python - Print Predictions to Console (without linear model)? -


i've been trying pandas print .predict next date in format ex: 1,2,3,4,5 , instead of printing information linear regression or graphing model.

in .csv file:

i have date column formatted ex: 1-1-17

value column - ex: 3,14,27,31,40

and group (unimportant) - ex: 2000.

with 900 rows different values.

everything works .predict printing out weird 0.00986+3 type numbers, ideas?

here's code far:

from collections import counter import datetime import sys import pandas pd pandas import dataframe import statsmodels.formula.api smf  allnum = [3, 19, 23, 27, 36, 10, 25, 29, 39, 41, 9, 16, 20, 31, 34, 2, 8, 9, 33, 37, 4, 21, 27, 28, 35, 2, 12, 21, 23, 38, 4, 5, 12, 16, 20, 1, 8, 21, 33, 38, 1, 9, 12, 18, 36, 5, 17, 20, 22, 25, 14, 21, 27, 31, 41, 11, 12, 23, 28, 41, 9, 22, 25, 34, 35, 5, 12, 19, 22, 39, 5, 13, 14, 17, 33, 4, 16, 26, 27, 37, 9, 18, 31, 34, 39, 9, 17, 33, 35, 40, 16, 20, 22, 37, 40, 2, 14, 19, 22, 32, 4, 5, 21, 29, 36, 2, 9, 22, 32, 35, 9, 13, 24, 36, 40, 3, 7, 9, 10, 28, 4, 20, 21, 23, 41, 12, 18, 26, 28, 34, 3, 23, 24, 27, 37, 4, 5, 26, 34, 36, 3, 5, 15, 25, 34, 4, 7, 9, 23, 32, 5, 7, 19, 29, 34, 2, 4, 25, 34, 38, 1, 4, 24, 32, 33, 20, 23, 31, 37, 40, 1, 20, 31, 36, 37, 1, 18, 30, 32, 41, 4, 8, 24, 26, 33, 3, 12, 13, 27, 34, 3, 6, 16, 24, 28, 10, 17, 20, 30, 32, 8, 10, 27, 28, 29, 6, 21, 23, 30, 32, 1, 22, 29, 33, 36, 1, 6, 9, 28, 30, 9, 12, 14, 19, 31, 1, 2, 10, 29, 37, 2, 7, 19, 20, 27, 7, 9, 30, 35, 37, 14, 23, 25, 29, 30, 4, 11, 19, 27, 32, 11, 15, 23, 26, 35, 14, 18, 22, 26, 28, 4, 17, 18, 23, 40, 10, 11, 16, 37, 39, 2, 12, 15, 27, 29, 3, 11, 20, 21, 26, 11, 17, 29, 31, 38, 9, 14, 15, 31, 32, 14, 25, 29, 35, 40, 1, 5, 8, 17, 27, 6, 14, 16, 18, 20, 13, 15, 29, 33, 35, 10, 18, 26, 38, 41, 13, 16, 20, 26, 27, 4, 12, 27, 32, 33, 7, 10, 26, 30, 31, 5, 7, 17, 37, 38, 3, 6, 10, 27, 38, 5, 15, 23, 33, 36, 11, 15, 31, 34, 38, 8, 9, 11, 15, 25, 6, 7, 21, 30, 33, 4, 17, 21, 34, 35, 3, 8, 16, 22, 34, 5, 23, 28, 31, 39, 7, 18, 24, 33, 40, 5, 24, 30, 38, 41, 3, 11, 25, 27, 37, 19, 26, 34, 36, 40, 20, 27, 30, 32, 38, 1, 16, 17, 26, 30, 6, 11, 14, 17, 28, 11, 18, 27, 33, 38, 4, 6, 7, 8, 25, 7, 28, 30, 35, 39, 20, 27, 31, 38, 41, 18, 27, 35, 37, 38, 17, 30, 32, 38, 39, 11, 12, 24, 33, 36, 1, 3, 8, 25, 34, 2, 3, 7, 15, 35, 8, 18, 19, 27, 32, 1, 3, 11, 15, 26, 15, 17, 21, 29, 36, 