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CryptoPunk Rankings. Computed using the "harmonic mean" of the scarcity of their attributes. What;s the best punk? Is this Ape better than an Alien? What are the best Zombies? What are some of the overlooked gems? See bottom of README.md for details about "how".

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cmd/import

cmd/import

 
 

.gitignore

.gitignore

 
 

README.md

README.md

 
 

_config.yml

_config.yml

 
 

config.go

config.go

 
 

data.sql

data.sql

 
 

db.go

db.go

 
 

import.go

import.go

 
 

punks.csv

punks.csv

 
 

ranks.csv

ranks.csv

 
 

ranks.md

ranks.md

 
 

schema.md

schema.md

 
 

Repository files navigation

CryptoPunks rankings

See the bottom of this page for details about the "How".

Top 500 CryptoPunks

ranking punk_image id minscore 2nd category_score att_count_score attributes skin type total_score
1 8348 0.007800000000 1.1500000000 30.3100000000 0.0100000000 Buck Teeth 0.7800,Top Hat 1.1500,Big Beard 1.4600,Classic Shades 5.0100,Mole 6.4400,Cigarette 9.6100,Earring 24.5900 Mid Male 0.0001999340369393139841695176
2 3443 0.014200000000 24.5900000000 0.0900000000 35.6000000000 Cowboy Hat 1.4200,Earring 24.5900 Alien Alien 0.0004411634781735114929389798
3 7523 0.017500000000 4.1900000000 0.0900000000 45.0100000000 Medical Mask 1.7500,Knitted Cap 4.1900,Earring 24.5900 Alien Alien 0.0005254335448896748025407913
4 2890 0.035100000000 3.5100000000 0.0900000000 3.3300000000 Cap 3.5100 Alien Alien 0.0006766673099189502122885406
5 7804 0.025400000000 3.1700000000 0.0900000000 45.0100000000 Cap Forward 2.5400,Pipe 3.1700,Small Shades 3.7800 Alien Alien 0.0007083983540184734319750745
6 3100 0.040600000000 4.0600000000 0.0900000000 3.3300000000 Headband 4.0600 Alien Alien 0.0007491269906419307174607342
7 5905 0.030000000000 3.7800000000 0.0900000000 35.6000000000 Do-rag 3.0000,Small Shades 3.7800 Alien Alien 0.0008047015205525416183733170
8 5822 0.048100000000 4.8100000000 0.0900000000 3.3300000000 Bandana 4.8100 Alien Alien 0.0008384720229555236729150710
9 5577 0.014200000000 1.4200000000 0.2400000000 3.3300000000 Cowboy Hat 1.4200 Ape Ape 0.0009614164589937098038335483
10 6089 0.041900000000 24.5900000000 0.0900000000 35.6000000000 Knitted Cap 4.1900,Earring 24.5900 Alien Alien 0.0010272150238501575418877249
11 8498 0.011500000000 5.2700000000 0.2400000000 35.6000000000 Top Hat 1.1500,Regular Shades 5.2700 Ape Ape 0.0010510063035587512933752785
12 2202 0.004800000000 1.5100000000 28.2400000000 0.1100000000 Choker 0.4800,Straight Hair 1.5100,Classic Shades 5.0100,Mole 6.4400,Hot Lipstick 6.9600,Earring 24.5900 Dark Female 0.0010519026455026455027088765
13 0635 0.048100000000 5.2700000000 0.0900000000 35.6000000000 Bandana 4.8100,Regular Shades 5.2700 Alien Alien 0.0011208327749350261086647116
14 6965 0.018600000000 1.8600000000 0.2400000000 3.3300000000 Fedora 1.8600 Ape Ape 0.0012364673833932916051786805
15 9280 0.014200000000 2.8600000000 0.2400000000 35.6000000000 Cowboy Hat 1.4200,3D Glasses 2.8600 Ape Ape 0.0012805644366879320136464896
16 5795 0.020300000000 2.0300000000 0.2400000000 3.3300000000 Police Cap 2.0300 Ape Ape 0.0013400821181386096359996505
17 5217 0.016900000000 4.1900000000 0.2400000000 35.6000000000 Gold Chain 1.6900,Knitted Cap 4.1900 Ape Ape 0.0015093148860544431801554822
18 4513 0.004400000000 2.8600000000 0.8800000000 45.0100000000 Beanie 0.4400,Luxurious Beard 2.8600,Earring 24.5900 Zombie Zombie 0.0015385895847299138788323346
19 6487 NULL NULL 10.1800000000 0.0800000000 NULL Albino Female 0.0015875243664717348929019004
20 3307 NULL NULL 10.1800000000 0.0800000000 NULL Albino Male 0.0015875243664717348929019004
21 0741 NULL NULL 28.2400000000 0.0800000000 NULL Dark Male 0.0015954802259887005650301622
22 2204 NULL NULL 28.2400000000 0.0800000000 NULL Dark Female 0.0015954802259887005650301622
23 0281 NULL NULL 30.0600000000 0.0800000000 NULL Light Male 0.0015957531519575315195917492
24 0641 NULL NULL 30.0600000000 0.0800000000 NULL Light Female 0.0015957531519575315195917492
25 0510 NULL NULL 30.3100000000 0.0800000000 NULL Mid Male 0.0015957880881869035867476995
26 1050 NULL NULL 30.3100000000 0.0800000000 NULL Mid Female 0.0015957880881869035867476995
27 0372 0.025400000000 2.5400000000 0.2400000000 3.3300000000 Cap Forward 2.5400 Ape Ape 0.0016424464477153047946620416
28 2924 0.025900000000 2.5900000000 0.2400000000 3.3300000000 Hoodie 2.5900 Ape Ape 0.0016714253703473173161323955
29 4178 0.030000000000 3.0000000000 0.2400000000 3.3300000000 Do-rag 3.0000 Ape Ape 0.0019047467725918570010585704
30 2491 0.035100000000 3.5100000000 0.2400000000 3.3300000000 Cap 3.5100 Ape Ape 0.0021846651674892672528053228
31 2711 0.025400000000 24.5900000000 0.2400000000 35.6000000000 Cap Forward 2.5400,Earring 24.5900 Ape Ape 0.0022015570303192746001353299
32 4464 0.027200000000 2.9300000000 0.2400000000 45.0100000000 Vape 2.7200,Eye Mask 2.9300,Do-rag 3.0000 Ape Ape 0.0023247430257496653280714353
33 8219 0.041900000000 4.1900000000 0.2400000000 3.3300000000 Knitted Cap 4.1900 Ape Ape 0.0025411780776004629089156334
34 5314 0.030000000000 5.3500000000 0.2400000000 35.6000000000 Do-rag 3.0000,Horned Rim Glasses 5.3500 Ape Ape 0.0025454059472101570332068883
35 4121 0.012400000000 1.5600000000 30.3100000000 0.1100000000 Spots 1.2400,Silver Chain 1.5600,Chinstrap 2.8200,Mohawk 4.4100,Cigarette 9.6100,Earring 24.5900 Mid Male 0.0027181354372123602894076570
36 2460 0.033200000000 4.8100000000 0.2400000000 35.6000000000 VR 3.3200,Bandana 4.8100 Ape Ape 0.0027807436879438482929512322
37 7920 0.012800000000 2.1200000000 30.3100000000 0.1100000000 Rosy Cheeks 1.2800,Clown Nose 2.1200,VR 3.3200,Crazy hair 4.1400,Hot Lipstick 6.9600,Cigarette 9.6100 Mid Female 0.0028058172255095332019691943
