import numpy as np
import pandas as pd
[]
%matplotlib inline
import matplotlib.pyplot as plt
from sklearn.datasets import load_digits
img=load_digits()
print(img["data"].shape)
img_digits=img["data"]
target=img["target"]
plt.imshow(img_digits[0].reshape((8,8)),cmap="gray",)
plt.title(label=target[0])
(1797, 64)
Text(0.5, 1.0, '0')
df_img=pd.DataFrame()
for i in range(64):
df_img[f"Pixel{i}"]=img_digits[:,i]
df_img
Pixel0 | Pixel1 | Pixel2 | Pixel3 | Pixel4 | Pixel5 | Pixel6 | Pixel7 | Pixel8 | Pixel9 | Pixel10 | Pixel11 | Pixel12 | Pixel13 | Pixel14 | Pixel15 | Pixel16 | Pixel17 | Pixel18 | Pixel19 | Pixel20 | Pixel21 | Pixel22 | Pixel23 | Pixel24 | Pixel25 | Pixel26 | Pixel27 | Pixel28 | Pixel29 | Pixel30 | Pixel31 | Pixel32 | Pixel33 | Pixel34 | Pixel35 | Pixel36 | Pixel37 | Pixel38 | Pixel39 | Pixel40 | Pixel41 | Pixel42 | Pixel43 | Pixel44 | Pixel45 | Pixel46 | Pixel47 | Pixel48 | Pixel49 | Pixel50 | Pixel51 | Pixel52 | Pixel53 | Pixel54 | Pixel55 | Pixel56 | Pixel57 | Pixel58 | Pixel59 | Pixel60 | Pixel61 | Pixel62 | Pixel63 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0.0 | 0.0 | 5.0 | 13.0 | 9.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 15.0 | 10.0 | 15.0 | 5.0 | 0.0 | 0.0 | 3.0 | 15.0 | 2.0 | 0.0 | 11.0 | 8.0 | 0.0 | 0.0 | 4.0 | 12.0 | 0.0 | 0.0 | 8.0 | 8.0 | 0.0 | 0.0 | 5.0 | 8.0 | 0.0 | 0.0 | 9.0 | 8.0 | 0.0 | 0.0 | 4.0 | 11.0 | 0.0 | 1.0 | 12.0 | 7.0 | 0.0 | 0.0 | 2.0 | 14.0 | 5.0 | 10.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 13.0 | 10.0 | 0.0 | 0.0 | 0.0 |
1 | 0.0 | 0.0 | 0.0 | 12.0 | 13.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 15.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 7.0 | 15.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 10.0 | 0.0 | 0.0 |
2 | 0.0 | 0.0 | 0.0 | 4.0 | 15.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 15.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 13.0 | 8.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 6.0 | 15.0 | 11.0 | 0.0 | 0.0 | 0.0 | 1.0 | 8.0 | 13.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 9.0 | 16.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 13.0 | 16.0 | 16.0 | 11.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 11.0 | 16.0 | 9.0 | 0.0 |
3 | 0.0 | 0.0 | 7.0 | 15.0 | 13.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8.0 | 13.0 | 6.0 | 15.0 | 4.0 | 0.0 | 0.0 | 0.0 | 2.0 | 1.0 | 13.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 11.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 12.0 | 12.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 10.0 | 8.0 | 0.0 | 0.0 | 0.0 | 8.0 | 4.0 | 5.0 | 14.0 | 9.0 | 0.0 | 0.0 | 0.0 | 7.0 | 13.0 | 13.0 | 9.0 | 0.0 | 0.0 |
4 | 0.0 | 0.0 | 0.0 | 1.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 13.0 | 6.0 | 2.0 | 2.0 | 0.0 | 0.0 | 0.0 | 7.0 | 15.0 | 0.0 | 9.0 | 8.0 | 0.0 | 0.0 | 5.0 | 16.0 | 10.0 | 0.0 | 16.0 | 6.0 | 0.0 | 0.0 | 4.0 | 15.0 | 16.0 | 13.0 | 16.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 15.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 4.0 | 0.0 | 0.0 |
5 | 0.0 | 0.0 | 12.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 16.0 | 16.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 16.0 | 15.0 | 10.0 | 1.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 7.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 9.0 | 0.0 | 0.0 | 0.0 | 5.0 | 4.0 | 12.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 9.0 | 16.0 | 16.0 | 10.0 | 0.0 | 0.0 |
6 | 0.0 | 0.0 | 0.0 | 12.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.0 | 12.0 | 7.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 16.0 | 13.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 7.0 | 16.0 | 11.0 | 15.0 | 8.0 | 0.0 | 0.0 | 0.0 | 1.0 | 9.0 | 15.0 | 11.0 | 3.0 | 0.0 |
