import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
%matplotlib inline

df_m = pd.read_csv("data/user-cards_2022-10-21_15-28.csv")
df_m = df_m.drop(40) # Remove special card from data!
data = df_m.iloc[:, 1:10]

def df(attr: str = "atk", sort_by: str = "rank"):
    lvls = [i for i in range(11)]
    cols = ["name", "rank"] + [str(l) for l in lvls]
    df = pd.DataFrame(columns=cols)
    luf = f"luf{attr[0]}"
    
    for i in range(len(data)):
        row = data[i:i+1]
        a = float(row[attr].to_string(index=False))
        b = float(row[luf].to_string(index=False)) 
        vals = [a + (a * b * l)  for l in lvls]
        df.loc[i] = [row.cname.to_string(index=False), row.crank.to_string(index=False)] + vals

    return df.sort_values(by=[sort_by], ascending=False)

Tavern TCG

Tables are sorted by highest attribute value at LVL 10, in descending order.

Updated 2022-10-21 18:30 PT

ATK

df("atk", "10")
name rank 0 1 2 3 4 5 6 7 8 9 10
9 Time Machine Floss 5 207.0 374.67 542.34 710.01 877.68 1045.35 1213.02 1380.69 1548.36 1716.03 1883.7
0 The Exodia 5 189.0 292.95 396.90 500.85 604.80 708.75 812.70 916.65 1020.60 1124.55 1228.5
24 Starbucks Catboy 5 133.0 188.86 244.72 300.58 356.44 412.30 468.16 524.02 579.88 635.74 691.6
23 Checker of Vibes 4 155.0 187.55 220.10 252.65 285.20 317.75 350.30 382.85 415.40 447.95 480.5
39 Lumine 4 81.0 116.64 152.28 187.92 223.56 259.20 294.84 330.48 366.12 401.76 437.4
20 The Catch 4 88.0 115.28 142.56 169.84 197.12 224.40 251.68 278.96 306.24 333.52 360.8
15 Among Us Back 3 45.0 63.45 81.90 100.35 118.80 137.25 155.70 174.15 192.60 211.05 229.5
34 The Bakery 3 71.0 86.62 102.24 117.86 133.48 149.10 164.72 180.34 195.96 211.58 227.2
18 A Bold One 4 54.0 71.28 88.56 105.84 123.12 140.40 157.68 174.96 192.24 209.52 226.8
11 Guardian of the Leaf Village 4 111.0 120.99 130.98 140.97 150.96 160.95 170.94 180.93 190.92 200.91 210.9
8 Augdog 3 101.0 108.07 115.14 122.21 129.28 136.35 143.42 150.49 157.56 164.63 171.7
29 El Self Defenso 4 52.0 63.44 74.88 86.32 97.76 109.20 120.64 132.08 143.52 154.96 166.4
2 The Child 2 33.0 43.23 53.46 63.69 73.92 84.15 94.38 104.61 114.84 125.07 135.3
38 The Arsonist 2 30.0 39.30 48.60 57.90 67.20 76.50 85.80 95.10 104.40 113.70 123.0
40 Toast 3 12.0 22.68 33.36 44.04 54.72 65.40 76.08 86.76 97.44 108.12 118.8
