Making sense of the results

[TylerL-uxai]

I think I must have collected the data wrong, but here's the SO question.

https://stats.stackexchange.com/questions/298151/making-sense-of-the-results-of-machine-learning-feature-selection

Here's an example of the data format I tried to mimic (ariel.csv)

Date,MorningWeight,YesterdayFactors
2012-06-01,186.8,
2012-06-10,185.9,
2012-06-11,182.6,salad sleep:0.15 cheese egg halfnhalf:1.5
2012-06-12,181.0,sleep:0.5 tea grape
2012-06-13,183.6,bagel bread date:1.5 dietsnapple splenda pizza nosleep:0.2
2012-06-14,183.7,coffeecandy cheese rice salmon peanut bread

Here's what my data looks like

date,trophies,characters
# NescalRdical UQP2UYLR
2017-07-26,0,
# friendly battle 3200 3200
# friendly battle 3200 3200
# friendly battle 3200 3200
# friendly battle 3200 3200
# friendly battle 3200 3200
2017-07-26,0,miner2 minion_horde12 electro_wizard2 the_log2 hog_rider8 snow_spirits9 princess2 zap11
# ARTURO QRPRCU2J
2017-07-26,-25,
# friendly battle 4025 4025
# friendly battle 4025 4025
2017-07-26,-25,goblin_gang12 barbarians12 minion_horde12 wizard9 miner2 giant9 zap12 mini_pekka9
2017-07-26,0,skeleton_horde4 goblin_gang11 rocket9 minion12 prince6 goblin_barrel5 princess1 zap12
2017-07-26,-25,goblin_gang11 archers12 rocket8 rage5 wizard9 chr_balloon6 angry_barbarian12 zap11
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
# friendly battle 3996 3996
2017-07-26,-50,fire_fireball9 baby_dragon6 rage5 minion_horde12 freeze6 angry_barbarian13 zap11 inferno_dragon2
# friendly battle 3966 3966
2017-07-26,-75,executioner5 rage6 tornado6 electro_wizard2 angry_barbarian13 hog_rider9 bomber13 the_log2
2017-07-26,-50,skeleton_horde6 valkyrie9 electro_wizard2 the_log2 hog_rider9 goblin_barrel6 ice_wizard2 princess2
2017-07-26,-25,goblin_gang12 firespirit_hut9 minion11 valkyrie8 musketeer9 lightning6 royal_giant12 zap12
# tilted23 289CVLCY9
2017-07-26,-50,
# friendly battle 3075 3075
# friendly battle 3075 3075
# friendly battle 3075 3075
# friendly battle 3075 3075
2017-07-26,-50,executioner4 fire_fireball9 giant9 goblin_archer9 angry_barbarian11 mega_minion8 princess2 zap11
# friendly battle 3046 3046
2017-07-26,-75,skeleton_horde3 fire_fireball8 baby_dragon5 valkyrie8 musketeer8 hog_rider8 zap10 inferno_dragon2

Edit: Do you think I should reset the counter to 0 (it increases or decreases by 25 for win or lose) with every new player?

Example:

# playerName playerID
arbitrary-date, 0, # NOTE Erased characters on every first game because they impact the score of a game before. Might be easier to explain with math. No n characters on the first line because n-1 game is missing.
same-date, 25, a b c d e f g h
same-date, 50, a b c d e f g h
# playerName playerID
same-date, 0, #??????? Go back to zero here?
same-date,- 25, a b c d e f g h
same-date, 0, a b c d e f g h