4, 16, 22, 24, 25, 3, 4, 19, 31, 35, 1, 15, 26, 33, 35, 8, 15, 29, 39, 40, 14, 19, 27, 32, 34, 8, 12, 22, 23, 28, 13, 28, 29, 31, 40, 1, 4, 16, 18, 26, 5, 8, 25, 31, 39, 5, 8, 16, 32, 33, 6, 11, 15, 21, 37, 19, 27, 32, 36, 37, 3, 10, 16, 25, 34, 5, 12, 18, 23, 37, 1, 11, 20, 30, 37, 11, 16, 29, 31, 39, 4, 13, 23, 28, 39, 9, 15, 25, 28, 32, 1, 7, 18, 20, 25, 8, 9, 25, 28, 33, 4, 10, 22, 26, 33, 4, 8, 9, 11, 27, 13, 21, 26, 30, 41, 1, 15, 24, 33, 39, 8, 11, 27, 34, 41, 12, 13, 14, 25, 34, 14, 16, 21, 31, 39, 4, 17, 18, 27, 37, 5, 10, 11, 15, 32, 6, 14, 27, 35, 36, 4, 14, 28, 34, 38, 1, 11, 14, 22, 30, 4, 5, 8, 23, 33, 3, 6, 14, 19, 32, 2, 19, 20, 23, 34, 3, 4, 14, 18, 29, 7, 10, 26, 37, 41, 12, 15, 19, 26, 34, 9, 15, 26, 27, 36, 2, 5, 22, 27, 34, 2, 13, 14, 21, 26, 8, 22, 23, 29, 37, 2, 18, 23, 24, 36, 3, 13, 19, 26, 37, 15, 17, 18, 24, 41, 5, 8, 12, 13, 34, 4, 9, 13, 28, 39, 6, 13, 21, 28, 29, 1, 7, 17, 29, 38, 11, 18, 25, 31, 39, 1, 2, 18, 26, 33, 10, 14, 16, 17, 34, 13, 15, 28, 29, 30, 2, 10, 12, 13, 41, 11, 13, 26, 27, 32, 3, 4, 30, 33, 40, 1, 7, 15, 19, 26, 4, 5, 14, 18, 34, 3, 5, 6, 33, 40, 10, 20, 23, 25, 39, 11, 13, 21, 36, 41, 18, 22, 30, 33, 36, 1, 7, 10, 12, 17, 9, 15, 23, 32, 38, 6, 8, 32, 33, 40, 14, 21, 31, 32, 36, 11, 23, 24, 33, 34, 8, 13, 17, 20, 36, 10, 16, 27, 30, 33, 1, 3, 4, 6, 23, 2, 4, 22, 32, 38, 2, 15, 18, 19, 21, 2, 4, 5, 20, 21, 21, 22, 29, 38, 40, 10, 27, 28, 32, 37, 5, 6, 8, 37, 40, 2, 9, 11, 40, 41, 10, 11, 17, 28, 34, 13, 15, 17, 18, 37, 9, 14, 21, 34, 35, 20, 22, 26, 33, 37, 3, 16, 18, 28, 31, 3, 24, 31, 33, 37, 1, 27, 28, 38, 40, 4, 20, 25, 33, 40, 7, 23, 25, 27, 32, 5, 6, 7, 13, 28, 3, 7, 17, 30, 36, 9, 18, 20, 37, 40, 1, 14, 21, 27, 37, 7, 18, 22, 23, 34, 10, 12, 25, 26, 40, 4, 9, 32, 34, 38, 2, 13, 16, 24, 33, 4, 18, 25, 30, 40, 7, 10, 27, 28, 33, 13, 16, 21, 27, 29, 10, 21, 32, 34, 35, 6, 16, 17, 22, 27, 16, 21, 24, 40, 41, 1, 2, 5, 9, 37, 1, 10, 17, 19, 37, 11, 20, 21, 30, 36, 1, 5, 22, 26, 30, 9, 12, 25, 34, 38, 2, 3, 6, 18, 28, 3, 6, 20, 22, 26, 3, 4, 9, 24, 27, 4, 7, 29, 32, 36, 4, 11, 18, 37, 40, 13, 15, 23, 34, 41, 17, 18, 34, 35, 36, 2, 14, 26, 33, 38, 1, 4, 22, 23, 32, 6, 13, 19, 33, 39, 8, 11, 12, 29, 40, 1, 4, 9, 11, 16, 5, 6, 13, 15, 28, 3, 10, 18, 19, 40, 1, 15, 25, 28, 38, 4, 19, 23, 26, 28, 1, 5, 11, 12, 36, 3, 14, 19, 23, 38, 1, 5, 9, 11, 35, 6, 10, 19, 23, 30, 14, 16, 23, 35, 40, 3, 5, 10, 15, 