7 | 0.0 | 0.0 | 7.0 | 8.0 | 13.0 | 16.0 | 15.0 | 1.0 | 0.0 | 0.0 | 7.0 | 7.0 | 4.0 | 11.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 13.0 | 1.0 | 0.0 | 0.0 | 4.0 | 8.0 | 8.0 | 15.0 | 15.0 | 6.0 | 0.0 | 0.0 | 2.0 | 11.0 | 15.0 | 15.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 |
8 | 0.0 | 0.0 | 9.0 | 14.0 | 8.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 14.0 | 14.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 10.0 | 0.0 | 15.0 | 4.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 12.0 | 14.0 | 2.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 8.0 | 10.0 | 13.0 | 2.0 | 0.0 | 0.0 | 1.0 | 15.0 | 1.0 | 3.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 15.0 | 11.0 | 1.0 | 0.0 |
9 | 0.0 | 0.0 | 11.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 16.0 | 16.0 | 13.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 12.0 | 10.0 | 14.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 1.0 | 12.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 16.0 | 9.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 9.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 15.0 | 4.0 | 0.0 | 0.0 | 0.0 | 9.0 | 12.0 | 13.0 | 3.0 | 0.0 | 0.0 |
10 | 0.0 | 0.0 | 1.0 | 9.0 | 15.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 8.0 | 14.0 | 6.0 | 0.0 | 0.0 | 2.0 | 16.0 | 10.0 | 0.0 | 9.0 | 9.0 | 0.0 | 0.0 | 1.0 | 16.0 | 4.0 | 0.0 | 8.0 | 8.0 | 0.0 | 0.0 | 4.0 | 16.0 | 4.0 | 0.0 | 8.0 | 8.0 | 0.0 | 0.0 | 1.0 | 16.0 | 5.0 | 1.0 | 11.0 | 3.0 | 0.0 | 0.0 | 0.0 | 12.0 | 12.0 | 10.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 10.0 | 13.0 | 3.0 | 0.0 | 0.0 |
11 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 13.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 1.0 | 10.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 3.0 | 12.0 | 14.0 | 16.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 13.0 | 16.0 | 1.0 | 0.0 |
12 | 0.0 | 0.0 | 5.0 | 12.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.0 | 14.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 1.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 10.0 | 0.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 16.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 16.0 | 15.0 | 9.0 | 8.0 | 2.0 | 0.0 | 0.0 | 3.0 | 11.0 | 8.0 | 13.0 | 12.0 | 4.0 |
13 | 0.0 | 2.0 | 9.0 | 15.0 | 14.0 | 9.0 | 3.0 | 0.0 | 0.0 | 4.0 | 13.0 | 8.0 | 9.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 14.0 | 15.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 14.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 4.0 | 0.0 | 0.0 | 1.0 | 5.0 | 6.0 | 13.0 | 16.0 | 6.0 | 0.0 | 0.0 | 2.0 | 12.0 | 12.0 | 13.0 | 11.0 | 0.0 | 0.0 |
14 | 0.0 | 0.0 | 0.0 | 8.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 14.0 | 13.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 10.0 | 15.0 | 3.0 | 15.0 | 11.0 | 0.0 | 0.0 | 7.0 | 16.0 | 7.0 | 1.0 | 16.0 | 8.0 | 0.0 | 0.0 | 9.0 | 16.0 | 13.0 | 14.0 | 16.0 | 5.0 | 0.0 | 0.0 | 1.0 | 10.0 | 15.0 | 16.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 15.0 | 4.0 | 0.0 | 0.0 |
15 | 0.0 | 5.0 | 12.0 | 13.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 11.0 | 16.0 | 15.0 | 8.0 | 4.0 | 0.0 | 0.0 | 0.0 | 8.0 | 14.0 | 11.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 6.0 | 6.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 1.0 | 5.0 | 15.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 15.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 |
16 | 0.0 | 0.0 | 0.0 | 8.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 16.0 | 16.0 | 13.0 | 5.0 | 0.0 | 0.0 | 0.0 | 15.0 | 16.0 | 9.0 | 9.0 | 14.0 | 0.0 | 0.0 | 0.0 | 3.0 | 14.0 | 9.0 | 2.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 7.0 | 15.0 | 16.0 | 11.0 | 0.0 |
