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Help: Using a Categorical variable with multiple categories and each category having a binary response for developing a binary logistic model in IBM SPSS STATISTICS

Help: Using a Categorical variable with multiple categories and each category having a binary response for developing a binary logistic model in IBM SPSS STATISTICS
Hello, this is my first post on Reddit, so sorry if my query isn't in the format it should be.
I am a PG student currently Pursuing Masters in Transportation Engineering. I wanted to prepare a binary logistic model for determining the probability of a pedestrian crossing.
My dependent variable is: Crossing Decision (categorical binary variable) 0=Not cross, 1= Cross
My independent variables are:
  1. Age of pedestrian
  2. Gender of Pedestrian
  3. Preferred waiting Time
  4. Visibility Of vehicles
  5. Type of vehicle.
All the variables are categorical variables.
The variable that I am confused about how can I use it is Vehicle type. The vehicle type variable has five vehicle types e.g. Motorcycle, Car etc. Each vehicle type has a binary response that whether a pedestrian will cross against a particular vehicle type or not cross. So how can I use this vehicle type variable as an independent variable as the Pedestrian/ sample has answered 5 responses for 5 vehicle type. See the figure below
So, as you can see it can have multiple responses, like 0 for one or more than one vehicle and vice versa.

So the query remains how can I use vehicle type as an independent variable without duplicating the data of other variable responses.

For linking the vehicle type responses to the particular pedestrian sample. I had to duplicate the other responses of that pedestrian/sample for all vehicle types.
submitted by pupil_ to dataanalysis


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