38 4156 0.048100000000 4.8100000000 0.2400000000 3.3300000000 Bandana 4.8100 Ape Ape 0.0028506962387104149996266825
39 1021 0.035100000000 4.6100000000 0.2400000000 35.6000000000 Cap 3.5100,Eye Patch 4.6100 Ape Ape 0.0029177819395726685816595004
40 6915 0.035100000000 4.6100000000 0.2400000000 45.0100000000 Cap 3.5100,Eye Patch 4.6100,Earring 24.5900 Ape Ape 0.0029183028254310565634917246
41 6145 0.035100000000 9.6100000000 0.2400000000 45.0100000000 Cap 3.5100,Cigarette 9.6100,Earring 24.5900 Ape Ape 0.0029283496250662610798282297
42 2386 0.037800000000 4.0600000000 0.2400000000 35.6000000000 Small Shades 3.7800,Headband 4.0600 Ape Ape 0.0031071894496791603165339917
43 2140 0.037800000000 4.1900000000 0.2400000000 35.6000000000 Small Shades 3.7800,Knitted Cap 4.1900 Ape Ape 0.0031079581816847214911407601
44 0755 0.014700000000 3.8200000000 10.1800000000 0.1100000000 Blonde Bob 1.4700,Clown Eyes Green 3.8200,Black Lipstick 6.1700,Mole 6.4400,Cigarette 9.6100,Earring 24.5900 Albino Female 0.0031994285714285714289191060
45 5622 0.014700000000 1.6900000000 28.2400000000 0.1100000000 Blonde Bob 1.4700,Gold Chain 1.6900,Pipe 3.1700,Clown Eyes Green 3.8200,Hot Lipstick 6.9600,Earring 24.5900 Dark Female 0.0032214518518518518520459344
46 3011 0.014700000000 2.6100000000 28.2400000000 0.1100000000 Vampire Hair 1.4700,Frown 2.6100,Normal Beard 2.9200,Pipe 3.1700,Small Shades 3.7800,Earring 24.5900 Dark Male 0.0032214518518518518520459344
47 7191 0.041900000000 5.7200000000 0.2400000000 35.6000000000 Knitted Cap 4.1900,Nerd Glasses 5.7200 Ape Ape 0.0033999234094795828329827670
48 8152 0.016900000000 2.3800000000 30.0600000000 0.1100000000 Gold Chain 1.6900,Smile 2.3800,Luxurious Beard 2.8600,Knitted Cap 4.1900,Eye Patch 4.6100,Earring 24.5900 Light Male 0.0037044441498176997017797353
49 9265 0.048100000000 5.3500000000 0.2400000000 35.6000000000 Bandana 4.8100,Big Shades 5.3500 Ape Ape 0.0038138078004731866218265207
50 2243 0.048100000000 5.7200000000 0.2400000000 35.6000000000 Bandana 4.8100,Nerd Glasses 5.7200 Ape Ape 0.0038156405661384645232158100
51 5949 0.017500000000 1.7800000000 28.2400000000 0.1100000000 Medical Mask 1.7500,Tassle Hat 1.7800,Big Shades 5.3500,Mole 6.4400,Purple Lipstick 6.5500,Earring 24.5900 Dark Female 0.0038350617283950617286261124
52 6153 0.017500000000 2.1200000000 30.3100000000 0.1100000000 Medical Mask 1.7500,Clown Nose 2.1200,Goat 2.9500,Messy Hair 4.6000,Horned Rim Glasses 5.3500,Earring 24.5900 Mid Male 0.0038360782380013149245672579
53 3636 0.011500000000 2.6000000000 0.8800000000 45.0100000000 Top Hat 1.1500,Front Beard Dark 2.6000,Earring 24.5900 Zombie Zombie 0.0039774138017071538951488020
54 6297 0.011500000000 5.7200000000 0.8800000000 45.0100000000 Top Hat 1.1500,Nerd Glasses 5.7200,Cigarette 9.6100 Zombie Zombie 0.0039868647379163051309982643
55 4850 0.016500000000 1.6500000000 0.8800000000 3.3300000000 Purple Hair 1.6500 Zombie Zombie 0.0042551322809526428690349079
56 6704 0.012800000000 9.6100000000 0.8800000000 45.0100000000 Rosy Cheeks 1.2800,Cigarette 9.6100,Earring 24.5900 Zombie Zombie 0.0044339396356102777195526491
57 5489 0.018600000000 1.8600000000 0.8800000000 3.3300000000 Fedora 1.8600 Zombie Zombie 0.0047825996159146157851113036
58 3831 0.014700000000 1.7500000000 0.8800000000 45.0100000000 Vampire Hair 1.4700,Medical Mask 1.7500,Big Shades 5.3500 Zombie Zombie 0.0050460726229722617081004523
59 5336 0.020300000000 2.0300000000 0.8800000000 3.3300000000 Police Cap 2.0300 Zombie Zombie 0.0052073319245602336711900552
60 1839 0.023800000000 2.8800000000 28.2400000000 0.1100000000 Smile 2.3800,Mustache 2.8800,Knitted Cap 4.1900,Nerd Glasses 5.7200,Cigarette 9.6100,Earring 24.5900 Dark Male 0.0052156839506172839509315128
61 4472 0.016500000000 9.6100000000 0.8800000000 35.6000000000 Purple Hair 1.6500,Cigarette 9.6100 Zombie Zombie 0.0056889282031572452141828765
62 1526 0.016900000000 3.5100000000 0.8800000000 45.0100000000 Gold Chain 1.6900,Cap 3.5100,Eye Patch 4.6100 Zombie Zombie 0.0058071358932378615147017712
63 4830 0.017500000000 4.4700000000 0.8800000000 45.0100000000 Medical Mask 1.7500,Wild Hair 4.4700,Classic Shades 5.0100 Zombie Zombie 0.0060145081167732776485974442
64 8553 0.026000000000 2.6000000000 0.8800000000 3.3300000000 Front Beard Dark 2.6000 Zombie Zombie 0.0066168394597119604194617151
65 8909 0.020300000000 2.8600000000 0.8800000000 45.0100000000 Police Cap 2.0300,Luxurious Beard 2.8600,Regular Shades 5.2700 Zombie Zombie 0.0069333218282867309785586455
66 4874 0.021200000000 2.8800000000 0.8800000000 1.6600000000 Clown Nose 2.1200,Mustache 2.8800,Messy Hair 4.6000,Cigarette 9.6100,Earring 24.5900 Zombie Zombie 0.0071463655300864399238458346
67 9203 0.021200000000 2.5400000000 0.8800000000 14.2000000000 Clown Nose 2.1200,Cap Forward 2.5400,Goat 2.9500,Mole 6.4400 Zombie Zombie 0.0072175076309978249473028368
68 9955 0.030000000000 3.0000000000 0.8800000000 3.3300000000 Shaved Head 3.0000 Zombie Zombie 0.0075927529688880164886471409
69 9474 0.030300000000 3.0300000000 0.8800000000 3.3300000000 Peak Spike 3.0300 Zombie Zombie 0.0076655131798520780012257020
70 7660 0.023800000000 3.0000000000 0.8800000000 35.6000000000 Smile 2.3800,Do-rag 3.0000 Zombie Zombie 0.0080892402074868621004310739
71 9804 0.023800000000 3.7800000000 0.8800000000 14.2000000000 Smile 2.3800,Small Shades 3.7800,Stringy Hair 4.6300,Shadow Beard 5.2600 Zombie Zombie 0.0080941602568436195768717697
72 6586 0.023800000000 4.1900000000 0.8800000000 35.6000000000 Smile 2.3800,Knitted Cap 4.1900 Zombie Zombie 0.0081068774367106333325309757
73 5066 0.023800000000 4.1900000000 0.8800000000 45.0100000000 Smile 2.3800,Knitted Cap 4.1900,Earring 24.5900 Zombie Zombie 0.0081079740510144303584974065
74 9997 0.025400000000 2.7300000000 0.8800000000 35.6000000000 Cap Forward 2.5400,Front Beard 2.7300 Zombie Zombie 0.0086061817660366912113125289
