fix some readme information

README.md

@@ -59,9 +59,16 @@ task_ids:
 
 The corpus for the author profiling analysis contains texts in Russian-language which labeled for 5 tasks:
 1) gender -- 13530 texts with the labels, who wrote this: text female or male;
+
 2) age -- 13530 texts with the labels, how old the person who wrote the text. This is a number from 12 to 80. In addition, for the classification task we added 5 age groups: 1-19; 20-29; 30-39; 40-49; 50+;
-3) age imitation -- 7574 texts, where crowdsource authors is asked to write three texts: a) in their natural manner, b) imitating the style of someone younger, c) imitating the style of someone older;
+
+3) age imitation -- 7574 texts, where crowdsource authors is asked to write three texts: 
+  a) in their natural manner, 
+  b) imitating the style of someone younger, 
+  c) imitating the style of someone older;
+
 4) gender imitation -- 5956 texts, where the crowdsource authors is asked to write texts: in their origin gender and pretending to be the opposite gender;
+
 5) style imitation -- 5956 texts, where crowdsource authors is asked to write a text on behalf of another person of your own gender, with a distortion of the authors usual style.
 
 
@@ -88,43 +95,43 @@ data = load_jsonl(path_to_file)
 #### Here are some statistics:
 
 1. For Train file: 
-No. of documents -- 9586
-No. of unique texts -- 9586
-Text length in characters -- min: 103, max: 12763, mean: 498.1
-No. of documents written -- by men: 4767, by women: 4819
-No. of unique accounts -- 3054
-No. of unique authors -- 3230; men: 1255, women: 1975
-Age of the authors -- min: 12, max: 80, mean: 31.1
-No. of documents by age group -- 1-19: 734, 20-29: 4477, 30-39: 2604, 40-49: 1063,50+: 708
-No. of documents with gender imitation: 1392; without imitation: 2827; not applicable: 5367
-No. of documents with age imitation -- younger: 1777; older: 1787; without imitation: 1803; not applicable: 4219
-No. of documents with style imitation: 1412; without imitation: 2807; not applicable: 5367.
+- No. of documents -- 9586;
+- No. of unique texts -- 9586;
+- Text length in characters -- min: 103, max: 12763, mean: 498.1;
+- No. of documents written -- by men: 4767, by women: 4819;
+- No. of unique accounts -- 3054;
+- No. of unique authors -- 3230; men: 1255, women: 1975;
+- Age of the authors -- min: 12, max: 80, mean: 31.1;
+- No. of documents by age group -- 1-19: 734, 20-29: 4477, 30-39: 2604, 40-49: 1063,50+: 708;
+- No. of documents with gender imitation: 1392; without imitation: 2827; not applicable: 5367;
+- No. of documents with age imitation -- younger: 1777; older: 1787; without imitation: 1803; not applicable: 4219;
+- No. of documents with style imitation: 1412; without imitation: 2807; not applicable: 5367.
 
 2. For Valid file: 
-No. of documents -- 1368
-No. of unique texts -- 1368
-Text length in characters -- min: 199, max: 2982, mean: 497.9
-No. of documents written -- by men: 705, by women: 663
-No. of unique accounts -- 437
-No. of unique authors -- 461; men: 184, women: 277
-Age of the authors -- min: 14, max: 78, mean: 32.4
-No. of documents by age group -- 1-19: 88, 20-29: 510, 30-39: 457, 40-49: 242, 50+: 71
-No. of documents with gender imitation: 213; without imitation: 425; not applicable: 730
-No. of documents with age imitation -- younger: 243; older: 236; without imitation: 251; not applicable: 638
-No. of documents with style imitation: 212; without imitation: 426; not applicable: 730.
+- No. of documents -- 1368;
+- No. of unique texts -- 1368;
+- Text length in characters -- min: 199, max: 2982, mean: 497.9;
+- No. of documents written -- by men: 705, by women: 663;
+- No. of unique accounts -- 437;
+- No. of unique authors -- 461; men: 184, women: 277;
+- Age of the authors -- min: 14, max: 78, mean: 32.4;
+- No. of documents by age group -- 1-19: 88, 20-29: 510, 30-39: 457, 40-49: 242, 50+: 71;
+- No. of documents with gender imitation: 213; without imitation: 425; not applicable: 730;
+- No. of documents with age imitation -- younger: 243; older: 236; without imitation: 251; not applicable: 638;
+- No. of documents with style imitation: 212; without imitation: 426; not applicable: 730.
 
 3. For Test file: 
-No. of documents -- 2576
-No. of unique texts -- 2576
-Text length in characters -- min: 200, max: 3262, mean: 503.3
-No. of documents written -- by men: 1293, by women: 1283
-No. of unique accounts -- 873
-No. of unique authors -- 915; men: 357, women: 558
-Age of the authors -- min: 13, max: 71, mean: 30.4
-No. of documents by age group -- 1-19: 253, 20-29: 1163, 30-39: 713, 40-49: 292, 50+: 155
-No. of documents with gender imitation: 356; without imitation: 743; not applicable: 1477
-No. of documents with age imitation -- younger: 497; older: 483; without imitation: 497; not applicable: 1099
-No. of documents with style imitation: 371; without imitation: 728; not applicable: 1477.
+- No. of documents -- 2576;
+- No. of unique texts -- 2576;
+- Text length in characters -- min: 200, max: 3262, mean: 503.3;
+- No. of documents written -- by men: 1293, by women: 1283;
+- No. of unique accounts -- 873;
+- No. of unique authors -- 915; men: 357, women: 558;
+- Age of the authors -- min: 13, max: 71, mean: 30.4;
+- No. of documents by age group -- 1-19: 253, 20-29: 1163, 30-39: 713, 40-49: 292, 50+: 155;
+- No. of documents with gender imitation: 356; without imitation: 743; not applicable: 1477;
+- No. of documents with age imitation -- younger: 497; older: 483; without imitation: 497; not applicable: 1099;
+- No. of documents with style imitation: 371; without imitation: 728; not applicable: 1477.
 
 ### Supported Tasks and Leaderboards
 
@@ -149,26 +156,15 @@ An example for an instance from the dataset is shown below:
 {
   'id': 'crowdsource_4916',
   'text': 'Ты очень симпатичный, Я давно не с кем не встречалась. Ты мне сильно понравился, ты умный интересный и удивительный, приходи ко мне в гости , у меня есть вкусное вино , и приготовлю вкусный ужин, посидим пообщаемся, узнаем друг друга поближе.',
-  'account_id': '996ff96ebe8c0c51116f32bff0a55bf0',
-  'author_id': 'author_#504'
+  'account_id': 'account_#9',
+  'author_id': 'author_#504',
   'age': 22,
   'age_group': '20-29',
   'gender': 'male',
   'no_imitation': 0,
   'age_imitation': nan,
   'gender_imitation': 1.0,
-  'style_imitation': 0.0,
-  'meta': {
-    'Unnamed: 0': 4915,
-    'age': 22,
-    'doc_ind': 2408,
-    'gender': 1,
-    'imitation_type': 'gender_im',
-    'source': 'gender_imit_crowdsource',
-    'user_id': '996ff96ebe8c0c51116f32bff0a55bf0',
-    'doc_id': 
-    'id_gender_imit_cs_4916'
-  },
+  'style_imitation': 0.0
 }
 ```