17 | 0.0 | 0.0 | 1.0 | 8.0 | 15.0 | 10.0 | 0.0 | 0.0 | 0.0 | 3.0 | 13.0 | 15.0 | 14.0 | 14.0 | 0.0 | 0.0 | 0.0 | 5.0 | 10.0 | 0.0 | 10.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 5.0 | 15.0 | 10.0 | 2.0 | 0.0 | 0.0 | 0.0 | 16.0 | 16.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 1.0 | 8.0 | 12.0 | 14.0 | 8.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 9.0 | 0.0 | 0.0 | 0.0 |
18 | 0.0 | 0.0 | 10.0 | 7.0 | 13.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 10.0 | 12.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 4.0 | 11.0 | 10.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 10.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 13.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 1.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 10.0 | 2.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 14.0 | 5.0 | 0.0 | 0.0 | 0.0 |
19 | 0.0 | 0.0 | 6.0 | 14.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 14.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 12.0 | 12.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 11.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 4.0 | 7.0 | 16.0 | 2.0 | 0.0 | 0.0 | 7.0 | 16.0 | 16.0 | 13.0 | 11.0 | 1.0 |
20 | 0.0 | 0.0 | 3.0 | 13.0 | 11.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 4.0 | 16.0 | 9.0 | 1.0 | 14.0 | 2.0 | 0.0 | 0.0 | 4.0 | 16.0 | 0.0 | 0.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 16.0 | 1.0 | 0.0 | 12.0 | 8.0 | 0.0 | 0.0 | 0.0 | 15.0 | 9.0 | 0.0 | 13.0 | 6.0 | 0.0 | 0.0 | 0.0 | 9.0 | 14.0 | 9.0 | 14.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 12.0 | 13.0 | 4.0 | 0.0 | 0.0 |
21 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 1.0 | 4.0 | 12.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 7.0 | 16.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 10.0 | 16.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 12.0 | 15.0 | 4.0 | 0.0 |
22 | 0.0 | 0.0 | 8.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 13.0 | 11.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 0.0 | 13.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 1.0 | 16.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 15.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 15.0 | 8.0 | 8.0 | 3.0 | 0.0 | 0.0 | 0.0 | 7.0 | 12.0 | 12.0 | 12.0 | 13.0 | 1.0 |
23 | 0.0 | 1.0 | 8.0 | 12.0 | 15.0 | 14.0 | 4.0 | 0.0 | 0.0 | 3.0 | 11.0 | 8.0 | 8.0 | 12.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 13.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 12.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 8.0 | 14.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 15.0 | 11.0 | 2.0 | 0.0 | 0.0 |
24 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 14.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 7.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 9.0 | 0.0 | 16.0 | 6.0 | 0.0 | 0.0 | 6.0 | 16.0 | 10.0 | 11.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 10.0 | 13.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 8.0 | 0.0 | 0.0 |
25 | 0.0 | 0.0 | 12.0 | 8.0 | 8.0 | 7.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 16.0 | 11.0 | 7.0 | 0.0 | 0.0 | 0.0 | 2.0 | 14.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 14.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 16.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 8.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 14.0 | 9.0 | 0.0 | 0.0 | 0.0 |