75 6491 0.025400000000 5.2600000000 0.8800000000 45.0100000000 Cap Forward 2.5400,Shadow Beard 5.2600,Earring 24.5900 Zombie Zombie 0.0086446611171046677487383088
76 2132 0.025900000000 2.8900000000 0.8800000000 45.0100000000 Hoodie 2.5900,Normal Beard Black 2.8900,Nerd Glasses 5.7200 Zombie Zombie 0.0087748512122167588861274047
77 9838 0.026000000000 3.0300000000 0.8800000000 45.0100000000 Front Beard Dark 2.6000,Peak Spike 3.0300,Earring 24.5900 Zombie Zombie 0.0088109801583923183780122300
78 9909 0.035100000000 3.5100000000 0.8800000000 3.3300000000 Cap 3.5100 Zombie Zombie 0.0088215562293322885574890162
79 6649 0.026000000000 4.1400000000 0.8800000000 35.6000000000 Front Beard Dark 2.6000,Crazy hair 4.1400 Zombie Zombie 0.0088292384913766551253008478
80 0117 0.026000000000 4.6000000000 0.8800000000 35.6000000000 Front Beard Dark 2.6000,Messy Hair 4.6000 Zombie Zombie 0.0088345911148894430637958698
81 1748 0.026100000000 2.7300000000 0.8800000000 45.0100000000 Frown 2.6100,Front Beard 2.7300,Knitted Cap 4.1900 Zombie Zombie 0.0088355503819113093235890197
82 9368 0.025900000000 24.5900000000 0.8800000000 35.6000000000 Hoodie 2.5900,Earring 24.5900 Zombie Zombie 0.0088408537905130484210696224
83 3393 0.026100000000 4.1400000000 0.8800000000 35.6000000000 Frown 2.6100,Crazy hair 4.1400 Zombie Zombie 0.0088619950472291896045219281
84 2424 0.026100000000 4.8100000000 0.8800000000 45.0100000000 Frown 2.6100,Bandana 4.8100,Earring 24.5900 Zombie Zombie 0.0088708207799502777675307715
85 6784 0.026100000000 4.8100000000 0.8800000000 45.0100000000 Frown 2.6100,Bandana 4.8100,Cigarette 9.6100 Zombie Zombie 0.0088708207799502777675307715
86 5299 0.026300000000 4.2900000000 0.8800000000 14.2000000000 Handlebars 2.6300,Mohawk Dark 4.2900,Cigarette 9.6100,Earring 24.5900 Zombie Zombie 0.0089198153996420824966343604
87 1190 0.026300000000 4.8100000000 0.8800000000 14.2000000000 Handlebars 2.6300,Bandana 4.8100,Cigarette 9.6100,Earring 24.5900 Zombie Zombie 0.0089255150401483203625440898
88 2560 0.027300000000 3.3200000000 0.8800000000 14.2000000000 Front Beard 2.7300,VR 3.3200,Headband 4.0600,Earring 24.5900 Zombie Zombie 0.0092296330449770164700063189
89 7252 0.028200000000 4.1400000000 0.8800000000 45.0100000000 Chinstrap 2.8200,Crazy hair 4.1400,Earring 24.5900 Zombie Zombie 0.0095493572264167584726160666
90 2967 0.028200000000 4.4100000000 0.8800000000 35.6000000000 Chinstrap 2.8200,Mohawk Thin 4.4100 Zombie Zombie 0.0095516675718165998102426546
91 5312 0.028600000000 4.1900000000 0.8800000000 35.6000000000 Luxurious Beard 2.8600,Knitted Cap 4.1900 Zombie Zombie 0.0096787980938992235021101824
92 8957 0.028600000000 4.4200000000 0.8800000000 35.6000000000 Luxurious Beard 2.8600,Frumpy Hair 4.4200 Zombie Zombie 0.0096821043772541950123547271
93 8857 0.028600000000 4.4700000000 0.8800000000 35.6000000000 3D Glasses 2.8600,Wild Hair 4.4700 Zombie Zombie 0.0096827783887452696230189935
94 5573 0.028600000000 4.4100000000 0.8800000000 45.0100000000 3D Glasses 2.8600,Luxurious Beard 2.8600,Mohawk 4.4100 Zombie Zombie 0.0096835319274557728244918082
95 8307 0.028800000000 4.6300000000 0.8800000000 35.6000000000 Mustache 2.8800,Stringy Hair 4.6300 Zombie Zombie 0.0097499745154727414184794311
96 7337 0.028900000000 3.0300000000 0.8800000000 35.6000000000 Normal Beard Black 2.8900,Peak Spike 3.0300 Zombie Zombie 0.0097516210447740801500718277
97 7914 0.028900000000 4.1900000000 0.8800000000 35.6000000000 Normal Beard Black 2.8900,Knitted Cap 4.1900 Zombie Zombie 0.0097763675006316965567621523
98 7971 0.044700000000 5.3500000000 30.3100000000 0.1100000000 Wild Hair 4.4700,Big Shades 5.3500,Black Lipstick 6.1700,Mole 6.4400,Cigarette 9.6100,Earring 24.5900 Mid Female 0.0097984398422090729787517959
99 2566 0.029200000000 4.6000000000 0.8800000000 35.6000000000 Normal Beard 2.9200,Messy Hair 4.6000 Zombie Zombie 0.0098797532507016481748666257
100 7127 0.029300000000 4.8100000000 0.8800000000 45.0100000000 Eye Mask 2.9300,Bandana 4.8100,Earring 24.5900 Zombie Zombie 0.0099165617222880001388397734
101 3211 0.029500000000 4.0600000000 0.8800000000 35.6000000000 Goat 2.9500,Headband 4.0600 Zombie Zombie 0.0099691116061914830654572578
102 8531 0.029500000000 4.6300000000 0.8800000000 45.0100000000 Goat 2.9500,Stringy Hair 4.6300,Regular Shades 5.2700 Zombie Zombie 0.0099793414229780060232450169
103 8127 0.040600000000 4.0600000000 0.8800000000 3.3300000000 Headband 4.0600 Zombie Zombie 0.0101276677653365044503997604
104 1119 0.030000000000 4.6100000000 0.8800000000 45.0100000000 Do-rag 3.0000,Eye Patch 4.6100,Shadow Beard 5.2600 Zombie Zombie 0.0101415103733065811712311537
105 7756 0.030000000000 5.2600000000 0.8800000000 45.0100000000 Do-rag 3.0000,Shadow Beard 5.2600,Horned Rim Glasses 5.3500 Zombie Zombie 0.0101493487266625411037428269
106 1935 0.030000000000 24.5900000000 0.8800000000 35.6000000000 Shaved Head 3.0000,Earring 24.5900 Zombie Zombie 0.0101915390332199885844240558
107 3609 0.030000000000 24.5900000000 0.8800000000 35.6000000000 Do-rag 3.0000,Earring 24.5900 Zombie Zombie 0.0101915390332199885844240558
108 3493 0.030300000000 5.2600000000 0.8800000000 35.6000000000 Peak Spike 3.0300,Shadow Beard 5.2600 Zombie Zombie 0.0102451060349326545805372017
109 2329 0.030300000000 24.5900000000 0.8800000000 35.6000000000 Peak Spike 3.0300,Earring 24.5900 Zombie Zombie 0.0102898640700831565166784263
110 2066 0.041900000000 4.1900000000 0.8800000000 3.3300000000 Knitted Cap 4.1900 Zombie Zombie 0.0104335403223703883005024420
111 5742 0.042900000000 4.2900000000 0.8800000000 3.3300000000 Mohawk Dark 4.2900 Zombie Zombie 0.0106680945763898465101425198
112 2338 0.044100000000 4.4100000000 0.8800000000 3.3300000000 Mohawk Thin 4.4100 Zombie Zombie 0.0109487230705689009303987543
