Event.Id: A unique identifier for each aviation accident event.
  
  Investigation.Type: Describes the type of investigation conducted for the accident (e.g., "Incident," "Accident").
  
  Accident.Number: A unique identifier for each aviation accident case.
  
  Event.Date: The date when the accident occurred.
  
  Location: The location where the accident took place.
  
  Country: The country in which the accident occurred.
  
  Latitude: The latitude coordinates of the accident location.
  
  Longitude: The longitude coordinates of the accident location.
  
  Airport.Code: A code representing the airport associated with the accident.
  
  Airport.Name: The name of the airport where the accident occurred.
  
  Injury.Severity: The severity of injuries resulting from the accident (e.g., "Fatal," "Serious," "Minor").
  
  Aircraft.damage: Describes the extent of damage to the aircraft (e.g., "Substantial," "Minor," "Destroyed").
  
  Aircraft.Category: Categorizes the aircraft.
  
  Registration.Number: The registration number of the aircraft involved in the accident.
  
  Make: The manufacturer or make of the aircraft.
  
  Model: The model of the aircraft.
  
  Amateur.Built: Indicates whether the aircraft was amateur-built ("Yes" or "No").
  
  Number.of.Engines: The number of engines on the aircraft.
  
  Engine.Type: The type of engine(s) used on the aircraft.
  
  FAR.Description: Description related to Federal Aviation Regulations (FAR) applicable to the accident.
  
  Schedule: Information about the flight schedule (e.g., "Scheduled," "Non-scheduled").
  
  Purpose.of.flight: The purpose of the flight (e.g., "Personal," "Business").
  
  Air.carrier: The name of the air carrier, if applicable.
  
  Total.Fatal.Injuries: The total number of fatal injuries in the accident.
  
  Total.Serious.Injuries: The total number of serious injuries in the accident.
  
  Total.Minor.Injuries: The total number of minor injuries in the accident.
  
  Total.Uninjured: The total number of individuals who were uninjured in the accident.
  
  Weather.Condition: Weather conditions at the time of the accident (e.g., "Clear," "Cloudy").
  
  Broad.phase.of.flight: The phase of flight during which the accident occurred (e.g., "Takeoff," "Cruise").
  
  Report.Status: The status of the accident report (e.g., "Preliminary," "Final").
  
  Publication.Date: The date when the accident report was published.

Phase 1: Project Setup and Data Collection
      
          Task 1: Project Inception
                  Define project objectives and goals.
                  
          Task 2: Data Collection
                  Identify and acquire relevant datasets for aircraft damage prediction.
                  Perform data exploration and initial data quality checks.

    
Phase 2: Data Preprocessing and EDA

          Task 3: Data Preprocessing
                  Clean and preprocess the acquired data.
                  Handle missing values and outliers.
                  Feature engineering to create relevant features.
                  
          Task 4: Exploratory Data Analysis (EDA)
                  Conduct comprehensive EDA to understand data patterns.
                  Visualize data distributions and relationships.
                  Identify potential correlations between features and damage.
            
Phase 3: Model Development

          Task 5: Model Selection
                  Research and select appropriate machine learning algorithms for damage prediction.
                  Establish a baseline model for performance comparison.
                  
          Task 6: Model Training and Tuning
                  Train machine learning models using the preprocessed data.
                  Optimize hyperparameters and model architecture.
                  Evaluate models using relevant metrics (e.g., accuracy, precision, recall).
                  
          Task 7: Model Validation
                  Perform cross-validation and testing to assess model generalization.
                  Address overfitting or underfitting issues as needed.