35, 4, 28, 33, 38, 41, 2, 17, 20, 22, 30, 7, 19, 20, 26, 31, 11, 13, 16, 17, 25, 3, 10, 16, 28, 39, 9, 18, 29, 37, 40, 2, 3, 25, 34, 41, 11, 28, 33, 38, 40, 4, 5, 9, 23, 41, 2, 9, 10, 22, 41, 1, 4, 9, 20, 27, 4, 7, 17, 24, 27, 3, 14, 15, 24, 29, 9, 13, 15, 27, 37, 17, 19, 26, 30, 34, 12, 16, 19, 21, 41, 1, 16, 24, 29, 39, 8, 21, 23, 25, 32, 2, 3, 22, 24, 40, 13, 15, 17, 28, 33, 1, 6, 19, 38, 41, 7, 17, 18, 21, 26, 3, 8, 21, 30, 35, 2, 24, 29, 33, 38, 7, 17, 18, 31, 36, 24, 31, 33, 38, 39, 21, 24, 27, 35, 41, 5, 9, 17, 23, 40, 17, 22, 29, 32, 34, 13, 14, 25, 36, 39, 2, 10, 22, 30, 32, 2, 16, 23, 28, 38, 5, 27, 30, 36, 41, 8, 23, 26, 29, 38, 6, 11, 22, 37, 38, 9, 26, 30, 35, 36, 10, 19, 29, 32, 40, 6, 11, 26, 27, 40, 1, 16, 21, 30, 33, 13, 21, 22, 33, 34, 5, 13, 23, 26, 37, 2, 11, 21, 24, 37, 4, 5, 20, 31, 34, 1, 20, 22, 27, 33, 1, 6, 11, 12, 14, 5, 10, 11, 36, 40, 5, 15, 36, 38, 39, 3, 6, 9, 17, 28, 13, 21, 24, 26, 37, 6, 10, 14, 17, 37, 5, 18, 23, 36, 38, 11, 13, 28, 36, 38, 5, 8, 17, 29, 41, 2, 12, 14, 27, 39, 4, 11, 20, 21, 39, 2, 6, 14, 31, 38, 2, 25, 26, 32, 33, 4, 10, 26, 32, 37, 5, 13, 14, 32, 41, 1, 4, 20, 21, 27, 2, 7, 14, 32, 34, 9, 12, 23, 24, 29, 9, 19, 22, 30, 33, 7, 13, 19, 35, 41, 1, 18, 19, 21, 24, 15, 18, 29, 31, 33, 14, 15, 16, 29, 35, 5, 16, 21, 33, 36, 12, 17, 23, 32, 34, 17, 20, 23, 33, 40, 5, 9, 24, 30, 34, 9, 14, 21, 26, 28, 1, 7, 19, 21, 24, 1, 5, 22, 33, 37, 1, 5, 17, 23, 29, 3, 11, 17, 24, 30, 7, 12, 18, 22, 34, 5, 7, 13, 21, 38, 9, 24, 32, 40, 41, 3, 17, 26, 33, 38, 5, 6, 7, 14, 30, 8, 19, 20, 28, 30, 4, 15, 26, 29, 32, 5, 7, 25, 28, 35, 10, 23, 35, 37, 41, 3, 11, 17, 19, 41, 4, 24, 25, 29, 34, 8, 22, 25, 27, 33, 2, 16, 20, 30, 31, 14, 19, 20, 33, 35, 15, 16, 17, 20, 38, 14, 23, 28, 29, 34, 7, 21, 26, 29, 36, 8, 9, 10, 25, 30, 12, 17, 26, 28, 36, 6, 10, 11, 20, 40, 7, 8, 21, 40, 41, 9, 15, 23, 33, 36, 1, 9, 27, 35, 36, 9, 13, 17, 18, 41, 12, 13, 24, 25, 29, 16, 21, 23, 36, 39, 6, 9, 19, 26, 28, 11, 27, 30, 35, 37, 3, 6, 23, 34, 38, 9, 14, 19, 24, 35, 5, 6, 20, 33, 41, 9, 13, 33, 37, 38, 9, 13, 24, 25, 36, 11, 15, 20, 36, 38, 6, 19, 24, 25, 37, 8, 12, 27, 33, 34, 9, 12, 18, 28, 36, 12, 17, 29, 34, 40, 1, 2, 10, 24, 34, 7, 25, 31, 36, 39, 1, 6, 7, 21, 28, 4, 5, 6, 18, 39, 22, 24, 26, 29, 36, 12, 23, 30, 31, 39, 28, 34, 35, 37, 38, 4, 8, 11, 22, 25, 5, 10, 23, 33, 40, 9, 19, 21, 34, 38, 6, 8, 9, 19, 35, 16, 32, 33, 34, 37, 