---
title: 10s360HzECG
canonical_url: "https://www.modelscope.cn/datasets/jasonwee233/10s360HzECG"
md_url: "https://www.modelscope.cn/datasets/jasonwee233/10s360HzECG.md"
repository: jasonwee233/10s360HzECG
last_updated: 2024-06-20
license: "Apache License 2.0"
storage_size: "2.6 GB"
downloads: 214
stars: 0
---

# 10s360HzECG

> 10s360HzECG - jasonwee233 在 ModelScope 开源的数据集。数据集内含| MIT-BIH Arrhythmia Database | MIT-BIH ST Change Database | European ST-T Database | Sudden Cardiac Death Holter Database。处理后为10s360Hz片段，按照AAMI EC57标准划分心拍标签。自己理解对应数据集和AAMI的mapping：AAMI_EC57 =…

jasonwee233/10s360HzECG 是 ModelScope 魔搭社区上的数据集，存储大小 2.6 GB，采用 Apache License 2.0 许可。

- **Repository**: jasonwee233/10s360HzECG
- **License**: Apache License 2.0
- **Storage size**: 2.6 GB
- **Downloads**: 214
- **Stars**: 0
- **Last updated**: 2024-06-20

Source: https://www.modelscope.cn/datasets/jasonwee233/10s360HzECG

---

数据集文件元信息以及数据文件，请浏览“数据集文件”页面获取。

当前数据集卡片使用的是默认模版，数据集的贡献者未提供更加详细的数据集介绍，但是您可以通过如下GIT Clone命令，或者ModelScope SDK来下载数据集

#### 下载方法 
:modelscope-code[]{type="sdk"}
:modelscope-code[]{type="git"}

### 总览
数据集内含| MIT-BIH Arrhythmia Database | MIT-BIH ST Change Database | European ST-T Database | Sudden Cardiac Death Holter Database。
处理后为10s360Hz片段(不全为正常心拍的取10s内最多的标注)，按照AAMI EC57标准划分心拍标签，丢弃缺失值和不在标注mapping里的。

#### 总样本个数：
111749个
元素 'F' 出现了 400 次，占整体的0.3579450375394858%。
元素 'N' 出现了 95544 次，占整体的85.49875166668158%。
元素 'Q' 出现了 3603 次，占整体的3.2241899256369186%。
元素 'S' 出现了 1783 次，占整体的1.595540004832258%。
元素 'V' 出现了 10419 次，占整体的9.323573365309755%。


#### 自己理解对应数据集和AAMI的mapping：
```
AAMI_EC57 = ['N','S','V','F','Q'] #心拍被分为五大类 
Nlabel=['N', 'L', 'R', 'B']
Slabel=['A', 'a', 'J', 'S', 'n', 'j', 'e']
Vlabel=['V', 'r', 'E']
Flabel=['F']
Qlabel=['/', 'f']
```