26 | 0.0 | 0.0 | 1.0 | 13.0 | 14.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 13.0 | 2.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 12.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 14.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 16.0 | 16.0 | 16.0 | 6.0 | 0.0 | 0.0 | 1.0 | 14.0 | 16.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 3.0 | 12.0 | 15.0 | 14.0 | 7.0 | 0.0 |
27 | 0.0 | 0.0 | 0.0 | 8.0 | 14.0 | 14.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 10.0 | 15.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 10.0 | 0.0 | 0.0 | 2.0 | 8.0 | 11.0 | 12.0 | 16.0 | 8.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 16.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 13.0 | 1.0 | 0.0 | 0.0 |
28 | 0.0 | 0.0 | 10.0 | 11.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 15.0 | 13.0 | 13.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8.0 | 11.0 | 0.0 | 14.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 15.0 | 13.0 | 0.0 | 0.0 | 0.0 | 1.0 | 11.0 | 16.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 15.0 | 3.0 | 9.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 6.0 | 15.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 14.0 | 7.0 | 1.0 | 0.0 | 0.0 |
29 | 0.0 | 0.0 | 9.0 | 13.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 13.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 16.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 10.0 | 0.0 | 0.0 | 0.0 | 3.0 | 7.0 | 12.0 | 14.0 | 16.0 | 2.0 | 0.0 | 0.0 | 7.0 | 12.0 | 12.0 | 12.0 | 11.0 | 0.0 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
1767 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 15.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 12.0 | 0.0 | 9.0 | 12.0 | 0.0 | 0.0 | 9.0 | 16.0 | 16.0 | 16.0 | 16.0 | 10.0 | 0.0 | 0.0 | 1.0 | 6.0 | 10.0 | 14.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 7.0 | 0.0 | 0.0 |
1768 | 0.0 | 0.0 | 5.0 | 16.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 14.0 | 1.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.0 | 10.0 | 0.0 | 7.0 | 4.0 | 0.0 | 0.0 | 2.0 | 16.0 | 7.0 | 0.0 | 2.0 | 9.0 | 0.0 | 0.0 | 2.0 | 16.0 | 8.0 | 0.0 | 6.0 | 11.0 | 0.0 | 0.0 | 1.0 | 12.0 | 14.0 | 14.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 4.0 | 15.0 | 16.0 | 8.0 | 1.0 | 0.0 |
1769 | 0.0 | 0.0 | 9.0 | 12.0 | 14.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 15.0 | 12.0 | 16.0 | 9.0 | 1.0 | 0.0 | 0.0 | 1.0 | 8.0 | 6.0 | 2.0 | 12.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 12.0 | 14.0 | 9.0 | 2.0 | 0.0 | 0.0 |
1770 | 0.0 | 2.0 | 10.0 | 12.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 4.0 | 8.0 | 5.0 | 13.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 15.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 16.0 | 5.0 | 0.0 | 0.0 | 2.0 | 14.0 | 16.0 | 12.0 | 9.0 | 0.0 | 0.0 |
1771 | 0.0 | 0.0 | 0.0 | 6.0 | 12.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 15.0 | 14.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 13.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 16.0 | 11.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 16.0 | 16.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 9.0 | 16.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 11.0 | 12.0 | 5.0 | 0.0 |
1772 | 0.0 | 0.0 | 5.0 | 14.0 | 11.0 | 8.0 | 0.0 | 0.0 | 0.0 | 4.0 | 15.0 | 2.0 | 16.0 | 16.0 | 0.0 | 0.0 | 0.0 | 8.0 | 12.0 | 0.0 | 12.0 | 16.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 16.0 | 16.0 | 15.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 10.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 2.0 | 0.0 | 0.0 | 3.0 | 13.0 | 8.0 | 14.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 15.0 | 12.0 | 5.0 | 0.0 | 0.0 |