1, 3, 6, 12, 15, 4, 29, 30, 39, 40, 16, 21, 24, 32, 36, 8, 19, 25, 30, 34, 10, 18, 24, 25, 39, 20, 24, 27, 28, 38, 12, 16, 18, 20, 31, 1, 11, 13, 19, 36, 20, 22, 25, 34, 38, 2, 10, 17, 27, 35, 4, 6, 8, 26, 40, 9, 12, 21, 28, 30, 19, 21, 26, 28, 37, 2, 4, 5, 32, 36, 15, 22, 25, 31, 41, 7, 13, 16, 29, 39, 10, 21, 23, 25, 37, 18, 22, 30, 35, 38, 10, 12, 13, 18, 39, 14, 17, 20, 30, 36, 21, 24, 25, 29, 35, 4, 7, 22, 33, 36, 3, 7, 10, 23, 37, 8, 9, 14, 25, 31, 7, 11, 30, 38, 40, 12, 13, 18, 26, 40, 2, 12, 22, 26, 36, 2, 19, 20, 23, 24, 1, 5, 16, 17, 27, 8, 17, 22, 35, 38, 1, 3, 19, 36, 38, 1, 12, 29, 35, 38, 2, 3, 27, 39, 41, 7, 11, 26, 35, 36, 14, 16, 18, 31, 35, 17, 24, 35, 38, 41, 3, 11, 27, 31, 37, 3, 25, 26, 29, 32, 8, 17, 19, 30, 33, 3, 18, 28, 31, 32, 1, 9, 13, 25, 36, 4, 6, 8, 17, 29, 7, 11, 24, 32, 33, 2, 7, 20, 26, 41, 5, 7, 14, 28, 38, 3, 8, 9, 21, 26, 5, 11, 25, 40, 41, 10, 13, 14, 29, 34, 3, 5, 15, 31, 37, 16, 24, 27, 31, 34, 4, 13, 16, 27, 40, 24, 26, 27, 32, 39, 10, 11, 12, 15, 23, 15, 31, 34, 36, 38, 5, 9, 21, 29, 35, 9, 13, 17, 22, 40, 13, 22, 28, 36, 39, 5, 16, 17, 19, 30, 13, 18, 25, 26, 38, 1, 5, 9, 27, 28, 3, 5, 19, 37, 39, 10, 13, 24, 32, 40, 3, 7, 8, 17, 24, 1, 10, 11, 12, 20, 4, 11, 15, 19, 23, 17, 26, 30, 38, 39, 6, 7, 10, 31, 41, 18, 21, 24, 32, 39, 4, 8, 12, 17, 24, 3, 4, 7, 23, 38, 11, 17, 23, 29, 34, 1, 10, 25, 30, 32, 2, 18, 20, 24, 27, 16, 24, 27, 31, 38, 1, 13, 17, 18, 36, 6, 8, 13, 20, 24, 5, 13, 16, 25, 29, 7, 13, 32, 33, 34, 15, 19, 26, 31, 35, 5, 9, 14, 21, 26, 1, 10, 16, 20, 31, 1, 6, 25, 33, 35, 3, 13, 14, 17, 30, 2, 5, 9, 38, 39, 22, 24, 27, 35, 36, 10, 18, 20, 27, 36, 5, 7, 20, 33, 35, 3, 8, 13, 21, 37, 13, 19, 22, 25, 39, 3, 14, 21, 23, 38, 15, 20, 30, 32, 35, 8, 9, 12, 24, 32, 10, 25, 35, 36, 37, 1, 11, 14, 18, 36, 7, 9, 25, 31, 38, 4, 5, 6, 16, 34, 5, 8, 9, 14, 28, 12, 17, 20, 23, 33, 1, 4, 8, 20, 25, 1, 8, 15, 27, 34, 10, 14, 15, 18, 23, 3, 18, 29, 31, 33, 6, 10, 16, 18, 21, 1, 4, 11, 14, 25, 7, 11, 19, 28, 37, 8, 13, 22, 28, 33, 10, 11, 14, 20, 37, 13, 15, 17, 19, 36, 10, 22, 26, 33, 36, 10, 15, 18, 19, 35, 8, 9, 20, 31, 33, 3, 8, 18, 31, 34, 2, 14, 24, 27, 31, 9, 11, 12, 15, 22, 13, 14, 15, 37, 39, 3, 4, 7, 27, 34, 6, 14, 24, 30, 38, 2, 3, 19, 21, 30, 5, 6, 15, 31, 32, 1, 6, 24, 26, 30, 9, 11, 25, 29, 30, 1, 16, 22, 30, 34, 1, 2, 12, 19, 34, 4, 10, 13, 20, 31, 18, 28, 33, 35, 39, 22, 23, 25, 27, 36, 1, 7, 