Question: Conditional Probability with Pandas (Python 3.x) without the use of the groupby function. Note: Use only Pandas and no other libraries. **Edit: Received a comment

Conditional Probability with Pandas (Python 3.x) without the use of the groupby function.

Note: Use only Pandas and no other libraries.

**Edit: Received a comment that basically said that they don't have knowledge about Python. I implore you to keep the question standing until it is answered by someone who knows Python. I also ask that you do not leave unnecessary and unproductive comments that may take the question off the answering boards.**

We have a dataset that has make and aspiration types - we need to figure out the conditional probability of aspiration given make.

Here's the dataset (showing only 13 but there are more)

Conditional Probability with Pandas (Python 3.x) without the use of the groupby

Here's the sample output:

function. Note: Use only Pandas and no other libraries. **Edit: Received a

I've managed to figure out the probability of aspiration and make separately but I'm unable to move forward with it.

Any ideas?

X - DataFrame Index aspiration make alfa-romero std alfa-romero std alfa-romero std audi std audi std audi std audi std audi std audi turbo audi turbo bmw std bmw std bmw std bmw std Prob(aspiration=std make=alfa-romero) = 100.00% Prob(aspiration=turbo make-alfa-romero) = 0.00% Prob(aspiration=std make=audi) = 71.43% Prob(aspiration=turbo make=audi) = 28.57% Prob(aspiration=std make=bmw) = 100.00% Prob(aspiration=turbo make=bmw) = 0.00% Prob(aspiration=std make=chevrolet) = 100.00% Prob(aspiration=turbo make=chevrolet) = 0.00% Prob(aspiration=std make=dodge) = 66.67% Prob(aspiration=turbo make-dodge) = 33.33% Prob(aspiration=stamake=honda) = 100.00% Prob(aspiration=turbo make=honda) = 0.00% Prob(aspiration=std make=isuzu) = 100.00% Prob(aspiration=turbo make=isuzu) = 0.00% Prob(aspiration=stamake-jaguar) = 100.00% Prob(aspiration=turbo make-jaguar) = 0.00% Prob(aspiration=std make=mazda) = 100.00% Prob(aspiration=turbo make=mazda) = 0.00% Prob(aspiration=std make=mercedes-benz) = 50.00% Prob(aspiration=turbo make-mercedes-benz) = 50.00% Prob(aspiration=std make-mercury) = 0.00% Prob(aspiration=turbo make=mercury) = 100.00% Prob(aspiration=std make-mitsubishi) = 53.85% Prob(aspiration=turbo make=mitsubishi) = 46.15% Prob(aspiration=std make=nissan) = 94.44% Prob(aspiration=turbo make=nissan) = 5.56% Prob(aspiration=std make=peugot) = 45.45% Prob(aspiration=turbo make=peugot) = 54.55% Prob(aspiration=std make=plymouth) = 71.43% Prob(aspiration=turbo make=plymouth) = 28.57% Prob(aspiration=std make=porsche) = 100.00% Prob(aspiration=turbo make=porsche) = 0.00% Prob(aspiration=std make=renault) = 100.00% Prob(aspiration=turbo make=renault) = 0.00% Prob(aspiration=std make=saab) = 66.67% Prob(aspiration=turbo make=saab) = 33.33% Prob(aspiration=std make=subaru) = 83.33% Prob(aspiration=turbo make=subaru) = 16.67% Prob(aspiration=std make=toyota) = 96.88% Prob(aspiration=turbo make=toyota) = 3.12% Prob(aspiration=std make-volkswagen) = 83.33% Prob(aspiration=turbo make=volkswagen) = 16.67% Prob(aspiration=std make=volvo) = 54.55% Prob(aspiration=turbo make=volvo) = 45.45% Prob(make=alfa-romero) = 1.46% Prob(make=audi) = 