113 5944 0.044100000000 4.4100000000 0.8800000000 3.3300000000 Mohawk 4.4100 Zombie Zombie 0.0109487230705689009303987543
114 2938 0.044700000000 4.4700000000 0.8800000000 3.3300000000 Wild Hair 4.4700 Zombie Zombie 0.0110886963615252676941213497
115 1658 0.046300000000 4.6300000000 0.8800000000 3.3300000000 Stringy Hair 4.6300 Zombie Zombie 0.0114608522959066950847931264
116 2681 0.035100000000 3.8400000000 0.8800000000 35.6000000000 Cap 3.5100,Clown Eyes Blue 3.8400 Zombie Zombie 0.0117667120907585241695931876
117 8472 0.037800000000 4.4100000000 0.8800000000 35.6000000000 Small Shades 3.7800,Mohawk Thin 4.4100 Zombie Zombie 0.0126408460716911785101669263
118 4747 0.038400000000 4.0600000000 0.8800000000 35.6000000000 Clown Eyes Blue 3.8400,Headband 4.0600 Zombie Zombie 0.0128221820908823505948982292
119 0344 0.004400000000 0.4400000000 28.2400000000 3.3300000000 Beanie 0.4400 Dark Male 0.0131805306600553071209035968
120 2964 0.004400000000 0.4400000000 30.0600000000 3.3300000000 Beanie 0.4400 Light Male 0.0131806548156649839781691791
121 1903 0.004400000000 0.4400000000 30.3100000000 3.3300000000 Beanie 0.4400 Mid Male 0.0131806707054615856167808601
122 8386 0.041400000000 5.0100000000 0.8800000000 35.6000000000 Crazy hair 4.1400,Classic Shades 5.0100 Zombie Zombie 0.0137938365461567074271444582
123 6304 0.041400000000 5.2700000000 0.8800000000 35.6000000000 Crazy hair 4.1400,Regular Shades 5.2700 Zombie Zombie 0.0137991615523588413315367670
124 5234 0.041400000000 5.3500000000 0.8800000000 45.0100000000 Crazy hair 4.1400,Big Shades 5.3500,Earring 24.5900 Zombie Zombie 0.0138038749162708921744617458
125 5412 0.041400000000 5.7200000000 0.8800000000 35.6000000000 Crazy hair 4.1400,Nerd Glasses 5.7200 Zombie Zombie 0.0138072417658360073509644236
126 7458 0.041900000000 5.2600000000 0.8800000000 45.0100000000 Knitted Cap 4.1900,Shadow Beard 5.2600,Regular Shades 5.2700 Zombie Zombie 0.0139599204283736110271378080
127 6275 0.042900000000 5.2600000000 0.8800000000 35.6000000000 Mohawk Dark 4.2900,Shadow Beard 5.2600 Zombie Zombie 0.0142714712517194614195105446
128 1374 0.042900000000 5.3500000000 0.8800000000 45.0100000000 Mohawk Dark 4.2900,Big Shades 5.3500,Earring 24.5900 Zombie Zombie 0.0142767217360249820713061998
129 0089 0.004800000000 0.4800000000 28.2400000000 3.3300000000 Choker 0.4800 Dark Female 0.0143768329828105388199439294
130 8780 0.044200000000 5.2600000000 0.8800000000 35.6000000000 Frumpy Hair 4.4200,Shadow Beard 5.2600 Zombie Zombie 0.0146795100259100434360074367
131 7121 0.044200000000 5.3500000000 0.8800000000 35.6000000000 Frumpy Hair 4.4200,Horned Rim Glasses 5.3500 Zombie Zombie 0.0146814681552154891493005949
132 2306 0.044100000000 9.6100000000 0.8800000000 45.0100000000 Mohawk Thin 4.4100,Cigarette 9.6100,Earring 24.5900 Zombie Zombie 0.0147044226272296426805531986
133 7014 0.044200000000 9.6100000000 0.8800000000 35.6000000000 Frumpy Hair 4.4200,Cigarette 9.6100 Zombie Zombie 0.0147323815683114959525346557
134 2484 0.044700000000 5.0100000000 0.8800000000 35.6000000000 Wild Hair 4.4700,Classic Shades 5.0100 Zombie Zombie 0.0148301574268015919794356096
135 1478 0.044700000000 5.2600000000 0.8800000000 35.6000000000 Wild Hair 4.4700,Shadow Beard 5.2600 Zombie Zombie 0.0148360872127146193381923634
136 0987 0.044700000000 5.3500000000 0.8800000000 35.6000000000 Wild Hair 4.4700,Horned Rim Glasses 5.3500 Zombie Zombie 0.0148380873399357865246901137
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416 3603 0.007800000000 3.0300000000 30.0600000000 1.6600000000 Buck Teeth 0.7800,Peak Spike 3.0300,Pipe 3.1700,Big Shades 5.3500,Earring 24.5900 Light Male 0.0309667419742220403155719540
417 8532 0.007800000000 1.1500000000 28.2400000000 35.6000000000 Buck Teeth 0.7800,Top Hat 1.1500 Dark Male 0.0309745697518110034097555935
418 3943 0.007800000000 1.2400000000 30.0600000000 14.2000000000 Buck Teeth 0.7800,Spots 1.2400,Medical Mask 1.7500,Cap Forward 2.5400 Light Male 0.0309800694080633904352920401
419 6876 0.007800000000 1.4700000000 30.0600000000 35.6000000000 Buck Teeth 0.7800,Vampire Hair 1.4700 Light Male 0.0310205552510191826414565487
420 4567 0.007800000000 1.4600000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Big Beard 1.4600,Bandana 4.8100 Mid Male 0.0310209131233776647221861036
421 9678 0.007800000000 1.4800000000 28.2400000000 35.6000000000 Buck Teeth 0.7800,Clown Hair Green 1.4800 Dark Male 0.0310211452493155532183424055
422 6575 0.007800000000 1.4800000000 30.0600000000 35.6000000000 Buck Teeth 0.7800,Clown Hair Green 1.4800 Light Male 0.0310216610484434927524272004
423 4786 0.007800000000 1.4800000000 30.3100000000 35.6000000000 Buck Teeth 0.7800,Clown Hair Green 1.4800 Mid Male 0.0310217270624551475476232336
424 8811 0.007800000000 1.4700000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Vampire Hair 1.4700,Handlebars 2.6300 Mid Male 0.0310220340951237453456692925
425 8325 0.007800000000 1.4800000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Clown Hair Green 1.4800,Earring 24.5900 Dark Male 0.0310225581318463178440366133
426 3074 0.007800000000 1.6500000000 30.3100000000 14.2000000000 Buck Teeth 0.7800,Purple Hair 1.6500,Vape 2.7200,Earring 24.5900 Mid Male 0.0310282922445647501002946892
427 1656 0.007800000000 1.6500000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Purple Hair 1.6500,Regular Shades 5.2700 Light Male 0.0310398329537774288778724537
428 7018 0.007800000000 1.6500000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Purple Hair 1.6500,Earring 24.5900 Mid Male 0.0310398990451513498755141940
429 7990 0.007800000000 1.6500000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Purple Hair 1.6500,Eye Patch 4.6100 Mid Male 0.0310398990451513498755141940
