3boALFmyhLZt2/Lll1/i4uJCYGAgSUlJfPfdd5iZmVG1alVCQkKYP3++TgLxKtJjIIQQotB6nUsJiYmJxMTE6DwSExNzJK7o6Gg0Gg12dnYABAcHY2dnpyYFAN7e3hgZGXH06FG1TpMmTTAzM1Pr+Pj4EBoayqNHjzJ9bEkMhBBCFFoajSbbD39/f2xtbXUe/v7+rx1TQkICEydO5P3338fGxgaAiIgInJycdOqZmJjg4OBARESEWqd48eI6ddKfp9fJDLmUIIQQotB6nSsJfn5+jB07VqdMq9W+VjzJycl07doVRVFYtmzZa7WVXZIYCCGEKLReZ4yBVqt97UTgWelJwc2bN9mzZ4/aWwDg7OxMZGSkTv2UlBQePnyIs7OzWufu3bs6ddKfp9fJDLmUIIQQQhhYelJw5coVdu3aRdGiRXW2e3l5ERUVxcmTJ9WyPXv2kJaWRr169dQ6Bw4cIDk5Wa0TFBRExYoVsbe3z3QskhgIIYQotPJqHYPY2FhCQkIICQkBICwsjJCQEG7dukVycjLvvvsuJ06cIDAwkNTUVCIiIoiIiCApKQmAypUr07p1awYNGsSxY8c4fPgww4cPp3v37ri4uADQo0cPzMzMGDBgAOfPn2fdunUsWrRI73LHq8ilBCGEEIVWXk1XPHHiBM2bN1efp39Y+/r6Mm3aNDZu3AhAzZo1dfbbu3cvzZo1AyAwMJDhw4fTsmVLjIyM6NKlC4sXL1br2trasnPnToYNG0adOnUoVqwYU6dOzdJURQCNoihKNs4xX/vnUZKhQxB5qHyLrGXD4r/t3I4vDB2CyEMeTha52n79z/dne98/JzXNwUjyD+kxEEIIUWjJvRL0SWIghBCi0JK8QJ8MPhRCCCGESnoMhBBCFFpyKUGfJAZCCCEKLckL9EliIIQQotCSHgN9khgIIYQotCQx0CeJgRBCiEJL8gJ9MitBCCGEECrpMRBCCFFoyaUEfZIYCCGEKLQkL9AniYEQQohCS3oM9EliIIQQotCSvECfJAZCCCEKLSPJDPRkeVbC6tWr2bJli/r8o48+ws7OjgYNGnDz5s0cDU4IIYQQeSvLicHs2bOxsHh6f+zg4GCWLl3K3LlzKVasGGPGjMnxAIUQQojcotFk/1FQZflSwt9//42HhwcAGzZsoEuXLgwePJiGDRvSrFmznI5PCCGEyDUy+FBflnsMrK2tefDgAQA7d+7krbfeAsDc3JwnT57kbHRCCCFELjLSZP9RUGW5x+Ctt95i4MCB1KpVi8uXL9O2bVsAzp8/j5ubW07HJ4QQQuQa6THQl+Ueg6VLl+Ll5cW9e/f47bffKFq0KAAnT57k/fffz/EAhRBCiNwiYwz0ZbnHwM7Ojq+++kqvfPr06TkSkBBCCCEMJ1OJwdmzZzPdYPXq1bMdjBBCCJGXNBTgr/7ZlKnEoGbNmmg0GhRFyXB7+jaNRkNqamqOBiiEEELkloI8iDC7MpUYhIWF5XYcQgghRJ6TwYf6MpUYuLq65nYcQgghRJ6TvEBflmclAKxZs4aGDRvi4uKiLoO8cOFC/vjjjxwNTgghhMhNRhpNth8FVZYTg2XLljF27Fjatm1LVFSUOqbAzs6OhQsX5nR8QgghxH/egQMH6NChAy4uLmg0GjZs2KCzXVEUpk6dSokSJbCwsMDb25srV67o1Hn48CE9e/bExsYGOzs7BgwYQGxsrE6ds2fP0rhxY8zNzSldujRz587NcqxZTgyWLFnCihUr+OSTTzA2NlbL69aty7lz57IcgBBCCGEoebWOQVxcHDVq1GDp0qUZbp87dy6LFy8mICCAo0ePYmVlhY+PDwkJCWqdnj17cv78eYKCgti8eTMHDhxg8ODB6vaYmBhatWqFq6srJ0+e5IsvvmDatGksX748S7FmeR2DsLAwatWqpVeu1WqJi4vLanNCCCGEweTV4MM2bdrQpk2bDLcpisLChQuZPHkyHTt2BOD777+nePHibNiwge7du3Px4kW2b9/O8ePHqVu3LvD0i3rbtm358ssvcXFxITAwkKSkJL777jvMzMyoWrUqISEhzJ8/XyeBeJUs9xi4u7sTEhKiV759+3YqV66c6XZiYmIy/RBCCCFyw+v0GCQmJup9XiUmJmY5hrCwMCIiIvD29lbLbG1tqVevHsHBwcDTuxnb2dmpSQGAt7c3RkZGHD16VK3TpEkTzMzM1Do+Pj6Ehoby6NGjTMeT5R6DsWPHMmzYMBISElAUhWPHjvHjjz/i7+/Pt99+m+l27OzsXpmpydoIQgghctPrDCL09/fXW/X3008/Zdq0aVlqJyIiAoDixYvrlBcvXlzdFhERgZOTk852ExMTHBwcdOq4u7vrtZG+zd7ePlPxZDkxGDhwIBYWFkyePJn4+Hh69OiBi4sLixYtonv37pluZ+/evVk9tBBCCJGjXudCgp+fH2PHjtUp02q1rxdQPpDlxACeDoDo2bMn8fHxxMbG6mUxmdG0adPsHFoIIYTIF7RabY4kAs7OzgDcvXuXEiVKqOV3796lZs2aap3IyEid/VJSUnj48KG6v7OzM3fv3tWpk/48vU5mZGsdA4DIyEhOnjxJaGgo9+7dy24zOuLj47l06RJnz57VeQghhBC5QaPRZPuRU9zd3XF2dmb37t1qWUxMDEePHsXLywsALy8voqKiOHnypFpnz549pKWlUa9ePbXOgQMHSE5OVusEBQVRsWLFTF9GgGz0GDx+/JgPP/yQH3/8kbS0NACMjY3p1q0bS5cuxdbWNqtNcu/ePfr168e2bdsy3C5jDIQQQuSGvLpXQmxsLFevXlWfh4WFERISgoODA2XKlGH06NHMnDmT8uXL4+7uzpQpU3BxcaFTp04AVK5cmdatWzNo0CACAgJITk5m+PDhdO/eHRcXFwB69OjB9OnTGTBgABMnTuSvv/5i0aJFLFiwIEuxZrnHYODAgRw9epQtW7YQFRVFVFQUmzdv5sSJE3zwwQdZbQ6A0aNHExUVxdGjR7GwsGD79u2sXr2a8uXLs3Hjxmy1KYQQQrxKXvUYnDhxglq1aqnT/ceOHUutWrWYOnUqAB999BEjRoxg8ODBvPHGG8TGxrJ9+3bMzc3VNgIDA6lUqRItW7akbdu2NGrUSGeNAltbW3bu3ElYWBh16tRh3LhxTJ06NUtTFQE0yotumfgCVlZW7Nixg0aNGumUHzx4kNatW2drLYMSJUrwxx9/8Oabb2JjY8OJEyeoUKECGzduZO7cuRw6dChL7f3zKCnLMYj/rvItxr66kigwzu34wtAhiDzk4WSRq+33DjyT7X3X9KyRg5HkH1nuMShatGiGlwtsbW2zdA3jWXFxceoARnt7e3XMgqenJ6dOncpWm0IIIcSr5IcxBvlNlhODyZMnM3bsWHXeJDydHzlhwgSmTJmSrSAqVqxIaGgoADVq1OCbb77h9u3bBAQE6IzQFEIIIUTuytTgw1q1aulkR1euXKFMmTKUKVMGgFu3bqHVarl37162xhmMGjWK8PBw4OniEK1btyYwMBAzMzNWrVqV5faEEEKIzMirwYf/JZlKDNJHReaWXr16qT/XqVOHmzdvcunSJcqUKUOxYsVy9dhCCCEKr4J8SSC7MpUYfPrpp7kWQHJyMpUqVWLz5s3qvRYsLS2pXbt2rh1TCCGEgNdb+bCgytbKhznJ1NRU57aSQgghRF55nXslFFRZHnyYmprKl19+yZtvvomzszMODg46j+wYNmwYc+bMISUlJVv7CyGEECJnZLnHYPr06Xz77beMGzeOyZMn88knn3Djxg02bNigLtSQVcePH2f37t3s3LkTT09PrKysdLb//vvv2WpXCCGEeBnpMNCX5cQgMDCQFStW0K5dO6ZNm8b7779PuXLlqF69On/++ScjR47MchB2dnZ06dIly/sVdGtXf8uhfbu4dTMMrdacKp41GDxsDKVdn95WMyY6mtUrlnLiWDCRd8Oxs7OnYZMW9P1gONbWRQC4diWUH7//H3+dOUV0dBTOzi6079yVLt16vezQIg80rF2OMX28qV2lDCUcbek6Zjmb9v17b5Anp7/KcL+PF6xnwfdP11T/aIAPbRpXpXqFUiSlpFCiyUc6dXt1qMeKGb0zbKdMi0ncexSbQ2cjsurnNf/jyIHd/HPzBmZaLZWr1aDf0NGUKuOm1gm//Tf/Wzqf82dDSE5Ook69BgwZPQl7h6IAnD19HL+RgzJsf8HyH6hQuVpenMp/mgw+1JflxCAiIgJPT08ArK2tiY6OBqB9+/bZXsdg5cqV2dqvoDt7+gRvd+lOpSrVSE1N5X/LFvHRqA/47scNWFhY8uB+JA/u3+ODEeNwcy/H3Yg7LJjzGffv32Oa/3wALl+6gJ29A37T/HEs7sz5syEs+HwGxkZGdHqvh4HPsHCzstBy7vJtvv8jmHXz9ZcsdfP203neqmFVAj7twfrdIWqZmakxvwed5ujZMHw7eem18evOUwQduaBTtnx6b8y1ppIUGNi5kJO0e6cbFSpXJTU1ldXfLGHy2KEErPkdcwsLEp48YfLYobh7VMB/0dNlb9d8u5QZk0YyL2ANRkZGVK5WkzUbdum0+8O3Swk5eYzylaoa4rT+cyQv0JflxKBUqVKEh4dTpkwZypUrx86dO6lduzbHjx/P9u0nW7Rowe+//46dnZ1OeUxMDJ06dWLPnj3Zave/7vOFATrPP5oyky5tmnLl0gWq16qLe7nyTPv835tjuJQqzYAhI/Cf5kdqSgrGJia06fCOThsuJUtz4a8zHNy3WxIDA9t5+AI7D1944fa7Dx7rPO/QzJP9x69w4/YDtWxmwFbgac9ARhISk0lI/PdOa8XsrWn2ZgWGTA98ndBFDvhs3tc6z8d+PIMeb7fgaugFqtWsw4Vzp4mMuMOS737C0sr6aZ1PPqNb2yacOXWMWnXrY2pqikPRf6d0p6Qk8+ehfXTo8r58E84kGXyoL8uDD9955x311pAjRoxgypQplC9fnj59+tC/f/9sBbFv3z6SkvTvb5CQkMDBgwez1WZBFBf79BteEZsX38EyNjYWSytrjE1enPPFxca+tA2R/zg5FKF1o2qs3hD8Wu30bP8m8QlJrN8VkjOBiRwTF/f079v6//82k5OTQaPB1NRMrWNmpkVjZMSFs6czbOPoof08jonmrbYdcz/gAkKjyf6joMpyj8Hnn3+u/tytWzdcXV05cuQI5cuXp0OHDllq6+zZf6+nXrhwQWeZ5dTUVLZv307JkiWzGmKBlJaWxtKFc6hWvRbu5cpnWCc66hE/rPyGdh3ffWE758+GsG/XDmbPX5pboYpc0KtDPR7HJ7BhT8hrtePbyYt1207o9CIIw0tLS2P54i+o4lkTt7IeAFSq4om5uQUrAxbSZ/AIUGBlwCLSUlN5+OB+hu3s3LKe2m96UcypeF6GLwqY117HoH79+tSvX5/IyEhmz57Nxx9/nOl9a9asqd6MokWLFnrbLSwsWLJkyUvbSExMJDEx8bkyTbYva+RXi7+YxY1rV1m0fHWG2+PiYvl47DBc3criO2hohnXCrl1hykcj6TNgCHXrNcjNcEUO69OxPuu2nSAxKftTeutVd6dy2RIMmPx9DkYmcsKy+f7cDLvKF0tXqWW29g74zZjL0nmz2fjrj2iMjGjasjXlKlTGSKPf2Xs/8i6njgUzafrcPIz8v08uuejLsQWOwsPDmTJlSpYSg7CwMBRFoWzZshw7dgxHR0d1m5mZGU5OThgbG7+0DX9/f6ZPn65TNuajyYydlL2BkPnR4i9n8efh/SwIWIWjk7Pe9vi4OCaNHoKlpSUz5izCxMRUr86NsGuMHz6Qdh3fpVf/rN/PQhhOw1rlqOjuTO9JrzdIt+87XoRc+pvTF//OochETli2wJ9jwQeYs+Q7vW/6td9swP/WbSY66hHGxsZYF7GhZ8eWOLvo96QGbf2DIja21GvUNK9CLxCyfD29EDDoyoeurq7A02607PLz82Ps2LE6ZffiC0YGqCgKS+bN5tD+Pcxf+h0lXErp1YmLi2XiqA8wMzXjsy+XYJZBT8mN61cZN2wArdp2ZMDQrE8nFYbl28mLkxduce7y7Wy3YWVhRpe3ajN1ycYcjEy8DkVRCFj4OcEH9uC/+NsMP+zT2do9vaX9mZPHiH70kHqNmum1FbT1D1q07pDhFwPxYtJjoM/gSyIDfP/9y7s2+/Tp88JtWq1W77JBTKr+QMb/osVfzGL3zq18NncRllZW6nVFKytrtObmT5OCkR+QkPCEj6d9TnxcHPFxccDT/0iMjY0Ju3aF8cMHUrdeA97r0Udtw8jICDv77K1UKXKGlYUZ5Ur/20vmVrIo1SuU5FFMPH9HPAKgiJU5nd+qxaT56zNso7SzPfY2lpQuYY+xkRHVKzz9cLn29z3invz7d/CuTx1MjI34ccvxXDwjkRVfz5/N/l3bmDJ7IRaWz/x9W1uj1ZoDELRlA6XdymJrZ8/Fv86yfPFcOnXtpbPWATxNGO6G38an/TvPH0a8gtxdUV++SAxGjRql8zw5OZn4+HjMzMywtLR8aWJQkG38fR0AYz/Une0xYfJntG7fiSuXLnLx/NMBnL3fbatTJ/D37Ti7lOTAniCiHj1k1/bN7Nq+Wd1e3NmFtRt25PIZiJepXcWVnd/++7s/d/zTRb7WbPyTwZ/+AMB7PnXQoOHn7ScybGPK0Hb0fru++vzouqdrH7QauIiDJ6+o5X07efHHnjNExz7J8fMQ2bN1wy8ATBo5UKd8tN90dVbBP3/fZNXyJcTGROPk7EK33gPplMHiZDu3rKdytRrq4mci8yQx0KdRFEXJTMXnu+ufd+/ePdauXUtqamqOBHblyhWGDh3KhAkT8PHxydK+/zwqGD0GInPKt3j576YoWM7t+MLQIYg85OFkkavtj914Kdv7zn+7Ug5Gkn9kusfg9OmM580+q0mTJq8VzLPKly/P559/Tq9evbh0KftvnBBCCPEiMsZAX6YTg7179+ZmHBkyMTHhzp07eX5cIYQQhYNcStCXL8YYbNyoO1JaURTCw8P56quvaNiwoYGiEkIIUdBJh4G+fJEYdOrUSee5RqPB0dGRFi1aMG/ePMMEJYQQosCTeyXoyxeJweusYyCEEEJklyxwpC9fvSZJSUmEhoaSkpL9ZV+FEEIIkX35IjGIj4+nf//+WFpaUrVqVW7dugU8vXvjszdtEkIIIXKS3F1RX7YSg4MHD9KrVy+8vLy4ffvpMq1r1qzh0KFD2QrCz8+Ps2fPsm/fPszNzdVyb29v1q1bl602hRBCiFcx0miy/ciK1NRUpkyZgru7OxYWFpQrV47PPvuMZ5cSUhSFqVOnUqJECSwsLPD29ubKlSs67Tx8+JCePXtiY2ODnZ0dAwYMIDY2Nkdei3RZTgx+++03fHx8sLCw4PTp0+qdDaOjo5k9e3a2gtiwYQNfffUVjRo10plTWrVqVa5du5atNoUQQohXyasegzlz5rBs2TK++uorLl68yJw5c5g7d67OHYTnzp3L4sWLCQgI4OjRo1hZWeHj40NCQoJap2fPnpw/f56goCA2b97MgQMHGDx4cE69HEA2EoOZM2cSEBDAihUrMDX992YdDRs25NSpU9kK4t69ezg5OemVx8XFyeITQgghco2RJvuPrDhy5AgdO3akXbt2uLm58e6779KqVSuOHTsGPO0tWLhwIZMnT6Zjx45Ur16d77//njt37rBhwwYALl68yPbt2/n222+pV68ejRo1YsmSJfz00085uuZPlhOD0NDQDFc4tLW1JSoqKltB1K1bly1btqjP05OBb7/9Fi8vr2y1KYQQQrzK61xKSExMJCYmRueR3ov+vAYNGrB7924uX74MwJkzZzh06BBt2rQBICwsjIiICLy9vdV9bG1tqVevHsHBwQAEBwdjZ2dH3bp11Tre3t4YGRlx9OjRHHtNsjxd0dnZmatXr+Lm5qZTfujQIcqWLZutIGbPnk2bNm24cOECKSkpLFq0iAsXLnDkyBH279+frTaFEEKI3OTv78/06dN1yj799FOmTZumV3fSpEnExMRQqVIljI2NSU1NZdasWfTs2ROAiIgIAIoXL66zX/HixdVtERERer3rJiYmODg4qHVyQpZ7DAYNGsSoUaM4evQoGo2GO3fuEBgYyPjx4xk6dGi2gmjUqBEhISGkpKTg6enJzp07cXJyIjg4mDp16mSrTSGEEOJVXmeMgZ+fH9HR0ToPPz+/DI/z888/ExgYyNq1azl16hSrV6/myy+/ZPXq1Xl8xq+W5R6DSZMmkZaWRsuWLYmPj6dJkyZotVrGjx/PiBEjsh1IuXLlWLFiRbb3F0IIIbLqde6VoNVq0Wq1mao7YcIEJk2aRPfu3QHw9PTk5s2b+Pv74+vri7OzMwB3796lRIkS6n53796lZs2awNMe+8jISJ12U1JSePjwobp/Tshyj4FGo+GTTz7h4cOH/PXXX/z555/cu3ePzz77LOsHNzLC2Nj4pQ8Tk3yxOKMQQogCSPMa/7IiPj4eIyPdj1xjY2N15V93d3ecnZ3ZvXu3uj0mJoajR4+qY+28vLyIiori5MmTap09e/aQlpZGvXr1svsS6Mn2p66ZmRlVqlR5rYOvX7/+hduCg4NZvHixLJcshBAi1+TV3RU7dOjArFmzKFOmDFWrVuX06dPMnz+f/v37A0+/dI8ePZqZM2dSvnx53N3dmTJlCi4uLur9hCpXrkzr1q0ZNGgQAQEBJCcnM3z4cLp3746Li0uOxZrlxKB58+YvnUK4Z8+eTLfVsWNHvbLQ0FAmTZrEpk2b6NmzJzNmzMhqiEIIIUSm5FVisGTJEqZMmcKHH35IZGQkLi4ufPDBB0ydOlWt89FHHxEXF8fgwYOJioqiUaNGbN++XWfhv8DAQIYPH07Lli0xMjKiS5cuLF68OEdj1SjPLruUCWPGjNF5npycTEhICH/99Re+vr4sWrQoW4HcuXOHTz/9lNWrV+Pj44O/vz/VqlXLVlv/PErK1n7iv6l8i7GGDkHkoXM7vjB0CCIPeThZ5Gr7c/dmfxG9j5qXy8FI8o8s9xgsWLAgw/Jp06Zla1nG9BUTlyxZQs2aNdm9ezeNGzfOcjtCCCFEVskievpy7CZKvXr14rvvvsvSPnPnzqVs2bJs3ryZH3/8kSNHjkhSIIQQIs/k1cqH/yU5NuQ/ODhY5zpIZkyaNAkLCws8PDxYvXr1C+dz/v777zkRohBCCKFDOgz0ZTkx6Ny5s85zRVEIDw/nxIkTTJkyJUtt9enTR7pxhBBCGExW75JYGGQ5MbC1tdV5bmRkRMWKFZkxYwatWrXKUlurVq3K6uGFEEKIHFOQLwlkV5YSg9TUVPr164enpyf29va5FZMQQgghDCRLgw+NjY1p1apVtu+iKIQQQuQnr3OvhIIqy7MSqlWrxvXr13MjFiGEECJPGaHJ9qOgynJiMHPmTMaPH8/mzZsJDw/Xuxe1EEII8V8hPQb6Mj3GYMaMGYwbN462bdsC8Pbbb+vMKFAUBY1GQ2pqas5HKYQQQuQCGXyoL9OJwfTp0xkyZAh79+7NzXiEEEKIPCPTFfVlOjFIv6VC06ZNcy0YIYQQQhhWlqYrymJEQgghChL5WNOXpcSgQoUKr0wOHj58+FoBCSGEEHlFLiXoy1JiMH36dL2VD4UQQoj/KskL9GUpMejevTtOTk65FYsQQgiRp3LsFsMFSKYTAxlfIIQQoqCRzzZ9mU6W0mclCCGEEKLgynSPQVpaWm7GIYQQQuQ56S/Ql+XbLgshhBAFhcxK0CeJgRBCiEJL0gJ9khgIIYQotKTDQJ8kBkIIIQotmZWgT6ZwCiGEEEIlPQZCCCEKLfl2rE8SAyGEEIWWXErQJ8mSEEKIQkvzGo+sun37Nr169aJo0aJYWFjg6enJiRMn1O2KojB16lRKlCiBhYUF3t7eXLlyRaeNhw8f0rNnT2xsbLCzs2PAgAHExsZmI5oXk8RACCFEoaXRaLL9yIpHjx7RsGFDTE1N2bZtGxcuXGDevHnY29urdebOncvixYsJCAjg6NGjWFlZ4ePjQ0JCglqnZ8+enD9/nqCgIDZv3syBAwcYPHhwjr0eABqlAK51nJBi6AhEXtp2IcLQIYg8tPrYP4YOQeShDQPr5mr7v58Jz/a+nWuUyHTdSZMmcfjwYQ4ePJjhdkVRcHFxYdy4cYwfPx6A6OhoihcvzqpVq+jevTsXL16kSpUqHD9+nLp1n74u27dvp23btvzzzz+4uLhk+1yeJT0GQgghRDYkJiYSExOj80hMTMyw7saNG6lbty7vvfceTk5O1KpVixUrVqjbw8LCiIiIwNvbWy2ztbWlXr16BAcHAxAcHIydnZ2aFAB4e3tjZGTE0aNHc+y8JDEQQghRaL3OpQR/f39sbW11Hv7+/hke5/r16yxbtozy5cuzY8cOhg4dysiRI1m9ejUAERFPez6LFy+us1/x4sXVbRERETg5OelsNzExwcHBQa2TE2RWghBCiELrdeYk+Pn5MXbsWJ0yrVabYd20tDTq1q3L7NmzAahVqxZ//fUXAQEB+Pr6vkYUOU96DIQQQhRaGk32H1qtFhsbG53HixKDEiVKUKVKFZ2yypUrc+vWLQCcnZ0BuHv3rk6du3fvqtucnZ2JjIzU2Z6SksLDhw/VOjlBEgMhhBCFlhGabD+yomHDhoSGhuqUXb58GVdXVwDc3d1xdnZm9+7d6vaYmBiOHj2Kl5cXAF5eXkRFRXHy5Em1zp49e0hLS6NevXrZfQn0yKUEIYQQhVZerW80ZswYGjRowOzZs+natSvHjh1j+fLlLF++/P/j0DB69GhmzpxJ+fLlcXd3Z8qUKbi4uNCpUyfgaQ9D69atGTRoEAEBASQnJzN8+HC6d++eYzMSQBIDIYQQIte98cYbrF+/Hj8/P2bMmIG7uzsLFy6kZ8+eap2PPvqIuLg4Bg8eTFRUFI0aNWL79u2Ym5urdQIDAxk+fDgtW7bEyMiILl26sHjx4hyNVdYxEP95so5B4SLrGBQuub2OwZa/Il9d6QXaVXN6daX/IOkxEEIIUWjJrRL0SWIghBCi0MrqIMLCQBIDIYQQhZb0GOiTxEAIIUShJYmBPlnHQAghhBAq6TEQQghRaGlkjIEeSQyEEEIUWkaSF+iRxEAIIUShJT0G+iQxEEIIUWjJ4EN9MvhQCCGEECrpMRBCCFFoyaUEfZIYCCGEKLRk8KE+SQyEEEIUWtJjoE8SAyGEEIWWDD7UJ4mBEEKIQkvyAn0yK0EIIYQQKukxEEIIUWgZybUEPZIYCCGEKLQkLdAniYEQQojCSzIDPZIYCCGEKLRkuqK+fDP48ODBg/Tq1QsvLy9u374NwJo1azh06JCBIxNCCFFQaTTZfxRU+SIx+O233/Dx8cHCwoLTp0+TmJgIQHR0NLNnzzZwdEIIIUThkS8Sg5kzZxIQEMCKFSswNTVVyxs2bMipU6cMGJkQQoiCTPMaj4IqX4wxCA0NpUmTJnrltra2REVF5X1AQgghCoeC/AmfTfmix8DZ2ZmrV6/qlR86dIiyZcsaICIhhBCFgeY1/hVU+SIxGDRoEKNGjeLo0aNoNBru3LlDYGAg48ePZ+jQoYYOTwghRAElgw/15YvEYNKkSfTo0YOWLVsSGxtLkyZNGDhwIB988AEjRowwdHhCCCEKKEOMMfj888/RaDSMHj1aLUtISGDYsGEULVoUa2trunTpwt27d3X2u3XrFu3atcPS0hInJycmTJhASkrKa0SSsXwxxkCj0fDJJ58wYcIErl69SmxsLFWqVMHa2trQoQkhhBA55vjx43zzzTdUr15dp3zMmDFs2bKFX375BVtbW4YPH07nzp05fPgwAKmpqbRr1w5nZ2eOHDlCeHg4ffr0wdTUNMdn7+WLHoMffviB+Ph4zMzMqFKlCm+++aYkBUIIIXJfHnYZxMbG0rNnT1asWIG9vb1aHh0dzf/+9z/mz59PixYtqFOnDitXruTIkSP8+eefAOzcuZMLFy7www8/ULNmTdq0acNnn33G0qVLSUpKyv75ZyBfJAZjxozBycmJHj16sHXrVlJTUw0dkhBCiELgdQYfJiYmEhMTo/NIX4cnI8OGDaNdu3Z4e3vrlJ88eZLk5GSd8kqVKlGmTBmCg4MBCA4OxtPTk+LFi6t1fHx8iImJ4fz58zn6muSLxCA8PJyffvoJjUZD165dKVGiBMOGDePIkSOGDk0IIUQB9jqDD/39/bG1tdV5+Pv7Z3icn376iVOnTmW4PSIiAjMzM+zs7HTKixcvTkREhFrn2aQgfXv6tpyUL8YYmJiY0L59e9q3b098fDzr169n7dq1NG/enFKlSnHt2jVDhyiEEKIAep1BhH5+fowdO1anTKvV6tX7+++/GTVqFEFBQZibm7/GEfNGvkgMnmVpaYmPjw+PHj3i5s2bXLx40dAhCSGEKKheIzPQarUZJgLPO3nyJJGRkdSuXVstS01N5cCBA3z11Vfs2LGDpKQkoqKidHoN7t69i7OzM/B0vZ9jx47ptJs+ayG9Tk7JF5cSAOLj4wkMDKRt27aULFmShQsX8s477+T4tRMhhBAiL7Vs2ZJz584REhKiPurWrUvPnj3Vn01NTdm9e7e6T2hoKLdu3cLLywsALy8vzp07R2RkpFonKCgIGxsbqlSpkqPx5oseg+7du7N582YsLS3p2rUrU6ZMUV8MIYQQIrfkxQqGRYoUoVq1ajplVlZWFC1aVC0fMGAAY8eOxcHBARsbG0aMGIGXlxf169cHoFWrVlSpUoXevXszd+5cIiIimDx5MsOGDctUr0VW5IvEwNjYmJ9//hkfHx+MjY0NHY4QQohCIr+sYLhgwQKMjIzo0qULiYmJ+Pj48PXXX6vbjY2N2bx5M0OHDsXLywsrKyt8fX2ZMWNGjseiURRFyfFWDSwh5xeCEvnYtgs5OyJX5G+rj/1j6BBEHtowsG6utv/XP7HZ3rdaqYK53o7BegwWL17M4MGDMTc3Z/HixS+tO3LkyDyKKv9btnQJAV9/pVPm5u7OH5u3A/D3rVvM+3IOIadOkpSURMNGjZn08RSKFitmiHBFFkU/uMe2wG+4fPooSYkJFHUuyXvDJlGqXCUAFEUhaN13HN+9mSdxsbhV8qTToLEUK1FKbWPPb2u4dCqY8BtXMTYxZdrqLYY6HfGMKs7WvFPdmXJFLXGwMsM/6CpHb0bp1Hm/tgtvVSqGlZkJl+7GEnD4JuExT+fFO1mb0bVWCTxdbLCzMOVRfBL7rj7k15BwUtL+/X5Xs6QN79dxoYydBUmpaVyIiGXl0b+JjM3ZRXAKjHzSY5CfGCwxWLBgAT179sTc3JwFCxa8sJ5Go5HE4DnlPMqz/NuV6nNjk6eXX+Lj4xkyuD8VKlZixXerAVi6ZBEjhg3hhx9/xsgo34w1FRmIj33MsinDKVe1Jv0+nouVjR33I/7BwqqIWmf/Hz9yZNvvvDfcDwenEuz86X98N3M8YxasxtTs6XXG1JRkPL2aUaZCVU7s2Wqo0xHPMTcxIuxBPLtC7+P3lofe9neqO9O+qhOL9t/gbmwiPeq48GnrCoz47S+SUxVK2pmj0WhYdugm4TEJlLG3YFhjN8xNjFj1/70oTtZmfPyWBxv/usuCvWFYmhnTv35pJnqXY9wGmeGVkYJ8l8TsMlhiEBYWluHP4tVMjI0p5uioVx5y+hR3bt9m3a8b1CWlP5s9h8Zeb3Ds6J/U92qQ16GKLNi/YS12RR15b5ifWuZQvIT6s6IoHN7yCy269KbqG40A6Db8Y2YOeocLxw9Ro2FLAN7q1h+AE3u35WH04lVO/RPDqX9iXri9QzUnfg4J59itKAAW7bvBqp41qOdqx6Hrjzj9Twynn9n/7uMkNpyNoHVlJzUxKFfMCiMjCDxxm/Q+hD/OReD3lgfGGg2pBe/KscgF+eIr5IwZM4iPj9crf/LkSa4MrPivu3nrJt7NGtHWpyV+H40j/M4dAJKSktBoNJiZmal1tVotRkZGnD510lDhiky6eOIwJctVInDeVD4b0JFFEwZwbNcmdfvDyHAeRz3Ew7OOWmZuZU1pj8rcDJVpvf9lxYuY4WBpxtnb/37wxyencvleHBWdXnwd29LMmNjEfwdVXbsfh6JAywrFMNKApakxzTyKcvZ2jCQFLyC3XdaXLxKD6dOnExurPwAkPj6e6dOnv3TfrK5V/V/nWb06n83y5+tvvuWTKdO4ffs2/fr0JC4uluo1amJhYcHCeV/w5MkT4uPjmffFHFJTU7l3756hQxev8DAynKM7/6BoiVL0n/wF9Vt1ZON3izm57+n4kdiohwBY2zno7GdtZ69uE/9NdhamAEQ90R05Hf0kGXtL0wz3cbbR0q6qEzsu/fu3HRmbxLRtl+n1Rkl+6VeHtb61KGplxhd7rude8P9xhrjtcn6XLxIDRVHQZJB+nTlzBgcHhwz2+FdGa1V/MSfjtaoLgkaNm9LKpw0VKlaiYaPGfLVsOY8fx7Bj+zYcHBz4Yv4i9u/fi9cbtWhUvy6PH8dQuUpVjIwK8q9xwaCkpeHiXp7WPQZT0r0C9d56mze923N05x+GDk3kMw6WpnzqU54jYY8ICr2vlttZmPBhYzf2XnnA+D8u8PHmS6SkKXzUspwBo83nJDPQY9B1DOzt7dFoNGg0GipUqKCTHKSmphIbG8uQIUNe2kZGa1Urxjm72EN+ZmNjg6urG3/fugVAg4aN2LJ9F48ePcTY2AQbGxtaNGlIqTZtDRypeJUi9kVxKuWmU+ZU0pW//jwA/NtTEBv1EBv7omqd2KhHlHDTH8wm/juiniQDTz/YH/3/zwC2FqaEPdC9zGpvacpn7SpyKTKWrw/e1NnWtooT8UmpOlM6F+y9zv961KCCoxWX78Xl4ln8N8ngQ30GTQwWLlyIoij079+f6dOnY2trq24zMzPDzc3tlSsgZrRWdWFaxyA+Lo6///6bdm/rDka0t3/6IXL0z2AePnxAs+YtDBGeyALXitW4f+eWTtm98H+wc3x6BzUHpxIUsXPg6l+ncHEvD0BCfBx/X71IfZ+OeR6vyDl3HyfxMD6J6iVtCHv4BAALUyMqOFqx/eK/S+A6/H9ScO1+HEsO3OD5UQNaEyOeX5omfSZjQb4m/jrkddFn0MTA19cXAHd3dxo0aICpacbX0sS/5n0xh6bNmlPCxYV7kZEsW7oEY2Mj2rRtD8CG9b9Rtmw57O0dOHPmNHP9Z9OrT1/c3MsaOHLxKo3av8eyycPY+/saPL2a88/VixzbtYnOH4wHnk7dbdjuPfb89j3FnEvh4OTMznXfYWNflCr/P0sBIOreXeJjY4i6f5e0tFTuhF0BoKhzSbQWlgY5N/F0umIJm3+/xDgV0eLuYMHjxFTuxyWx6a9I3qtZgjvRCUQ+TqJHHRcexierax04WJoys11F7sUmseroP9iY//vfd/rYhBO3oulQrThda5Xg4LWHWJga06tuSSIfJ+r1PAjxIgZb+TAmJgYbGxv155dJr5dZBbnH4KPxYzh14jhRUVHYOzhQq3YdRowcQ+kyZQBYOP9LNm5YT3R0NC4lS/Je1+709u2b4RiOgqIgrXx48eQRtgcu50HEbeydnGncvitvendQt6cvcHRs12YS4p8ucNRx4BgcXUqrdX7+yp9T+7frtT1o2kLKVa2VJ+eRm/6rKx9WK1GEme0q6pXvuXyfxQduAE8XOGpVyRErM2Mu3o3lm8M3ufP/Cxy1KF+UkU3dM2y707cn1J8blbXnnerOuNiak5iSRmhkLN8fu83t6IScP6k8kNsrH16OyH7CVMG5YCbaBksMjI2NCQ8Px8nJCSMjoww/uNIHJaampmap7YKcGAh9BSkxEK/2X00MRPbkemJw9zUSg+IFMzEw2KWEPXv2qDMO9u7da6gwhBBCFGIy+FCfwRKDpk2bZvizEEIIkVcK8FXWbMsX6xhs376dQ4cOqc+XLl1KzZo16dGjB48ePTJgZEIIIQoyWcZAX75IDCZMmKAOQDx37hxjx46lbdu2hIWF6a1RIIQQQojcY9DpiunCwsKoUqUKAL/99hsdOnRg9uzZnDp1irZtZWEeIYQQuaQgf/XPpnzRY2BmZqbeRGnXrl20atUKAAcHh1dOZRRCCCGyS/Ma/wqqfNFj0KhRI8aOHUvDhg05duwY69atA+Dy5cuUKlXKwNEJIYQoqGTwob580WPw1VdfYWJiwq+//sqyZcsoWbIkANu2baN169YGjk4IIURBJYMP9eWLHoMyZcqwefNmvfIFCxYYIBohhBCFRkH+hM+mfJEYwNO7KW7YsIGLFy8CULVqVd5++22MjY0NHJkQQghReOSLxODq1au0bduW27dvU7Hi07XE/f39KV26NFu2bKFcObmXuBBCiJxXkAcRZle+GGMwcuRIypUrx99//82pU6c4deoUt27dwt3dnZEjRxo6PCGEEAWURpP9R0GVL3oM9u/fz59//qneOwGgaNGifP755zRs2NCAkQkhhCjICvDne7bli8RAq9Xy+PFjvfLY2FjMzMwMEJEQQojCoCB/88+ufHEpoX379gwePJijR4+iKAqKovDnn38yZMgQ3n77bUOHJ4QQosCSCYvPyxeJweLFi/Hw8KBBgwaYm5tjbm5Ow4YN8fDwYNGiRYYOTwghhCg0DJoYpKWlMWfOHNq1a8ft27fp1KkTv/zyC7/++iuhoaGsX78eW1tbQ4YohBCiAMurwYf+/v688cYbFClSBCcnJzp16kRoaKhOnYSEBIYNG0bRokWxtramS5cu3L17V6fOrVu3aNeuHZaWljg5OTFhwgRSUlJe92XQYdDEYNasWXz88cdYW1tTsmRJtm7dyoYNG+jQoQMeHh6GDE0IIUQhkFcXEvbv38+wYcP4888/CQoKIjk5mVatWhEXF6fWGTNmDJs2beKXX35h//793Llzh86dO6vbU1NTadeuHUlJSRw5coTVq1ezatUqpk6dmu3zz4hGURQlR1vMgvLlyzN+/Hg++OAD4OkNlNq1a8eTJ08wMsp+zpKQs8mTyOe2XYgwdAgiD60+9o+hQxB5aMPAurnafnh0Urb3LWGb/cHx9+7dw8nJif3799OkSROio6NxdHRk7dq1vPvuuwBcunSJypUrExwcTP369dm2bRvt27fnzp07FC9eHICAgAAmTpzIvXv3cmywvkF7DG7duqVzW2Vvb280Gg137twxYFRCCCEKi9e5u2JiYiIxMTE6j8TExEwdNzo6GkCdpn/y5EmSk5Px9vZW61SqVIkyZcoQHBwMQHBwMJ6enmpSAODj40NMTAznz5/PqZfEsIlBSkoK5ubmOmWmpqYkJycbKCIhhBCFymtcS/D398fW1lbn4e/v/8pDpqWlMXr0aBo2bEi1atUAiIiIwMzMDDs7O526xYsXJyIiQq3zbFKQvj19W04x6DoGiqLQt29ftFqtWpaQkMCQIUOwsrJSy37//XdDhCeEEEK8kJ+fH2PHjtUpe/bz7EWGDRvGX3/9xaFDh3IrtNdi0MTA19dXr6xXr14GiEQIIURh9DqrEWi12kwlAs8aPnw4mzdv5sCBA5QqVUotd3Z2JikpiaioKJ1eg7t37+Ls7KzWOXbsmE576bMW0uvkBIMmBitXrjTk4YUQQhRyebXyoaIojBgxgvXr17Nv3z7c3d11ttepUwdTU1N2795Nly5dAAgNDeXWrVt4eXkB4OXlxaxZs4iMjMTJyQmAoKAgbGxsqFKlSo7Fmi+WRBZCCCEMIa/urjhs2DDWrl3LH3/8QZEiRdQxAba2tlhYWGBra8uAAQMYO3YsDg4O2NjYMGLECLy8vKhfvz4ArVq1okqVKvTu3Zu5c+cSERHB5MmTGTZsWJZ7Ll5GEgMhhBCFVx71GCxbtgyAZs2a6ZSvXLmSvn37ArBgwQKMjIzo0qULiYmJ+Pj48PXXX6t1jY2N2bx5M0OHDsXLywsrKyt8fX2ZMWNGjsZq0HUMcousY1C4yDoGhYusY1C45PY6Bvdjs/+BUcy6YH63zhf3ShBCCCFE/lAw0x0hhBAiE+S2y/okMRBCCFFo5dXgw/8SSQyEEEIUWtJjoE/GGAghhBBCJT0GQgghCi3pMdAnPQZCCCGEUEmPgRBCiEJLBh/qk8RACCFEoSWXEvRJYiCEEKLQkrxAnyQGQgghCi/JDPTI4EMhhBBCqKTHQAghRKElgw/1SWIghBCi0JLBh/okMRBCCFFoSV6gTxIDIYQQhZdkBnokMRBCCFFoyRgDfTIrQQghhBAq6TEQQghRaMngQ30aRVEUQwchXl9iYiL+/v74+fmh1WoNHY7IZfJ+Fy7yfou8JIlBARETE4OtrS3R0dHY2NgYOhyRy+T9Llzk/RZ5ScYYCCGEEEIliYEQQgghVJIYCCGEEEIliUEBodVq+fTTT2VgUiEh73fhIu+3yEsy+FAIIYQQKukxEEIIIYRKEgMhhBBCqCQxEEIIIYRKEoNCys3NjYULFxo6DJEP7du3D41GQ1RUlKFDKfQy+17I37PISZIY5IK+ffui0Wj4/PPPdco3bNiAJo8X5l61ahV2dnZ65cePH2fw4MF5Gkthk1e/Bzdu3ECj0RASEpJjbYqsSX+vNRoNZmZmeHh4MGPGDFJSUl6r3QYNGhAeHo6trS0gf88ib0hikEvMzc2ZM2cOjx49MnQoGXJ0dMTS0tLQYRR4+en3ICkpydAhFGitW7cmPDycK1euMG7cOKZNm8YXX3zxWm2amZnh7Oz8ykRS/p5FTpLEIJd4e3vj7OyMv7//C+scOnSIxo0bY2FhQenSpRk5ciRxcXHq9vDwcNq1a4eFhQXu7u6sXbtWr8tw/vz5eHp6YmVlRenSpfnwww+JjY0FnnZD9uvXj+joaPXbzLRp0wDdrscePXrQrVs3ndiSk5MpVqwY33//PQBpaWn4+/vj7u6OhYUFNWrU4Ndff82BV6pgy4nfA41Gw4YNG3T2sbOzY9WqVQC4u7sDUKtWLTQaDc2aNQOefovt1KkTs2bNwsXFhYoVKwKwZs0a6tatS5EiRXB2dqZHjx5ERkbm3EkXUlqtFmdnZ1xdXRk6dCje3t5s3LiRR48e0adPH+zt7bG0tKRNmzZcuXJF3e/mzZt06NABe3t7rKysqFq1Klu3bgV0LyXI37PIK5IY5BJjY2Nmz57NkiVL+Oeff/S2X7t2jdatW9OlSxfOnj3LunXrOHToEMOHD1fr9OnThzt37rBv3z5+++03li9frvcfuJGREYsXL+b8+fOsXr2aPXv28NFHHwFPuyEXLlyIjY0N4eHhhIeHM378eL1YevbsyaZNm9SEAmDHjh3Ex8fzzjvvAODv78/3339PQEAA58+fZ8yYMfTq1Yv9+/fnyOtVUOXE78GrHDt2DIBdu3YRHh7O77//rm7bvXs3oaGhBAUFsXnzZuDph8Rnn33GmTNn2LBhAzdu3KBv376vd6JCj4WFBUlJSfTt25cTJ06wceNGgoODURSFtm3bkpycDMCwYcNITEzkwIEDnDt3jjlz5mBtba3Xnvw9izyjiBzn6+urdOzYUVEURalfv77Sv39/RVEUZf369Ur6Sz5gwABl8ODBOvsdPHhQMTIyUp48eaJcvHhRAZTjx4+r269cuaIAyoIFC1547F9++UUpWrSo+nzlypWKra2tXj1XV1e1neTkZKVYsWLK999/r25///33lW7duimKoigJCQmKpaWlcuTIEZ02BgwYoLz//vsvfzEKsZz4PVAURQGU9evX69SxtbVVVq5cqSiKooSFhSmAcvr0ab3jFy9eXElMTHxpnMePH1cA5fHjx4qiKMrevXsVQHn06FEWz7jweva9TktLU4KCghStVqt06tRJAZTDhw+rde/fv69YWFgoP//8s6IoiuLp6alMmzYtw3affy/k71nkBRNDJSSFxZw5c2jRooVeZn/mzBnOnj1LYGCgWqYoCmlpaYSFhXH58mVMTEyoXbu2ut3DwwN7e3uddnbt2oW/vz+XLl0iJiaGlJQUEhISiI+Pz/Q1RxMTE7p27UpgYCC9e/cmLi6OP/74g59++gmAq1evEh8fz1tvvaWzX1JSErVq1crS61FYZff3oHLlyq91XE9PT8zMzHTKTp48ybRp0zhz5gyPHj0iLS0NgFu3blGlSpXXOl5htnnzZqytrUlOTiYtLY0ePXrQuXNnNm/eTL169dR6RYsWpWLFily8eBGAkSNHMnToUHbu3Im3tzddunShevXq2Y5D/p7F65LEIJc1adIEHx8f/Pz8dLprY2Nj+eCDDxg5cqTePmXKlOHy5cuvbPvGjRu0b9+eoUOHMmvWLBwcHDh06BADBgwgKSkpS4ORevbsSdOmTYmMjCQoKAgLCwtat26txgqwZcsWSpYsqbOfrN2eOdn9PYCnYwyU51YuT++GfhUrKyud53Fxcfj4+ODj40NgYCCOjo7cunULHx8fGZz4mpo3b86yZcswMzPDxcUFExMTNm7c+Mr9Bg4ciI+PD1u2bGHnzp34+/szb948RowYke1Y5O9ZvA5JDPLA559/Ts2aNdXBXwC1a9fmwoULeHh4ZLhPxYoVSUlJ4fTp09SpUwd4muk/O7r95MmTpKWlMW/ePIyMng4X+fnnn3XaMTMzIzU19ZUxNmjQgNKlS7Nu3Tq2bdvGe++9h6mpKQBVqlRBq9Vy69YtmjZtmrWTF6rs/B7A0xHn4eHh6vMrV64QHx+vPk/vEcjM+3zp0iUePHjA559/TunSpQE4ceJEls9F6LOystJ7HytXrkxKSgpHjx6lQYMGADx48IDQ0FCd3pnSpUszZMgQhgwZgp+fHytWrMgwMZC/Z5EXJDHIA56envTs2ZPFixerZRMnTqR+/foMHz6cgQMHYmVlxYULFwgKCuKrr76iUqVKeHt7M3jwYJYtW4apqSnjxo3DwsJCnbrk4eFBcnIyS5YsoUOHDhw+fJiAgACdY7u5uREbG8vu3bupUaMGlpaWL+xJ6NGjBwEBAVy+fJm9e/eq5UWKFGH8+PGMGTOGtLQ0GjVqRHR0NIcPH8bGxgZfX99ceNUKnuz8HgC0aNGCr776Ci8vL1JTU5k4caL6nzyAk5MTFhYWbN++nVKlSmFubq7Oe39emTJlMDMzY8mSJQwZMoS//vqLzz77LHdPvBArX748HTt2ZNCgQXzzzTcUKVKESZMmUbJkSTp27AjA6NGjadOmDRUqVODRo0fs3bv3hZeQ5O9Z5AkDj3EokJ4diJQuLCxMMTMzU559yY8dO6a89dZbirW1tWJlZaVUr15dmTVrlrr9zp07Sps2bRStVqu4uroqa9euVZycnJSAgAC1zvz585USJUooFhYWio+Pj/L999/rDRwbMmSIUrRoUQVQPv30U0VRdAcrpbtw4YICKK6urkpaWprOtrS0NGXhwoVKxYoVFVNTU8XR0VHx8fFR9u/f/3ovVgGWU78Ht2/fVlq1aqVYWVkp5cuXV7Zu3aoz+FBRFGXFihVK6dKlFSMjI6Vp06YvPL6iKMratWsVNzc3RavVKl5eXsrGjRt1Bi/K4MOse9FrrSiK8vDhQ6V3796Kra2t+nd6+fJldfvw4cOVcuXKKVqtVnF0dFR69+6t3L9/X1GUjN8L+XsWuU1uu/wf8s8//1C6dGl27dpFy5YtDR2OEEKIAkgSg3xsz549xMbG4unpSXh4OB999BG3b9/m8uXLOl3JQgghRE6RMQb5WHJyMh9//DHXr1+nSJEiNGjQgMDAQEkKhBBC5BrpMRBCCCGESpZEFkIIIYRKEgMhhBBCqCQxEEIIIYRKEgMhhBBCqCQxEEIIIYRKEgMhckDfvn3p1KmT+rxZs2aMHj06z+PYt28fGo2GqKioXDvG8+eaHXkRpxAieyQxEAVW37590Wg0aDQazMzM8PDwYMaMGaSkpOT6sX///fdM34Mgrz8k3dzcWLhwYZ4cSwjx3yMLHIkCrXXr1qxcuZLExES2bt3KsGHDMDU1xc/PT69uUlKSeqfC1+Xg4JAj7QghRF6THgNRoGm1WpydnXF1dWXo0KF4e3uzceNG4N8u8VmzZuHi4qLeDvnvv/+ma9eu2NnZ4eDgQMeOHblx44baZmpqKmPHjsXOzo6iRYvy0Ucf8fw6Yc9fSkhMTGTixImULl0arVaLh4cH//vf/7hx4wbNmzcHwN7eHo1GQ9++fQFIS0vD398fd3d3LCwsqFGjBr/++qvOcbZu3UqFChWwsLCgefPmOnFmR2pqKgMGDFCPWbFiRRYtWpRh3enTp+Po6IiNjQ1DhgwhKSlJ3ZaZ2J918+ZNOnTogL29PVZWVlStWpWtW7e+1rkIIbJHegxEoWJhYcGDBw/U57t378bGxoagoCDg6TLUPj4+eHl5cfDgQUxMTJg5cyatW7fm7NmzmJmZMW/ePFatWsV3331H5cqVmTdvHuvXr6dFixYvPG6fPn0IDg5m8eLF1KhRg7CwMO7fv0/p0qX57bff6NKlC6GhodjY2GBhYQGAv78/P/zwAwEBAZQvX54DBw7Qq1cvHB0dadq0KX///TedO3dm2LBhDB48mBMnTjBu3LjXen3S0tIoVaoUv/zyC0WLFuXIkSMMHjyYEiVK0LVrV53XzdzcnH379nHjxg369etH0aJFmTVrVqZif96wYcNISkriwIED6q2nra2tX+tchBDZZMA7OwqRq569FW5aWpoSFBSkaLVaZfz48er24sWLK4mJieo+a9asUSpWrKhzm9rExETFwsJC2bFjh6IoilKiRAll7ty56vbk5GSlVKlSOrfdbdq0qTJq1ChFURQlNDRUAZSgoKAM48zo1roJCQmKpaWlcuTIEZ26AwYMUN5//31FURTFz89PqVKlis72iRMnvvKWyRndovdlhg0bpnTp0kV97uvrqzg4OChxcXFq2bJlyxRra2slNTU1U7E/f86enp7KtGnTMh2TECL3SI+BKNA2b96MtbU1ycnJpKWl0aNHD6ZNm6Zu9/T01BlXcObMGa5evUqRIkV02klISODatWtER0cTHh5OvXr11G0mJibUrVtX73JCupCQEIyNjTP8pvwiV69eJT4+nrfeekunPCkpiVq1agFw8eJFnTgAvLy8Mn2MF1m6dCnfffcdt27d4smTJyQlJVGzZk2dOjVq1MDS0lLnuLGxsfz999/Exsa+MvbnjRw5kqFDh7Jz5068vb3p0qUL1atXf+1zEUJknSQGokBr3rw5y5Ytw8zMDBcXF0xMdH/lraysdJ7HxsZSp04dAgMD9dpydHTMVgzplwayIjY2FoAtW7ZQsmRJnW1arTZbcWTGTz/9xPjx45k3bx5eXl4UKVKEL774gqNHj2a6jezEPnDgQHx8fNiyZQs7d+7E39+fefPmMWLEiOyfjBAiWyQxEAWalZUVHh4ema5fu3Zt1q1bh5OTEzY2NhnWKVGiBEePHqVJkyYApKSkcPLkSWrXrp1hfU9PT9LS0ti/fz/e3t5629N7LFJTU9WyKlWqoNVquXXr1gt7GipXrqwOpEz3559/vvokX+Lw4cM0aNCADz/8UC27du2aXr0zZ87w5MkTNen5888/sba2pnTp0jg4OLwy9oyULl2aIUOGMGTIEPz8/FixYoUkBkIYgMxKEOIZPXv2pFixYnTs2JGDBw8SFhbGvn37GDlyJP/88w8Ao0aN4vPPP2fDhg1cunSJDz/88KVrELi5ueHr60v//v3ZsGGD2ubPP/8MgKurKxqNhs2bN3Pv3j1iY2MpUqQI48ePZ8yYMaxevZpr165x6tQplixZwurVqwEYMmQIV65cYcKECYSGhrJ27VpWrVqVqfO8ffs2ISEhOo9Hjx5Rvnx5Tpw4wY4dO7h8+TJTpkzh+PHjevsnJSUxYMAALly4wNatW/n0008ZPnw4RkZGmYr9eaNHj2bHjh2EhYVx6tQp9u7dS+XKlTN1LkKIHGboQQ5C5JZnBx9mZXt4eLjSp08fpVixYopWq1XKli2rDBo0SImOjlYU5elgw1GjRik2NjaKnZ2dMnbsWKVPnz4vHHyoKIry5MkTZcyYMUqJEiUUMzMzxcPDQ/nuu+/U7TNmzFCcnZ0VjUaj+Pr6KorydMDkwoULlYoVKyqmpqaKo6Oj4uPjo+zfv1/db9OmTYqHh4ei1WqVxo0bK999912mBh8Ceo81a9YoCQkJSt++fRVbW1vFzs5OGTp0qDJp0iSlRo0aeq/b1KlTlaJFiyrW1tbKoEGDlISEBLXOq2J/fvDh8OHDlXLlyilarVZxdHRUevfurdy/f/+F5yCEyD0aRXnBiCkhhBBCFDpyKUEIIYQQKkkMhBBCCKGSxEAIIYQQKkkMhBBCCKGSxEAIIYQQKkkMhBBCCKGSxEAIIYQQKkkMhBBCCKGSxEAIIYQQKkkMhBBCCKGSxEAIIYQQqv8DCd8wNvTxgzEAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Logistic Regression Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " negative 0.71 0.58 0.64 1572\n",
+ " neutral 0.63 0.75 0.68 2236\n",
+ " positive 0.77 0.71 0.74 1688\n",
+ "\n",
+ " accuracy 0.69 5496\n",
+ " macro avg 0.70 0.68 0.69 5496\n",
+ "weighted avg 0.69 0.69 0.69 5496\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVM Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " negative 0.72 0.58 0.64 1572\n",
+ " neutral 0.64 0.77 0.70 2236\n",
+ " positive 0.79 0.71 0.75 1688\n",