1773 | 0.0 | 0.0 | 2.0 | 13.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 8.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 16.0 | 16.0 | 16.0 | 11.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 2.0 | 4.0 | 11.0 | 9.0 | 0.0 | 0.0 | 1.0 | 13.0 | 11.0 | 8.0 | 12.0 | 12.0 | 0.0 | 0.0 | 0.0 | 1.0 | 12.0 | 16.0 | 14.0 | 4.0 | 0.0 |
1774 | 0.0 | 0.0 | 6.0 | 12.0 | 12.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 16.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 16.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 2.0 | 13.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 16.0 | 16.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 16.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 11.0 | 10.0 | 4.0 | 0.0 | 0.0 |
1775 | 0.0 | 0.0 | 6.0 | 16.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 15.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 16.0 | 16.0 | 13.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 16.0 | 5.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 |
1776 | 0.0 | 0.0 | 12.0 | 16.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 10.0 | 2.0 | 2.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 12.0 | 12.0 | 9.0 | 1.0 | 0.0 | 0.0 | 1.0 | 15.0 | 16.0 | 12.0 | 15.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 14.0 | 11.0 | 0.0 | 0.0 | 0.0 | 3.0 | 9.0 | 16.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 10.0 | 12.0 | 12.0 | 4.0 | 0.0 | 0.0 |
1777 | 0.0 | 0.0 | 0.0 | 2.0 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 10.0 | 5.0 | 7.0 | 0.0 | 0.0 | 0.0 | 11.0 | 15.0 | 2.0 | 13.0 | 7.0 | 0.0 | 0.0 | 10.0 | 16.0 | 8.0 | 8.0 | 16.0 | 6.0 | 0.0 | 0.0 | 8.0 | 12.0 | 12.0 | 13.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 13.0 | 3.0 | 0.0 | 0.0 |
1778 | 0.0 | 0.0 | 0.0 | 1.0 | 13.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 15.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 9.0 | 2.0 | 1.0 | 0.0 | 0.0 | 2.0 | 14.0 | 13.0 | 1.0 | 16.0 | 6.0 | 0.0 | 0.0 | 11.0 | 16.0 | 6.0 | 8.0 | 16.0 | 3.0 | 0.0 | 1.0 | 16.0 | 16.0 | 16.0 | 16.0 | 13.0 | 0.0 | 0.0 | 0.0 | 7.0 | 12.0 | 13.0 | 16.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.0 | 7.0 | 0.0 | 0.0 |
1779 | 0.0 | 0.0 | 3.0 | 10.0 | 16.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 14.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 4.0 | 0.0 | 0.0 | 0.0 | 4.0 | 4.0 | 12.0 | 15.0 | 5.0 | 0.0 | 0.0 | 1.0 | 15.0 | 16.0 | 16.0 | 9.0 | 4.0 | 0.0 | 0.0 | 0.0 | 2.0 | 11.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 |
1780 | 0.0 | 3.0 | 14.0 | 15.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 15.0 | 14.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 7.0 | 2.0 | 14.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 14.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 15.0 | 14.0 | 4.0 | 1.0 | 0.0 | 0.0 | 4.0 | 15.0 | 16.0 | 16.0 | 16.0 | 6.0 | 0.0 | 0.0 | 4.0 | 15.0 | 13.0 | 12.0 | 11.0 | 1.0 | 0.0 |
1781 | 0.0 | 0.0 | 10.0 | 16.0 | 14.0 | 5.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 16.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 16.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 14.0 | 13.0 | 11.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 1.0 | 6.0 | 15.0 | 0.0 | 0.0 | 0.0 | 7.0 | 14.0 | 9.0 | 13.0 | 15.0 | 1.0 | 0.0 | 0.0 | 1.0 | 11.0 | 16.0 | 15.0 | 6.0 | 0.0 | 0.0 |
1782 | 0.0 | 1.0 | 10.0 | 13.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 16.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 9.0 | 8.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 11.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 13.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 16.0 | 16.0 | 16.0 | 13.0 | 0.0 | 0.0 | 0.0 | 9.0 | 13.0 | 11.0 | 10.0 | 9.0 | 0.0 |
