Naive_Bayes_Gender/char_gender_pair_converter.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict, Counter\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# combine train & dev sets as train set since dev set is not needed \n",
    "# and make a dict that pairs char with gender\n",
    "\n",
    "\n",
    "genderDict = defaultdict(Counter)\n",
    "\n",
    "\n",
    "def load_char(file):\n",
    "    '''saved in this format: {'char': {'M': count1, 'F': count2, 'U': count3}}.\n",
    "    \n",
    "    Paras:\n",
    "        file: filepath to the file you want to load\n",
    "    '''\n",
    "    global genderDict\n",
    "    \n",
    "    # pair char with gender\n",
    "    def load(char, gender):\n",
    "        for c in char:\n",
    "            genderDict[c][gender] += 1\n",
    "            # count the total num of char for each gender\n",
    "            genderDict['total'][gender] += 1\n",
    "    \n",
    "    f = open(file, 'r')\n",
    "    next(f)\n",
    "    for line in f:\n",
    "        line = line.split('\\t')\n",
    "        if line[3].strip() == 'M':\n",
    "            load(line[1], 'M')\n",
    "        elif line[3].strip() == 'F':\n",
    "            load(line[1], 'F')\n",
    "        else:\n",
    "            load(line[1], 'U')\n",
    "\n",
    "    return genderDict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(collections.Counter,\n",
       "            {'莹': Counter({'F': 10032, 'M': 57, 'U': 1}),\n",
       "             'total': Counter({'F': 2338543, 'M': 3131399, 'U': 120381}),\n",
       "             '暂': Counter({'F': 2}),\n",
       "             '荣': Counter({'M': 15522, 'U': 1013, 'F': 4320}),\n",
       "             '辉': Counter({'M': 15324, 'F': 1031, 'U': 291}),\n",
       "             '泽': Counter({'M': 20058, 'F': 1745, 'U': 78}),\n",
       "             '彬': Counter({'M': 7438, 'F': 710, 'U': 369}),\n",
       "             '二': Counter({'M': 2129, 'F': 599, 'U': 103}),\n",
       "             '庄': Counter({'M': 416, 'F': 91, 'U': 9}),\n",
       "             '治': Counter({'M': 2997, 'F': 166, 'U': 22}),\n",
       "             '权': Counter({'M': 4633, 'F': 11}),\n",
       "             '哧': Counter({'M': 20, 'F': 12}),\n",
       "             '天': Counter({'M': 21423, 'F': 2877, 'U': 409}),\n",
       "             '彦': Counter({'M': 9236, 'F': 3850, 'U': 603}),\n",
       "             '成': Counter({'M': 19848, 'F': 992, 'U': 205}),\n",
       "             '其': Counter({'F': 490, 'M': 3576, 'U': 31}),\n",
       "             '荷': Counter({'F': 1829, 'U': 2, 'M': 27}),\n",
       "             '志': Counter({'M': 22409, 'U': 632, 'F': 2677}),\n",
       "             '峰': Counter({'M': 13948, 'F': 171, 'U': 194}),\n",
       "             '诚': Counter({'M': 6582, 'F': 390, 'U': 8}),\n",
       "             '晔': Counter({'U': 163, 'M': 900, 'F': 754}),\n",
       "             '紫': Counter({'M': 1823, 'F': 11165, 'U': 67}),\n",
       "             '俊': Counter({'M': 20459, 'U': 464, 'F': 4140}),\n",
       "             '絮': Counter({'F': 502, 'M': 15}),\n",
       "             '雨': Counter({'F': 18144, 'M': 10788, 'U': 569}),\n",
       "             '洪': Counter({'M': 10736, 'F': 1708, 'U': 201}),\n",
       "             '君': Counter({'M': 6899, 'F': 9507, 'U': 1992}),\n",
       "             '世': Counter({'M': 11655, 'F': 1711, 'U': 275}),\n",
       "             '佳': Counter({'M': 10712, 'F': 23514, 'U': 1036}),\n",
       "             '讯': Counter({'M': 192, 'F': 12}),\n",
       "             '谨': Counter({'M': 525, 'U': 82, 'F': 392}),\n",
       "             '德': Counter({'M': 17549, 'F': 1454, 'U': 135}),\n",
       "             '会': Counter({'M': 2639, 'U': 540, 'F': 2300}),\n",
       "             '川': Counter({'M': 4241, 'F': 155, 'U': 44}),\n",
       "             '嘉': Counter({'M': 15090, 'F': 11200, 'U': 733}),\n",
       "             '艺': Counter({'M': 3536, 'F': 8131, 'U': 188}),\n",
       "             '贤': Counter({'M': 6592, 'F': 1581, 'U': 214}),\n",
       "             '晓': Counter({'F': 22113, 'M': 14140, 'U': 1605}),\n",
       "             '晴': Counter({'F': 6952, 'M': 214, 'U': 12}),\n",
       "             '银': Counter({'F': 2484, 'M': 2963, 'U': 309}),\n",
       "             '芳': Counter({'F': 20375, 'M': 569, 'U': 131}),\n",
       "             '琼': Counter({'F': 7203, 'M': 113, 'U': 7}),\n",
       "             '荫': Counter({'F': 136, 'M': 237, 'U': 12}),\n",
       "             '绣': Counter({'F': 705, 'M': 20}),\n",
       "             '莉': Counter({'F': 10397, 'M': 8}),\n",
       "             '红': Counter({'F': 19227, 'M': 6697, 'U': 1560}),\n",
       "             '丹': Counter({'F': 10519, 'M': 207, 'U': 62}),\n",
       "             '泰': Counter({'M': 3081, 'F': 15, 'U': 3}),\n",
       "             '山': Counter({'M': 6816, 'F': 83, 'U': 26}),\n",
       "             '昕': Counter({'F': 5839, 'M': 4236, 'U': 122}),\n",
       "             '瑶': Counter({'F': 9506, 'M': 334, 'U': 7}),\n",
       "             '仪': Counter({'F': 6323, 'U': 269, 'M': 1237}),\n",
       "             '泠': Counter({'F': 768, 'M': 66}),\n",
       "             '迎': Counter({'F': 1327, 'M': 839, 'U': 169}),\n",
       "             '姣': Counter({'F': 1823, 'U': 4, 'M': 1}),\n",
       "             '引': Counter({'F': 256, 'M': 108, 'U': 1}),\n",
       "             '沂': Counter({'F': 798, 'U': 33, 'M': 916}),\n",
       "             '艳': Counter({'F': 17453, 'M': 630, 'U': 258}),\n",
       "             '琳': Counter({'F': 16624, 'M': 878, 'U': 27}),\n",
       "             '潞': Counter({'F': 960, 'M': 207, 'U': 1}),\n",
       "             '诩': Counter({'F': 41, 'M': 227, 'U': 5}),\n",
       "             '莎': Counter({'F': 2433, 'M': 2}),\n",
       "             '灏': Counter({'M': 2204, 'F': 130}),\n",