28, 33, 34, 1, 12, 14, 32, 39, 16, 25, 28, 30, 32, 12, 19, 28, 31, 39, 12, 19, 25, 27, 32, 8, 14, 20, 31, 38, 10, 19, 21, 23, 32, 2, 3, 24, 30, 36, 3, 11, 22, 26, 39, 4, 13, 29, 33, 37, 9, 22, 30, 36, 39, 2, 8, 9, 33, 34, 2, 5, 15, 23, 28, 11, 23, 26, 29, 31, 10, 13, 15, 29, 34, 13, 18, 21, 22, 32, 4, 5, 7, 20, 24, 1, 15, 17, 29, 38, 2, 7, 20, 35, 38, 26, 33, 36, 37, 38, 3, 5, 14, 24, 39, 7, 8, 9, 24, 28, 8, 18, 29, 36, 37, 7, 10, 21, 25, 29, 3, 8, 26, 35, 36, 1, 21, 22, 24, 36, 5, 7, 19, 33, 37, 8, 22, 29, 30, 37, 5, 7, 14, 17, 25, 11, 22, 26, 33, 38, 7, 19, 20, 27, 34, 11, 18, 19, 30, 37, 5, 11, 14, 34, 38, 6, 9, 23, 29, 39, 2, 16, 22, 24, 37, 1, 8, 9, 29, 35, 15, 18, 20, 23, 28, 10, 14, 26, 30, 37, 3, 4, 6, 30, 36, 2, 5, 8, 18, 27, 5, 9, 21, 35, 37, 6, 8, 14, 22, 38, 21, 22, 27, 29, 37, 3, 4, 11, 34, 38, 7, 12, 17, 21, 32, 4, 8, 15, 26, 38, 6, 8, 23, 33, 35, 7, 19, 27, 37, 39, 4, 10, 24, 25, 38, 3, 5, 21, 36, 37, 6, 20, 27, 30, 34, 10, 14, 19, 21, 29, 13, 15, 30, 36, 37, 2, 15, 17, 31, 32, 8, 17, 34, 36, 37, 1, 11, 26, 29, 35, 10, 16, 17, 35, 36, 3, 17, 22, 29, 32, 7, 9, 10, 18, 38, 1, 5, 15, 18, 24, 9, 11, 12, 14, 35, 7, 10, 28, 29, 34, 10, 21, 24, 26, 38, 7, 22, 26, 34, 39, 1, 8, 10, 25, 31, 2, 3, 9, 18, 28, 5, 10, 24, 32, 33, 2, 8, 13, 14, 37, 3, 11, 15, 33, 35, 11, 17, 23, 24, 28, 10, 14, 20, 35, 37, 1, 19, 24, 26, 38, 20, 30, 32, 36, 39, 6, 24, 28, 35, 38, 3, 9, 10, 19, 28, 18, 22, 25, 31, 33, 3, 6, 8, 20, 21, 7, 16, 19, 21, 39, 10, 19, 27, 31, 36, 13, 21, 26, 29, 37, 14, 15, 21, 24, 25, 5, 10, 17, 21, 29, 3, 12, 25, 26, 32, 12, 14, 21, 34, 36, 5, 9, 14, 15, 38, 2, 27, 28, 30, 39, 5, 9, 11, 18, 38, 7, 15, 27, 30, 38, 13, 20, 24, 27, 35, 14, 15, 19, 20, 22, 4, 10, 13, 16, 19, 1, 2, 16, 35, 38, 6, 10, 20, 27, 34, 5, 6, 11, 21, 34, 6, 15, 28, 30, 36, 2, 5, 26, 28, 33, 14, 19, 21, 23, 33, 9, 10, 20, 22, 30, 1, 2, 13, 29, 34, 1, 6, 13, 17, 18, 3, 8, 11, 21, 28, 4, 7, 10, 16, 22, 3, 5, 6, 15, 22, 22, 24, 32, 35, 38, 14, 18, 26, 27, 28, 14, 20, 24, 26, 35, 4, 24, 26, 33, 37, 2, 14, 16, 25, 29, 1, 3, 24, 26, 36, 8, 20, 30, 31, 36, 6, 9, 17, 24, 35, 14, 18, 27, 35, 39, 5, 15, 19, 37, 38, 4, 6, 11, 18, 26, 18, 21, 22, 26, 32, 3, 7, 19, 20, 21, 3, 5, 16, 21, 33, 6, 14, 20, 22, 35, 6, 11, 13, 25, 28, 8, 13, 16, 38, 39, 19, 20, 24, 27, 29, 5, 14, 22, 31, 38, 18, 20, 22, 32, 36, 16, 19, 25, 34, 39, 4, 16, 19, 33, 38, 19, 22, 29, 33, 39, 11, 22, 26, 