1783 | 0.0 | 0.0 | 15.0 | 13.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 14.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 8.0 | 6.0 | 5.0 | 0.0 | 0.0 | 0.0 | 13.0 | 16.0 | 16.0 | 16.0 | 14.0 | 0.0 | 0.0 | 0.0 | 10.0 | 13.0 | 10.0 | 6.0 | 2.0 | 0.0 |
1784 | 0.0 | 0.0 | 1.0 | 10.0 | 14.0 | 13.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8.0 | 12.0 | 6.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 12.0 | 13.0 | 12.0 | 0.0 | 0.0 | 0.0 | 2.0 | 11.0 | 11.0 | 8.0 | 14.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 14.0 | 4.0 | 0.0 | 0.0 |
1785 | 0.0 | 1.0 | 10.0 | 16.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 1.0 | 12.0 | 13.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 11.0 | 16.0 | 13.0 | 8.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 16.0 | 16.0 | 6.0 | 0.0 | 0.0 | 2.0 | 10.0 | 16.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 |
1786 | 0.0 | 0.0 | 4.0 | 14.0 | 15.0 | 6.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 16.0 | 16.0 | 16.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 16.0 | 16.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 2.0 | 8.0 | 13.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 1.0 | 6.0 | 13.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 4.0 | 13.0 | 15.0 | 9.0 | 0.0 | 0.0 |
1787 | 0.0 | 0.0 | 10.0 | 16.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 12.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 9.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 16.0 | 16.0 | 14.0 | 2.0 | 0.0 | 0.0 | 1.0 | 10.0 | 4.0 | 1.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 7.0 | 8.0 | 14.0 | 16.0 | 3.0 | 0.0 | 0.0 | 0.0 | 6.0 | 13.0 | 10.0 | 4.0 | 0.0 | 0.0 |
1788 | 0.0 | 0.0 | 0.0 | 1.0 | 12.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 15.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 6.0 | 1.0 | 2.0 | 0.0 | 0.0 | 4.0 | 16.0 | 9.0 | 1.0 | 15.0 | 9.0 | 0.0 | 0.0 | 13.0 | 15.0 | 6.0 | 10.0 | 16.0 | 6.0 | 0.0 | 0.0 | 12.0 | 16.0 | 16.0 | 16.0 | 16.0 | 1.0 | 0.0 | 0.0 | 1.0 | 7.0 | 4.0 | 14.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 9.0 | 0.0 | 0.0 |
1789 | 0.0 | 0.0 | 8.0 | 16.0 | 3.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 16.0 | 14.0 | 5.0 | 14.0 | 12.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 14.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 16.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 11.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 3.0 | 16.0 | 16.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 16.0 | 10.0 | 1.0 | 0.0 | 0.0 |
1790 | 0.0 | 0.0 | 5.0 | 12.0 | 8.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 5.0 | 13.0 | 6.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 16.0 | 12.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 16.0 | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 15.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 11.0 | 0.0 | 0.0 | 0.0 | 0.0 | 11.0 | 16.0 | 16.0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 12.0 | 12.0 | 3.0 | 0.0 | 0.0 |
1791 | 0.0 | 0.0 | 0.0 | 3.0 | 15.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 12.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 15.0 | 3.0 | 4.0 | 3.0 | 0.0 | 0.0 | 7.0 | 16.0 | 5.0 | 3.0 | 15.0 | 8.0 | 0.0 | 0.0 | 13.0 | 16.0 | 13.0 | 15.0 | 16.0 | 2.0 | 0.0 | 0.0 | 12.0 | 16.0 | 16.0 | 16.0 | 13.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 5.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 4.0 | 0.0 | 0.0 |