#### 下面是各个数据集对应使用的导联，及各种不同对象原始心拍种类数量
MLIII in european-st-t-database-1.0.0
=============================
```
name_sympbol: e0615{'+': 23, 'N': 7027, 'V': 142, '~': 70, 'S': 23, '"': 7, 'a': 1, 'T': 6, 's': 3}
total: 7302
name_sympbol: e0305{'+': 1, 'N': 9380, '~': 82, 'T': 15, 's': 6, 'S': 23, 'F': 6, 'V': 8, '|': 2}
total: 9523
name_sympbol: e0112{'+': 73, 'N': 5119, 'S': 380, '~': 55, 's': 15, 'T': 27, 'V': 7}
total: 5676
name_sympbol: e0122{'+': 1, 'N': 11358, '~': 26, 'S': 3, 'V': 2, 'T': 18, 's': 6}
total: 11414
name_sympbol: e0123{'+': 1, 'N': 9169, 'V': 3, 'S': 3, '~': 13, 'T': 6, 's': 9}
total: 9204
name_sympbol: e0509{'+': 3, 'N': 7945, 'V': 140, 'F': 6, '~': 22, '"': 19}
total: 8135
name_sympbol: e1301{'+': 2, 'N': 8730, 'S': 1, 'V': 9, '~': 28, 'T': 15, 's': 6}
total: 8791
name_sympbol: e0202{'+': 7, 'N': 9804, '~': 133, 's': 24, 'T': 18, 'V': 30, 'S': 15, 'Q': 5, 'F': 1}
total: 10037
name_sympbol: e0162{'+': 1, 'N': 10604, '~': 112, 'T': 15, 's': 3, 'V': 10, 'S': 2}
total: 10747
name_sympbol: e0129{'+': 1, 'N': 5566, '~': 86, 's': 24, 'T': 49, 'S': 2}
total: 5728
name_sympbol: e0613{'+': 16, 'N': 7725, '~': 246, '"': 14, 's': 27, 'T': 50, 'S': 1}
total: 8079
name_sympbol: e0212{'+': 1, 'N': 10829, '~': 121, 's': 6}
total: 10957
name_sympbol: e0119{'+': 1, 'N': 7717, '~': 305, 'T': 25, 's': 21, '|': 9, 'S': 1}
total: 8079
name_sympbol: e0208{'+': 1, 'N': 8695, '~': 125, 's': 9, '|': 2}
total: 8832
name_sympbol: e0304{'+': 1, 'N': 8303, 'V': 55, 'T': 13, '~': 11, 's': 3}
total: 8386
name_sympbol: e0817{'+': 1, 'N': 7554, '~': 314, 's': 6, 'T': 3}
total: 7878
name_sympbol: e0161{'+': 1, 'N': 8853, '~': 61, 'S': 5, '"': 12, 'T': 11, 's': 3}
total: 8946
name_sympbol: e0136{'+': 1, 'N': 7044, 'T': 21, '~': 57, 's': 18}
total: 7141
name_sympbol: e0111{'+': 1, 'N': 7534, '~': 88, 's': 6, 'T': 24, 'S': 1}
total: 7654
name_sympbol: e0115{'+': 1, 'N': 11312, '~': 45, 'T': 3, 's': 3, 'S': 1}
total: 11365
name_sympbol: e0155{'+': 1, 'N': 8124, '~': 309, 'T': 12, 'S': 1}
total: 8447
name_sympbol: e0410{'+': 1, 'N': 7527, '~': 52, 'T': 9, 's': 6}
total: 7595
name_sympbol: e0605{'+': 315, 'N': 10449, 's': 3, 'F': 224, 'V': 713, '~': 20, '"': 2}
total: 11726
name_sympbol: e0808{'+': 1, 'N': 11075, '~': 244, 'T': 15, 's': 18}
total: 11353
name_sympbol: e0303{'+': 3, 'N': 8867, 'S': 3, '~': 71, 'V': 4, 's': 3, 'T': 3}
total: 8954
name_sympbol: e0203{'+': 33, 'N': 10062, 'S': 98, '~': 19, 'F': 3, 's': 12, 'V': 2}
total: 10229
name_sympbol: e0126{'+': 1, 'N': 8282, '~': 58, 'S': 6, 'V': 3, 's': 3, 'T': 6}
total: 8359
name_sympbol: e0413{'+': 45, 'N': 7488, 'V': 647, 'S': 12, '~': 6, 'T': 9, 'F': 2, 's': 6}
total: 8215
name_sympbol: e0614{'+': 97, 'N': 10110, 'V': 891, '~': 185, 'F': 82, 's': 36, 'S': 24}
total: 11425
name_sympbol: e1304{'+': 5, 'N': 7830, '~': 87, 'T': 18, 's': 6, 'S': 28, 'V': 6}