       "             '瀚': Counter({'M': 3500, 'F': 235, 'U': 2}),\n",
       "             '岚': Counter({'F': 5586, 'M': 329, 'U': 3}),\n",
       "             '心': Counter({'F': 8073, 'M': 4610, 'U': 384}),\n",
       "             '语': Counter({'F': 8337, 'M': 1163, 'U': 11}),\n",
       "             '彤': Counter({'F': 9715, 'M': 2927, 'U': 43}),\n",
       "             '歆': Counter({'F': 3172, 'M': 878, 'U': 6}),\n",
       "             '媛': Counter({'F': 10363, 'M': 2}),\n",
       "             '帅': Counter({'M': 2385, 'F': 84, 'U': 6}),\n",
       "             '斌': Counter({'M': 10330, 'U': 32, 'F': 88}),\n",
       "             '故': Counter({'F': 6, 'M': 16}),\n",
       "             '幸': Counter({'M': 640, 'F': 449, 'U': 131}),\n",
       "             '敏': Counter({'F': 12182, 'M': 4959, 'U': 1943}),\n",
       "             '闻': Counter({'F': 468, 'M': 1510, 'U': 80}),\n",
       "             '珊': Counter({'F': 7460, 'M': 41}),\n",
       "             '远': Counter({'M': 9003, 'F': 868, 'U': 61}),\n",
       "             '滔': Counter({'M': 1076, 'F': 26, 'U': 1}),\n",
       "             '庆': Counter({'M': 12295, 'U': 318, 'F': 1820}),\n",
       "             '煜': Counter({'M': 4837, 'F': 1135, 'U': 64}),\n",
       "             '苗': Counter({'F': 1944, 'M': 172, 'U': 45}),\n",
       "             '利': Counter({'F': 4059, 'M': 8190, 'U': 1130}),\n",
       "             '雪': Counter({'F': 18692, 'M': 2891, 'U': 529}),\n",
       "             '智': Counter({'M': 10234, 'F': 1441, 'U': 158}),\n",
       "             '鹏': Counter({'M': 13504, 'F': 216, 'U': 22}),\n",
       "             '达': Counter({'M': 5684, 'F': 114, 'U': 13}),\n",
       "             '玉': Counter({'M': 13051, 'F': 22833, 'U': 2248}),\n",
       "             '新': Counter({'M': 15562, 'F': 3595, 'U': 548}),\n",
       "             '亚': Counter({'F': 7502, 'M': 5556, 'U': 834}),\n",
       "             '铸': Counter({'M': 332, 'F': 3}),\n",
       "             '玫': Counter({'F': 2109, 'M': 9}),\n",
       "             '瑛': Counter({'F': 3032, 'M': 126, 'U': 9}),\n",
       "             '伊': Counter({'F': 6819, 'M': 673, 'U': 11}),\n",
       "             '菀': Counter({'F': 711, 'M': 16}),\n",
       "             '梓': Counter({'M': 8295, 'F': 5254, 'U': 106}),\n",
       "             '韦': Counter({'M': 2029, 'F': 969, 'U': 82}),\n",
       "             '忠': Counter({'M': 11449, 'F': 607, 'U': 79}),\n",
       "             '华': Counter({'M': 26508, 'U': 4953, 'F': 12304}),\n",
       "             '美': Counter({'F': 19295, 'M': 672, 'U': 148}),\n",
       "             '啸': Counter({'F': 23, 'M': 1016, 'U': 4}),\n",
       "             '文': Counter({'U': 2294, 'M': 42688, 'F': 14765}),\n",
       "             '冰': Counter({'U': 197, 'F': 7494, 'M': 2855}),\n",
       "             '彳': Counter({'M': 76}),\n",
       "             '人': Counter({'M': 2602, 'F': 294, 'U': 18}),\n",
       "             '石': Counter({'M': 1885, 'F': 166, 'U': 23}),\n",
       "             '坚': Counter({'M': 2025, 'U': 12, 'F': 69}),\n",
       "             '述': Counter({'F': 124, 'M': 604, 'U': 5}),\n",
       "             '萍': Counter({'F': 14926, 'M': 27, 'U': 7}),\n",
       "             '靖': Counter({'M': 3526, 'F': 2818, 'U': 362}),\n",
       "             '裕': Counter({'M': 3092, 'F': 433, 'U': 13}),\n",
       "             '子': Counter({'M': 25510, 'F': 10885, 'U': 1044}),\n",
       "             '翔': Counter({'M': 8478, 'F': 171, 'U': 43}),\n",
       "             '广': Counter({'M': 7586, 'F': 698, 'U': 78}),\n",
       "             '磊': Counter({'M': 4141, 'F': 91, 'U': 37}),\n",
       "             '鹦': Counter({'F': 198, 'M': 25}),\n",
       "             '旭': Counter({'F': 1830, 'M': 9875, 'U': 158}),\n",
       "             '墨': Counter({'M': 980, 'F': 634, 'U': 90}),\n",
       "             '慈': Counter({'F': 763, 'M': 642, 'U': 88}),\n",
       "             '含': Counter({'F': 3682, 'M': 501, 'U': 3}),\n",
       "             '斐': Counter({'F': 2308, 'M': 795, 'U': 23}),\n",
       "             '然': Counter({'F': 5090, 'M': 6170, 'U': 221}),\n",
       "             '锦': Counter({'M': 9293, 'F': 3690, 'U': 380}),\n",
       "             '勇': Counter({'M': 9958, 'U': 12, 'F': 47}),\n",
       "             '佑': Counter({'M': 2169, 'F': 119, 'U': 11}),\n",
       "             '鸽': Counter({'F': 442, 'M': 26, 'U': 2}),\n",
       "             '凤': Counter({'F': 13760, 'M': 1623, 'U': 359}),\n",
       "             '舞': Counter({'F': 336, 'M': 149}),\n",
       "             '楚': Counter({'F': 3482, 'M': 2092, 'U': 66}),\n",
       "             '倩': Counter({'F': 8593, 'M': 14}),\n",
       "             '薇': Counter({'F': 6483, 'M': 18}),\n",
       "             '晨': Counter({'F': 6279, 'M': 10118, 'U': 911}),\n",
       "             '水': Counter({'M': 3946, 'U': 287, 'F': 1424}),\n",
       "             '境': Counter({'M': 295, 'F': 101}),\n",
       "             '宣': Counter({'M': 2438, 'F': 727, 'U': 18}),\n",
       "             '玄': Counter({'F': 232, 'M': 1212, 'U': 12}),\n",
       "             '康': Counter({'M': 6612, 'F': 227, 'U': 27}),\n",
       "             '春': Counter({'M': 13064, 'F': 11615, 'U': 1437}),\n",
       "             '道': Counter({'M': 3320, 'F': 284, 'U': 15}),\n",
       "             '森': Counter({'M': 5758, 'F': 72, 'U': 7}),\n",
       "             '乐': Counter({'U': 234, 'M': 8834, 'F': 2721}),\n",
       "             '懿': Counter({'U': 42, 'F': 2510, 'M': 1837}),\n",
       "             '滟': Counter({'F': 1791, 'M': 110}),\n",
       "             '凯': Counter({'M': 11530, 'F': 1067, 'U': 218}),\n",
       "             '朕': Counter({'M': 244, 'F': 2}),\n",
       "             '云': Counter({'M': 14189, 'U': 2964, 'F': 15696}),\n",
       "             '博': Counter({'M': 14172, 'F': 1500, 'U': 76}),\n",
