I want to estimate a logistic regression model's equation based on observed data and get the coefficients to extrapolate further. I have two inputs (one interval and one ratio) and one output (between 0~1 probability).

Interval Ratio Odds

5 0 0.00%

10 1 0.00%

15 2 0.00%

20 3 0.00%

25 4 0.00%

30 5 0.06%

35 6 0.49%

40 7 3.75%

45 8 23.42%

50 9 70.60%

55 10 94.96%

Is this possible? If so, how would I go about doing this? If someone even has reference materials that I can read that would be great!

Thank you for your help!