21 The Superfan 3 99.0 99.99 100.98 101.97 102.96 103.95 104.94 105.93 106.92 107.91 108.9
33 Rich White Man in the Hollywood Hills 3 34.0 41.48 48.96 56.44 63.92 71.40 78.88 86.36 93.84 101.32 108.8
6 Puppet Master 4 13.0 21.71 30.42 39.13 47.84 56.55 65.26 73.97 82.68 91.39 100.1
12 White Dad 3 21.0 27.51 34.02 40.53 47.04 53.55 60.06 66.57 73.08 79.59 86.1
26 The Dark Lord 4 78.0 78.78 79.56 80.34 81.12 81.90 82.68 83.46 84.24 85.02 85.8
31 The Chad 4 45.0 48.60 52.20 55.80 59.40 63.00 66.60 70.20 73.80 77.40 81.0
5 Augchad 4 56.0 58.24 60.48 62.72 64.96 67.20 69.44 71.68 73.92 76.16 78.4
3 The Smile 4 14.0 20.30 26.60 32.90 39.20 45.50 51.80 58.10 64.40 70.70 77.0
7 Augventurer 2 20.0 24.00 28.00 32.00 36.00 40.00 44.00 48.00 52.00 56.00 60.0
14 Clean Gamer 2 27.0 30.24 33.48 36.72 39.96 43.20 46.44 49.68 52.92 56.16 59.4
25 West Coaster 3 9.0 12.60 16.20 19.80 23.40 27.00 30.60 34.20 37.80 41.40 45.0
28 Disappointed Deutschlander 3 31.0 32.24 33.48 34.72 35.96 37.20 38.44 39.68 40.92 42.16 43.4
17 The Photographer 3 14.0 16.94 19.88 22.82 25.76 28.70 31.64 34.58 37.52 40.46 43.4
36 Mr. Steal Your Girl 1 13.0 15.99 18.98 21.97 24.96 27.95 30.94 33.93 36.92 39.91 42.9
13 The Moderator 3 8.0 10.88 13.76 16.64 19.52 22.40 25.28 28.16 31.04 33.92 36.8
30 Big Smokey 2 21.0 21.42 21.84 22.26 22.68 23.10 23.52 23.94 24.36 24.78 25.2
16 Ostroll 2 20.0 20.20 20.40 20.60 20.80 21.00 21.20 21.40 21.60 21.80 22.0
27 Sir Nyaight 2 6.0 7.38 8.76 10.14 11.52 12.90 14.28 15.66 17.04 18.42 19.8
35 Biohazard 1 14.0 14.56 15.12 15.68 16.24 16.80 17.36 17.92 18.48 19.04 19.6
10 Good Evening Twitter 2 7.0 7.91 8.82 9.73 10.64 11.55 12.46 13.37 14.28 15.19 16.1
19 Derrick 1 3.0 4.29 5.58 6.87 8.16 9.45 10.74 12.03 13.32 14.61 15.9
37 Square 1 4.0 4.96 5.92 6.88 7.84 8.80 9.76 10.72 11.68 12.64 13.6
22 Snorlax 1 12.0 12.12 12.24 12.36 12.48 12.60 12.72 12.84 12.96 13.08 13.2
1 El Guacamole 3 3.0 3.69 4.38 5.07 5.76 6.45 7.14 7.83 8.52 9.21 9.9
4 Weirdchamp 1 1.0 1.72 2.44 3.16 3.88 4.60 5.32 6.04 6.76 7.48 8.2
32 Trade Offer 1 2.0 2.44 2.88 3.32 3.76 4.20 4.64 5.08 5.52 5.96 6.4
41 Melon Bard 3 0.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.0
42 Prophet of the Cards 5 0.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.0
43 Sunny Spartan 3 0.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.0