1792 | 0.0 | 0.0 | 4.0 | 10.0 | 13.0 | 6.0 | 0.0 | 0.0 | 0.0 | 1.0 | 16.0 | 14.0 | 12.0 | 16.0 | 3.0 | 0.0 | 0.0 | 4.0 | 16.0 | 6.0 | 3.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 12.0 | 16.0 | 16.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 4.0 | 16.0 | 8.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.0 | 5.0 | 0.0 | 0.0 | 0.0 | 5.0 | 7.0 | 7.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 2.0 | 14.0 | 15.0 | 9.0 | 0.0 | 0.0 |
1793 | 0.0 | 0.0 | 6.0 | 16.0 | 13.0 | 11.0 | 1.0 | 0.0 | 0.0 | 0.0 | 16.0 | 15.0 | 12.0 | 16.0 | 1.0 | 0.0 | 0.0 | 3.0 | 16.0 | 7.0 | 0.0 | 13.0 | 6.0 | 0.0 | 0.0 | 4.0 | 16.0 | 0.0 | 0.0 | 10.0 | 8.0 | 0.0 | 0.0 | 8.0 | 16.0 | 0.0 | 0.0 | 14.0 | 6.0 | 0.0 | 0.0 | 5.0 | 16.0 | 7.0 | 9.0 | 16.0 | 5.0 | 0.0 | 0.0 | 1.0 | 15.0 | 16.0 | 16.0 | 16.0 | 1.0 | 0.0 | 0.0 | 0.0 | 6.0 | 16.0 | 14.0 | 6.0 | 0.0 | 0.0 |
1794 | 0.0 | 0.0 | 1.0 | 11.0 | 15.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 16.0 | 8.0 | 2.0 | 1.0 | 0.0 | 0.0 | 0.0 | 16.0 | 15.0 | 10.0 | 16.0 | 5.0 | 0.0 | 0.0 | 0.0 | 8.0 | 16.0 | 16.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9.0 | 16.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 14.0 | 16.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.0 | 15.0 | 15.0 | 16.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 9.0 | 13.0 | 6.0 | 0.0 | 0.0 |
1795 | 0.0 | 0.0 | 2.0 | 10.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 14.0 | 16.0 | 16.0 | 15.0 | 1.0 | 0.0 | 0.0 | 4.0 | 16.0 | 7.0 | 3.0 | 16.0 | 7.0 | 0.0 | 0.0 | 5.0 | 16.0 | 10.0 | 7.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 5.0 | 14.0 | 14.0 | 16.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 4.0 | 7.0 | 7.0 | 16.0 | 2.0 | 0.0 | 0.0 | 0.0 | 5.0 | 12.0 | 16.0 | 12.0 | 0.0 | 0.0 |
1796 | 0.0 | 0.0 | 10.0 | 14.0 | 8.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16.0 | 14.0 | 6.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.0 | 15.0 | 8.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.0 | 16.0 | 16.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 15.0 | 15.0 | 12.0 | 0.0 | 0.0 | 0.0 | 4.0 | 16.0 | 6.0 | 4.0 | 16.0 | 6.0 | 0.0 | 0.0 | 8.0 | 16.0 | 10.0 | 8.0 | 16.0 | 8.0 | 0.0 | 0.0 | 1.0 | 8.0 | 12.0 | 14.0 | 12.0 | 1.0 | 0.0 |
1797 rows × 64 columns
from sklearn.preprocessing import MinMaxScaler
scaler=MinMaxScaler()
df_img_scaled=scaler.fit_transform(df_img)
from sklearn.cluster import KMeans
elbow={"inertia":[],"clusters":[]}
for i in range(2,15):
model=KMeans(i)
elbow["clusters"].append(i)
model.fit(df_img_scaled)
elbow["inertia"].append(model.inertia_)
plt.scatter(x=elbow["clusters"],y=elbow["inertia"])
plt.xlabel("n_clusters")
plt.ylabel("inertia")
plt.title("Elbow Graph")
Text(0.5, 1.0, 'Elbow Graph')
model_10=KMeans(10)
model_10.fit(df_img_scaled)
KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300, n_clusters=10, n_init=10, n_jobs=None, precompute_distances='auto', random_state=None, tol=0.0001, verbose=0)
from sklearn.manifold import TSNE
tsne=TSNE(2)
arr=tsne.fit_transform(df_img_scaled)
plt.scatter(arr[:,0],arr[:,1],c=model_10.labels_)
<matplotlib.legend.Legend at 0x7ff1c10d4240>
import plotly.offline as py
import plotly.graph_objs as go
import cufflinks as cf
cf.offline
py.init_notebook_mode()
traces=[]
for i in range(10):
mask=model_10.labels_==i
traces.append(go.Scatter(x=arr[mask][:,0],y=arr[mask][:,1],name=f"cluster {i}",mode="markers"))
data=go.Data(traces)
layout=go.Layout(title="KMeans clustering for the digits")
figure=go.Figure(data,layout)
py.iplot(figure)
/opt/conda/lib/python3.6/site-packages/plotly/graph_objs/_deprecations.py:39: DeprecationWarning: plotly.graph_objs.Data is deprecated. Please replace it with a list or tuple of instances of the following types - plotly.graph_objs.Scatter - plotly.graph_objs.Bar - plotly.graph_objs.Area - plotly.graph_objs.Histogram - etc.