430 4094 0.007800000000 1.7500000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Medical Mask 1.7500,Headband 4.0600 Light Male 0.0310481769384154179626384577
431 2985 0.007800000000 1.8600000000 28.2400000000 35.6000000000 Buck Teeth 0.7800,Fedora 1.8600 Dark Male 0.0310543905130760277709307473
432 4686 0.007800000000 1.8600000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Fedora 1.8600,Cigarette 9.6100 Dark Male 0.0310558064256621743412646965
433 6014 0.007800000000 2.0300000000 30.0600000000 35.6000000000 Buck Teeth 0.7800,Police Cap 2.0300 Light Male 0.0310657664790500826058766941
434 5298 0.007800000000 2.5900000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Hoodie 2.5900,Horned Rim Glasses 5.3500,Earring 24.5900 Dark Male 0.0310807406262164067431888410
435 2267 0.007800000000 2.6300000000 30.0600000000 14.2000000000 Buck Teeth 0.7800,Handlebars 2.6300,Clown Eyes Green 3.8200,Knitted Cap 4.1900 Light Male 0.0310826766875021262950501101
436 5015 0.007800000000 2.7200000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Vape 2.7200,Goat 2.9500,Mohawk 4.4100 Dark Male 0.0310851978012292780514222455
437 6694 0.007800000000 2.7200000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Vape 2.7200,Luxurious Beard 2.8600,Shaved Head 3.0000 Dark Male 0.0310851978012292780514222455
438 8882 0.007800000000 2.8200000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Chinstrap 2.8200,Stringy Hair 4.6300,Earring 24.5900 Dark Male 0.0310883475308141390603127752
439 6502 0.007800000000 3.0000000000 10.1800000000 35.6000000000 Buck Teeth 0.7800,Do-rag 3.0000 Albino Male 0.0310885379733469710236790899
440 4240 0.007800000000 2.9500000000 10.1800000000 45.0100000000 Buck Teeth 0.7800,Goat 2.9500,Earring 24.5900 Albino Male 0.0310885918278909776754042326
441 8900 0.007800000000 2.5400000000 30.0600000000 35.6000000000 Buck Teeth 0.7800,Cap Forward 2.5400 Light Male 0.0310896488984686319448439914
442 7923 0.007800000000 2.8900000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Normal Beard Black 2.8900,Mohawk Dark 4.2900,Earring 24.5900 Dark Male 0.0310904229955877432995288316
443 1093 0.007800000000 2.8800000000 30.3100000000 14.2000000000 Buck Teeth 0.7800,Mustache 2.8800,Peak Spike 3.0300,Small Shades 3.7800 Mid Male 0.0310907170647388181059682970
444 6869 0.007800000000 2.5400000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Cap Forward 2.5400,Classic Shades 5.0100 Mid Male 0.0310911343378757439621356958
445 0998 0.007800000000 2.9200000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Normal Beard 2.9200,Stringy Hair 4.6300,Horned Rim Glasses 5.3500 Dark Male 0.0310912820997660241609455138
446 1016 0.007800000000 2.9200000000 30.3100000000 14.2000000000 Buck Teeth 0.7800,Normal Beard 2.9200,Headband 4.0600,Horned Rim Glasses 5.3500 Mid Male 0.0310918665467900700894460583
447 3423 0.007800000000 2.9500000000 30.3100000000 14.2000000000 Buck Teeth 0.7800,Goat 2.9500,Do-rag 3.0000,Earring 24.5900 Mid Male 0.0310927082553479295818717359
448 9764 0.007800000000 2.6000000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Front Beard Dark 2.6000,Mohawk Dark 4.2900 Dark Male 0.0310927456116541531166370888
449 6819 0.007800000000 2.6000000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Front Beard Dark 2.6000,Cap 3.5100 Light Male 0.0310932637945969757625024656
450 5509 0.007800000000 3.0000000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Shaved Head 3.0000,Cigarette 9.6100,Earring 24.5900 Dark Male 0.0310934892606017945164090321
451 3094 0.007800000000 3.0300000000 30.0600000000 14.2000000000 Buck Teeth 0.7800,Muttonchops 3.0300,Stringy Hair 4.6300,Classic Shades 5.0100 Light Male 0.0310948052093430688023941486
452 5727 0.007800000000 2.7300000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Front Beard 2.7300,Pipe 3.1700 Light Male 0.0310976911238713229600400668
453 2419 0.007800000000 2.7300000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Front Beard 2.7300,Frumpy Hair 4.4200 Mid Male 0.0310977574618634483879793568
454 6871 0.007800000000 3.1700000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Pipe 3.1700,Bandana 4.8100,Nerd Glasses 5.7200 Dark Male 0.0310978104936255590258702355
455 8899 0.007800000000 2.8600000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,3D Glasses 2.8600,Stringy Hair 4.6300 Mid Male 0.0311017834180629419266001275
456 2678 0.007800000000 2.8900000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Normal Beard Black 2.8900,Wild Hair 4.4700 Dark Male 0.0311020763341308932163990178
457 5255 0.007800000000 2.9200000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Normal Beard 2.9200,Shaved Head 3.0000 Dark Male 0.0311029360824590787134038014
458 5506 0.007800000000 2.9200000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Normal Beard 2.9200,Peak Spike 3.0300 Light Male 0.0311034546051234286062848367
459 1536 0.007800000000 2.9200000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Normal Beard 2.9200,Crazy hair 4.1400 Mid Male 0.0311035209677073226370770521
460 9897 0.007800000000 2.9500000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Goat 2.9500,Do-rag 3.0000 Dark Male 0.0311037783904732433243614382
461 9948 0.007800000000 3.0000000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Do-rag 3.0000,Classic Shades 5.0100 Dark Male 0.0311051448982892319510558872
462 9329 0.007800000000 3.5100000000 30.0600000000 14.2000000000 Buck Teeth 0.7800,Cap 3.5100,Shadow Beard 5.2600,Earring 24.5900 Light Male 0.0311057185969560443278955182
463 5274 0.007800000000 3.0000000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Shaved Head 3.0000,Muttonchops 3.0300 Mid Male 0.0311057298666139940258271585
464 6622 0.007800000000 3.0000000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Shaved Head 3.0000,Earring 24.5900 Mid Male 0.0311057298666139940258271585