total: 7980
name_sympbol: e0612{'+': 11, 'N': 6858, '~': 183, 's': 9, 'S': 3, '"': 7, 'T': 6, 'V': 26}
total: 7103
name_sympbol: e0704{'+': 1, 'N': 9718, '~': 93, 's': 8, 'T': 18}
total: 9838
name_sympbol: e0166{'+': 1, 'N': 6396, '~': 19, '"': 2, 's': 12, 'S': 3, 'T': 23}
total: 6456
name_sympbol: e0602{'+': 7, 'N': 10768, 'V': 339, 'S': 18, '~': 88, 's': 24, 'F': 3, '"': 1}
total: 11248
name_sympbol: e0207{'+': 1, 'N': 7164, 'V': 31, '~': 33, 'S': 2, 's': 18, 'T': 3}
total: 7252
name_sympbol: e0103{'+': 17, 'N': 7212, 's': 15, 'V': 82, 'F': 2, '~': 8}
total: 7336
name_sympbol: e0204{'+': 1, 'N': 11466, '~': 108, 's': 9, 'T': 3, 'S': 6}
total: 11593
name_sympbol: e0127{'+': 1, 'N': 9391, 's': 21, 'T': 15, '~': 59}
total: 9487
name_sympbol: e0406{'+': 1, 'N': 8941, '~': 102, 'S': 4, 'T': 9, 's': 9}
total: 9066
name_sympbol: e0306{'+': 1, 'N': 7715, 'T': 15, 'V': 188, '~': 61, 's': 9, '|': 1}
total: 7990
name_sympbol: e0417{'+': 1, 'N': 9229, 'V': 23, 's': 9, 'S': 1}
total: 9263
name_sympbol: e0159{'+': 7, 'N': 9147, '~': 281, 'S': 24, 'V': 25, 's': 3}
total: 9487
name_sympbol: e0121{'+': 3, 'N': 10614, '~': 106, 'T': 23, 'S': 4, 's': 6, 'V': 8, 'F': 3}
total: 10767
name_sympbol: e0409{'+': 2, 'N': 12881, '~': 13, 's': 4, 'S': 3, 'V': 1}
total: 12904
name_sympbol: e0104{'+': 1, 'N': 7670, '|': 5, '~': 71, 's': 18, 'T': 33, 'V': 10, 'S': 16}
total: 7824
name_sympbol: e0515{'+': 1, 'N': 10693, '~': 200, 'T': 36, 's': 18, '|': 1, 'S': 1}
total: 10950
name_sympbol: e0205{'+': 1, 'N': 11803, '~': 246, '|': 6, 'T': 14, 's': 6, 'S': 4}
total: 12080
name_sympbol: e0404{'+': 1, 'N': 6939, 'T': 32, '~': 24, 's': 15, 'S': 1}
total: 7012
name_sympbol: e0163{'+': 1, 'N': 7603, 'V': 10, '~': 103, 's': 3, 'S': 3, 'T': 3}
total: 7726
name_sympbol: e0124{'+': 1, 'N': 9210, '~': 45, 's': 18, 'T': 18, 'V': 3}
total: 9295
name_sympbol: e0108{'+': 1, 'N': 6593, 'V': 4, 'T': 63, '~': 22, 's': 27}
total: 6710
name_sympbol: e0418{'+': 1, 'N': 11699, 'S': 7, '~': 20, 's': 21}
total: 11748
name_sympbol: e0133{'+': 1, 'N': 6568, '~': 108, 'T': 9, 'S': 2}
total: 6688
name_sympbol: e0415{'+': 1, 'N': 11377, '~': 354, 'S': 13, 'V': 17, 'T': 21, 's': 9}
total: 11792
name_sympbol: e1302{'+': 1, 'N': 8345, '~': 86, 'T': 12, 's': 12, 'S': 2, 'V': 3}
total: 8461
name_sympbol: e0801{'+': 1, 'N': 9385, '~': 278, 'T': 9, 's': 6, 'V': 2, 'S': 1}
total: 9682
name_sympbol: e0107{'+': 1, 'N': 7015, '~': 161, 'T': 37, 'S': 5, 's': 12, 'V': 8, 'Q': 1}
total: 7240
name_sympbol: e0110{'+': 1, 'N': 6970, '"': 1, '~': 93, 'T': 20, 's': 9, 'J': 1}
total: 7095
name_sympbol: e0206{'+': 1, 'N': 10741, 'V': 164, 's': 18, 'T': 15, '~': 64, 'S': 11}
total: 11014
name_sympbol: e0147{'+': 1, 'N': 6371, '~': 45, 's': 15, 'T': 9, 'S': 3}
total: 6444
name_sympbol: e0818{'+': 1, 'N': 10129, '~': 212, 's': 9, 'T': 3}
total: 10354
name_sympbol: e0116{'+': 1, 'N': 4491, '~': 65, 'Q': 2, '|': 20, 'T': 13, 's': 12, 'S': 1}
total: 4605
name_sympbol: e0106{'+': 1, 'N': 7147, '~': 19, 'S': 5, 'T': 21, 's': 24}
total: 7217
name_sympbol: e0213{'+': 1, 'N': 10784, 'V': 286, '~': 187, '|': 1, 's': 9}
total: 11268
name_sympbol: e0609{'+': 1, 'N': 9287, 'V': 19, '~': 80, '"': 31, 'F': 7, 's': 12, 'S': 8}
total: 9445
name_sympbol: e0154{'+': 1, 'N': 6782, '~': 48, 'T': 3, 's': 3}
total: 6837
name_sympbol: e0114{'+': 7, 'N': 5366, '~': 28, 's': 30, 'T': 56, 'S': 175, 'V': 2}
total: 5664
name_sympbol: e0601{'+': 1, 'N': 8763, '~': 169, 's': 6, 'T': 14, 'S': 6, '"': 4}
total: 8963
name_sympbol: e0105{'+': 1, 'N': 6627, 's': 33, 'T': 21, '~': 20, 'S': 2}
total: 6704
name_sympbol: e0606{'+': 3, 'N': 9591, '~': 106, 'V': 23, 'T': 23, 's': 6, 'F': 7, 'Q': 3, '"': 1}
total: 9763
name_sympbol: e0610{'+': 1, 'N': 7986, 'S': 11, '~': 49, 'T': 11, 'V': 2, 's': 9, '"': 2}
total: 8071
name_sympbol: e0501{'+': 1, 'N': 7753, '~': 111, 's': 18, 'S': 5}
total: 7888
name_sympbol: e0405{'+': 1, 'N': 11088, '~': 50, 'T': 55, 's': 17, 'S': 3}
total: 11214
name_sympbol: e0411{'+': 1, 'N': 9467, 'V': 457, 'F': 7, '~': 71, 'T': 15, 's': 6, 'S': 3}
total: 10027
name_sympbol: e0125{'+': 1, 'N': 9062, '~': 42, 'S': 4, 'T': 15, 's': 12}
total: 9136
name_sympbol: e0113{'+': 1, 'N': 8928, 'V': 10, '~': 115, 'T': 72, 'S': 8, 's': 39}
total: 9173
name_sympbol: e0210{'+': 1, 'N': 8738, '~': 58, 's': 6, 'V': 1}
total: 8804
name_sympbol: e0604{'+': 1, 'N': 7805, 's': 60, 'T': 69, '~': 48, 'S': 9, '|': 3, 'V': 1, '"': 2}
total: 7998
name_sympbol: e0151{'+': 1, 'N': 7545, '~': 112, 'S': 1, 's': 6, 'T': 22}
total: 7687
name_sympbol: e0118{'+': 1, 'N': 7080, 's': 15, 'T': 26, '~': 124, '|': 24}
total: 7270
name_sympbol: e0611{'+': 1, 'N': 5812, '~': 128, '"': 15, '|': 1}
total: 5957
name_sympbol: e0603{'+': 9, 'N': 7911, 's': 24, 'T': 31, '~': 4, '"': 2, 'S': 1, 'V': 17, 'n': 5, 'F': 1}
total: 8005
name_sympbol: e0139{'+': 1, 'N': 10631, '~': 143, 's': 12, 'T': 3}
total: 10790
name_sympbol: e0607{'+': 5, 'N': 10218, '~': 107, 'S': 46, 's': 18, 'V': 2, '|': 1}
total: 10397
name_sympbol: e0408{'+': 1, 'N': 9037, '~': 43, 's': 6}
total: 9087
name_sympbol: e0170{'+': 1, 'N': 8795, '~': 325, 'S': 28, 'V': 1, '|': 1, 's': 6, 'T': 3}
total: 9160
name_sympbol: e0403{'+': 1, 'N': 9291, '~': 22, 'V': 5, 'S': 1, 'T': 9, 's': 15}
total: 9344
name_sympbol: e0148{'+': 5, '~': 76, 'N': 6662, 's': 12, 'T': 20, 'V': 10, 'S': 4, '|': 1}
total: 6790
name_sympbol: e0302{'+': 1, 'N': 10338, '~': 75, 's': 15, 'S': 2}
total: 10431
name_sympbol: e0211{'+': 1, 'N': 14955, '~': 156, 'V': 15, 's': 6, 'T': 19}
total: 15152
[('N', 784633), ('~', 8918), ('V', 4467), ('T', 1361), ('s', 1100), ('S', 1093), ('+', 765), ('F', 354), ('"', 122), ('|', 78), ('Q', 11), ('n', 5), ('a', 1), ('J', 1)]
```

