After reading other comments I was surprised. I wondered if auto_sklearn
gave such bad estimates because I encoded categorical features myself in a way which is not very suitable for it. I wanted to see if I can tinker with it to get it to give me a better answer. I let it choose how to encode categorical features on its own. I got a better mean absolute error and got predictions, which are very different for Hammer of Capability, Pendant of Truth, Ring of Joy, Pendant of Hope:
item | enchantment | refinement | color | thaum | y_pred | price | y_pred/price |
---|---|---|---|---|---|---|---|
Longsword | Wounding | 2 | red | 14 | 27.306131 | 66 | 0.413729 |
Warhammer | Justice | 1 | yellow | 5 | 19.637162 | 41 | 0.478955 |
Hammer | Capability | 0 | blue | 35 | 30.566119 | 35 | 0.873318 |
Pendant | Truth | 0 | red | 40 | 22.123613 | 38 | 0.582200 |
Ring | Joy | 5 | blue | 29 | 6.358711 | 32 | 0.198710 |
Warhammer | Flame | 2 | yellow | 48 | 20.296373 | 65 | 0.312252 |
Battleaxe | Glory | 0 | blue | 7 | 6.949717 | 23 | 0.302162 |
Plough | Plenty | 0 | yellow | 12 | 19.923753 | 35 | 0.569250 |
Saw | Capability | 1 | green | 16 | 18.042059 | 35 | 0.515487 |
Amulet | Wounding | 2 | green | 50 | 22.919911 | 35 | 0.654855 |
Pendant | Hope | 0 | blue | 77 | 54.058931 | 34 | 1.589969 |
Pendant | Joy | 4 | green | 42 | 25.158531 | 39 | 0.645091 |
With these new predictions, I think I can buy Pendant of Hope, Hammer of Capability, Amulet of Wounding, Pendant of Joy, and Pendant of Truth to get approximately 154.83 mana for 181 gold. That’s what I do. Although I understand that this is cheating, since I’ve seen other people’s answers.
After having listened to “Soon it Will be Cold Enough” about 7 times, I must say I agree. I like “Good Knight”, “Anthem”, and “When I Go” most.
“When I Go” is very solsticy because of the repeating words “When I go, I will be long gone” which I think is about death. There is “The Darkest Evening of the Year” which, I guess, is exactly about the winter solstice.
P.s. “Father King” is not a part of “Soon it Will be Cold Enough”, so I’ve never listened to it. Will try now.