465 1954 0.007800000000 3.0300000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Muttonchops 3.0300,Wild Hair 4.4700 Light Male 0.0311064618338236743594524858
466 5292 0.007800000000 3.8400000000 10.1800000000 45.0100000000 Buck Teeth 0.7800,Clown Eyes Blue 3.8400,Frumpy Hair 4.4200 Albino Male 0.0311075870401494345816225218
467 2276 0.007800000000 3.7800000000 30.3100000000 14.2000000000 Buck Teeth 0.7800,Small Shades 3.7800,Wild Hair 4.4700,Shadow Beard 5.2600 Mid Male 0.0311107082648948092607611915
468 8920 0.007800000000 3.8200000000 28.2400000000 14.2000000000 Buck Teeth 0.7800,Clown Eyes Green 3.8200,Stringy Hair 4.6300,Cigarette 9.6100 Dark Male 0.0311107933914606311129384932
469 0453 0.007800000000 3.5100000000 30.3100000000 35.6000000000 Buck Teeth 0.7800,Cap 3.5100 Mid Male 0.0311160282897328870720106298
470 2112 0.007800000000 3.5100000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Cap 3.5100,Shadow Beard 5.2600 Mid Male 0.0311174498287255853956367380
471 7728 0.007800000000 3.7800000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Small Shades 3.7800,Headband 4.0600 Mid Male 0.0311223768179359171677883251
472 2923 0.007800000000 4.6300000000 30.0600000000 14.2000000000 Buck Teeth 0.7800,Stringy Hair 4.6300,Shadow Beard 5.2600,Regular Shades 5.2700 Light Male 0.0311223981042014760306919036
473 4987 0.007800000000 3.8200000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Clown Eyes Green 3.8200,Bandana 4.8100 Dark Male 0.0311224620083698758055056893
474 8672 0.007800000000 3.8400000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Clown Eyes Blue 3.8400,Messy Hair 4.6000 Dark Male 0.0311227921709997215768487277
475 9654 0.007800000000 4.1400000000 30.3100000000 35.6000000000 Buck Teeth 0.7800,Crazy hair 4.1400 Mid Male 0.0311265258386767455680106461
476 4581 0.007800000000 4.0600000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Headband 4.0600,Big Shades 5.3500 Mid Male 0.0311267954452711778000610886
477 7607 0.007800000000 4.1900000000 30.3100000000 35.6000000000 Buck Teeth 0.7800,Knitted Cap 4.1900 Mid Male 0.0311272240175292785604182753
478 3865 0.007800000000 4.1900000000 28.2400000000 45.0100000000 Buck Teeth 0.7800,Knitted Cap 4.1900,Nerd Glasses 5.7200 Dark Male 0.0311280607491166939450999848
479 9643 0.007800000000 4.4100000000 28.2400000000 35.6000000000 Buck Teeth 0.7800,Mohawk 4.4100 Dark Male 0.0311295223699755177815502911
480 9291 0.007800000000 4.4100000000 28.2400000000 35.6000000000 Buck Teeth 0.7800,Mohawk Thin 4.4100 Dark Male 0.0311295223699755177815502911
481 9112 0.007800000000 4.2900000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Mohawk Dark 4.2900,Shadow Beard 5.2600 Light Male 0.0311299278498447785933434971
482 3564 0.007800000000 4.4100000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Mohawk Thin 4.4100,Cigarette 9.6100 Mid Male 0.0311315310813640492158842299
483 9701 0.007800000000 4.4200000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Frumpy Hair 4.4200,Big Shades 5.3500 Mid Male 0.0311316553844310727856869678
484 0272 0.007800000000 4.6000000000 30.3100000000 35.6000000000 Buck Teeth 0.7800,Messy Hair 4.6000 Mid Male 0.0311323775461290947650550507
485 6410 0.007800000000 4.6300000000 30.0600000000 35.6000000000 Buck Teeth 0.7800,Stringy Hair 4.6300 Light Male 0.0311326523710673895088146889
486 4812 0.007800000000 4.6000000000 30.0600000000 45.0100000000 Buck Teeth 0.7800,Messy Hair 4.6000,Nerd Glasses 5.7200 Light Male 0.0311337340875273404602480728
487 9039 0.007800000000 4.6000000000 30.3100000000 45.0100000000 Buck Teeth 0.7800,Messy Hair 4.6000,Regular Shades 5.2700 Mid Male 0.0311338005793833658878829476
488 6413 0.007800000000 5.2600000000 30.3100000000 35.6000000000 Buck Teeth 0.7800,Shadow Beard 5.2600 Mid Male 0.0311389883938976826938270834
489 5344 0.007800000000 24.5900000000 10.1800000000 35.6000000000 Buck Teeth 0.7800,Earring 24.5900 Albino Male 0.0311594145045938915183027778
490 2613 0.008600000000 0.9400000000 28.2400000000 45.0100000000 Welding Goggles 0.8600,Pigtails 0.9400,Mole 6.4400 Dark Female 0.0340713971360670557719995088
491 9782 0.008600000000 0.9400000000 30.3100000000 45.0100000000 Welding Goggles 0.8600,Pigtails 0.9400,Hot Lipstick 6.9600 Mid Female 0.0340720989929396937962837935
492 1854 0.008600000000 1.2900000000 10.1800000000 14.2000000000 Welding Goggles 0.8600,Blonde Short 1.2900,Hot Lipstick 6.9600,Earring 24.5900 Albino Female 0.0341230202309887081933263928
493 1162 0.008600000000 1.2400000000 30.0600000000 14.2000000000 Welding Goggles 0.8600,Spots 1.2400,Straight Hair Blonde 1.4400,Hot Lipstick 6.9600 Light Female 0.0341328350586638216904268062
494 5785 0.008600000000 1.2900000000 10.1800000000 45.0100000000 Welding Goggles 0.8600,Blonde Short 1.2900,Purple Lipstick 6.5500 Albino Female 0.0341370583172700762734956178
495 2836 0.008600000000 1.3600000000 30.0600000000 14.2000000000 Welding Goggles 0.8600,Wild White Hair 1.3600,Cigarette 9.6100,Earring 24.5900 Light Female 0.0341535731684768605959965794
496 1865 0.008600000000 1.2900000000 30.0600000000 35.6000000000 Welding Goggles 0.8600,Blonde Short 1.2900 Light Female 0.0341542826768102212789814372
497 1496 0.008600000000 1.2900000000 30.3100000000 35.6000000000 Welding Goggles 0.8600,Blonde Short 1.2900 Mid Female 0.0341543626964255449605709722
498 9332 0.008600000000 1.4700000000 10.1800000000 35.6000000000 Welding Goggles 0.8600,Half Shaved 1.4700 Albino Female 0.0341630211361433898770595464
499 8733 0.008600000000 1.3600000000 28.2400000000 35.6000000000 Welding Goggles 0.8600,Wild White Hair 1.3600 Dark Female 0.0341652968799693153427706987
500 4015 0.008600000000 1.3600000000 28.2400000000 45.0100000000 Welding Goggles 0.8600,Wild White Hair 1.3600,Hot Lipstick 6.9600 Dark Female 0.0341670106904864239043096730