ECG in sudden-cardiac-death-holter-database-1.0.0
=============================
```
name_sympbol: 30{'~': 20, 'N': 126565, 'V': 754, '|': 1370, 'F': 75, 'S': 14, 'E': 10}
total: 128808
name_sympbol: 31{'N': 56793, 'V': 4058, '|': 709, '~': 4, 'J': 1505, 'S': 25, 'F': 122, 'E': 2}
total: 63218
name_sympbol: 32{'N': 103261, 'V': 122, 'S': 32, '|': 6716, 'F': 6, 'J': 2, 'a': 1, '~': 2, '/': 17027, 'f': 31}
total: 127200
name_sympbol: 34{'|': 97, 'N': 26547, 'V': 35, 'F': 3, 'Q': 82, '~': 2}
total: 26766
name_sympbol: 35{'N': 94430, '|': 3974, 'V': 2336, 'S': 1, '~': 1}
total: 100742
name_sympbol: 36{'B': 54725, '|': 165, 'V': 1535, 'N': 20894, 'E': 3, 'F': 2}
total: 77324
name_sympbol: 41{'N': 16238, '|': 73, 'V': 1620, '~': 8, 'F': 1}
total: 17940
name_sympbol: 45{'N': 96538, '|': 1338, '~': 38, 'V': 975, 'S': 239, 'J': 1, 'F': 9}
total: 99138
name_sympbol: 46{'N': 14682, '|': 266, 'V': 1834, 'F': 6, 'E': 1}
total: 16789
name_sympbol: 49{'N': 79885, 'V': 2689, 'S': 23, 'F': 77, '|': 18}
total: 82692
name_sympbol: 51{'~': 2, '/': 6096, 'f': 381, 'N': 70222, 'V': 1121, 'S': 38, '|': 71, 'F': 1}
total: 77932
name_sympbol: 52{'N': 39616, '|': 1606, 'S': 12, 'V': 6521, '~': 6, 'F': 7}
total: 47768
[('N', 745671), ('B', 54725), ('V', 23600), ('/', 23123), ('|', 16403), ('J', 1508), ('f', 412), ('S', 384), ('F', 309), ('~', 83), ('Q', 82), ('E', 16), ('a', 1)]
```