       "             '彩': Counter({'M': 110, 'F': 5862, 'U': 83}),\n",
       "             '龙': Counter({'M': 17923, 'F': 364, 'U': 94}),\n",
       "             '瑞': Counter({'F': 7810, 'M': 13221, 'U': 769}),\n",
       "             '洁': Counter({'F': 12718, 'M': 412, 'U': 29}),\n",
       "             '来': Counter({'M': 3541, 'F': 169, 'U': 22}),\n",
       "             '姿': Counter({'F': 3229, 'M': 17}),\n",
       "             '煊': Counter({'F': 329, 'M': 1482, 'U': 1}),\n",
       "             '妍': Counter({'F': 13763, 'M': 29}),\n",
       "             '先': Counter({'M': 4178, 'F': 702, 'U': 112}),\n",
       "             '运': Counter({'M': 3396, 'F': 500, 'U': 31}),\n",
       "             '吉': Counter({'M': 5550, 'U': 58, 'F': 853}),\n",
       "             '香': Counter({'F': 9178, 'M': 63, 'U': 22}),\n",
       "             '菱': Counter({'F': 1463, 'M': 28}),\n",
       "             '绮': Counter({'F': 3364, 'M': 33}),\n",
       "             '柏': Counter({'M': 5414, 'F': 416, 'U': 13}),\n",
       "             '青': Counter({'F': 7166, 'M': 4959, 'U': 826}),\n",
       "             '财': Counter({'M': 2098, 'F': 11}),\n",
       "             '祥': Counter({'M': 12523, 'F': 470, 'U': 116}),\n",
       "             '飘': Counter({'M': 74, 'F': 643}),\n",
       "             '宇': Counter({'M': 26409, 'F': 4303, 'U': 613}),\n",
       "             '韬': Counter({'M': 1796, 'F': 33, 'U': 3}),\n",
       "             '朦': Counter({'F': 370, 'M': 11}),\n",
       "             '慧': Counter({'F': 18777, 'M': 1619, 'U': 307}),\n",
       "             '菡': Counter({'F': 5194, 'M': 38}),\n",
       "             '玲': Counter({'F': 18861, 'M': 21, 'U': 5}),\n",
       "             '李': Counter({'F': 739, 'U': 148, 'M': 957}),\n",
       "             '淑': Counter({'F': 12688, 'M': 81, 'U': 44}),\n",
       "             '娥': Counter({'F': 2968, 'M': 2, 'U': 1}),\n",
       "             '惠': Counter({'F': 11145, 'M': 2553, 'U': 474}),\n",
       "             '富': Counter({'M': 6231, 'F': 277, 'U': 25}),\n",
       "             '彪': Counter({'M': 1741}),\n",
       "             '正': Counter({'M': 12122, 'F': 1173, 'U': 182}),\n",
       "             '漪': Counter({'M': 52, 'F': 1591}),\n",
       "             '建': Counter({'M': 19186, 'F': 2846, 'U': 880}),\n",
       "             '余': Counter({'M': 1489, 'F': 219, 'U': 13}),\n",
       "             '晗': Counter({'M': 1528, 'F': 3030, 'U': 29}),\n",
       "             '玮': Counter({'M': 3610, 'F': 3183, 'U': 115}),\n",
       "             '凡': Counter({'M': 8617, 'F': 3971, 'U': 319}),\n",
       "             '甫': Counter({'M': 902, 'F': 15, 'U': 1}),\n",
       "             '缨': Counter({'M': 58, 'F': 849, 'U': 1}),\n",
       "             '润': Counter({'F': 1608, 'M': 5187, 'U': 266}),\n",
       "             '静': Counter({'F': 17270, 'M': 452, 'U': 220}),\n",
       "             '金': Counter({'M': 16394, 'F': 7173, 'U': 1143}),\n",
       "             '泯': Counter({'M': 264, 'F': 72}),\n",
       "             '兆': Counter({'M': 4697, 'F': 666, 'U': 66}),\n",
       "             '杨': Counter({'M': 2832, 'U': 330, 'F': 1090}),\n",
       "             '冉': Counter({'F': 2616, 'M': 736, 'U': 28}),\n",
       "             '炜': Counter({'M': 4701, 'F': 497, 'U': 52}),\n",
       "             '凌': Counter({'M': 3583, 'F': 4152, 'U': 271}),\n",
       "             '瞳': Counter({'F': 594, 'M': 222}),\n",
       "             '逸': Counter({'U': 317, 'F': 2619, 'M': 5988}),\n",
       "             '映': Counter({'F': 1403, 'M': 515, 'U': 29}),\n",
       "             '羽': Counter({'F': 6700, 'M': 4099, 'U': 120}),\n",
       "             '贝': Counter({'F': 2675, 'M': 506, 'U': 4}),\n",
       "             '翎': Counter({'F': 1468, 'M': 268, 'U': 3}),\n",
       "             '阳': Counter({'M': 11779, 'F': 2261, 'U': 695}),\n",
       "             '可': Counter({'M': 6326, 'F': 4210, 'U': 543}),\n",
       "             '维': Counter({'M': 7272, 'F': 1845, 'U': 352}),\n",
       "             '烨': Counter({'F': 2240, 'M': 3023, 'U': 237}),\n",
       "             '兹': Counter({'M': 147, 'F': 62}),\n",
       "             '明': Counter({'M': 34733, 'F': 5195, 'U': 1077}),\n",
       "             '景': Counter({'M': 6645, 'F': 1591, 'U': 209}),\n",
       "             '鸿': Counter({'M': 9607, 'F': 1666, 'U': 126}),\n",
       "             '恒': Counter({'M': 8259, 'F': 359, 'U': 15}),\n",
       "             '一': Counter({'M': 17282, 'F': 4926, 'U': 589}),\n",
       "             '平': Counter({'M': 18488, 'U': 1967, 'F': 4206}),\n",
       "             '才': Counter({'M': 5436, 'F': 137, 'U': 21}),\n",
       "             '屿': Counter({'F': 209, 'M': 260, 'U': 18}),\n",
       "             '娴': Counter({'F': 3962, 'M': 20}),\n",
       "             '大': Counter({'M': 8678, 'U': 94, 'F': 516}),\n",
       "             '为': Counter({'M': 2938, 'F': 155, 'U': 14}),\n",
       "             '鑫': Counter({'M': 14806, 'F': 3419, 'U': 249}),\n",
       "             '钇': Counter({'M': 169, 'F': 129}),\n",
       "             '岩': Counter({'M': 3132, 'F': 871, 'U': 97}),\n",
       "             '娇': Counter({'F': 4631, 'U': 5, 'M': 2}),\n",
       "             '娃': Counter({'F': 263, 'M': 69, 'U': 2}),\n",
       "             '战': Counter({'M': 716, 'F': 23, 'U': 4}),\n",
       "             '杰': Counter({'M': 20535, 'U': 520, 'F': 2469}),\n",
       "             '钊': Counter({'M': 2061, 'F': 30, 'U': 1}),\n",
       "             '仁': Counter({'M': 7326, 'F': 548, 'U': 74}),\n",
       "             '永': Counter({'M': 17167, 'F': 2736, 'U': 243}),\n",
       "             '焱': Counter({'M': 2194, 'U': 18, 'F': 702}),\n",
       "             '雁': Counter({'F': 2222, 'M': 687, 'U': 191}),\n",