For more, see the complete ranks of the 10,000 punks in ranks.csv and ranks.md

There are 10,000 punks. How was the top 500 list generated?

Let's find out!

Category Attributes

  • Type (Alien 9, Ape 24, Zombie 88, Human/Male 6039, Human/Female 3840)
  • Skin (Human/Mid 3031, Human/Dark 2824, Human/Light 3006, Human/Albino 1018)

Decorative attributes

Each punk can have 0 to 7 decorative attributes.

Meta-attributes

The number of decorative attributes a punk has is also an attribute itself. Here to referred as Attribute Score

Other meta-attributes may include the number of colors in the palette, number of pixels, "hidden attributes", etc.

There are also the "dev punks" which are numbered between 0 and 999

It's important to note that punks start at 0 - that means the 0th punk is the first. Also, some punks of a particular number can be worth more, eg. punk id 6666 or 9999 and so on.

For brevity, only the Attribute Score meta-attribute is used in this project.

Taxonomy

The punks can be arranged in to categories.

Type -> Non-Human (121) --> Alien (9)
|     |                |--> Ape (24)
|     |                |--> Zombie (88)
|     |            
|     --> Human --> Sex --> Male (6039) --> Skin
|                    |               |--> Albino (598)
|                    |               |--> Light (1861)
|                    |               |--> Mid (1857)
|                    |               |--> Dark (1723)
|                     --> Female (3840) --> Skin
|                                    |--> Albino (420)
|                                    |--> Light (1145)
|                                    |--> Mid (1174)
|                                    |--> Dark (1101)
-> Number of attributes --> 0 (8)
                            1 (333)
                            2 (3560
                            3 (4501)
                            4 (1420)
                            5 (166)
                            6 (11)
                            7 (1)

As you may notice, Female Albinos are the rarest out of the humans!

The "number of attributes" has some interesting results too. There are some exceptionally rare pieces there, therefore these should probably be on their own level.

Punk attributes can also be grouped by their layers. Here are all the layers


        0 Base,
        1 Cheeks,
        2 Blemish,
        3 Hair,
        4 Beard,
        5 Eyes,
        6 Eyewear,
        7 Nose,
        8 Mouth,
        9 MouthProp,
        10 Earring,
        11 Headgear
        12 Neck

These are not used in the calculation of the rankings, but are included for completeness.

Methodology

A complete list of punks and their attributes was exported form a public Google Spreadsheet amd exported as punks.csv

A Go program was prepared to import the data into MySQL

The distribution of the Types, Number Of Attributes and Accessories was tallied up.

A new column was added called category and category_score. The categories were grouped according to the tree shown under the Taxonomy heading.

A table, attributes contains all the accessory attributes and tallies.