ECG in mit-bih-st-change-database-1.0.0
=============================
```
name_sympbol: 300{'N': 2556, 'V': 2}
total: 2558
name_sympbol: 303{'N': 2984, 'S': 5, 'V': 16}
total: 3005
name_sympbol: 310{'N': 2409, 'V': 1}
total: 2410
name_sympbol: 312{'N': 2329, 'S': 11}
total: 2340
name_sympbol: 313{'N': 2699, 'S': 2}
total: 2701
name_sympbol: 304{'N': 1852}
total: 1852
name_sympbol: 316{'N': 3350, 'V': 1}
total: 3351
name_sympbol: 309{'N': 5148, 'V': 1}
total: 5149
name_sympbol: 325{'N': 1465}
total: 1465
name_sympbol: 308{'N': 2206, 'S': 79, 'V': 14}
total: 2299
name_sympbol: 311{'N': 3009}
total: 3009
name_sympbol: 305{'N': 769, 'V': 265, 'S': 2}
total: 1036
name_sympbol: 318{'N': 3530, 'V': 1}
total: 3531
name_sympbol: 323{'N': 5290}
total: 5290
name_sympbol: 322{'N': 1505, 'S': 3}
total: 1508
name_sympbol: 324{'N': 1373, 'S': 363, 'V': 4}
total: 1740
name_sympbol: 321{'N': 2115}
total: 2115
name_sympbol: 317{'N': 2771, 'S': 5}
total: 2776
name_sympbol: 319{'N': 2559, '~': 6}
total: 2565
name_sympbol: 315{'N': 3273, 'V': 1}
total: 3274
name_sympbol: 302{'N': 2113}
total: 2113
name_sympbol: 320{'N': 3133, 'S': 2}
total: 3135
name_sympbol: 314{'N': 2115, 'S': 5, 'V': 1}
total: 2121
name_sympbol: 307{'N': 2468, 'S': 1}
total: 2469
name_sympbol: 301{'N': 2485, 'V': 11, 'S': 1}
total: 2497
name_sympbol: 306{'N': 6527}
total: 6527
name_sympbol: 326{'N': 1735, 'S': 336, 'V': 4}
total: 2075
name_sympbol: 327{'N': 1270}
total: 1270
[('N', 75038), ('S', 815), ('V', 322), ('~', 6)]
```