       "             '灵': Counter({'F': 7634, 'M': 2444, 'U': 168}),\n",
       "             '矜': Counter({'F': 303, 'M': 50}),\n",
       "             '丽': Counter({'F': 30686, 'M': 144, 'U': 46}),\n",
       "             '占': Counter({'M': 1952, 'F': 153, 'U': 19}),\n",
       "             '自': Counter({'F': 206, 'M': 1751, 'U': 12}),\n",
       "             '佩': Counter({'F': 5453, 'M': 660, 'U': 97}),\n",
       "             '莲': Counter({'F': 7086, 'U': 9, 'M': 3}),\n",
       "             '兴': Counter({'M': 11534, 'F': 846, 'U': 100}),\n",
       "             '冠': Counter({'M': 3021, 'F': 293, 'U': 150}),\n",
       "             '伟': Counter({'M': 25703, 'F': 2520, 'U': 431}),\n",
       "             '字': Counter({'M': 255, 'F': 54, 'U': 2}),\n",
       "             '煦': Counter({'M': 769, 'F': 283, 'U': 41}),\n",
       "             '巳': Counter({'F': 29, 'M': 90}),\n",
       "             '娣': Counter({'F': 2479, 'M': 2}),\n",
       "             '琴': Counter({'F': 10200, 'M': 6, 'U': 1}),\n",
       "             '清': Counter({'F': 6593, 'M': 12446, 'U': 1658}),\n",
       "             '树': Counter({'M': 5527, 'U': 84, 'F': 851}),\n",
       "             '纱': Counter({'F': 171, 'M': 1}),\n",
       "             '洋': Counter({'M': 8015, 'F': 965, 'U': 386}),\n",
       "             '宝': Counter({'U': 341, 'M': 11360, 'F': 2762}),\n",
       "             '霖': Counter({'M': 6447, 'U': 328, 'F': 1563}),\n",
       "             '珣': Counter({'U': 25, 'M': 123, 'F': 117}),\n",
       "             '连': Counter({'F': 2284, 'M': 2896, 'U': 234}),\n",
       "             '璧': Counter({'F': 312, 'M': 200, 'U': 8}),\n",
       "             '海': Counter({'F': 7128, 'M': 22851, 'U': 1273}),\n",
       "             '双': Counter({'M': 2162, 'F': 2316, 'U': 381}),\n",
       "             '牛': Counter({'M': 334, 'F': 4}),\n",
       "             '言': Counter({'M': 2900, 'F': 842, 'U': 58}),\n",
       "             '卓': Counter({'M': 5351, 'F': 2805, 'U': 314}),\n",
       "             '靓': Counter({'F': 1997, 'M': 180, 'U': 5}),\n",
       "             '婷': Counter({'F': 17954, 'M': 14}),\n",
       "             '阿': Counter({'M': 599, 'F': 720, 'U': 26}),\n",
       "             '屯': Counter({'M': 38, 'F': 1}),\n",
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       "             '卫': Counter({'M': 5080, 'F': 866, 'U': 197}),\n",
       "             '幡': Counter({'M': 36, 'F': 3}),\n",
       "             '淼': Counter({'M': 2711, 'F': 1734, 'U': 128}),\n",
       "             '瓒': Counter({'F': 62, 'M': 149, 'U': 20}),\n",
       "             '起': Counter({'M': 1320, 'F': 45}),\n",
       "             '岑': Counter({'F': 1129, 'M': 289, 'U': 7}),\n",
       "             '野': Counter({'M': 655, 'F': 39, 'U': 16}),\n",
       "             '潮': Counter({'M': 869, 'F': 11}),\n",
       "             '歌': Counter({'M': 432, 'F': 1102, 'U': 14}),\n",
       "             '年': Counter({'M': 1929, 'F': 136, 'U': 111}),\n",
       "             '掌': Counter({'M': 28, 'F': 7, 'U': 4}),\n",
       "             '以': Counter({'M': 1668, 'F': 502, 'U': 36}),\n",
       "             '夏': Counter({'F': 2145, 'M': 743, 'U': 66}),\n",
       "             '格': Counter({'F': 1596, 'M': 692, 'U': 42}),\n",
       "             '加': Counter({'M': 2722, 'F': 322, 'U': 24}),\n",
       "             '乔': Counter({'M': 1141, 'F': 1030, 'U': 152}),\n",
       "             '逊': Counter({'M': 240, 'F': 14}),\n",
       "             '丝': Counter({'F': 1287, 'M': 4}),\n",
       "             '郦': Counter({'F': 792, 'M': 60, 'U': 1}),\n",
       "             '俏': Counter({'F': 1013, 'U': 1, 'M': 25}),\n",
       "             '旁': Counter({'F': 6, 'M': 11}),\n",
       "             '鼎': Counter({'M': 1275, 'U': 1, 'F': 13}),\n",
       "             '帏': Counter({'M': 200, 'F': 31}),\n",
       "             '改': Counter({'F': 590, 'M': 18, 'U': 9}),\n",
       "             '从': Counter({'M': 1026, 'U': 27, 'F': 237}),\n",
       "             '郑': Counter({'M': 346, 'F': 198, 'U': 1}),\n",
       "             '粤': Counter({'U': 43, 'M': 285, 'F': 151}),\n",
       "             '榇': Counter({'F': 37, 'M': 61}),\n",
       "             '拉': Counter({'M': 221, 'F': 235, 'U': 2}),\n",
       "             '程': Counter({'M': 4368, 'F': 453, 'U': 204}),\n",
       "             '祗': Counter({'M': 27, 'F': 1}),\n",
       "             '荀': Counter({'M': 89, 'F': 23, 'U': 4}),\n",
       "             '箔': Counter({'M': 47, 'F': 15}),\n",
       "             '菖': Counter({'M': 40, 'F': 5}),\n",
       "             '垚': Counter({'M': 681, 'F': 137}),\n",
       "             '衷': Counter({'M': 104, 'F': 5}),\n",
       "             '太': Counter({'M': 1711, 'F': 99, 'U': 14}),\n",
       "             '琨': Counter({'M': 932, 'F': 218, 'U': 27}),\n",
       "             '闯': Counter({'M': 284, 'F': 2}),\n",
       "             '意': Counter({'M': 1827, 'F': 936, 'U': 207}),\n",
       "             '莘': Counter({'F': 689, 'M': 502, 'U': 4}),\n",
       "             '迈': Counter({'M': 279, 'F': 34, 'U': 1}),\n",
       "             '敬': Counter({'F': 828, 'M': 3518, 'U': 94}),\n",
       "             '魏': Counter({'M': 343, 'U': 89, 'F': 59}),\n",
       "             '翠': Counter({'F': 5728, 'M': 3, 'U': 4}),\n",
       "             '芒': Counter({'F': 109, 'M': 11}),\n",
       "             '江': Counter({'M': 9852, 'U': 171, 'F': 933}),\n",
       "             '玺': Counter({'M': 1775, 'F': 254, 'U': 5}),\n",
       "             '非': Counter({'M': 1442, 'F': 314, 'U': 393}),\n",
       "             '郅': Counter({'M': 251, 'F': 215}),\n",
       "             '丁': Counter({'M': 1784, 'F': 450, 'U': 123}),\n",
       "             '圆': Counter({'F': 2304, 'M': 259, 'U': 2}),\n",
       "             '仔': Counter({'M': 380, 'F': 94}),\n",