3.41% Prob(make=bmw) = 3.90% Prob(make=chevrolet) = 1.46% Prob (make=dodge) = 4.39% Prob(make-honda) = 6.34% Prob(make=isuzu) = 1.95% Prob(make-jaguar) = 1.46% Prob(make=mazda) = 8.29% Prob(make-mercedes-benz) = 3.90% Prob(make-mercury) = 0.49% Prob(make-mitsubishi) = 6.34% Prob(make-nissan) = 8.78% Prob(makepeugot) = 5.37% Prob(make=plymouth) = 3.41% Prob(make=porsche) = 2.44% Prob(make=renault) = 0.98% Prob (make=saab) = 2.93% Prob(make=subaru) = 5.85% Prob(make=toyota) = 15.61% Prob (make=volkswagen) = 5.85% Prob(make=volvo) = 5.37% X - DataFrame Index aspiration make alfa-romero std alfa-romero std alfa-romero std audi std audi std audi std audi std audi std audi turbo audi turbo bmw std bmw std bmw std bmw std Prob(aspiration=std make=alfa-romero) = 100.00% Prob(aspiration=turbo make-alfa-romero) = 0.00% Prob(aspiration=std make=audi) = 71.43% Prob(aspiration=turbo make=audi) = 28.57% Prob(aspiration=std make=bmw) = 100.00% Prob(aspiration=turbo make=bmw) = 0.00% Prob(aspiration=std make=chevrolet) = 100.00% Prob(aspiration=turbo make=chevrolet) = 0.00% Prob(aspiration=std make=dodge) = 66.67% Prob(aspiration=turbo make-dodge) = 33.33% Prob(aspiration=stamake=honda) = 100.00% Prob(aspiration=turbo make=honda) = 0.00% Prob(aspiration=std make=isuzu) = 100.00% Prob(aspiration=turbo make=isuzu) = 0.00% Prob(aspiration=stamake-jaguar) = 100.00% Prob(aspiration=turbo make-jaguar) = 0.00% Prob(aspiration=std make=mazda) = 100.00% Prob(aspiration=turbo make=mazda) = 0.00% Prob(aspiration=std make=mercedes-benz) = 50.00% Prob(aspiration=turbo make-mercedes-benz) = 50.00% Prob(aspiration=std make-mercury) = 0.00% Prob(aspiration=turbo make=mercury) = 100.00% Prob(aspiration=std make-mitsubishi) = 53.85% Prob(aspiration=turbo make=mitsubishi) = 46.15% Prob(aspiration=std make=nissan) = 94.44% Prob(aspiration=turbo make=nissan) = 5.56% Prob(aspiration=std make=peugot) = 45.45% Prob(aspiration=turbo make=peugot) = 54.55% Prob(aspiration=std make=plymouth) = 71.43% Prob(aspiration=turbo make=plymouth) = 28.57% Prob(aspiration=std make=porsche) = 100.00% Prob(aspiration=turbo make=porsche) = 0.00% Prob(aspiration=std make=renault) = 100.00% Prob(aspiration=turbo make=renault) = 0.00% Prob(aspiration=std make=saab) = 66.67% Prob(aspiration=turbo make=saab) = 33.33% Prob(aspiration=std make=subaru) = 83.33% Prob(aspiration=turbo make=subaru) = 16.67% Prob(aspiration=std make=toyota) = 96.88% Prob(aspiration=turbo make=toyota) = 3.12% Prob(aspiration=std make-volkswagen) = 83.33% Prob(aspiration=turbo make=volkswagen) = 16.67% Prob(aspiration=std make=volvo) = 54.55% Prob(aspiration=turbo make=volvo) = 45.45% Prob(make=alfa-romero) = 1.46% Prob(make=audi) = 3.41% Prob(make=bmw) = 3.90% Prob(make=chevrolet) = 1.46% Prob (make=dodge) = 4.39% Prob(make-honda) = 6.34% Prob(make=isuzu) = 1.95% Prob(make-jaguar) = 1.46% Prob(make=mazda) = 8.29% Prob(make-mercedes-benz) = 3.90% Prob(make-mercury) = 0.49% Prob(make-mitsubishi) = 6.34% Prob(make-nissan) = 8.78% Prob(makepeugot) = 5.37% Prob(make=plymouth) = 3.41% Prob(make=porsche) = 2.44% Prob(make=renault) = 0.98% Prob (make=saab) = 2.93% Prob(make=subaru) = 5.85% Prob(make=toyota) = 15.61% Prob (make=volkswagen) = 5.85% Prob(make=volvo) = 5.37%

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