A table, punk_attributes contains all the links between the punks and their accessories

Next, the scores were re-computed.

The ranks.csv and ranks.md files were prepared from the result.

Finally, an SQL query was prepared to crunch the rankings. See the comments in the SQL query for more details.

The database has been exported to the data.sql file.

Observations

There may be a few controversial results:

It looks like there are some Apes with some very good attributes, that can be considered above some Aliens. Especially the Cowboy Hat Ape. This is due to fact that it only has 1 attribute (1/333) and the Cowboy Hat is considered rarer than the other accessories worn by the Aliens.

Also, who can ignore the #1 punk on the list? That punk is the only punk with all 7 attributes. It's the boss. Scoring it on attributes would not give it justice. So it's given its own category!

Another distinguished piece is punk #2202. This is another human punk that floated up high on the on-chain gang ranks. The reason is that it's a rare 6-trait punk (11/10k), in combination with the 2nd rarest accessory trait, the "Choker". Also, there are significantly fewer females than males, together with dark skin. That's why this ranking model gave it a high score. At the time of this writing, it's no surprise that the owner is commanding 650 ETH for it, which is around $1m ETH.

What about beanies? Who could forget the Beanies, right!? It seems like they have naturally floated up on the list. Well deserved, because some consider beanies in their own category, having the rarest accessory-attribute. Rarer than Zombies. (44 Beanies, but 88 Zombies)

It seems like the Zombie-beanie (aka. the Zombeanie #4513) floated up naturally too. It happens to be the only beanie that is a zombie, and the only zombie that has a beanie. No other non-human punk (Alien/Ape) has a beanie. It certainly is on the same caliber as some apes.

The SQL Query

select
ROW_NUMBER() over () AS  ranking,
CONCAT("<img src=\"https://www.larvalabs.com/public/images/cryptopunks/punk",
   CONCAT(LPAD(id, 4, 0), ".png\" width=\"48\" height=\"48\">"))  punk_image,
CONCAT(concat('<a href=\"https://www.larvalabs.com/', concat('cryptopunks/details/',
   concat(LPAD(id, 4, 0), concat('">', concat(LPAD(id, 4, 0), '</a>'))))))  id,
minscore,                           -- minscore is the score of the best attribute
2nd,                                -- 2nd is the score of the 2nd best attribute. used to resolve ties.
category_score,
att_count_score,
(select group_concat(concat(a2.name, concat(' ', a2.total / 100)) ORDER BY punk_attributes.score)
 from punk_attributes
          join attributes a2 on punk_attributes.attribute_id = a2.id AND punk_attributes.punk_id = p.id
 group by punk_attributes.punk_id) attributes,
p.skin,
p.type,
CASE
    WHEN slots = 0
        -- 0-trait punks (8/10000)
        -- there a no attributes, just take the harmonic mean of the Category Score & Attribute Score
        -- (it produces a fairer value, leaning more to the lower
        -- number, since a lower number means it's more rare).
        -- eg, if the category score si 10.1800000000 and the Attribute Score is 0.0800000000
        -- harmonic mean is: 0.15875243664717
        -- arithmetic mean is: 5.13
        -- Thus you can see that the harmonic mean produces a better,
        -- lower, score that leans towards the rareness of the NFT
        -- Also: since 0-trait punks should really be in their own category, we scale them with a constant of 0.01
        -- The rationale for 0.01 was sp that it's in the same magnitude as the Apes & Zombies
        THEN 0.01 / (((1 / p.category_score) + (1 / p.att_count_score)) / 2)
    WHEN slots = 1
        -- for single attribute punks, same as above, but we include the minscore in Harmonic Mean score,
        -- then we take the reciprocal
        THEN 1 / (((1 / p.category_score) + (1 / p.att_count_score) + (1 / minscore)) / 3)
    WHEN slots > 1 and slots < 6
        -- 1-trait punks to 6-trait punks
        -- Take the harmonic mean of all scores including the attribute-count score
        -- Single attribute punks aren't as rare, but we also need to consider the Attribute Score
        -- to resolve ties, we also use the 2nd best (rarest) attribute in the mix
        THEN 1 / (((1 / p.category_score) + (1 / p.att_count_score) + (1 / minscore) + (1 / 2nd)) / 4)
    WHEN slots = 6
        -- 6-trait punks are extremely rare
        -- minscore is used as the numerator instead of using the 0.01 constant.
        -- This helps to disperse these punks's ranks
        THEN  minscore / (((1 / p.category_score) + (1 / p.att_count_score)) / 2)
    WHEN slots = 7 THEN
        -- 7-trait punk. (1/10000)
        -- This one is so badass, it's like it's in its own category
        -- computing the score based on attributes would not be fair,
        -- the number of attributes is what matters on this punk!
        -- We do not want to use minscore here, because it would not do it justice, a constant was chosen instead
        -- The rationale for 0.01 was to be consistent with the 0 attribute punks
        0.01 / (((1 / p.category_score) + (1 / p.att_count_score)) / 2)
    END
-- finally, we add some weights based on the scarcity of the non-human categories
    * IF(type = "Alien", 9 / 1000, 1)
    * IF(type = "Zombie", 88 / 1000, 1)
    * IF(type = "Ape", 24 / 1000, 1) total_score
from (select punks.*,
     min(punk_attributes.score) * 0.01 minscore, -- give slightly more weight to the best attribute!
     -- 2nd best score, some punks have <= 1 attributes so score will be null
     ifnull((select min(pa.score) -- lowest score excluding the lowest is the 2nd lowest.
             from punk_attributes pa
                      JOIN attributes a on pa.attribute_id = a.id AND pa.punk_id = punks.id
             where score
                   -- exclude the lowest score
                   NOT in (
                   select min(score)
                   from punk_attributes pa
                            JOIN attributes a on pa.attribute_id = a.id
                   WHERE pa.punk_id = punks.id
                   group by pa.punk_id
                   )
             group by punks.id
            ), min(score)) 2nd
  from punks
           join punk_attributes on punks.id = punk_attributes.punk_id
  group by punk_attributes.punk_id) p
order by total_score;

Complete Ranks

See the complete ranks of the 10,000 punks in ranks.csv and ranks.md

Release log

  • v1.1 Feb 28th 2021 - improved scoring for 6-attribute punks, improved comments
  • v1.0 Feb 26th 2021 - first release

About

CryptoPunk Rankings. Computed using the "harmonic mean" of the scarcity of their attributes. What;s the best punk? Is this Ape better than an Alien? What are the best Zombies? What are some of the overlooked gems? See bottom of README.md for details about "how".

Topics

ethereum scores nft cryptopunks nfts cryptopunks-rankings cryptopunk-scores

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