       "             '穗': Counter({'M': 177, 'F': 466, 'U': 17}),\n",
       "             '央': Counter({'M': 65, 'F': 403, 'U': 7}),\n",
       "             '钥': Counter({'F': 1061, 'M': 114, 'U': 10}),\n",
       "             '译': Counter({'F': 1199, 'M': 758, 'U': 4}),\n",
       "             '任': Counter({'F': 101, 'M': 1059, 'U': 10}),\n",
       "             '汝': Counter({'F': 988, 'M': 1507, 'U': 58}),\n",
       "             '慎': Counter({'M': 346, 'F': 37, 'U': 3}),\n",
       "             '米': Counter({'F': 933, 'M': 338, 'U': 4}),\n",
       "             '浈': Counter({'F': 388, 'M': 102}),\n",
       "             '铖': Counter({'M': 862, 'F': 23}),\n",
       "             '帧': Counter({'M': 109, 'F': 98}),\n",
       "             '显': Counter({'M': 2677, 'F': 359, 'U': 25}),\n",
       "             '钫': Counter({'F': 46, 'M': 77}),\n",
       "             '钲': Counter({'M': 243, 'F': 6}),\n",
       "             '颢': Counter({'M': 1006, 'F': 186}),\n",
       "             '旋': Counter({'F': 577, 'M': 520, 'U': 225}),\n",
       "             '镭': Counter({'M': 211, 'F': 14}),\n",
       "             '寅': Counter({'M': 1019, 'U': 11, 'F': 81}),\n",
       "             '硕': Counter({'M': 2115, 'F': 273, 'U': 10}),\n",
       "             '法': Counter({'M': 1656, 'F': 13, 'U': 3}),\n",
       "             '寰': Counter({'M': 332, 'F': 36, 'U': 2}),\n",
       "             '蓝': Counter({'F': 1919, 'M': 428, 'U': 3}),\n",
       "             '昶': Counter({'M': 1044, 'F': 34}),\n",
       "             '材': Counter({'M': 571, 'F': 2}),\n",
       "             '姜': Counter({'F': 144, 'M': 150, 'U': 1}),\n",
       "             '竣': Counter({'M': 1243, 'F': 47}),\n",
       "             '异': Counter({'M': 219, 'U': 40, 'F': 71}),\n",
       "             '偌': Counter({'M': 72, 'F': 445}),\n",
       "             '艾': Counter({'F': 2290, 'M': 343, 'U': 28}),\n",
       "             '桑': Counter({'F': 187, 'M': 141, 'U': 2}),\n",
       "             '岭': Counter({'M': 879, 'U': 194, 'F': 140}),\n",
       "             '叆': Counter({'F': 206}),\n",
       "             '嵋': Counter({'F': 164, 'M': 24}),\n",
       "             '荔': Counter({'F': 989, 'M': 77, 'U': 1}),\n",
       "             '囡': Counter({'F': 589, 'M': 2}),\n",
       "             '侯': Counter({'M': 211, 'F': 8, 'U': 2}),\n",
       "             '慕': Counter({'F': 1084, 'M': 452, 'U': 18}),\n",
       "             '笛': Counter({'M': 379, 'F': 513, 'U': 108}),\n",
       "             '翌': Counter({'F': 618, 'M': 1012, 'U': 28}),\n",
       "             '蠡': Counter({'M': 35, 'U': 7, 'F': 1}),\n",
       "             '韶': Counter({'F': 311, 'M': 849, 'U': 83}),\n",
       "             '弼': Counter({'M': 181, 'F': 7, 'U': 2}),\n",
       "             '赫': Counter({'F': 164, 'U': 112, 'M': 1431}),\n",
       "             '绪': Counter({'M': 1264, 'F': 264, 'U': 13}),\n",
       "             '轲': Counter({'U': 64, 'M': 541, 'F': 40}),\n",
       "             '五': Counter({'U': 58, 'F': 132, 'M': 768}),\n",
       "             '腾': Counter({'M': 3278, 'F': 105, 'U': 4}),\n",
       "             '项': Counter({'M': 194, 'F': 28}),\n",
       "             '媚': Counter({'F': 2071, 'M': 6}),\n",
       "             '绎': Counter({'M': 400, 'F': 173, 'U': 11}),\n",
       "             '凝': Counter({'F': 2802, 'M': 114}),\n",
       "             '炫': Counter({'M': 1631, 'F': 309, 'U': 1}),\n",
       "             '殳': Counter({'M': 23, 'F': 17}),\n",
       "             '易': Counter({'F': 1004, 'M': 2359, 'U': 191}),\n",
       "             '遥': Counter({'M': 573, 'F': 620, 'U': 98}),\n",
       "             '茔': Counter({'F': 161, 'M': 12}),\n",
       "             '傲': Counter({'F': 506, 'M': 781, 'U': 1}),\n",
       "             '沄': Counter({'F': 267, 'M': 216, 'U': 8}),\n",
       "             '薛': Counter({'F': 73, 'M': 92, 'U': 3}),\n",
       "             '鲲': Counter({'M': 393, 'F': 9, 'U': 1}),\n",
       "             '巧': Counter({'F': 4697, 'U': 12, 'M': 70}),\n",
       "             '臻': Counter({'M': 1474, 'F': 461, 'U': 20}),\n",
       "             '湄': Counter({'F': 446, 'U': 8, 'M': 10}),\n",
       "             '呈': Counter({'M': 1023, 'F': 157, 'U': 1}),\n",
       "             '均': Counter({'M': 2396, 'F': 234, 'U': 6}),\n",
       "             '跃': Counter({'M': 3328, 'F': 321, 'U': 16}),\n",
       "             '漱': Counter({'F': 71, 'M': 11, 'U': 1}),\n",
       "             '伯': Counter({'M': 2421, 'F': 108, 'U': 8}),\n",
       "             '颐': Counter({'F': 1101, 'M': 689, 'U': 5}),\n",
       "             '蓦': Counter({'F': 31, 'M': 82}),\n",
       "             '唯': Counter({'M': 777, 'F': 658, 'U': 111}),\n",
       "             '足': Counter({'M': 116, 'F': 21, 'U': 1}),\n",
       "             '象': Counter({'M': 256, 'F': 15, 'U': 1}),\n",
       "             '栖': Counter({'F': 283, 'M': 125}),\n",
       "             '韫': Counter({'M': 141, 'F': 534, 'U': 1}),\n",
       "             '郯': Counter({'M': 39, 'F': 6}),\n",
       "             '隐': Counter({'M': 188, 'F': 86, 'U': 2}),\n",
       "             '丙': Counter({'M': 820, 'U': 5, 'F': 53}),\n",
       "             '予': Counter({'F': 1760, 'M': 1240, 'U': 40}),\n",
       "             '洗': Counter({'F': 9, 'M': 74}),\n",
       "             '灿': Counter({'M': 2794, 'F': 413, 'U': 12}),\n",
       "             '基': Counter({'M': 1900, 'F': 26, 'U': 2}),\n",
       "             '骥': Counter({'M': 497, 'F': 14}),\n",
       "             '檬': Counter({'F': 584, 'M': 60}),\n",
       "             '宪': Counter({'M': 1774, 'U': 12, 'F': 213}),\n",
       "             '杭': Counter({'M': 1135, 'F': 180, 'U': 93}),\n",
       "             '筑': Counter({'M': 74, 'F': 56}),\n",
       "             '廑': Counter({'M': 16, 'F': 6}),\n",
