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ITECH1103 Big Data and Analytics Group Presentation - Federation University

Purpose: The purpose of the oral presentation is to provide an opportunity for students to present the results of data analysis and to share this knowledge while practicing their verbal communication skills.

Presentation

Introduction

  • Bird Strike or Bird hit in airplane is a serious concern in US
  • Nearly 13000 bird's strikes plane is estimated in US
  • The worldwide bird strike is estimated that for every 2000 flights the bird strike occurs. The aviation staff report only 20 % of the bird strike (Hedayati, Sadighi R; Bird Strike M;, 2015)
  • The Bird strikes happens mostly in engine and in all parts of the airplane damage and flight effects are closely in correlation with the kinetic energy which is derived from mass and square of speed of collision
  • According to bird strike committee USA the bird strike often cause damage to flight and put life of the passenger and pilot and the crew at the risk .
  • More than $650 million damages in USA are caused by the bird strikes for both civil and military aviation ( Roger Nicholson, 2009).
  • The USA identified the most hazardous birds that cause bird strike often includes water flocking Canada goose, doves and pigeons, black birds, starlings and sparrows ( Roger Nicholson, 2009).
  • The aviation bird strike is the most concern in the worldwide issue that affects the global and industry wide hazard to engine, machine, stakeholders, airlines, airport persons, air traffic controllers and aviation safety analyst ( Roger Nicholson, 2009)
  • Boeing interfered with the bird strike to introduce new innovation in reducing bird strike incidents. Boeings design features includes system separation, system redundancy and structural attributes to protect against the bird strike

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What is SAS analytics?

  • The SAS analytics is visual analytic software that is web-Based. It is used to identify huge number of datas in an organization to identify patterns, Trends and opportunities for analysis (SAS Visual Analytics 7.3: User's GuideSAS).
  • The datas can be explored using histograms, graphs charts and tables. The forecasting, fit line can be done using SAS.

How many different species (distinct) have been involved in bird strikes?

  • The bird population migration increased in US because they have stopped using pesticides and cleaning up of water ways has increased the goose population in US.
  • The Canada goose is ranking 12th in the world strike list.
  • Other wildlife species involved in strike includes Bald eagles, crows, vultures, owls, bats, sandpipers and warblers (MATTHEW WALD L, 2009).

Methodology

  • The methodology involves the survey which involves a database creation in SAS visual analytics for the different types of bird involved in air strike,
  • Percentage warning to pilot about the bird strike hazard, the top five airline names involved in bird strike , bird strike for medium and large wildlife ,
  • The part of the aircraft that is to be mostly affected by the bird strike, about cloud and overcast condition during bird strike,
  • precipitation condition during airstrike, total cost for which wildlife was high, bald eagle and Canadian goose for accident rate.
  • The investigation was performed using cross tab for the pilot warned for aircraft accidents. The geo map of aircraft was created.
  • All the datas were set in the dashboard of the SAS visual analytics and the datas were studied using the visual graphs, histograms and tables obtained from the software.

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GROUP TASK: Create a data dictionary for the data source for use by the group.

Aircraft: Type

Type of Aircraft

Airport: Name

Name of Airport where plane took off

Altitude bin

Altitute level when birdstrike occurred

Aircraft: Make/Model

Make/Model of Aircraft that was hit

Wildlife: Number struck

Number of birdstrikes for this event

Effect: Impact to flight

Impact of the birdstrike on the flight

Effect: Other

Effect of birdstrike other that on the flight

Location: Nearby if en route

Nearby location when birdstrike occurred when close to airport

Aircraft: Flight Number

Flight number of flight that had a birdstrike

FlightDate

Date of the flight when the birdstrike occurred

Record ID

Record ID

Effect: Indicated Damage

Damage caused by the birdstrike

Location: Freeform en route

When not close to take-off or landing airport

Aircraft: Number of engines?

Number of engines on plane that was struck

Aircraft: Airline/Operator

Airline operating the fight that was struck

Origin State

Origin state of the flight that was struck

When: Phase of flight

What phase of the flight when aircraft struck

Conditions: Precipitation

Weather condidtions when birdstrike occurred

Remains of wildlife collected?

Remains of the wildlife that struck the plane

Remains of wildlife sent to Smithsonian

What remains if any were sent to the Smithsonian

Remarks

Remarks to amplify the birdstrike event

How many different species (distinct) have been involved in bird strikes?

Bird Strike.jpg

Where the data has been recorded, what percentage of the time was the pilot warned of birds or wildlife?

Bird Strike1.jpg

What are the top five airline/operators involved in bird strikes?

Bird Strike2.jpg

What proportion (percentage) of bird strikes involved medium and large wildlife?

Bird Strike3.jpg

Is a bird strike more likely to happen when there is no cloud as compared with overcast conditions?

Bird Strike4.jpg

In what precipitation conditions is a bird strike most likely to happen?

Bird Strike5.jpg

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Which species of wildlife had the largest total cost? How much was this?

Bird Strike6.jpg

For the most costly species of wildlife, which phase of flight was the most common for a bird strike?

Bird Strike7.jpg

For the species Bald Eagle and Canadian Goose, examine the time of day that bird strikes occur to see if there are any differences between the two species. Hint: you will need to use a filter on the species of wildlife and also use two categories.

Bird Strike8.jpg

Investigate using a crosstab for the data values Pilot warned of bird strike, Altitude bin, and the total cost.

Bird Strike9.jpg

Create a geomap of the bird strike data.

Bird Strike10.jpg

Using the sum of the number of records, investigate the bird strike count by airport. Hint: remove any missing data and use a sort.

Bird Strike11.jpg

Investigate the bird strike cost by airport.
Hint: remove any missing data and use a sort on the cost.

Bird Strike12.jpg

Compare the answers of the two questions above. What does this indicate?

Bird Strike13.jpg

Perform a cluster analysis on the two variables time out of service and total cost. Use the cluster matrix graph to describe how the four clusters differ from one another in terms of the two variables used.

Bird Strike14.jpg

Conclusion

The data analysis shows how bird stike often occurs in the country
How it is affecting the flight from flying
The dangers caused by birds strike
How precipitation causes dangers and this analysis makes an awareness on the flight risk management in the flying.

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