- •Теоретическая часть
- •1.1Методы распознавания букв
- •1.2 Распознавание рукописных символов
- •1.3Синтаксический (структурный) подход к распознаванию образов
- •1.4. Система синтаксического распознавания образов
- •2.2 Деформация рукописных букв и матрицы смежности
- •2.2.1 Деформации и матрица смежности буквы «ю»
- •Практическая часть
- •2.1 Описание рукописных букв
- •2.1.1 Выбор букв
- •2.1.2 Выделение информативных признаков рукописных букв
- •2.3 Создание массива векторов
- •2.4 Обработка массива векторов в «Квазаре». Таксономия
- •2.5 Листинг
- •2.5.1 Листинг с коэффициентом корреляции от 0.9 до 1
- •2.5.1.1 Таксономия признаков всех векторов
- •2.5.1.2 Таксономия векторов буквы «ю»
- •2.5.1.3 Таксономия векторов буквы «ы»
- •Заключение
Практическая часть
2.1 Описание рукописных букв
2.1.1 Выбор букв
Для анализа были выбраны три буквы – «Ю», «Ы»
Каждый экземпляр буквы был перенесен в EXCEL – файл.
У буквы «Ю» получилось 3 экземпляра. У «Ы» - 5 экземпляров.
2.1.2 Выделение информативных признаков рукописных букв
Выделил крайние и существенные точки, нумеровать начинал с левой стороны буквы, то есть сначала по Y, потом по X.
Рис 5. Экземпляры буквы «Ю»
Рис 6. Экземпляры буквы «Ы»
2.2 Деформация рукописных букв и матрицы смежности
Деформация буквы – крайние формы, то есть такие, что можно распознать как другой символ, например, другую букву или цифру. Нарисовать крайние форм букв, т.е. такие буквы, что их можно распознать как другую букву - это и будет называться деформацией.
Матрицы смежности построена по таким правилам:
Берем смежные точки, то есть те, которые соединяются напрямую друг с другом и записываем трехзначное число, где первая цифра: 1 - если точки соединены дугой,2 – если точки соединены прямой.
Вторая цифра показываетв какую сторону наклонена линия и какой угол.Третья цифра показывает: 0 – если точки соединены прямой; 1 – если соединены дугой, направленной против часовой; 2 – если соединены дугой, направленной по часовой.
2.2.1 Деформации и матрица смежности буквы «ю»
Просмотрев весь алфавит, можно заметить, что как бы ни наклоняли, изменяли экземпляры буквы «Ю» - ее трудно спутать с другими. Для нее практически нет деформаций.
Первый экземпляр буквы «Ю»:
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
220 |
0 |
260 |
0 |
200 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
220 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
161 |
0 |
101 |
0 |
0 |
0 |
5 |
0 |
240 |
0 |
121 |
0 |
161 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
121 |
0 |
0 |
102 |
0 |
0 |
7 |
0 |
0 |
0 |
141 |
0 |
0 |
0 |
162 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
142 |
122 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
Его деформации:
Получена путем изменения прямой экземпляра в дугу.
