Thư viện tìm kiếm mờ python

Nhưng một trong những phương pháp rất dễ dàng là sử dụng thư việnuzzywuzzy nơi chúng ta có thể có điểm trên 100, biểu thị hai chuỗi bằng nhau bằng cách đưa ra chỉ số tương tự. Bài viết này nói về cách chúng ta bắt đầu sử dụng thư việnuzzywuzzy

FuzzyWuzzy là một thư viện của Python dùng để so khớp chuỗi. So khớp chuỗi mờ là quá trình tìm các chuỗi khớp với một mẫu nhất định. Về cơ bản, nó sử dụng Khoảng cách Levenshtein để tính toán sự khác biệt giữa các chuỗi.
FuzzyWuzzy đã được phát triển và mã nguồn mở bởi SeatGeek, một dịch vụ tìm vé xem thể thao và hòa nhạc. Trường hợp sử dụng ban đầu của họ, như đã thảo luận trong blog của họ.

Yêu cầu của blurwuzzy
• Trăn 2. 4 hoặc cao hơn
• trăn-Levenshtein

Cài đặt qua pip

pip install fuzzywuzzy
pip install python-Levenshtein

Làm thế nào để sử dụng thư viện này?

Đầu tiên nhập các mô-đun này,

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

3

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4______95

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

3

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4______95

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

00

Sử dụng tỷ lệ đơn giản

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

0______11

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

3

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

5

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

7

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

0____19

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2____19

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

32

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

34

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

0____936____12____938

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

39

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

40

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

41

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

42

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

44

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

34

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

47

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

48

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

34

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

41

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

42

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

54

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

56

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

57

________ 958 ________ 959 ________ 960

Bây giờ, tỷ lệ thiết lập mã thông báo tỷ lệ sắp xếp mã thông báo

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

61

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

62

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

42

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

65

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

34

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

69

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

31

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

62

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

42

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

35

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

37

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6____939______942

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

35

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

34

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

45

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

46

Bây giờ, giả sử nếu chúng ta có danh sách danh sách các tùy chọn và chúng ta muốn tìm (các) kết quả khớp gần nhất, chúng ta có thể sử dụng mô-đun process

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

47

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

48

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

36

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50_______948

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

52____953

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2____955____12

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

57

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

58

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

59

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

000

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

001

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

002

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

003

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

005

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

006

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

57

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

005

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

006

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

53

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

03

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

04

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

59

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

06

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

07

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

08

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

003

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

005

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

Ngoài ra còn có một tỷ lệ khác thường được sử dụng gọi là WRatio, đôi khi tốt hơn nên sử dụng WRatio thay vì tỷ lệ đơn giản vì WRatio xử lý chữ thường và chữ hoa và một số tham số khác nữa

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

13

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

36

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

16

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

34

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

13

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

20

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

36

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

34

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

25

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

0____120

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2____936

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

31

Mã đầy đủ

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

32

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

33

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

3

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4______95

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

3

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

4______95

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

00

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

44

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

48

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

46

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

47

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

48

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

49

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

51____152

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

54____155

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

57

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

58

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

60____161

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

63

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

64

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

65

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

6

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

67

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

47

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

48

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

36

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50_______948

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

52____953

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

2____955____12

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

57

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

58

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

81

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

83____184

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

50

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

86

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

87

đầu ra

FuzzyWuzzy Ratio:  84
FuzzyWuzzy PartialRatio:  85
FuzzyWuzzy TokenSortRatio:  84
FuzzyWuzzy TokenSetRatio:  86
FuzzyWuzzy WRatio:  84 


List of ratios: 
[('g. for geeks', 95), ('geek for geek', 93), ('geek geek', 86)] 

Best among the above list:  ('g. for geeks', 95)

Thư viện FuzzyWuzzy được xây dựng dựa trên thư viện difflib, python-Levenshtein được sử dụng để tăng tốc. Vì vậy, đây là một trong những cách tốt nhất để khớp chuỗi trong python