       "             '衔': Counter({'M': 72, 'F': 6, 'U': 2}),\n",
       "             '疆': Counter({'M': 368, 'U': 35, 'F': 38}),\n",
       "             '焰': Counter({'M': 443, 'F': 148, 'U': 2}),\n",
       "             '誉': Counter({'M': 1730, 'F': 495, 'U': 57}),\n",
       "             '历': Counter({'F': 76, 'M': 398}),\n",
       "             '洵': Counter({'F': 101, 'M': 344, 'U': 43}),\n",
       "             '睦': Counter({'F': 33, 'M': 228}),\n",
       "             '随': Counter({'M': 167, 'F': 22, 'U': 5}),\n",
       "             '璨': Counter({'M': 356, 'F': 454, 'U': 1}),\n",
       "             '萄': Counter({'F': 59, 'M': 2}),\n",
       "             '交': Counter({'F': 23, 'M': 76}),\n",
       "             '计': Counter({'M': 263, 'F': 30}),\n",
       "             '划': Counter({'M': 101, 'F': 7}),\n",
       "             '堰': Counter({'F': 53, 'M': 108, 'U': 19}),\n",
       "             ...})"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_char('train_dev_test/train_ds.txt')\n",
    "load_char('train_dev_test/dev_ds.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the dict as a json file so that the data can be reused easily\n",
    "\n",
    "with open('dict4Gender.json', 'w') as f:\n",
    "    json.dump(genderDict, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'莹': {'F': 10032, 'M': 57, 'U': 1},\n",
       " 'total': {'F': 2338543, 'M': 3131399, 'U': 120381},\n",
       " '暂': {'F': 2},\n",
       " '荣': {'M': 15522, 'U': 1013, 'F': 4320},\n",
       " '辉': {'M': 15324, 'F': 1031, 'U': 291},\n",
       " '泽': {'M': 20058, 'F': 1745, 'U': 78},\n",
       " '彬': {'M': 7438, 'F': 710, 'U': 369},\n",
       " '二': {'M': 2129, 'F': 599, 'U': 103},\n",
       " '庄': {'M': 416, 'F': 91, 'U': 9},\n",
       " '治': {'M': 2997, 'F': 166, 'U': 22},\n",
       " '权': {'M': 4633, 'F': 11},\n",
       " '哧': {'M': 20, 'F': 12},\n",
       " '天': {'M': 21423, 'F': 2877, 'U': 409},\n",
       " '彦': {'M': 9236, 'F': 3850, 'U': 603},\n",
       " '成': {'M': 19848, 'F': 992, 'U': 205},\n",
       " '其': {'F': 490, 'M': 3576, 'U': 31},\n",
       " '荷': {'F': 1829, 'U': 2, 'M': 27},\n",
       " '志': {'M': 22409, 'U': 632, 'F': 2677},\n",
       " '峰': {'M': 13948, 'F': 171, 'U': 194},\n",
       " '诚': {'M': 6582, 'F': 390, 'U': 8},\n",
       " '晔': {'U': 163, 'M': 900, 'F': 754},\n",
       " '紫': {'M': 1823, 'F': 11165, 'U': 67},\n",
       " '俊': {'M': 20459, 'U': 464, 'F': 4140},\n",
       " '絮': {'F': 502, 'M': 15},\n",
       " '雨': {'F': 18144, 'M': 10788, 'U': 569},\n",
       " '洪': {'M': 10736, 'F': 1708, 'U': 201},\n",
       " '君': {'M': 6899, 'F': 9507, 'U': 1992},\n",
       " '世': {'M': 11655, 'F': 1711, 'U': 275},\n",
       " '佳': {'M': 10712, 'F': 23514, 'U': 1036},\n",
       " '讯': {'M': 192, 'F': 12},\n",
       " '谨': {'M': 525, 'U': 82, 'F': 392},\n",
       " '德': {'M': 17549, 'F': 1454, 'U': 135},\n",
       " '会': {'M': 2639, 'U': 540, 'F': 2300},\n",
       " '川': {'M': 4241, 'F': 155, 'U': 44},\n",
       " '嘉': {'M': 15090, 'F': 11200, 'U': 733},\n",
       " '艺': {'M': 3536, 'F': 8131, 'U': 188},\n",
       " '贤': {'M': 6592, 'F': 1581, 'U': 214},\n",
       " '晓': {'F': 22113, 'M': 14140, 'U': 1605},\n",
       " '晴': {'F': 6952, 'M': 214, 'U': 12},\n",
       " '银': {'F': 2484, 'M': 2963, 'U': 309},\n",
       " '芳': {'F': 20375, 'M': 569, 'U': 131},\n",
       " '琼': {'F': 7203, 'M': 113, 'U': 7},\n",
       " '荫': {'F': 136, 'M': 237, 'U': 12},\n",
       " '绣': {'F': 705, 'M': 20},\n",
       " '莉': {'F': 10397, 'M': 8},\n",
       " '红': {'F': 19227, 'M': 6697, 'U': 1560},\n",
       " '丹': {'F': 10519, 'M': 207, 'U': 62},\n",
       " '泰': {'M': 3081, 'F': 15, 'U': 3},\n",
       " '山': {'M': 6816, 'F': 83, 'U': 26},\n",
       " '昕': {'F': 5839, 'M': 4236, 'U': 122},\n",
       " '瑶': {'F': 9506, 'M': 334, 'U': 7},\n",
       " '仪': {'F': 6323, 'U': 269, 'M': 1237},\n",
       " '泠': {'F': 768, 'M': 66},\n",
       " '迎': {'F': 1327, 'M': 839, 'U': 169},\n",
       " '姣': {'F': 1823, 'U': 4, 'M': 1},\n",
       " '引': {'F': 256, 'M': 108, 'U': 1},\n",
       " '沂': {'F': 798, 'U': 33, 'M': 916},\n",
       " '艳': {'F': 17453, 'M': 630, 'U': 258},\n",
       " '琳': {'F': 16624, 'M': 878, 'U': 27},\n",
       " '潞': {'F': 960, 'M': 207, 'U': 1},\n",
       " '诩': {'F': 41, 'M': 227, 'U': 5},\n",
       " '莎': {'F': 2433, 'M': 2},\n",
       " '灏': {'M': 2204, 'F': 130},\n",
       " '瀚': {'M': 3500, 'F': 235, 'U': 2},\n",
       " '岚': {'F': 5586, 'M': 329, 'U': 3},\n",
       " '心': {'F': 8073, 'M': 4610, 'U': 384},\n",
       " '语': {'F': 8337, 'M': 1163, 'U': 11},\n",
       " '彤': {'F': 9715, 'M': 2927, 'U': 43},\n",
       " '歆': {'F': 3172, 'M': 878, 'U': 6},\n",
       " '媛': {'F': 10363, 'M': 2},\n",
       " '帅': {'M': 2385, 'F': 84, 'U': 6},\n",
       " '斌': {'M': 10330, 'U': 32, 'F': 88},\n",
       " '故': {'F': 6, 'M': 16},\n",
       " '幸': {'M': 640, 'F': 449, 'U': 131},\n",
       " '敏': {'F': 12182, 'M': 4959, 'U': 1943},\n",
       " '闻': {'F': 468, 'M': 1510, 'U': 80},\n",
       " '珊': {'F': 7460, 'M': 41},\n",
       " '远': {'M': 9003, 'F': 868, 'U': 61},\n",
       " '滔': {'M': 1076, 'F': 26, 'U': 1},\n",
       " '庆': {'M': 12295, 'U': 318, 'F': 1820},\n",
       " '煜': {'M': 4837, 'F': 1135, 'U': 64},\n",
       " '苗': {'F': 1944, 'M': 172, 'U': 45},\n",
       " '利': {'F': 4059, 'M': 8190, 'U': 1130},\n",
       " '雪': {'F': 18692, 'M': 2891, 'U': 529},\n",
       " '智': {'M': 10234, 'F': 1441, 'U': 158},\n",
       " '鹏': {'M': 13504, 'F': 216, 'U': 22},\n",
       " '达': {'M': 5684, 'F': 114, 'U': 13},\n",
       " '玉': {'M': 13051, 'F': 22833, 'U': 2248},\n",
       " '新': {'M': 15562, 'F': 3595, 'U': 548},\n",
       " '亚': {'F': 7502, 'M': 5556, 'U': 834},\n",
       " '铸': {'M': 332, 'F': 3},\n",
       " '玫': {'F': 2109, 'M': 9},\n",