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
0 |
171 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
132 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
131 |
152 |
0 |
0 |
200 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
161 |
0 |
101 |
0 |
0 |
0 |
5 |
0 |
0 |
240 |
121 |
0 |
161 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
121 |
0 |
0 |
102 |
0 |
0 |
7 |
0 |
0 |
0 |
141 |
0 |
0 |
0 |
162 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
142 |
122 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
Деформации получина путем частичного превращения прямой в дугу
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
0 |
112 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
152 |
220 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
161 |
0 |
101 |
0 |
0 |
0 |
5 |
0 |
0 |
240 |
121 |
0 |
161 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
121 |
0 |
0 |
102 |
0 |
0 |
7 |
0 |
0 |
0 |
141 |
0 |
0 |
0 |
162 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
142 |
122 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
110 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
250 |
0 |
210 |
0 |
200 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
161 |
0 |
101 |
0 |
0 |
0 |
5 |
0 |
240 |
0 |
121 |
0 |
161 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
121 |
0 |
0 |
102 |
0 |
0 |
7 |
0 |
0 |
0 |
141 |
0 |
0 |
0 |
162 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
142 |
122 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
110 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
250 |
0 |
210 |
0 |
101 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
161 |
0 |
101 |
0 |
0 |
0 |
5 |
0 |
101 |
0 |
121 |
0 |
161 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
121 |
0 |
0 |
102 |
0 |
0 |
7 |
0 |
0 |
0 |
141 |
0 |
0 |
0 |
162 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
142 |
122 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
Деформация получена путем поворота буквы
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
110 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
250 |
0 |
210 |
0 |
0 |
171 |
0 |
0 |
0 |
0 |
3 |
0 |
250 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
0 |
121 |
0 |
102 |
0 |
0 |
5 |
0 |
0 |
0 |
0 |
0 |
151 |
171 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
151 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
171 |
0 |
0 |
152 |
0 |
0 |
8 |
0 |
0 |
0 |
102 |
0 |
0 |
152 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
110 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
150 |
0 |
0 |
210 |
171 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
250 |
0 |
0 |
211 |
172 |
0 |
0 |
0 |
0 |
4 |
0 |
210 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
171 |
211 |
0 |
0 |
0 |
111 |
0 |
0 |
0 |
6 |
0 |
0 |
172 |
0 |
151 |
0 |
0 |
211 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
111 |
0 |
0 |
152 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
211 |
152 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
260 |
0 |
0 |
270 |
171 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
0 |
260 |
201 |
0 |
0 |
0 |
0 |
4 |
0 |
270 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
171 |
260 |
0 |
0 |
0 |
111 |
0 |
0 |
0 |
6 |
0 |
201 |
201 |
0 |
151 |
0 |
0 |
211 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
111 |
0 |
0 |
152 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
211 |
152 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
Второй экземпряр буквы Ю
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
220 |
0 |
101 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
260 |
0 |
0 |
102 |
0 |
0 |
0 |
6 |
0 |
0 |
101 |
0 |
0 |
0 |
161 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
102 |
161 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
171 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
171 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
220 |
0 |
101 |
0 |
0 |
0 |
0 |
4 |
0 |
260 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
260 |
0 |
0 |
102 |
0 |
0 |
0 |
6 |
0 |
0 |
101 |
0 |
0 |
0 |
161 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
102 |
161 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
152 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
152 |
0 |
0 |
210 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
220 |
0 |
101 |
0 |
0 |
0 |
0 |
4 |
0 |
210 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
260 |
0 |
0 |
102 |
0 |
0 |
0 |
6 |
0 |
0 |
101 |
0 |
0 |
0 |
161 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
102 |
161 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
151 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
151 |
0 |
0 |
151 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
220 |
0 |
101 |
0 |
0 |
0 |
0 |
4 |
0 |
151 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
260 |
0 |
0 |
102 |
0 |
0 |
0 |
6 |
0 |
0 |
101 |
0 |
0 |
0 |
161 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
102 |
161 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
0 |
210 |
210 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
0 |
121 |
0 |
102 |
0 |
0 |
0 |
0 |
3 |
210 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
210 |
121 |
0 |
0 |
111 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
111 |
0 |
0 |
101 |
0 |
0 |
0 |
6 |
0 |
102 |
0 |
0 |
0 |
0 |
120 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
101 |
120 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
Третьй экземпляр буквы Ю
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
0 |
0 |
0 |
172 |
111 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
111 |
172 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
111 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
172 |
0 |
0 |
262 |
210 |
0 |
0 |
0 |
0 |
5 |
172 |
0 |
0 |
0 |
0 |
262 |
0 |
0 |
0 |
0 |
6 |
111 |
0 |
0 |
210 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
161 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
161 |
0 |
0 |
172 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
111 |
102 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
172 |
111 |
0 |
0 |
210 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
102 |
0 |
0 |
131 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
210 |
131 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
161 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
161 |
0 |
0 |
172 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
111 |
102 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
172 |
111 |
0 |
122 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
102 |
122 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
260 |
0 |
0 |
270 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
111 |
102 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
172 |
111 |
0 |
122 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
102 |