30, 32, 5, 6, 25, 27, 36, 5, 20, 32, 37, 38, 6, 13, 31, 35, 39, 2, 6, 22, 37, 39, 8, 22, 27, 34, 35, 3, 10, 21, 24, 29, 7, 21, 24, 30, 35, 14, 16, 21, 36, 38, 5, 10, 25, 30, 33, 3, 5, 9, 17, 23, 2, 8, 26, 34, 38, 1, 7, 23, 31, 38, 1, 10, 16, 22, 38, 5, 8, 9, 18, 27, 7, 13, 22, 25, 34, 4, 6, 11, 30, 33, 16, 19, 20, 21, 39, 11, 19, 21, 31, 36, 2, 3, 6, 12, 24, 3, 12, 16, 20, 37, 11, 18, 27, 33, 39, 7, 21, 24, 27, 30, 15, 16, 18, 21, 31, 5, 10, 22, 25, 26, 11, 16, 18, 29, 35, 1, 9, 25, 31, 32, 6, 7, 10, 23, 31, 5, 22, 28, 29, 37, 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16, 22, 24, 36, 1, 12, 20, 31, 35, 1, 2, 28, 34, 38, 5, 21, 27, 30, 36, 8, 10, 14, 31, 32, 1, 3, 16, 26, 35, 2, 4, 26, 30, 35, 2, 6, 24, 31, 36, 5, 11, 12, 15, 37, 2, 15, 16, 17, 20, 8, 10, 16, 38, 39, 2, 12, 14, 16, 39, 15, 17, 27, 31, 38, 1, 3, 16, 32, 35, 6, 14, 16, 23, 30, 12, 22, 31, 34, 37, 3, 10, 12, 22, 39, 4, 20, 28, 38, 39, 2, 7, 18, 35, 38, 6, 7, 10, 16, 31, 2, 7, 13, 34, 38, 17, 18, 24, 26, 29, 11, 17, 21, 26, 35, 2, 3, 12, 29, 31, 13, 15, 20, 25, 38, 15, 22, 30, 34, 39, 18, 22, 35, 37, 39, 3, 13, 14, 35, 37, 1, 5, 30, 31, 32, 6, 7, 12, 28, 34, 1, 3, 16, 23, 32, 1, 7, 8, 13, 22, 1, 4, 11, 20, 36, 6, 14, 27, 28, 29, 11, 14, 24, 25, 38, 1, 12, 26, 28, 29, 1, 6, 8, 22, 37, 5, 11, 22, 35, 37, 3, 7, 11, 15, 34, 4, 7, 22, 31, 33, 2, 7, 11, 19, 29, 18, 19, 21, 22, 25, 13, 17, 18, 19, 34, 1, 20, 24, 30, 38, 11, 13, 14, 35, 36, 3, 11, 28, 31, 34, 2, 6, 11, 27, 36, 1, 9, 11, 16, 25, 15, 16, 20, 26, 38, 4, 6, 31, 34, 36, 8, 14, 19, 23, 31, 11, 22, 23, 28, 39, 2, 16, 19, 36, 38, 8, 12, 33, 36, 37, 3, 11, 21, 30, 39, 3, 8, 9, 14, 29, 7, 9, 20, 21, 37, 8, 13, 14, 30, 35, 3, 11, 26, 37, 38, 2, 8, 15, 33, 34, 2, 9, 14, 17, 26, 2, 6, 15, 34, 35, 1, 7, 23, 24, 37, 5, 7, 10, 26, 30, 8, 10, 11, 22, 33, 5, 8, 20, 30, 33, 11, 15, 21, 28, 39, 15, 16, 17, 32, 33, 17, 23, 28, 29, 39, 4, 7, 14, 18, 39, 8, 17, 27, 35, 37, 5, 7, 18, 21, 37, 4, 17, 18, 25, 31, 20, 26, 28, 31, 35, 5, 11, 14, 19, 23, 4, 7, 17, 27, 30, 6, 26, 27, 33, 35, 22, 25, 35, 36, 38, 4, 13, 15, 23, 26, 7, 9, 28, 32, 39, 14, 22, 25, 35, 37, 10, 23, 25, 35, 38, 5, 16, 17, 20, 21, 6, 10, 27, 28, 35, 2, 9, 20, 31, 37, 1, 19, 26, 31, 36, 3, 12, 24, 27, 29, 10, 17, 18, 31, 37, 3, 13, 17, 26, 32, 2, 7, 19, 25, 31, 2, 8, 19, 23, 27, 9, 16, 28, 34, 35, 1, 12, 33, 35, 39, 11, 15, 24, 32, 36, 4, 8, 12, 13, 35, 8, 14, 18, 22, 28, 