       " '瑛': {'F': 3032, 'M': 126, 'U': 9},\n",
       " '伊': {'F': 6819, 'M': 673, 'U': 11},\n",
       " '菀': {'F': 711, 'M': 16},\n",
       " '梓': {'M': 8295, 'F': 5254, 'U': 106},\n",
       " '韦': {'M': 2029, 'F': 969, 'U': 82},\n",
       " '忠': {'M': 11449, 'F': 607, 'U': 79},\n",
       " '华': {'M': 26508, 'U': 4953, 'F': 12304},\n",
       " '美': {'F': 19295, 'M': 672, 'U': 148},\n",
       " '啸': {'F': 23, 'M': 1016, 'U': 4},\n",
       " '文': {'U': 2294, 'M': 42688, 'F': 14765},\n",
       " '冰': {'U': 197, 'F': 7494, 'M': 2855},\n",
       " '彳': {'M': 76},\n",
       " '人': {'M': 2602, 'F': 294, 'U': 18},\n",
       " '石': {'M': 1885, 'F': 166, 'U': 23},\n",
       " '坚': {'M': 2025, 'U': 12, 'F': 69},\n",
       " '述': {'F': 124, 'M': 604, 'U': 5},\n",
       " '萍': {'F': 14926, 'M': 27, 'U': 7},\n",
       " '靖': {'M': 3526, 'F': 2818, 'U': 362},\n",
       " '裕': {'M': 3092, 'F': 433, 'U': 13},\n",
       " '子': {'M': 25510, 'F': 10885, 'U': 1044},\n",
       " '翔': {'M': 8478, 'F': 171, 'U': 43},\n",
       " '广': {'M': 7586, 'F': 698, 'U': 78},\n",
       " '磊': {'M': 4141, 'F': 91, 'U': 37},\n",
       " '鹦': {'F': 198, 'M': 25},\n",
       " '旭': {'F': 1830, 'M': 9875, 'U': 158},\n",
       " '墨': {'M': 980, 'F': 634, 'U': 90},\n",
       " '慈': {'F': 763, 'M': 642, 'U': 88},\n",
       " '含': {'F': 3682, 'M': 501, 'U': 3},\n",
       " '斐': {'F': 2308, 'M': 795, 'U': 23},\n",
       " '然': {'F': 5090, 'M': 6170, 'U': 221},\n",
       " '锦': {'M': 9293, 'F': 3690, 'U': 380},\n",
       " '勇': {'M': 9958, 'U': 12, 'F': 47},\n",
       " '佑': {'M': 2169, 'F': 119, 'U': 11},\n",
       " '鸽': {'F': 442, 'M': 26, 'U': 2},\n",
       " '凤': {'F': 13760, 'M': 1623, 'U': 359},\n",
       " '舞': {'F': 336, 'M': 149},\n",
       " '楚': {'F': 3482, 'M': 2092, 'U': 66},\n",
       " '倩': {'F': 8593, 'M': 14},\n",
       " '薇': {'F': 6483, 'M': 18},\n",
       " '晨': {'F': 6279, 'M': 10118, 'U': 911},\n",
       " '水': {'M': 3946, 'U': 287, 'F': 1424},\n",
       " '境': {'M': 295, 'F': 101},\n",
       " '宣': {'M': 2438, 'F': 727, 'U': 18},\n",
       " '玄': {'F': 232, 'M': 1212, 'U': 12},\n",
       " '康': {'M': 6612, 'F': 227, 'U': 27},\n",
       " '春': {'M': 13064, 'F': 11615, 'U': 1437},\n",
       " '道': {'M': 3320, 'F': 284, 'U': 15},\n",
       " '森': {'M': 5758, 'F': 72, 'U': 7},\n",
       " '乐': {'U': 234, 'M': 8834, 'F': 2721},\n",
       " '懿': {'U': 42, 'F': 2510, 'M': 1837},\n",
       " '滟': {'F': 1791, 'M': 110},\n",
       " '凯': {'M': 11530, 'F': 1067, 'U': 218},\n",
       " '朕': {'M': 244, 'F': 2},\n",
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       " '茂': {'M': 4146, 'F': 353, 'U': 23},\n",
       " '淅': {'F': 358, 'M': 101},\n",
       " '瀛': {'F': 157, 'M': 417, 'U': 43},\n",
       " '葶': {'F': 654, 'M': 9},\n",
       " '周': {'F': 168, 'M': 1953, 'U': 17},\n",
       " '祝': {'M': 443, 'F': 173, 'U': 72},\n",
       " '暄': {'F': 528, 'M': 866, 'U': 1},\n",
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       " '琰': {'F': 1634, 'M': 483, 'U': 7},\n",
       " '律': {'M': 277, 'F': 23, 'U': 1},\n",
       " '熠': {'M': 1627, 'F': 396, 'U': 3},\n",
       " '晰': {'F': 721, 'M': 261, 'U': 2},\n",
       " '萧': {'F': 1426, 'M': 482, 'U': 2},\n",
       " '鸬': {'F': 11, 'M': 23},\n",
       " '珩': {'M': 648, 'F': 195, 'U': 79},\n",
       " '辛': {'M': 847, 'F': 533, 'U': 89},\n",
       " '好': {'F': 600, 'M': 1764, 'U': 132},\n",
       " '芯': {'F': 4447, 'M': 73},\n",
       " '迅': {'M': 716, 'F': 38},\n",
       " '莞': {'F': 445, 'M': 7},\n",
       " '噇': {'M': 2, 'F': 5},\n",
       " '亮': {'M': 8974, 'F': 37, 'U': 18},\n",
       " '豫': {'F': 305, 'M': 768, 'U': 87},\n",
       " '涿': {'M': 33, 'F': 4},\n",
       " '泳': {'M': 1555, 'F': 553, 'U': 84},\n",
       " '纹': {'F': 989, 'M': 193, 'U': 1},\n",
       " '奇': {'M': 5434, 'U': 71, 'F': 356},\n",
       " '骉': {'M': 386, 'F': 4},\n",
       " '闳': {'M': 229, 'U': 4, 'F': 37},\n",
       " '稳': {'M': 431, 'F': 45},\n",
       " '经': {'M': 854, 'F': 34, 'U': 2},\n",
       " '牧': {'M': 571, 'U': 84, 'F': 103},\n",
       " '仙': {'F': 4033, 'M': 179, 'U': 31},\n",
       " '翼': {'M': 1440, 'F': 153, 'U': 6},\n",
       " '哓': {'M': 152, 'F': 255, 'U': 4},\n",
       " '农': {'M': 555, 'F': 7, 'U': 3},\n",
       " '兵': {'M': 5606, 'F': 33, 'U': 10},\n",
       " '珲': {'M': 607, 'F': 150, 'U': 14},\n",
       " '典': {'M': 628, 'F': 64, 'U': 3},\n",
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       " '缤': {'M': 315, 'F': 268},\n",
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       " '泵': {'M': 3},\n",
       " '烁': {'M': 1337, 'F': 457, 'U': 81},\n",
       " '慷': {'M': 244, 'F': 3},\n",
       " '卫': {'M': 5080, 'F': 866, 'U': 197},\n",
       " '幡': {'M': 36, 'F': 3},\n",
       " '淼': {'M': 2711, 'F': 1734, 'U': 128},\n",
       " '瓒': {'F': 62, 'M': 149, 'U': 20},\n",
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       " '岑': {'F': 1129, 'M': 289, 'U': 7},\n",
       " '野': {'M': 655, 'F': 39, 'U': 16},\n",
       " '潮': {'M': 869, 'F': 11},\n",
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       " '逊': {'M': 240, 'F': 14},\n",
       " '丝': {'F': 1287, 'M': 4},\n",
       " '郦': {'F': 792, 'M': 60, 'U': 1},\n",
       " '俏': {'F': 1013, 'U': 1, 'M': 25},\n",
       " '旁': {'F': 6, 'M': 11},\n",
       " '鼎': {'M': 1275, 'U': 1, 'F': 13},\n",
       " '帏': {'M': 200, 'F': 31},\n",
       " '改': {'F': 590, 'M': 18, 'U': 9},\n",
       " '从': {'M': 1026, 'U': 27, 'F': 237},\n",
       " '郑': {'M': 346, 'F': 198, 'U': 1},\n",
       " '粤': {'U': 43, 'M': 285, 'F': 151},\n",
       " '榇': {'F': 37, 'M': 61},\n",
       " '拉': {'M': 221, 'F': 235, 'U': 2},\n",
       " '程': {'M': 4368, 'F': 453, 'U': 204},\n",
       " '祗': {'M': 27, 'F': 1},\n",
       " '荀': {'M': 89, 'F': 23, 'U': 4},\n",