+ "\n",
+ " accuracy 0.70 5496\n",
+ " macro avg 0.72 0.69 0.70 5496\n",
+ "weighted avg 0.71 0.70 0.70 5496\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Random Forest Classification Report:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " negative 0.74 0.60 0.66 1572\n",
+ " neutral 0.67 0.73 0.70 2236\n",
+ " positive 0.73 0.77 0.75 1688\n",
+ "\n",
+ " accuracy 0.71 5496\n",
+ " macro avg 0.71 0.70 0.70 5496\n",
+ "weighted avg 0.71 0.71 0.70 5496\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Initialize lists to store evaluation results\n",
+ "model_names = []\n",
+ "accuracies = []\n",
+ "\n",
+ "# Prepare y labels for ROC AUC (one-hot encoded for multi-class ROC AUC)\n",
+ "y_test_binarized = label_binarize(y_test, classes=[0, 1, 2])\n",
+ "\n",
+ "# Set up a figure for plotting ROC curves\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "\n",
+ "# Loop through each model\n",
+ "for model_name, model in models.items():\n",
+ " # Train the model\n",
+ " model.fit(X_train_tfidf, y_train)\n",
+ " \n",
+ " # Predict the labels and calculate accuracy\n",
+ " y_pred = model.predict(X_test_tfidf)\n",
+ " accuracy = accuracy_score(y_test, y_pred)\n",
+ " \n",
+ " # Check if the model has predict_proba or decision_function attribute for ROC AUC calculation\n",
+ " if hasattr(model, \"predict_proba\"):\n",
+ " y_pred_proba = model.predict_proba(X_test_tfidf)\n",
+ " elif hasattr(model, \"decision_function\"):\n",
+ " y_pred_proba = model.decision_function(X_test_tfidf)\n",
+ " else:\n",
+ " y_pred_proba = None\n",
+ "\n",
+ " # Append accuracy and model name\n",
+ " model_names.append(model_name)\n",
+ " accuracies.append(accuracy)\n",
+ "\n",
+ " # Print classification report\n",
+ " print(f\"\\n{model_name} Classification Report:\\n\", classification_report(y_test, y_pred))\n",
+ "\n",
+ " # Plot Confusion Matrix\n",
+ " plt.figure(figsize=(6, 4))\n",
+ " sns.heatmap(confusion_matrix(y_test, y_pred), annot=True, fmt=\"d\", cmap=\"Blues\",\n",
+ " xticklabels=['Negative', 'Neutral', 'Positive'],\n",
+ " yticklabels=['Negative', 'Neutral', 'Positive'])\n",
+ " plt.title(f'Confusion Matrix for {model_name}')\n",
+ " plt.xlabel('Predicted Labels')\n",
+ " plt.ylabel('True Labels')\n",
+ " plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Different Models Comparison"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:22:49.922105Z",
+ "iopub.status.busy": "2024-11-10T03:22:49.921560Z",
+ "iopub.status.idle": "2024-11-10T03:22:50.133748Z",
+ "shell.execute_reply": "2024-11-10T03:22:50.132720Z",
+ "shell.execute_reply.started": "2024-11-10T03:22:49.922057Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1765: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
+ " order = pd.unique(vector)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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Xrl07ValSRe+9955WrVqVbfrZs2f11ltvSZJq1qypEiVKaNy4cUpLS7P1+fHHH5WQkJDjSIo3avz48bp48aLt+Weffaa///7b9rrLaV+mp6fn6d8jJ1cOC+/q6qrKlSvLGKOLFy/KxcVFTzzxhObPn2932WBycrLth6Z9fHxuqAYAyA+ccQKAG5DbpXKXa9mypZo2baq33npL+/btU9WqVfXzzz9r/vz5eu2112z3NIWEhKhTp0769NNPdebMGdWrV0/x8fHatWtXtmUOGzZMixcvVmhoqHr06KHKlSvr1KlTWr9+vRYtWqRTp05d8zasXr1au3btynU459KlS6t69eqaNm2a+vbtq8jISP33v/9VTEyM1qxZo4YNGyo1NVWLFi3SK6+8olatWqlp06Z6/vnnNWbMGO3cudN22dyvv/6qpk2b2tb1wgsvaNiwYXrhhRdUs2ZNLVu2TDt27Ljm2n18fNSoUSONGDFCFy9eVOnSpfXzzz/neJZk6NCh+vnnn9W4cWO9+OKLqlSpko4ePapZs2Zp+fLldpdaRkZGasyYMVq8eLGGDx9+TbUULFhQc+bMUVhYmBo1aqQOHTqofv36KliwoLZt26bp06erSJEieu+991SwYEENHz5cUVFRaty4sTp16qTk5GR99NFHCg4O1uuvv37N++Bapaen67HHHlOHDh2UmJioTz/9VA0aNNDTTz8tSapXr56KFCmiLl26qFevXnJyctKXX355w5e/PfHEEwoICFD9+vXl7++vhIQEffLJJ2rRooXtDOy7776rhQsXqkGDBnrllVdUoEABff7550pLS9OIESNueNsBIF84ZCw/ALgDXT4c+dVcORy5McacPXvWvP7666ZUqVKmYMGCpnz58ub999+3G1LZGGP++usv06tXL1OsWDHj5eVlWrZsaQ4ePJhtiGljLg0f3rNnTxMYGGgKFixoAgICzGOPPWbGjx9v63Mtw5G/+uqrRpLdUNBXGjhwoJFkNm3aZIy5NGz1W2+9ZR544AHbutu1a2e3jL///tu8//77pmLFisbV1dUUL17cNG/e3Kxbt87W5/z586Z79+7G19fXFCpUyHTo0MEcO3Ys1+HIjx8/nq22Q4cOmTZt2pjChQsbX19f0759e3PkyJEc99n+/ftNZGSkKV68uHFzczNlypQxPXv2NGlpadmW+9BDDxlnZ2dz6NChXPdLTv7880/Tv39/U6VKFePp6Wnc3d3Nww8/bPr162eOHj1q1zcuLs5Uq1bNuLm5maJFi5rOnTtnW1+XLl2Ml5dXtvU0btw4x2G+r3z9Zb1uly5dal588UVTpEgR4+3tbTp37mxOnjxpN++KFStMnTp1jIeHhylVqpT5z3/+Y3766ScjySxevNhy3VnTLh+O/PPPPzeNGjUyxYoVM25ubqZs2bKmT58+5syZM3bzrV+/3oSHhxtvb2/j6elpmjZtalauXGnXJ7f34OLFi7PVCAD5zckY7qQEAOBK1apVU9GiRRUfH+/oUm7IlClTFBUVpbVr1+Y4FDsA4NpwjxMAAFf4/ffftXHjRkVGRjq6FADAbYJ7nAAA+P+2bt2qdevW6cMPP1TJkiUVERHh6JIAALcJzjgBAPD/ff3114qKitLFixc1Y8YMubu7O7okAMBtgnucAAAAAMACZ5wAAAAAwALBCQAAAAAs3HODQ2RmZurIkSMqVKiQnJycHF0OAAAAAAcxxujs2bMqVaqUnJ2vfk7pngtOR44cUWBgoKPLAAAAAHCbOHjwoO67776r9rnnglOhQoUkXdo5Pj4+Dq4GAAAAgKOkpKQoMDDQlhGu5p4LTlmX5/n4+BCcAAAAAFzTLTwMDgEAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGDhtghOY8eOVXBwsNzd3RUaGqo1a9bk2rdJkyZycnLK9mjRosUtrBgAAADAvaSAowuIi4tTTEyMxo0bp9DQUI0ePVrh4eFKTExUiRIlsvWfM2eO0tPTbc9PnjypqlWrqn379reybAAAAFxh0LJuji4B94gBjSbd8nU6/IzTyJEj1aNHD0VFRaly5coaN26cPD09NWlSzjujaNGiCggIsD0WLlwoT09PghMAAACAm8ahwSk9PV3r1q1TWFiYrc3Z2VlhYWFatWrVNS1j4sSJ6tixo7y8vHKcnpaWppSUFLsHAAAAAOSFQ4PTiRMnlJGRIX9/f7t2f39/JSUlWc6/Zs0abd26VS+88EKufWJjY+Xr62t7BAYG3nDdAAAAAO4tDr/H6UZMnDhRVapUUe3atXPt069fP8XExNiep6SkEJ4AAPmu5rh3HF0C7hG//2uIo0sA7kkODU5+fn5ycXFRcnKyXXtycrICAgKuOm9qaqpmzpypwYMHX7Wfm5ub3NzcbrhWAAAAAPcuh16q5+rqqho1aig+Pt7WlpmZqfj4eNWtW/eq886aNUtpaWl67rnnbnaZAAAAAO5xDr9ULyYmRl26dFHNmjVVu3ZtjR49WqmpqYqKipIkRUZGqnTp0oqNjbWbb+LEiWrdurWKFSvmiLIBAAAA3EMcHpwiIiJ0/Phx9e/fX0lJSQoJCdGCBQtsA0YcOHBAzs72J8YSExO1fPly/fzzz44oGQAAAMA9xuHBSZKio6MVHR2d47QlS5Zka6tQoYKMMTe5KgAAAAC4xOE/gAsAAAAAtzuCEwAAAABYuC0u1QNwZwuN4TdFcGusHslvJQEAHIMzTgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYKOLqAu0GLlgMcXQLuEd9/O8jRJQAAANyTOOMEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYcHpzGjh2r4OBgubu7KzQ0VGvWrLlq/9OnT6tnz54qWbKk3Nzc9OCDD+qHH364RdUCAAAAuBcVcOTK4+LiFBMTo3Hjxik0NFSjR49WeHi4EhMTVaJEiWz909PT9fjjj6tEiRL6+uuvVbp0ae3fv1+FCxe+9cUDAAAAuGc4NDiNHDlSPXr0UFRUlCRp3Lhx+v777zVp0iS98cYb2fpPmjRJp06d0sqVK1WwYEFJUnBw8K0sGQAAAMA9yGGX6qWnp2vdunUKCwv7pxhnZ4WFhWnVqlU5zvPNN9+obt266tmzp/z9/fXwww9r6NChysjIyHU9aWlpSklJsXsAAAAAQF44LDidOHFCGRkZ8vf3t2v39/dXUlJSjvPs2bNHX3/9tTIyMvTDDz/onXfe0Ycffqh333031/XExsbK19fX9ggMDMzX7QAAAABw93P44BB5kZmZqRIlSmj8+PGqUaOGIiIi9NZbb2ncuHG5ztOvXz+dOXPG9jh48OAtrBgAAADA3cBh9zj5+fnJxcVFycnJdu3JyckKCAjIcZ6SJUuqYMGCcnFxsbVVqlRJSUlJSk9Pl6ura7Z53Nzc5Obmlr/FAwAAALinOOyMk6urq2rUqKH4+HhbW2ZmpuLj41W3bt0c56lfv7527dqlzMxMW9uOHTtUsmTJHEMTAAAAAOQHh16qFxMTowkTJmjq1KlKSEjQyy+/rNTUVNsoe5GRkerXr5+t/8svv6xTp06pd+/e2rFjh77//nsNHTpUPXv2dNQmAAAAALgHOHQ48oiICB0/flz9+/dXUlKSQkJCtGDBAtuAEQcOHJCz8z/ZLjAwUD/99JNef/11PfLIIypdurR69+6tvn37OmoTAAAAANwDHBqcJCk6OlrR0dE5TluyZEm2trp16+q33367yVUBAAAAwD/uqFH1AAAAAMARCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYOG2CE5jx45VcHCw3N3dFRoaqjVr1uTad8qUKXJycrJ7uLu738JqAQAAANxrHB6c4uLiFBMTowEDBmj9+vWqWrWqwsPDdezYsVzn8fHx0dGjR22P/fv338KKAQAAANxrHB6cRo4cqR49eigqKkqVK1fWuHHj5OnpqUmTJuU6j5OTkwICAmwPf3//W1gxAAAAgHuNQ4NTenq61q1bp7CwMFubs7OzwsLCtGrVqlznO3funIKCghQYGKhWrVpp27ZtufZNS0tTSkqK3QMAAAAA8sKhwenEiRPKyMjIdsbI399fSUlJOc5ToUIFTZo0SfPnz9dXX32lzMxM1atXT4cOHcqxf2xsrHx9fW2PwMDAfN8OAAAAAHc3h1+ql1d169ZVZGSkQkJC1LhxY82ZM0fFixfX559/nmP/fv366cyZM7bHwYMHb3HFAAAAAO50BRy5cj8/P7m4uCg5OdmuPTk5WQEBAde0jIIFC6patWratWtXjtPd3Nzk5uZ2w7UCAAAAuHc59IyTq6uratSoofj4eFtbZmam4uPjVbdu3WtaRkZGhrZs2aKSJUverDIBAAAA3OMcesZJkmJiYtSlSxfVrFlTtWvX1ujRo5WamqqoqChJUmRkpEqXLq3Y2FhJ0uDBg1WnTh2VK1dOp0+f1vvvv6/9+/frhRdecORmAAAAALiLOTw4RURE6Pjx4+rfv7+SkpIUEhKiBQsW2AaMOHDggJyd/zkx9ueff6pHjx5KSkpSkSJFVKNGDa1cuVKVK1d21CYAAAAAuMs5PDhJUnR0tKKjo3OctmTJErvno0aN0qhRo25BVQAAAABwyR03qh4AAAAA3GoEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAt5Dk7BwcEaPHiwDhw4cDPqAQAAAIDbTp6D02uvvaY5c+aoTJkyevzxxzVz5kylpaXdjNoAAAAA4LZwXcFp48aNWrNmjSpVqqRXX31VJUuWVHR0tNavX38zagQAAAAAh7rue5yqV6+uMWPG6MiRIxowYIC++OIL1apVSyEhIZo0aZKMMflZJwAAAAA4TIHrnfHixYuaO3euJk+erIULF6pOnTrq3r27Dh06pDfffFOLFi3S9OnT87NWAAAAAHCIPAen9evXa/LkyZoxY4acnZ0VGRmpUaNGqWLFirY+bdq0Ua1atfK1UAAAAABwlDxfqlerVi3t3LlTn332mQ4fPqwPPvjALjRJ0gMPPKCOHTte8zLHjh2r4OBgubu7KzQ0VGvWrLmm+WbOnCknJye1bt06L5sAAAAAAHmS5zNOe/bsUVBQ0FX7eHl5afLkyde0vLi4OMXExGjcuHEKDQ3V6NGjFR4ersTERJUoUSLX+fbt26f/+7//U8OGDfNUPwAAAADkVZ7POB07dkyrV6/O1r569Wr9/vvveS5g5MiR6tGjh6KiolS5cmWNGzdOnp6emjRpUq7zZGRkqHPnzho0aJDKlCmT53UCAAAAQF7kOTj17NlTBw8ezNZ++PBh9ezZM0/LSk9P17p16xQWFvZPQc7OCgsL06pVq3Kdb/DgwSpRooS6d+9uuY60tDSlpKTYPQAAAAAgL/IcnLZv367q1atna69WrZq2b9+ep2WdOHFCGRkZ8vf3t2v39/dXUlJSjvMsX75cEydO1IQJE65pHbGxsfL19bU9AgMD81QjAAAAAOQ5OLm5uSk5OTlb+9GjR1WgwHWPbn5Nzp49q+eff14TJkyQn5/fNc3Tr18/nTlzxvbI6WwZAAAAAFxNnpPOE088oX79+mn+/Pny9fWVJJ0+fVpvvvmmHn/88Twty8/PTy4uLtmCWHJysgICArL13717t/bt26eWLVva2jIzMy9tSIECSkxMVNmyZe3mcXNzk5ubW57qAgAAAIDL5Tk4ffDBB2rUqJGCgoJUrVo1SdLGjRvl7++vL7/8Mk/LcnV1VY0aNRQfH28bUjwzM1Px8fGKjo7O1r9ixYrasmWLXdvbb7+ts2fP6qOPPuIyPAAAAAA3RZ6DU+nSpbV582ZNmzZNmzZtkoeHh6KiotSpUycVLFgwzwXExMSoS5cuqlmzpmrXrq3Ro0crNTVVUVFRkqTIyEiVLl1asbGxcnd318MPP2w3f+HChSUpWzsAAAAA5JfruinJy8tLL774Yr4UEBERoePHj6t///5KSkpSSEiIFixYYBsw4sCBA3J2zvOtWAAAAACQb657NIft27frwIEDSk9Pt2t/+umn87ys6OjoHC/Nk6QlS5Zcdd4pU6bkeX0AAAAAkBd5Dk579uxRmzZttGXLFjk5OckYI0lycnKSdOnHaQEAAADgbpLna+B69+6tBx54QMeOHZOnp6e2bdumZcuWqWbNmpZnhwAAAADgTpTnM06rVq3SL7/8Ij8/Pzk7O8vZ2VkNGjRQbGysevXqpQ0bNtyMOgEAAADAYfJ8xikjI0OFChWSdOl3mI4cOSJJCgoKUmJiYv5WBwAAAAC3gTyfcXr44Ye1adMmPfDAAwoNDdWIESPk6uqq8ePHq0yZMjejRgAAAABwqDwHp7ffflupqamSpMGDB+upp55Sw4YNVaxYMcXFxeV7gQAAAADgaHkOTuHh4bb/L1eunP744w+dOnVKRYoUsY2sBwAAAAB3kzzd43Tx4kUVKFBAW7dutWsvWrQooQkAAADAXStPwalgwYK6//77+a0mAAAAAPeUPI+q99Zbb+nNN9/UqVOnbkY9AAAAAHDbyfM9Tp988ol27dqlUqVKKSgoSF5eXnbT169fn2/FAQAAAMDtIM/BqXXr1jehDAAAAAC4feU5OA0YMOBm1AEAAAAAt6083+MEAAAAAPeaPJ9xcnZ2vurQ44y4BwAAAOBuk+fgNHfuXLvnFy9e1IYNGzR16lQNGjQo3woDAAAAgNtFnoNTq1atsrW1a9dODz30kOLi4tS9e/d8KQwAAAAAbhf5do9TnTp1FB8fn1+LAwAAAIDbRr4Ep7/++ktjxoxR6dKl82NxAAAAAHBbyfOlekWKFLEbHMIYo7Nnz8rT01NfffVVvhYHAAAAALeDPAenUaNG2QUnZ2dnFS9eXKGhoSpSpEi+FgcAAAAAt4M8B6euXbvehDIAAAAA4PaV53ucJk+erFmzZmVrnzVrlqZOnZovRQEAAADA7STPwSk2NlZ+fn7Z2kuUKKGhQ4fmS1EAAAAAcDvJc3A6cOCAHnjggWztQUFBOnDgQL4UBQAAAAC3kzwHpxIlSmjz5s3Z2jdt2qRixYrlS1EAAAAAcDvJc3Dq1KmTevXqpcWLFysjI0MZGRn65Zdf1Lt3b3Xs2PFm1AgAAAAADpXnUfWGDBmiffv26bHHHlOBApdmz8zMVGRkJPc4AQAAALgr5Tk4ubq6Ki4uTu+++642btwoDw8PValSRUFBQTejPgAAAABwuDwHpyzly5dX+fLl87MWAAAAALgt5fkep7Zt22r48OHZ2keMGKH27dvnS1EAAAAAcDvJc3BatmyZnnzyyWztzZs317Jly/KlKAAAAAC4neQ5OJ07d06urq7Z2gsWLKiUlJR8KQoAAAAAbid5Dk5VqlRRXFxctvaZM2eqcuXK+VIUAAAAANxO8jw4xDvvvKNnnnlGu3fv1qOPPipJio+P1/Tp0/X111/ne4EAAAAA4Gh5Dk4tW7bUvHnzNHToUH399dfy8PBQ1apV9csvv6ho0aI3o0YAAAAAcKjrGo68RYsWatGihSQpJSVFM2bM0P/93/9p3bp1ysjIyNcCAQAAAMDR8nyPU5Zly5apS5cuKlWqlD788EM9+uij+u233/KzNgAAAAC4LeTpjFNSUpKmTJmiiRMnKiUlRR06dFBaWprmzZvHwBAAAAAA7lrXfMapZcuWqlChgjZv3qzRo0fryJEj+vjjj29mbQAAAABwW7jmM04//vijevXqpZdfflnly5e/mTUBAAAAwG3lms84LV++XGfPnlWNGjUUGhqqTz75RCdOnLiZtQEAAADAbeGag1OdOnU0YcIEHT16VC+99JJmzpypUqVKKTMzUwsXLtTZs2dvZp0AAAAA4DB5HlXPy8tL3bp10/Lly7Vlyxb9+9//1rBhw1SiRAk9/fTTN6NGAAAAAHCo6x6OXJIqVKigESNG6NChQ5oxY0Z+1QQAAAAAt5UbCk5ZXFxc1Lp1a33zzTf5sTgAAAAAuK3kS3ACAAAAgLsZwQkAAAAALBCcAAAAAMACwQkAAAAALBCcAAAAAMACwQkAAAAALNwWwWns2LEKDg6Wu7u7QkNDtWbNmlz7zpkzRzVr1lThwoXl5eWlkJAQffnll7ewWgAAAAD3GocHp7i4OMXExGjAgAFav369qlatqvDwcB07dizH/kWLFtVbb72lVatWafPmzYqKilJUVJR++umnW1w5AAAAgHuFw4PTyJEj1aNHD0VFRaly5coaN26cPD09NWnSpBz7N2nSRG3atFGlSpVUtmxZ9e7dW4888oiWL19+iysHAAAAcK9waHBKT0/XunXrFBYWZmtzdnZWWFiYVq1aZTm/MUbx8fFKTExUo0aNcuyTlpamlJQUuwcAAAAA5IVDg9OJEyeUkZEhf39/u3Z/f38lJSXlOt+ZM2fk7e0tV1dXtWjRQh9//LEef/zxHPvGxsbK19fX9ggMDMzXbQAAAABw93P4pXrXo1ChQtq4caPWrl2r9957TzExMVqyZEmOffv166czZ87YHgcPHry1xQIAAAC44xVw5Mr9/Pzk4uKi5ORku/bk5GQFBATkOp+zs7PKlSsnSQoJCVFCQoJiY2PVpEmTbH3d3Nzk5uaWr3UDAAAAuLc49IyTq6uratSoofj4eFtbZmam4uPjVbdu3WteTmZmptLS0m5GiQAAAADg2DNOkhQTE6MuXbqoZs2aql27tkaPHq3U1FRFRUVJkiIjI1W6dGnFxsZKunTPUs2aNVW2bFmlpaXphx9+0JdffqnPPvvMkZsBAAAA4C7m8OAUERGh48ePq3///kpKSlJISIgWLFhgGzDiwIEDcnb+58RYamqqXnnlFR06dEgeHh6qWLGivvrqK0VERDhqEwAAAADc5RwenCQpOjpa0dHROU67ctCHd999V+++++4tqAoAAAAALrkjR9UDAAAAgFuJ4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGDhtghOY8eOVXBwsNzd3RUaGqo1a9bk2nfChAlq2LChihQpoiJFiigsLOyq/QEAAADgRjk8OMXFxSkmJkYDBgzQ+vXrVbVqVYWHh+vYsWM59l+yZIk6deqkxYsXa9WqVQoMDNQTTzyhw4cP3+LKAQAAANwrHB6cRo4cqR49eigqKkqVK1fWuHHj5OnpqUmTJuXYf9q0aXrllVcUEhKiihUr6osvvlBmZqbi4+NvceUAAAAA7hUODU7p6elat26dwsLCbG3Ozs4KCwvTqlWrrmkZ58+f18WLF1W0aNEcp6elpSklJcXuAQAAAAB54dDgdOLECWVkZMjf39+u3d/fX0lJSde0jL59+6pUqVJ24etysbGx8vX1tT0CAwNvuG4AAAAA9xaHX6p3I4YNG6aZM2dq7ty5cnd3z7FPv379dObMGdvj4MGDt7hKAAAAAHe6Ao5cuZ+fn1xcXJScnGzXnpycrICAgKvO+8EHH2jYsGFatGiRHnnkkVz7ubm5yc3NLV/qBQAAAHBvcugZJ1dXV9