1, 20, 22, 31, 32, 2, 8, 16, 17, 35, 1, 10, 16, 20, 25, 6, 18, 23, 33, 38, 5, 10, 21, 22, 30, 13, 17, 18, 19, 35, 4, 10, 12, 20, 37, 20, 22, 24, 26, 32, 18, 26, 28, 30, 36, 1, 2, 21, 25, 33, 3, 4, 9, 16, 35, 5, 12, 14, 28, 29, 2, 10, 17, 21, 38, 1, 9, 11, 28, 34, 2, 33, 35, 37, 38, 2, 6, 10, 35, 38, 4, 13, 16, 19, 35, 4, 7, 9, 12, 15, 4, 7, 21, 30, 32, 6, 13, 22, 30, 32, 2, 9, 13, 18, 33, 3, 10, 29, 37, 38, 1, 13, 23, 27, 32, 14, 15, 17, 24, 27, 8, 10, 14, 26, 31, 5, 15, 17, 31, 35, 12, 27, 31, 33, 36, 9, 12, 13, 15, 38, 13, 16, 27, 29, 32, 8, 14, 20, 24, 26, 12, 19, 23, 24, 33, 2, 9, 14, 16, 19, 9, 24, 31, 38, 39, 13, 22, 25, 26, 35, 10, 14, 17, 24, 36, 8, 11, 16, 17, 32, 1, 11, 27, 28, 31, 15, 23, 34, 35, 36, 1, 7, 14, 17, 35, 1, 24, 36, 37, 39, 9, 13, 16, 23, 36, 12, 13, 23, 24, 37, 1, 7, 13, 31, 33, 8, 12, 16, 27, 28, 6, 13, 28, 29, 30, 9, 10, 22, 23, 39, 1, 3, 5, 27, 35, 6, 13, 16, 34, 39, 14, 23, 25, 34, 37, 9, 17, 18, 36, 37, 11, 16, 24, 30, 36, 9, 19, 22, 26, 34, 11, 20, 22, 26, 29, 5, 24, 28, 29, 32, 10, 23, 25, 30, 33, 6, 8, 22, 31, 33, 1, 8, 10, 23, 38, 5, 9, 12, 32, 33, 5, 29, 31, 33, 35, 1, 4, 19, 23, 37, 24, 29, 30, 32, 36, 5, 12, 13, 23, 33, 1, 17, 18, 25, 26, 6, 9, 20, 33, 39, 3, 25, 30, 34, 39, 1, 5, 11, 14, 26, 4, 12, 13, 31, 35, 19, 20, 23, 24, 36, 1, 2, 6, 24, 34, 15, 32, 35, 36, 37, 1, 8, 14, 25, 38, 5, 8, 21, 23, 34, 1, 4, 10, 34, 39, 6, 7, 24, 36, 37, 6, 8, 22, 26, 38, 11, 17, 24, 27, 35, 12, 13, 16, 21, 29, 17, 18, 19, 28, 38, 23, 25, 31, 32, 39, 22, 24, 30, 31, 37, 3, 17, 21, 27, 31, 4, 24, 27, 28, 33, 13, 16, 26, 27, 31, 6, 22, 24, 34, 39, 20, 27, 30, 35, 37, 1, 4, 7, 15, 26, 8, 14, 16, 32, 34, 5, 23, 27, 37, 38, 4, 7, 20, 29, 35, 2, 11, 18, 25, 36, 2, 4, 5, 6, 10, 8, 11, 21, 25, 31, 5, 12, 23, 24, 27, 16, 18, 19, 28, 39, 1, 11, 13, 18, 39, 4, 10, 12, 28, 30, 9, 13, 25, 26, 30, 9, 11, 16, 20, 38, 4, 7, 18, 33, 39, 4, 11, 17, 31, 37, 15, 31, 34, 36, 38, 9, 11, 29, 34, 37, 4, 12, 21, 23, 31, 11, 12, 13, 31, 38, 12, 18, 31, 33, 39, 5, 9, 14, 16, 30, 7, 9, 11, 17, 30, 2, 5, 7, 14, 22, 22, 24, 28, 29, 31, 1, 10, 20, 21, 32, 12, 29, 31, 32, 33, 8, 13, 20, 30, 33, 5, 6, 13, 23, 28, 6, 7, 18, 22, 25, 14, 18, 19, 22, 35, 4, 9, 11, 26, 31, 1, 21, 23, 24, 36, 12, 25, 26, 29, 34, 3, 11, 13, 20, 26, 12, 14, 23, 26, 33, 13, 22, 24, 29, 37, 1, 16, 17, 22, 29, 2, 12, 17, 32, 34, 2, 10, 21, 25, 29, 8, 25, 26, 34, 39, 2, 28, 31, 33, 34, 