MLII in mit-bih-arrhythmia-database-1.0.0
=============================
```
name_sympbol: 100{'+': 1, 'N': 2239, 'A': 33, 'V': 1}
total: 2274
name_sympbol: 101{'+': 1, 'N': 1860, '~': 4, '|': 4, 'Q': 2, 'A': 3}
total: 1874
name_sympbol: 102{'+': 5, '/': 2028, 'f': 56, 'N': 99, 'V': 4}
total: 2192
name_sympbol: 103{'+': 1, 'N': 2082, '~': 6, 'A': 2}
total: 2091
name_sympbol: 104{'+': 45, '/': 1380, 'f': 666, '~': 37, 'Q': 18, 'N': 163, 'V': 2}
total: 2311
name_sympbol: 105{'+': 1, 'N': 2526, 'V': 41, '~': 88, '|': 30, 'Q': 5}
total: 2691
name_sympbol: 106{'~': 30, '+': 41, 'N': 1507, 'V': 520}
total: 2098
name_sympbol: 107{'+': 1, '/': 2078, 'V': 59, '~': 2}
total: 2140
name_sympbol: 108{'+': 1, 'N': 1739, 'V': 17, 'x': 11, '~': 41, '|': 8, 'F': 2, 'A': 4, 'j': 1}
total: 1824
name_sympbol: 109{'+': 1, 'L': 2492, 'F': 2, 'V': 38, '~': 2}
total: 2535
name_sympbol: 111{'+': 1, 'L': 2123, '~': 8, 'V': 1}
total: 2133
name_sympbol: 112{'+': 1, 'N': 2537, '~': 10, 'A': 2}
total: 2550
name_sympbol: 113{'+': 1, 'N': 1789, 'a': 6}
total: 1796
name_sympbol: 114{'+': 3, 'N': 1820, 'V': 43, 'J': 2, 'F': 4, '|': 1, '~': 7, 'A': 10}
total: 1890
name_sympbol: 115{'+': 1, 'N': 1953, '~': 2, '|': 6}
total: 1962
name_sympbol: 116{'+': 1, 'N': 2302, 'V': 109, 'A': 1, '~': 8}
total: 2421
name_sympbol: 117{'+': 1, 'N': 1534, '~': 3, 'A': 1}
total: 1539
name_sympbol: 118{'+': 1, 'R': 2166, 'V': 16, 'A': 96, 'x': 10, '~': 12}
total: 2301
name_sympbol: 119{'+': 103, 'N': 1543, 'V': 444, '~': 4}
total: 2094
name_sympbol: 121{'+': 1, 'N': 1861, '~': 12, 'A': 1, 'V': 1}
total: 1876
name_sympbol: 122{'+': 1, 'N': 2476, '|': 2}
total: 2479
name_sympbol: 123{'+': 1, 'N': 1515, 'V': 3}
total: 1519
name_sympbol: 124{'+': 13, 'R': 1531, 'J': 29, 'V': 47, 'F': 5, 'A': 2, '~': 2, 'j': 5}
total: 1634
name_sympbol: 200{'+': 148, 'V': 826, 'N': 1743, 'A': 30, '~': 43, 'F': 2}
total: 2792
name_sympbol: 201{'+': 35, 'N': 1625, 'a': 97, 'j': 10, 'V': 198, 'x': 37, 'A': 30, 'J': 1, '~': 4, 'F': 2}
total: 2039
name_sympbol: 202{'+': 8, 'N': 2061, 'V': 19, 'A': 36, '|': 2, 'a': 19, 'F': 1}
total: 2146
name_sympbol: 203{'+': 45, '~': 57, 'N': 2529, 'V': 444, 'a': 2, '|': 26, 'Q': 4, 'F': 1}
total: 3108
name_sympbol: 205{'+': 13, 'N': 2571, 'V': 71, 'A': 3, 'F': 11, '~': 2, '|': 1}
total: 2672
name_sympbol: 207{'+': 24, 'R': 86, 'V': 105, 'L': 1457, '[': 6, '!': 472, ']': 6, '~': 15, '|': 2, 'E': 105, 'A': 107}
total: 2385
name_sympbol: 208{'+': 53, 'F': 373, 'V': 992, 'N': 1586, '~': 24, '|': 8, 'S': 2, 'Q': 2}
total: 3040
name_sympbol: 209{'+': 21, 'N': 2621, 'A': 383, '|': 7, '~': 19, 'V': 1}
total: 3052
name_sympbol: 210{'+': 17, 'N': 2423, 'V': 194, 'F': 10, '~': 17, 'a': 22, '|': 1, 'E': 1}
total: 2685
name_sympbol: 212{'+': 1, 'R': 1825, 'N': 923, '~': 13, '|': 1}
total: 2763
name_sympbol: 213{'+': 43, 'N': 2641, 'F': 362, 'A': 25, 'V': 220, 'a': 3}
total: 3294
name_sympbol: 214{'+': 25, 'L': 2003, 'V': 256, '~': 4, '|': 5, 'Q': 2, '"': 1, 'F': 1}
total: 2297
name_sympbol: 215{'+': 5, 'N': 3195, 'V': 164, '~': 30, 'A': 3, '"': 2, 'F': 1}
total: 3400
name_sympbol: 217{'+': 67, '/': 1542, 'f': 260, 'V': 162, 'N': 244, '~': 4, '|': 1}
total: 2280
name_sympbol: 219{'+': 21, 'N': 2082, 'V': 64, 'F': 1, '"': 4, 'A': 7, 'x': 133}
total: 2312
name_sympbol: 220{'+': 17, 'N': 1954, 'A': 94, '~': 4}
total: 2069
name_sympbol: 221{'+': 23, 'N': 2031, 'V': 396, '~': 12}
total: 2462
name_sympbol: 222{'+': 136, 'N': 2062, '~': 15, 'A': 208, 'j': 212, 'J': 1}
total: 2634
name_sympbol: 223{'+': 28, 'N': 2029, 'V': 473, 'A': 72, 'e': 16, 'F': 14, '~': 10, 'a': 1}
total: 2643
name_sympbol: 228{'+': 41, 'N': 1688, '|': 24, 'V': 362, '~': 20, 'A': 3, '"': 3}
total: 2141
name_sympbol: 230{'+': 207, 'N': 2255, '~': 2, '|': 1, 'V': 1}
total: 2466
name_sympbol: 231{'+': 11, 'R': 1254, '"': 427, 'N': 314, 'x': 2, 'A': 1, 'V': 2}
total: 2011
name_sympbol: 232{'+': 1, 'R': 397, 'A': 1382, '~': 35, 'j': 1}
total: 1816
name_sympbol: 233{'+': 71, 'V': 831, 'N': 2230, 'A': 7, 'F': 11, '|': 2}
total: 3152
name_sympbol: 234{'+': 3, 'N': 2700, '~': 8, 'J': 50, 'V': 3}
total: 2764
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```