       " '箔': {'M': 47, 'F': 15},\n",
       " '菖': {'M': 40, 'F': 5},\n",
       " '垚': {'M': 681, 'F': 137},\n",
       " '衷': {'M': 104, 'F': 5},\n",
       " '太': {'M': 1711, 'F': 99, 'U': 14},\n",
       " '琨': {'M': 932, 'F': 218, 'U': 27},\n",
       " '闯': {'M': 284, 'F': 2},\n",
       " '意': {'M': 1827, 'F': 936, 'U': 207},\n",
       " '莘': {'F': 689, 'M': 502, 'U': 4},\n",
       " '迈': {'M': 279, 'F': 34, 'U': 1},\n",
       " '敬': {'F': 828, 'M': 3518, 'U': 94},\n",
       " '魏': {'M': 343, 'U': 89, 'F': 59},\n",
       " '翠': {'F': 5728, 'M': 3, 'U': 4},\n",
       " '芒': {'F': 109, 'M': 11},\n",
       " '江': {'M': 9852, 'U': 171, 'F': 933},\n",
       " '玺': {'M': 1775, 'F': 254, 'U': 5},\n",
       " '非': {'M': 1442, 'F': 314, 'U': 393},\n",
       " '郅': {'M': 251, 'F': 215},\n",
       " '丁': {'M': 1784, 'F': 450, 'U': 123},\n",
       " '圆': {'F': 2304, 'M': 259, 'U': 2},\n",
       " '仔': {'M': 380, 'F': 94},\n",
       " '穗': {'M': 177, 'F': 466, 'U': 17},\n",
       " '央': {'M': 65, 'F': 403, 'U': 7},\n",
       " '钥': {'F': 1061, 'M': 114, 'U': 10},\n",
       " '译': {'F': 1199, 'M': 758, 'U': 4},\n",
       " '任': {'F': 101, 'M': 1059, 'U': 10},\n",
       " '汝': {'F': 988, 'M': 1507, 'U': 58},\n",
       " '慎': {'M': 346, 'F': 37, 'U': 3},\n",
       " '米': {'F': 933, 'M': 338, 'U': 4},\n",
       " '浈': {'F': 388, 'M': 102},\n",
       " '铖': {'M': 862, 'F': 23},\n",
       " '帧': {'M': 109, 'F': 98},\n",
       " '显': {'M': 2677, 'F': 359, 'U': 25},\n",
       " '钫': {'F': 46, 'M': 77},\n",
       " '钲': {'M': 243, 'F': 6},\n",
       " '颢': {'M': 1006, 'F': 186},\n",
       " '旋': {'F': 577, 'M': 520, 'U': 225},\n",
       " '镭': {'M': 211, 'F': 14},\n",
       " '寅': {'M': 1019, 'U': 11, 'F': 81},\n",
       " '硕': {'M': 2115, 'F': 273, 'U': 10},\n",
       " '法': {'M': 1656, 'F': 13, 'U': 3},\n",
       " '寰': {'M': 332, 'F': 36, 'U': 2},\n",
       " '蓝': {'F': 1919, 'M': 428, 'U': 3},\n",
       " '昶': {'M': 1044, 'F': 34},\n",
       " '材': {'M': 571, 'F': 2},\n",
       " '姜': {'F': 144, 'M': 150, 'U': 1},\n",
       " '竣': {'M': 1243, 'F': 47},\n",
       " '异': {'M': 219, 'U': 40, 'F': 71},\n",
       " '偌': {'M': 72, 'F': 445},\n",
       " '艾': {'F': 2290, 'M': 343, 'U': 28},\n",
       " '桑': {'F': 187, 'M': 141, 'U': 2},\n",
       " '岭': {'M': 879, 'U': 194, 'F': 140},\n",
       " '叆': {'F': 206},\n",
       " '嵋': {'F': 164, 'M': 24},\n",
       " '荔': {'F': 989, 'M': 77, 'U': 1},\n",
       " '囡': {'F': 589, 'M': 2},\n",
       " '侯': {'M': 211, 'F': 8, 'U': 2},\n",
       " '慕': {'F': 1084, 'M': 452, 'U': 18},\n",
       " '笛': {'M': 379, 'F': 513, 'U': 108},\n",
       " '翌': {'F': 618, 'M': 1012, 'U': 28},\n",
       " '蠡': {'M': 35, 'U': 7, 'F': 1},\n",
       " '韶': {'F': 311, 'M': 849, 'U': 83},\n",
       " '弼': {'M': 181, 'F': 7, 'U': 2},\n",
       " '赫': {'F': 164, 'U': 112, 'M': 1431},\n",
       " '绪': {'M': 1264, 'F': 264, 'U': 13},\n",
       " '轲': {'U': 64, 'M': 541, 'F': 40},\n",
       " '五': {'U': 58, 'F': 132, 'M': 768},\n",
       " '腾': {'M': 3278, 'F': 105, 'U': 4},\n",
       " '项': {'M': 194, 'F': 28},\n",
       " '媚': {'F': 2071, 'M': 6},\n",
       " '绎': {'M': 400, 'F': 173, 'U': 11},\n",
       " '凝': {'F': 2802, 'M': 114},\n",
       " '炫': {'M': 1631, 'F': 309, 'U': 1},\n",
       " '殳': {'M': 23, 'F': 17},\n",
       " '易': {'F': 1004, 'M': 2359, 'U': 191},\n",
       " '遥': {'M': 573, 'F': 620, 'U': 98},\n",
       " '茔': {'F': 161, 'M': 12},\n",
       " '傲': {'F': 506, 'M': 781, 'U': 1},\n",
       " '沄': {'F': 267, 'M': 216, 'U': 8},\n",
       " '薛': {'F': 73, 'M': 92, 'U': 3},\n",
       " '鲲': {'M': 393, 'F': 9, 'U': 1},\n",
       " '巧': {'F': 4697, 'U': 12, 'M': 70},\n",
       " '臻': {'M': 1474, 'F': 461, 'U': 20},\n",
       " '湄': {'F': 446, 'U': 8, 'M': 10},\n",
       " '呈': {'M': 1023, 'F': 157, 'U': 1},\n",
       " '均': {'M': 2396, 'F': 234, 'U': 6},\n",
       " '跃': {'M': 3328, 'F': 321, 'U': 16},\n",
       " '漱': {'F': 71, 'M': 11, 'U': 1},\n",
       " '伯': {'M': 2421, 'F': 108, 'U': 8},\n",
       " '颐': {'F': 1101, 'M': 689, 'U': 5},\n",
       " '蓦': {'F': 31, 'M': 82},\n",
       " '唯': {'M': 777, 'F': 658, 'U': 111},\n",
       " '足': {'M': 116, 'F': 21, 'U': 1},\n",
       " '象': {'M': 256, 'F': 15, 'U': 1},\n",
       " '栖': {'F': 283, 'M': 125},\n",
       " '韫': {'M': 141, 'F': 534, 'U': 1},\n",
       " '郯': {'M': 39, 'F': 6},\n",
       " '隐': {'M': 188, 'F': 86, 'U': 2},\n",
       " '丙': {'M': 820, 'U': 5, 'F': 53},\n",
       " '予': {'F': 1760, 'M': 1240, 'U': 40},\n",
       " '洗': {'F': 9, 'M': 74},\n",
       " '灿': {'M': 2794, 'F': 413, 'U': 12},\n",
       " '基': {'M': 1900, 'F': 26, 'U': 2},\n",
       " '骥': {'M': 497, 'F': 14},\n",
       " '檬': {'F': 584, 'M': 60},\n",
       " '宪': {'M': 1774, 'U': 12, 'F': 213},\n",
       " '杭': {'M': 1135, 'F': 180, 'U': 93},\n",
       " '筑': {'M': 74, 'F': 56},\n",
       " '廑': {'M': 16, 'F': 6},\n",
       " '衔': {'M': 72, 'F': 6, 'U': 2},\n",
       " '疆': {'M': 368, 'U': 35, 'F': 38},\n",
       " '焰': {'M': 443, 'F': 148, 'U': 2},\n",
       " '誉': {'M': 1730, 'F': 495, 'U': 57},\n",
       " '历': {'F': 76, 'M': 398},\n",
       " '洵': {'F': 101, 'M': 344, 'U': 43},\n",
       " '睦': {'F': 33, 'M': 228},\n",
       " '随': {'M': 167, 'F': 22, 'U': 5},\n",
       " '璨': {'M': 356, 'F': 454, 'U': 1},\n",
       " '萄': {'F': 59, 'M': 2},\n",
       " '交': {'F': 23, 'M': 76},\n",
       " '计': {'M': 263, 'F': 30},\n",
       " '划': {'M': 101, 'F': 7},\n",
       " '堰': {'F': 53, 'M': 108, 'U': 19},\n",
       " ...}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the saved json dict and it looks good!\n",
    "genderDict1 = json.load(open('dict4Gender.json', 'r'))\n",
    "genderDict1"
   ]
  }
 ],
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