DEF

df("def", "10")
name rank 0 1 2 3 4 5 6 7 8 9 10
0 The Exodia 5 68.3 121.574 174.848 228.122 281.396 334.670 387.944 441.218 494.492 547.766 601.04
9 Time Machine Floss 5 45.2 70.060 94.920 119.780 144.640 169.500 194.360 219.220 244.080 268.940 293.80
5 Augchad 4 88.8 99.456 110.112 120.768 131.424 142.080 152.736 163.392 174.048 184.704 195.36
12 White Dad 3 67.1 79.849 92.598 105.347 118.096 130.845 143.594 156.343 169.092 181.841 194.59
29 El Self Defenso 4 66.6 73.926 81.252 88.578 95.904 103.230 110.556 117.882 125.208 132.534 139.86
31 The Chad 4 32.2 42.182 52.164 62.146 72.128 82.110 92.092 102.074 112.056 122.038 132.02
28 Disappointed Deutschlander 3 37.3 45.506 53.712 61.918 70.124 78.330 86.536 94.742 102.948 111.154 119.36
16 Ostroll 2 50.1 55.611 61.122 66.633 72.144 77.655 83.166 88.677 94.188 99.699 105.21
24 Starbucks Catboy 5 23.2 29.232 35.264 41.296 47.328 53.360 59.392 65.424 71.456 77.488 83.52
22 Snorlax 1 66.2 67.524 68.848 70.172 71.496 72.820 74.144 75.468 76.792 78.116 79.44
34 The Bakery 3 41.8 45.562 49.324 53.086 56.848 60.610 64.372 68.134 71.896 75.658 79.42
18 A Bold One 4 33.6 37.296 40.992 44.688 48.384 52.080 55.776 59.472 63.168 66.864 70.56
20 The Catch 4 45.6 47.880 50.160 52.440 54.720 57.000 59.280 61.560 63.840 66.120 68.40
39 Lumine 4 30.0 32.700 35.400 38.100 40.800 43.500 46.200 48.900 51.600 54.300 57.00
33 Rich White Man in the Hollywood Hills 3 18.1 21.901 25.702 29.503 33.304 37.105 40.906 44.707 48.508 52.309 56.11
26 The Dark Lord 4 24.2 26.862 29.524 32.186 34.848 37.510 40.172 42.834 45.496 48.158 50.82
27 Sir Nyaight 2 18.1 21.358 24.616 27.874 31.132 34.390 37.648 40.906 44.164 47.422 50.68
14 Clean Gamer 2 5.1 9.282 13.464 17.646 21.828 26.010 30.192 34.374 38.556 42.738 46.92
10 Good Evening Twitter 2 5.2 9.204 13.208 17.212 21.216 25.220 29.224 33.228 37.232 41.236 45.24
25 West Coaster 3 10.3 13.596 16.892 20.188 23.484 26.780 30.076 33.372 36.668 39.964 43.26
3 The Smile 4 8.8 12.144 15.488 18.832 22.176 25.520 28.864 32.208 35.552 38.896 42.24
35 Biohazard 1 34.8 35.148 35.496 35.844 36.192 36.540 36.888 37.236 37.584 37.932 38.28
32 Trade Offer 1 4.1 7.298 10.496 13.694 16.892 20.090 23.288 26.486 29.684 32.882 36.08
23 Checker of Vibes 4 11.1 13.431 15.762 18.093 20.424 22.755 25.086 27.417 29.748 32.079 34.41
13 The Moderator 3 8.0 10.560 13.120 15.680 18.240 20.800 23.360 25.920 28.480 31.040 33.60
11 Guardian of the Leaf Village 4 20.9 21.945 22.990 24.035 25.080 26.125 27.170 28.215 29.260 30.305 31.35
8 Augdog 3 11.1 12.432 13.764 15.096 16.428 17.760 19.092 20.424 21.756 23.088 24.42
40 Toast 3 4.5 6.255 8.010 9.765 11.520 13.275 15.030 16.785 18.540 20.295 22.05
19 Derrick 1 2.2 4.136 6.072 8.008 9.944 11.880 13.816 15.752 17.688 19.624 21.56
4 Weirdchamp 1 3.2 4.992 6.784 8.576 10.368 12.160 13.952 15.744 17.536 19.328 21.12
38 The Arsonist 2 3.2 4.800 6.400 8.000 9.600 11.200 12.800 14.400 16.000 17.600 19.20
1 El Guacamole 3 8.1 8.829 9.558 10.287 11.016 11.745 12.474 13.203 13.932 14.661 15.39
30 Big Smokey 2 12.2 12.322 12.444 12.566 12.688 12.810 12.932 13.054 13.176 13.298 13.42
2 The Child 2 5.8 6.496 7.192 7.888 8.584 9.280 9.976 10.672 11.368 12.064 12.76
21 The Superfan 3 1.3 2.366 3.432 4.498 5.564 6.630 7.696 8.762 9.828 10.894 11.96
37 Square 1 2.2 3.080 3.960 4.840 5.720 6.600 7.480 8.360 9.240 10.120 11.00
17 The Photographer 3 8.3 8.466 8.632 8.798 8.964 9.130 9.296 9.462 9.628 9.794 9.96
6 Puppet Master 4 2.9 3.538 4.176 4.814 5.452 6.090 6.728 7.366 8.004 8.642 9.28
15 Among Us Back 3 7.2 7.344 7.488 7.632 7.776 7.920 8.064 8.208 8.352 8.496 8.64
36 Mr. Steal Your Girl 1 1.1 1.782 2.464 3.146 3.828 4.510 5.192 5.874 6.556 7.238 7.92
7 Augventurer 2 1.8 2.016 2.232 2.448 2.664 2.880 3.096 3.312 3.528 3.744 3.96
41 Melon Bard 3 0.0 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.00
42 Prophet of the Cards 5 0.0 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.00
43 Sunny Spartan 3 0.0 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.00