122 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
172 |
0 |
111 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
172 |
0 |
0 |
212 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
161 |
111 |
0 |
0 |
0 |
0 |
0 |
4 |
111 |
212 |
161 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
111 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
162 |
171 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
162 |
0 |
102 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
171 |
102 |
0 |
112 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
112 |
0 |
123 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
123 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
272 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
272 |
0 |
271 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
271 |
0 |
161 |
172 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
161 |
0 |
102 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
172 |
102 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
Буквы Ы
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
260 |
0 |
260 |
0 |
200 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
220 |
0 |
171 |
0 |
0 |
0 |
5 |
0 |
200 |
0 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
260 |
0 |
0 |
212 |
0 |
0 |
7 |
0 |
0 |
0 |
171 |
0 |
0 |
0 |
161 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
212 |
161 |
0 |
172 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
172 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
161 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
161 |
0 |
260 |
0 |
200 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
220 |
0 |
171 |
0 |
0 |
0 |
5 |
0 |
200 |
0 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
260 |
0 |
0 |
212 |
0 |
0 |
7 |
0 |
0 |
0 |
171 |
0 |
0 |
0 |
161 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
212 |
161 |
0 |
172 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
172 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
121 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
121 |
0 |
220 |
0 |
200 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
220 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
220 |
0 |
171 |
0 |
0 |
0 |
5 |
0 |
200 |
0 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
260 |
0 |
0 |
212 |
0 |
0 |
7 |
0 |
0 |
0 |
171 |
0 |
0 |
0 |
161 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
212 |
161 |
0 |
172 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
172 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
121 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
121 |
0 |
220 |
0 |
200 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
220 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
220 |
0 |
171 |
0 |
0 |
0 |
5 |
0 |
200 |
0 |
220 |
0 |
260 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
260 |
0 |
0 |
212 |
0 |
0 |
7 |
0 |
0 |
0 |
171 |
0 |
0 |
0 |
161 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
212 |
161 |
0 |
172 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
172 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
110 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
250 |
0 |
210 |
0 |
0 |
171 |
0 |
0 |
0 |
0 |
3 |
0 |
250 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
0 |
121 |
0 |
102 |
0 |
0 |
5 |
0 |
0 |
0 |
0 |
0 |
151 |
171 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
151 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
171 |
0 |
0 |
152 |
0 |
0 |
8 |
0 |
0 |
0 |
102 |
0 |
0 |
152 |
0 |
172 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
172 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
110 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
250 |
0 |
210 |
0 |
0 |
171 |
0 |
0 |
0 |
0 |
3 |
0 |
250 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
0 |
0 |
0 |
121 |
0 |
102 |
0 |
0 |
5 |
0 |
0 |
0 |
0 |
0 |
151 |
171 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
151 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
171 |
0 |
0 |
152 |
0 |
0 |
8 |
0 |
0 |
0 |
102 |
0 |
0 |
152 |
0 |
172 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
172 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
260 |
0 |
0 |
270 |
171 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
0 |
0 |
0 |
260 |
201 |
0 |
0 |
0 |
0 |
4 |
0 |
270 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
171 |
260 |
0 |
0 |
0 |
111 |
0 |
0 |
0 |
6 |
0 |
201 |
201 |
0 |
151 |
0 |
0 |
211 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
111 |
0 |
0 |
152 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
211 |
152 |
0 |
172 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
172 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
Второй экземпряр буквы ы
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
111 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
111 |
0 |
0 |
0 |
172 |
0 |
0 |
0 |
0 |
0 |
3 |
200 |
0 |
0 |
260 |
200 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
172 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
210 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
210 |
0 |
0 |
0 |
172 |
0 |
0 |
0 |
0 |
0 |
3 |
200 |
0 |
0 |
260 |
200 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
172 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
111 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
111 |
0 |
0 |
0 |
270 |
0 |
0 |
0 |
0 |
0 |
3 |
200 |
0 |
0 |
260 |
200 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
270 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
210 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
210 |
0 |
0 |
0 |
270 |
0 |
0 |
0 |
0 |
0 |
3 |
200 |
0 |
0 |
260 |
200 |
0 |
0 |
0 |
0 |
0 |
4 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
270 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
0 |
0 |
210 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
131 |
172 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
131 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
210 |
172 |
260 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
0 |
210 |
200 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
0 |
121 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
210 |
0 |
0 |
0 |
271 |
0 |
0 |
0 |
0 |
0 |
4 |
200 |
121 |
0 |
0 |
240 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
271 |
240 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
1 |
0 |
0 |
0 |
111 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
131 |
172 |
0 |
0 |
0 |
0 |
0 |
0 |
3 |
0 |
131 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
4 |
111 |
172 |
260 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
5 |
0 |
0 |
0 |
260 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
7 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
8 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
9 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
10 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