7, 11, 17, 18, 21, 3, 6, 8, 12, 37, 8, 10, 14, 17, 35, 20, 21, 25, 26, 38, 15, 19, 22, 23, 37, 9, 12, 15, 20, 25, 6, 9, 18, 23, 31, 19, 20, 27, 36, 38, 1, 5, 12, 28, 37, 1, 3, 6, 24, 25, 14, 23, 26, 32, 39, 8, 24, 29, 35, 36, 18, 21, 32, 36, 37]  length = len(allnum) maximum = max(allnum) minimum = min(allnum) maximum = max(allnum)  print ("=============================================================") print ("length = "+str(length), "max allnum = "+str(maximum), "min allnum = "+str(minimum)) print ("=============================================================")   count1 = [allnum.count(1), allnum.count(2), allnum.count(3), allnum.count(4),          allnum.count(5), allnum.count(6), allnum.count(7), allnum.count(8),          allnum.count(9), allnum.count(10), allnum.count(11), allnum.count(12),          allnum.count(13), allnum.count(14), allnum.count(15), allnum.count(16),          allnum.count(17), allnum.count(18), allnum.count(19), allnum.count(20),          allnum.count(21), allnum.count(22), allnum.count(23), allnum.count(24),          allnum.count(25), allnum.count(26), allnum.count(27), allnum.count(28),          allnum.count(29), allnum.count(30), allnum.count(31), allnum.count(32),          allnum.count(33), allnum.count(34), allnum.count(35), allnum.count(36),          allnum.count(37), allnum.count(38), allnum.count(39), allnum.count(40),          allnum.count(41)]  numbers = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,            21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38,            39, 40, 41]  percentdiv1 = [x / length x in count1] percentage1 = (percentdiv1 * 100)  print ("all numbers percentage") print ("=============================================================") x, in zip(numbers,percentage1):     print ('{} = %{:.4f}'.format(x, i))   df = pd.read_csv('number_sets.csv', parse_dates=true) print(df) print ('\n data types:') print (df.dtypes)  df2 =  df['value'] print(df2.describe()) print ('\n data types:') print (df2.dtypes)   the_date = datetime.date.today() + datetime.timedelta(days=1) smresults = pd.ols('value ~ date', df).fit() pred = smresults.predict() prediction = 'prediction {0:%b %d, %y}, {0:%a} {0:%j} day of year {1:}.'.format(the_date,pred) print ("=============================================================") print (prediction) 


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