UTL

df("utl", "10")
name rank 0 1 2 3 4 5 6 7 8 9 10
24 Starbucks Catboy 5 197.0 380.21 563.42 746.63 929.84 1113.05 1296.26 1479.47 1662.68 1845.89 2029.1
6 Puppet Master 4 89.0 119.26 149.52 179.78 210.04 240.30 270.56 300.82 331.08 361.34 391.6
26 The Dark Lord 4 111.0 136.53 162.06 187.59 213.12 238.65 264.18 289.71 315.24 340.77 366.3
17 The Photographer 3 82.0 105.78 129.56 153.34 177.12 200.90 224.68 248.46 272.24 296.02 319.8
23 Checker of Vibes 4 60.0 85.80 111.60 137.40 163.20 189.00 214.80 240.60 266.40 292.20 318.0
25 West Coaster 3 44.0 63.36 82.72 102.08 121.44 140.80 160.16 179.52 198.88 218.24 237.6
33 Rich White Man in the Hollywood Hills 3 38.0 47.50 57.00 66.50 76.00 85.50 95.00 104.50 114.00 123.50 133.0
15 Among Us Back 3 22.0 31.90 41.80 51.70 61.60 71.50 81.40 91.30 101.20 111.10 121.0
12 White Dad 3 33.0 40.59 48.18 55.77 63.36 70.95 78.54 86.13 93.72 101.31 108.9
0 The Exodia 5 31.0 37.51 44.02 50.53 57.04 63.55 70.06 76.57 83.08 89.59 96.1
32 Trade Offer 1 11.0 17.05 23.10 29.15 35.20 41.25 47.30 53.35 59.40 65.45 71.5
31 The Chad 4 34.0 37.74 41.48 45.22 48.96 52.70 56.44 60.18 63.92 67.66 71.4
3 The Smile 4 12.0 17.88 23.76 29.64 35.52 41.40 47.28 53.16 59.04 64.92 70.8
28 Disappointed Deutschlander 3 36.0 39.24 42.48 45.72 48.96 52.20 55.44 58.68 61.92 65.16 68.4
7 Augventurer 2 8.0 14.00 20.00 26.00 32.00 38.00 44.00 50.00 56.00 62.00 68.0
39 Lumine 4 31.0 34.41 37.82 41.23 44.64 48.05 51.46 54.87 58.28 61.69 65.1
30 Big Smokey 2 9.0 14.49 19.98 25.47 30.96 36.45 41.94 47.43 52.92 58.41 63.9
38 The Arsonist 2 19.0 23.18 27.36 31.54 35.72 39.90 44.08 48.26 52.44 56.62 60.8
35 Biohazard 1 31.0 32.55 34.10 35.65 37.20 38.75 40.30 41.85 43.40 44.95 46.5
13 The Moderator 3 8.0 11.60 15.20 18.80 22.40 26.00 29.60 33.20 36.80 40.40 44.0
20 The Catch 4 23.0 24.84 26.68 28.52 30.36 32.20 34.04 35.88 37.72 39.56 41.4
11 Guardian of the Leaf Village 4 35.0 35.35 35.70 36.05 36.40 36.75 37.10 37.45 37.80 38.15 38.5
29 El Self Defenso 4 16.0 18.08 20.16 22.24 24.32 26.40 28.48 30.56 32.64 34.72 36.8
9 Time Machine Floss 5 5.0 8.15 11.30 14.45 17.60 20.75 23.90 27.05 30.20 33.35 36.5
34 The Bakery 3 23.0 24.15 25.30 26.45 27.60 28.75 29.90 31.05 32.20 33.35 34.5
36 Mr. Steal Your Girl 1 4.0 6.64 9.28 11.92 14.56 17.20 19.84 22.48 25.12 27.76 30.4
8 Augdog 3 20.0 20.40 20.80 21.20 21.60 22.00 22.40 22.80 23.20 23.60 24.0
2 The Child 2 4.0 5.76 7.52 9.28 11.04 12.80 14.56 16.32 18.08 19.84 21.6
16 Ostroll 2 2.0 3.82 5.64 7.46 9.28 11.10 12.92 14.74 16.56 18.38 20.2
18 A Bold One 4 9.0 10.08 11.16 12.24 13.32 14.40 15.48 16.56 17.64 18.72 19.8
19 Derrick 1 8.0 8.88 9.76 10.64 11.52 12.40 13.28 14.16 15.04 15.92 16.8
10 Good Evening Twitter 2 8.0 8.88 9.76 10.64 11.52 12.40 13.28 14.16 15.04 15.92 16.8
40 Toast 3 2.0 3.42 4.84 6.26 7.68 9.10 10.52 11.94 13.36 14.78 16.2
5 Augchad 4 12.0 12.36 12.72 13.08 13.44 13.80 14.16 14.52 14.88 15.24 15.6
14 Clean Gamer 2 5.0 6.05 7.10 8.15 9.20 10.25 11.30 12.35 13.40 14.45 15.5
27 Sir Nyaight 2 8.0 8.64 9.28 9.92 10.56 11.20 11.84 12.48 13.12 13.76 14.4
21 The Superfan 3 3.0 4.02 5.04 6.06 7.08 8.10 9.12 10.14 11.16 12.18 13.2
22 Snorlax 1 3.0 3.93 4.86 5.79 6.72 7.65 8.58 9.51 10.44 11.37 12.3
1 El Guacamole 3 6.0 6.48 6.96 7.44 7.92 8.40 8.88 9.36 9.84 10.32 10.8
37 Square 1 1.0 1.77 2.54 3.31 4.08 4.85 5.62 6.39 7.16 7.93 8.7
4 Weirdchamp 1 2.0 2.44 2.88 3.32 3.76 4.20 4.64 5.08 5.52 5.96 6.4
41 Melon Bard 3 0.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.0
42 Prophet of the Cards 5 0.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.0
43 Sunny Spartan 3 0.0 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.0