WoUcNuYIesgR7q1q2b63wjRozQkCFDtGDBAtWsWfNWlAoAAADgHubQM06SFBMToy5duqhmzZqqXbu2Ro8erdTUVEVFRUmSIiMjVbp0acXGxkqShg8frv79+2v69OkKDg623Qvl7e0tb29vh20HAAAAgLuXw4NTRESEjh8/rv79+yspKUkhISFasGCBbcCIAwcOyNn5nxNjn332mdLT09WuXTu75QwYMEADBw68laUDAAAAuEc4PDhJUnR0tKKjo3OctmTJErvn+/btu/kFAQAAAMBl7uhR9QAAAADgViA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWCA4AQAAAIAFghMAAAAAWHB4cBo7dqyCg4Pl7u6u0NBQrVmzJte+27ZtU9u2bRUcHCwnJyeNHj361hUKAAAA4J7l0OAUFxenmJgYDRgwQOvXr1fVqlUVHh6uY8eO5dj//PnzKlOmjIYNG6aAgIBbXC0AAACAe5VDg9PIkSPVo0cPRUVFqXLlyho3bpw8PT01adKkHPvXqlVL77//vjp27Cg3N7dbXC0AAACAe5XDglN6errWrVunsLCwf4pxdlZYWJhWrVqVb+tJS0tTSkqK3QMAAAAA8sJhwenEiRPKyMiQv7+/Xbu/v7+SkpLybT2xsbHy9fW1PQIDA/Nt2QAAAADuDQ4fHOJm69evn86cOWN7HDx40NElAQAAALjDFHDUiv38/OTi4qLk5GS79uTk5Hwd+MHNzY37oQAAAADcEIedcXJ1dVWNGjUUHx9va8vMzFR8fLzq1q3rqLIAAAAAIBuHnXGSpJiYGHXp0kU1a9ZU7dq1NXr0aKWmpioqKkqSFBkZqdKlSys2NlbSpQEltm/fbvv/w4cPa+PGjfL29la5cuUcth0AAAAA7m4ODU4RERE6fvy4+vfvr6SkJIWEhGjBggW2ASMOHDggZ+d/ToodOXJE1apVsz3/4IMP9MEHH6hx48ZasmTJrS4fAAAAwD3CocFJkqKjoxUdHZ3jtCvDUHBwsIwxt6AqAAAAAPjHXT+qHgAAAADcKIITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFi4LYLT2LFjFRwcLHd3d4WGhmrNmjVX7T9r1ixVrFhR7u7uqlKlin744YdbVCkAAACAe5HDg1NcXJxiYmI0YMAArV+/XlWrVlV4eLiOHTuWY/+VK1eqU6dO6t69uzZs2KDWrVurdevW2rp16y2uHAAAAMC9wuHBaeTIkerRo4eioqJUuXJljRs3Tp6enpo0aVKO/T/66CM1a9ZMffr0UaVKlTRkyBBVr15dn3zyyS2uHAAAAMC9ooAjV56enq5169apX79+tjZnZ2eFhYVp1apVOc6zatUqxcTE2LWFh4dr3rx5OfZPS0tTWlqa7fmZM2ckSSkpKTdY/T8uXkyz7gTkg/x83eanjLQLji4B94jb9T0gSRl/8VmAW+N2fh9cSE13dAm4R+TX+yBrOcYYy74ODU4nTpxQRkaG/P397dr9/f31xx9/5DhPUlJSjv2TkpJy7B8bG6tBgwZlaw8MDLzOqgHH8fUd7ugSAIfy/XSoo0sAHM435n1HlwA43DBNy9flnT17Vr6+vlft49DgdCv069fP7gxVZmamTp06pWLFisnJycmBld27UlJSFBgYqIMHD8rHx8fR5QAOwfsA4H0A8B5wPGOMzp49q1KlSln2dWhw8vPzk4uLi5KTk+3ak5OTFRAQkOM8AQEBeerv5uYmNzc3u7bChQtff9HINz4+PvyRwD2P9wHA+wDgPeBYVmeasjh0cAhXV1fVqFFD8fHxtrbMzEzFx8erbt26Oc5Tt25du/6StHDhwlz7AwAAAMCNcvilejExMerSpYtq1qyp2rVra/To0UpNTVVUVJQkKTIyUqVLl1ZsbKwkqXfv3mrcuLE+/PBDtWjRQjNnztTvv/+u8ePHO3IzAAAAANzFHB6cIiIidPz4cfXv319JSUkKCQnRggULbANAHDhwQM7O/5wYq1evnqZPn663335bb775psqXL6958+bp4YcfdtQmII/c3Nw0YMCAbJdQAvcS3gcA7wOA98Cdxclcy9h7AAAAAHAPc/gP4AIAAADA7Y7gBAAAAAAWCE4AAAAAYIHghFw1adJEr732mqPLAK5LcHCwRo8efd3zT5kyhd98y8WN7lsAuNM5OTlp3rx5ji4DtxjB6S7TtWtXOTk5adiwYXbt8+bNk5OTU56WNWfOHA0ZMiQ/y8smq96sR7FixdSsWTNt3rz5pq4XjtW1a1e1bt36pq5j7dq1evHFF6+pb05BICIiQjt27Lju9U+ZMsX2unZ2dlbJkiUVERGhAwcOXPcybxd52be4dxw/flwvv/yy7r//frm5uSkgIEDh4eFaunSp/Pz8sn0uZRkyZIj8/f118eJF2/umUqVK2frNmjVLTk5OCg4OvslbgjvB5ccPBQsW1AMPPKD//Oc/unDhgqNLu6muPG7KeuzatcuhNd3sz/TbBcHpLuTu7q7hw4frzz//vKHlFC1aVIUKFcqnqnLXrFkzHT16VEePHlV8fLwKFCigp5566qavF3e34sWLy9PT87rn9/DwUIkSJW6oBh8fHx09elSHDx/W7NmzlZiYqPbt29/QMq/FxYsXb+ryb3Tf4u7Utm1bbdiwQVOnTtWOHTv0zTffqEmTJjpz5oyee+45TZ48Ods8xhhNmTJFkZGRKliwoCTJy8tLx44d06pVq+z6Tpw4Uffff/8t2RbcGbKOH/bs2aNRo0bp888/14ABAxxd1k13+XFT1uOBBx64rmWlp6fnc3V3N4LTXSgsLEwBAQG2Hw3OycmTJ9WpUyeVLl1anp6eqlKlimbMmGHX5/JL9d58802FhoZmW07VqlU1ePBg2/MvvvhClSpVkru7uypWrKhPP/3Ust6sbyYDAgIUEhKiN954QwcPHtTx48dtffr27asHH3xQnp6eKlOmjN555x3bweG+ffvk7Oys33//3W65o0ePVlBQkDIzMyVJW7duVfPmzeXt7S1/f389//zzOnHihK3/119/rSpVqsjDw0PFihVTWFiYUlNTLetH/lu6dKlq164tNzc3lSxZUm+88Yb+/vtv2/SzZ8+qc+fO8vLyUsmSJTVq1Khsl5ZefhbJGKOBAwfavgkvVaqUevXqJenS63z//v16/fXXbd/cSTlfqvftt9+qVq1acnd3l5+fn9q0aXPV7XByclJAQIBKliypevXqqXv37lqzZo1SUlJsfebPn6/q1avL3d1dZcqU0aBBg+y29Y8//lCDBg3k7u6uypUra9GiRXaXiOzbt09OTk6Ki4tT48aN5e7urmnTpkm6+vsxPT1d0dHRKlmypNzd3RUUFGT7m3G1/XXlvpUu/d5eq1at5O3tLR8fH3Xo0EHJycm26QMHDlRISIi+/PJLBQcHy9fXVx07dtTZs2evuv9w5zh9+rR+/fVXDR8+XE2bNlVQUJBq166tfv366emnn1b37t21Y8cOLV++3G6+pUuXas+ePerevbutrUCBAnr22Wc1adIkW9uhQ4e0ZMkSPfvss7dsm3D7yzp+CAwMVOvWrRUWFqaFCxfapl/rsU6vXr30n//8R0WLFlVAQIAGDhxo12fnzp1q1KiR7e/w5evIsmXLFj366KO2Y4gXX3xR586ds03POiszdOhQ+fv7q3Dhwho8eLD+/vtv9enTR0WLFtV9992X4xcMuW335Q8XFxdJ1p+fTZo0UXR0tF577TX5+fkpPDxc0vUfIw0cOFBTp07V/PnzbZ+hS5YssdyGOxXB6S7k4uKioUOH6uOPP9ahQ4dy7HPhwgXVqFFD33//vbZu3aoXX3xRzz//vNasWZNj/86dO2vNmjXavXu3rW3btm3avHmz7YNs2rRp6t+/v9577z0lJCRo6NCheueddzR16tRrrv3cuXP66quvVK5cORUrVszWXqhQIU2ZMkXbt2/XRx99pAkTJmjUqFGSLh3EhYWFZftjM3nyZHXt2lXOzs46ffq0Hn30UVWrVk2///67FixYoOTkZHXo0EGSdPToUXXq1EndunVTQkKClixZomeeeUb8zNmtd/jwYT355JOqVauWNm3apM8++0wTJ07Uu+++a+sTExOjFStW6JtvvtHChQv166+/av369bkuc/bs2bZvI3fu3Kl58+apSpUqki5dknrfffdp8ODBtm/ucvL999+rTZs2evLJJ7VhwwbFx8erdu3a17xdx44d09y5c+Xi4mL7gPv1118VGRmp3r17a/v27fr88881ZcoUvffee5KkjIwMtW7dWp6enlq9erXGjx+vt956K8flv/HGG+rdu7cSEhIUHh5u+X4cM2aMvvnmG/3vf/9TYmKipk2bZrsE6mr760qZmZlq1aqVTp06paVLl2rhwoXas2ePIiIi7Prt3r1b8+bN03fffafvvvtOS5cuzfXSLdx5vL295e3trXnz5iktLS3b9CpVqqhWrVp2YUi69He6Xr16qlixol17t27d9L///U/nz5+XdOmLjGbNmsnf3//mbQTuaFu3btXKlSvl6upqa7vWY52pU6fKy8tLq1ev1ogRIzR48GBbOMrMzNQzzzwjV1dXrV69WuPGjVPfvn3t5k9NTVV4eLiKFCmitWvXatasWVq0aJGio6Pt+v3yyy86cuSIli1bppEjR2rAgAF66qmnVKRIEa1evVr/+te/9NJLL+V67GblWj4/s7bX1dVVK1as0Lhx427oGOn//u//1KFDB7uzYPXq1buu+u8IBneVLl26mFatWhljjKlTp47p1q2bMcaYuXPnGqt/7hYtWph///vftueNGzc2vXv3tj2vWrWqGTx4sO15v379TGhoqO152bJlzfTp0+2WOWTIEFO3bt2r1uvi4mK8vLyMl5eXkWRKlixp1q1bd9Va33//fVOjRg3b87i4OFOkSBFz4cIFY4wx69atM05OTmbv3r22Op544gm7ZRw8eNBIMomJiWbdunVGktm3b99V14v8cfnr9EpvvvmmqVChgsnMzLS1jR071nh7e5uMjAyTkpJiChYsaGbNmmWbfvr0aePp6Wn3eg0KCjKjRo0yxhjz4YcfmgcffNCkp6fnuM7L+2aZPHmy8fX1tT2vW7eu6dy58zVv4+TJk40k4+XlZTw9PY0kI8n06tXL1uexxx4zQ4cOtZvvyy+/NCVLljTGGPPjjz+aAgUKmKNHj9qmL1y40Egyc+fONcYYs3fvXiPJjB492m45Vu/HV1991Tz66KN2+zlLXvbXzz//bFxcXMyBAwds07dt22YkmTVr1hhjjBkwYIDx9PQ0KSkptj59+vSx+/uBO9/XX39tihQpYtzd3U29evVMv379zKZNm2zTx40bZ7y9vc3Zs2eNMcakpKQYT09P88UXX9j6XP6+CwkJMVOnTjWZmZmmbNmyZv78+WbUqFEmKCjoVm4WblOXHz+4ubkZScbZ2dl8/fXXV50vp2OdBg0a2PWpVauW6du3rzHGmJ9++skUKFDAHD582Db9xx9/tPs7PH78eFOkSBFz7tw5W5/vv//eODs7m6SkJFu9QUFBJiMjw9anQoUKpmHDhrbnf//9t/Hy8jIzZsy4pu3OerRr184YY/35mbW91apVs1vmjR4jXe0z/W7DGae72PDhwzV16lQlJCRkm5aRkaEhQ4aoSpUqKlq0qLy9vfXTTz9d9cb1zp07a/r06ZIuXcozY8YMde7cWdKlb1t2796t7t2727559Pb21rvvvmt3lionTZs21caNG7Vx40atWbNG4eHhat68ufbv32/rExcXp/r16ysgIEDe3t56++237Wpt3bq1XFxcNHfuXEmXvp1s2rSp7Rv0TZs2afHixXa1ZX3DuXv3blWtWlWPPfaYqlSpovbt22vChAk3fI8Yrk9CQoLq1q1rN5hJ/fr1de7cOR06dEh79uzRxYsX7c72+Pr6qkKFCrkus3379vrrr79UpkwZ9ejRQ3PnzrW7dOFabNy4UY899lie5ilUqJA2btyo33//XR9++KGqV69uO5skXXpdDh482O512aNHDx09elTnz59XYmKiAgMDFRAQYJsnt7NcNWvWtP3/tbwfu3btqo0bN6pChQrq1auXfv75Z9v8edlfCQkJCgwMVGBgoK2tcuXKKly4sN3fnuDgYLt7JkuWLKljx45d667EHaBt27Y6cuSIvvnmGzVr1kxLlixR9erVNWXKFElSp06dlJGRof/973+SLv1dd3Z2znZ2Mku3bt00efJkLV26VKmpqXryySdv1abgDpF1/LB69Wp16dJFUVFRatu2rW36tR7rPPLII3bPL//7lPU3rlSpUrbpdevWteufkJCgqlWrysvLy9ZWv359ZWZmKjEx0db20EMPydn5n0Nvf39/u7P5Li4uKlasmOXfxsuPmzZu3KgxY8bY6rja52eWGjVq2C2PY6RrR3C6izVq1Ejh4eHq169ftmnvv/++PvroI/Xt21eLFy/Wxo0bFR4eftWbBDt16qTExEStX79eK1eu1MGDB20feFnX8U6YMMHuzbx161b99ttvV63Ty8tL5cqVU7ly5VSrVi198cUXSk1N1YQJEyRJq1atUufOnfXkk0/qu+++04YNG/TWW2/Z1erq6qrIyEhNnjxZ6enpmj59urp162abfu7cObVs2dKuto0bN9quW3ZxcdHChQv1448/qnLlyvr4449VoUIF7d2799p3OG5bgYGBSkxM1KeffioPDw+98soratSoUZ4GUfDw8Mjzep2dnVWuXDlVqlRJMTExqlOnjl5++WXb9HPnzmnQoEF2r8ktW7Zo586dcnd3z9O6Lv/Avpb3Y/Xq1bV3714NGTJEf/31lzp06KB27dpJyp/9daWsG/+zODk52e4/xN3D3d1djz/+uN555x2tXLlSXbt2td2s7+Pjo3bt2tkuq548ebI6dOggb2/vHJfVuXNn/fbbbxo4cKCef/55FShQ4JZtB+4MWccPVatW1aRJk7R69WpNnDjRNv1aj3Vu1d+nnNZzPeu+/LipXLlyKlmyZJ7quPzzQuIYKS8ITne5YcOG6dtvv802OtGKFSvUqlUrPffcc6patarKlCljOfTyfffdp8aNG2vatGmaNm2aHn/8cduoY/7+/ipVqpT27Nlj92YuV65cnkd6yRq++a+//pIkrVy5UkFBQXrrrbdUs2ZNlS9f3u5sVJYXXnhBixYt0qeffqq///5bzzzzjG1a9erVtW3bNgUHB2erL+sPiJOTk+rXr69BgwZpw4YNcnV1tZ3Bwq1TqVIlrVq1yu7+shUrVqhQoUK67777VKZMGRUsWFBr1661TT9z5ozl69fDw0MtW7bUmDFjtGTJEq1atUpbtmyRdCl4Z2RkXHX+Rx55RPHx8TewZZfuQ4qLi7Pdj1W9enUlJiZme02WK1dOzs7OqlChgg4ePGg30MLl252ba30/+vj4KCIiQhMmTFBcXJxmz56tU6dOSbr6/rpcpUqVdPDgQR08eNDWtn37dp0+fVqVK1e+7n2Fu0PlypXtBtnp3r27li9fru+++04rV660GxTiSkWLFtXTTz+tpUuX2n0RBuTE2dlZb775pt5++23b8cP1HOtcKetv3OX3v175hXClSpW0adMmu9f6ihUrbH/HbxWrz8/c3Ogx0rV8ht4tCE53uSpVqqhz586207hZypcvr4ULF2rlypVKSEjQSy+9ZHdwlpvOnTtr5syZmjVrlu0yvSyDBg1SbGysxowZox07dmjLli2aPHmyRo4cedVlpqWlKSkpSUlJSUpISNCrr75q+/Yjq9YDBw5o5syZ2r17t8aMGZNjoKlUqZLq1Kmjvn37qlOnTnZnCHr27KlTp06pU6dOWrt2rXbv3q2ffvpJUVFRysjI0OrVqzV06FD9/vvvOnDggObMmaPjx4/n+FsiyB9nzpzJ9u3WwYMH9corr+jgwYN69dVX9ccff2j+/PkaMGCAYmJi5OzsrEKFCqlLly7q06ePFi9erG3btql79+5ydnbO9bfKpkyZookTJ2rr1q3as2ePvvrqK3l4eCgoKEjSpcvIli1bpsOHD9uNInS5AQMGaMaMGRowYIASEhK0ZcsWDR8+PE/bHBgYqDZt2qh///6SpP79++u///2vBg0apG3btikhIUEzZ87U22+/LUl6/PHHVbZsWXXp0kWbN2/WihUrbNOsfpfN6v04cuRIzZgxQ3/88Yd27NihWbNmKSAgQIULF7bcX5cLCwuz/Z1Zv3691qxZo8jISDVu3Nju8kHc3U6ePKlHH31UX331lTZv3qy9e/dq1qxZGjFihFq1amXr16hRI5UrV06RkZGqWLGi5U3kU6ZM0YkTJ7INHgHkpH379nJxcdHYsWMlXf+xzuXCwsL04IMPqkuXLtq0aZN+/fXXbIP0dO7cWe7u7urSpYu2bt2qxYsX69VXX9Xzzz9/Swc0sfr8zM2NHiMFBwdr8+bNSkxM1IkTJ276T2I4lIPvsUI+y+kGvb179xpXV1e7wSFOnjxpWrVqZby9vU2JEiXM22+/bSIjI+3mvXJwCGOM+fPPP42bm5vx9PS03eB7uWnTppmQkBDj6upqihQpYho1amTmzJlz1Xr1/2+al2QKFSpkatWqle3mzj59+phixYoZb29vExERYUaNGmV3436WiRMn2t2UfrkdO3aYNm3amMKFCxsPDw9TsWJF89prr5nMzEyzfft2Ex4ebooXL27c3NzMgw8+aD7++ONc68aNufLfPevRvXt3Y4wxS5YsMbVq1TKurq4mICDA9O3b11y8eNE2f0pKinn22WeNp6enCQgIMCNHjjS1a9c2b7zxhq3P5QMYzJ0714SGhhofHx/j5eVl6tSpYxYtWmTru2rVKvPII4/YbjA2JvvgEMYYM3v2bNvr28/PzzzzzDO5bmNO82etS5JZvXq1McaYBQsWmHr16hkPDw/j4+NjateubcaPH2/rn5CQYOrXr29cXV1NxYoVzbfffmskmQULFhhj/hkcYsOGDdnWdbX34/jx401ISIjx8vIyPj4+5rHHHjPr16+/pv115WAa+/fvN08//bTx8vIyhQoVMu3bt7fdEG3MpcEhqlatalcbN/nfXS5cuGDeeOMNU716dePr62s8PT1NhQoVzNtvv23Onz9v13fo0KFGkhkxYkS25eT2vsnC6wZZchuQIDY21hQvXtycO3fuuo91WrVqZbp06WJ7npiYaBo0aGBcXV3Ngw8+aBYsWGA3OIQxxmzevNk0bdrUuLu7m6JFi5oePXrYHSflVG9O685psKJr2e4sVp+fOa3TmBs7Rjp27Jh5/PHHjbe3t5FkFi9enGt9dzonYxhvGXePIUOGaNasWdq8ebOjS8EtlJqaqtKlS+vDDz+86qU/d4MVK1aoQYMG2rVrl8qWLevocgAAuGdwpyXuCufOndO+ffv0ySefZPu9Atx9NmzYoD/++EO1a9fWmTNnbD/CfPklQXeLuXPnytvbW+XLl9euXbvUu3dv1a9fn9AEAMAtxj1OuCtER0erRo0aatKkCTcR3yM++OADVa1a1fbr5b/++qv8/PwcXVa+O3v2rHr27KmKFSuqa9euqlWrlubPn+/osgAAuOdwqR4AAAAAWOCMEwAAAABYIDgBAAAAgAWCEwAAAABYIDgBAAAAgAWCEwAAAABYIDgBAPD/LVmyRE5OTjp9+vQ1zxMcHKzRo0fftJoAALcHghMA4I7RtWtXOTk56V//+le2aT179pSTk5O6du166wsDANz1CE4AgDtKYGCgZs6cqb/++svWduHCBU2fPl3333+/AysDANzNCE4AgDtK9erVFRgYqDlz5tja5syZo/vvv1/VqlWztaWlpalXr14qUaKE3N3d1aBBA61du9ZuWT/88IMefPBBeXh4qGnTptq3b1+29S1fvlwNGzaUh4eHAgMD1atXL6Wmpt607QMA3J4ITgCAO063bt00efJk2/NJkyYpKirKrs9//vMfzZ49W1OnTtX69etVrlw5hYeH69SpU5KkgwcP6plnnlHLli21ceNGvfDCC3rjjTfslrF79241a9ZMbdu21ebNmxUXF6fly5crOjr65m8kAOC2QnACANxxnnvuOS1fvlz79+/X/v37tWLFCj333HO26ampqfrss8/0/vvvq3nz5qpcubImTJggDw8PTZw4UZL02WefqWzZsvrwww9VoUIFde7cOdv9UbGxsercubNee+01lS9fXvXq1dOYMWP03//+VxcuXLiVmwwAcLACji4AAIC8Kl68uFq0aKEpU6bIGKMWLVrIz8/PNn337t26ePGi6tevb2srWLCgateurYSEBElSQkKCQkND7ZZbt25du+ebNm3S5s2bNW3aNFubMUaZmZnau3evKlWqdDM2DwBwGyI4AQDuSN26dbNdMjd27Nibso5z587ppZdeUq9evbJNYyAKALi3EJwAAHekZs2aKT09XU5OTgoPD7ebVrZsWbm6umrFihUKCgqSJF28eFFr167Va6+9JkmqVKmSvvnmG7v5fvvtN7vn1atX1/bt21WuXLmbtyEAgDsC9zgBAO5ILi4uSkhI0Pbt2+Xi4mI3zcvLSy+//LL69OmjBQsWaPv27erRo4fOnz+v7t27S5L+9a9/aefOnerTp48SExM1ffp0TZkyxW45ffv21cqVKxUdHa2NGzdq586dmj9/PoNDAMA9iOAEALhj+fj4yMfHJ8dpw4YNU9u2bfX888+revXq2rVrl3766ScVKVJE0qVL7WbPnq158+apatWqGjdunIYOHWq3jEceeURLly7Vjh071LBhQ1WrVk39+/dXqVKlbvq2AQBuL07GGOPoIgAAAADgdsYZJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACw8P8A9l8QtF/8/dkAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot Model Accuracies\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.barplot(x=model_names, y=accuracies, palette='viridis')\n",
+ "plt.title('Model Accuracy Comparison')\n",
+ "plt.xlabel('Model')\n",
+ "plt.ylabel('Accuracy')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Summary Table of Metrics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-11-10T03:23:58.590906Z",
+ "iopub.status.busy": "2024-11-10T03:23:58.590141Z",
+ "iopub.status.idle": "2024-11-10T03:23:58.598236Z",
+ "shell.execute_reply": "2024-11-10T03:23:58.597075Z",
+ "shell.execute_reply.started": "2024-11-10T03:23:58.590866Z"
+ },
+ "trusted": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " Model Accuracy\n",
+ "0 Naive Bayes 0.632642\n",
+ "1 Logistic Regression 0.685953\n",
+ "2 SVM 0.698872\n",
+ "3 Random Forest 0.705240\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Create a DataFrame to summarize metrics\n",
+ "summary_df = pd.DataFrame({\n",
+ " 'Model': model_names,\n",
+ " 'Accuracy': accuracies,\n",
+ "})\n",
+ "\n",
+ "# Display summary\n",
+ "print(summary_df)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kaggle": {
+ "accelerator": "none",
+ "dataSources": [
+ {
+ "databundleVersionId": 1099992,
+ "sourceId": 16295,
+ "sourceType": "competition"
+ }
+ ],
+ "dockerImageVersionId": 30786,
+ "isGpuEnabled": false,
+ "isInternetEnabled": true,
+ "language": "python",
+ "sourceType": "notebook"
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}