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finance/财报数据获取/TuShare数据.ipynb
lanyuanxiaoyao 1ae75a3e6c 增加数据采集
2025-09-17 18:35:03 +08:00

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{
"cells": [
{
"cell_type": "code",
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2025-09-17T07:58:39.379405Z",
"start_time": "2025-09-17T07:58:39.373211Z"
}
},
"source": [
"import pandas as pd\n",
"import tushare as ts\n",
"\n",
"ts_pro = ts.pro_api(token=\"64ebff4fa679167600b905ee45dd88e76f3963c0ff39157f3f085f0e\")"
],
"outputs": [],
"execution_count": 10
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-17T08:07:02.350186Z",
"start_time": "2025-09-17T08:07:01.774091Z"
}
},
"cell_type": "code",
"source": [
"bs = ts_pro.balancesheet_vip(ts_code='000002.SZ', fields='ts_code,end_date,total_share,cap_rese,surplus_rese,undistr_porfit,cash_reser_cb,accounts_receiv_bill,accounts_pay,inventories,goodwill,total_cur_assets,total_nca,total_cur_liab,total_ncl,total_liab,total_hldr_eqy_inc_min_int,total_assets')\n",
"bs = bs[bs['end_date'].str.endswith('1231', na=False)]\n",
"ic = ts_pro.income_vip(ts_code='000002.SZ', fields='ts_code,end_date,total_revenue,total_cogs,operate_profit,oper_exp,n_income')\n",
"ic = ic[ic['end_date'].str.endswith('1231', na=False)]\n",
"cf = ts_pro.cashflow_vip(ts_code='000002.SZ', fields='ts_code,end_date,n_cashflow_act,n_cashflow_inv_act,n_cash_flows_fnc_act')\n",
"cf = cf[cf['end_date'].str.endswith('1231', na=False)]\n",
"fi = ts_pro.fina_indicator_vip(ts_code='000002.SZ', fields='ts_code,end_date,ca_to_assets,nca_to_assets,currentdebt_to_debt,longdeb_to_debt,current_ratio,quick_ratio,ar_turn,arturn_days,inv_turn,invturn_days,fa_turn,assets_turn,roe_dt,roa,roa_dp,total_revenue_ps')\n",
"fi = fi[fi['end_date'].str.endswith('1231', na=False)]\n",
"merge_df = pd.merge(bs, pd.merge(ic, pd.merge(cf, fi, on=['ts_code', 'end_date'], how='left'), on=['ts_code', 'end_date'], how='left'), on=['ts_code', 'end_date'], how='left')\n",
"merge_df.drop_duplicates(subset=['ts_code', 'end_date'])"
],
"id": "cc11441c1f6a58f5",
"outputs": [
{
"data": {
"text/plain": [
" ts_code end_date total_share cap_rese surplus_rese \\\n",
"0 000002.SZ 20241231 1.193071e+10 2.609774e+10 1.262275e+11 \n",
"2 000002.SZ 20231231 1.193071e+10 2.505233e+10 1.262275e+11 \n",
"3 000002.SZ 20221231 1.163071e+10 2.286757e+10 1.177437e+11 \n",
"19 000002.SZ 20211231 1.162538e+10 2.058381e+10 1.111865e+11 \n",
"27 000002.SZ 20201231 1.161773e+10 1.855450e+10 9.746632e+10 \n",
"43 000002.SZ 20191231 1.130214e+10 1.238448e+10 7.082625e+10 \n",
"59 000002.SZ 20181231 1.103915e+10 8.005628e+09 4.739325e+10 \n",
"75 000002.SZ 20171231 1.103915e+10 8.329263e+09 3.590007e+10 \n",
"79 000002.SZ 20161231 1.103915e+10 8.268268e+09 3.254077e+10 \n",
"83 000002.SZ 20151231 1.105161e+10 8.174813e+09 2.806877e+10 \n",
"87 000002.SZ 20141231 1.103751e+10 8.493632e+09 2.607878e+10 \n",
"91 000002.SZ 20131231 1.101497e+10 8.532223e+09 2.013541e+10 \n",
"95 000002.SZ 20121231 1.099555e+10 8.683861e+09 1.701705e+10 \n",
"99 000002.SZ 20111231 1.099521e+10 8.843464e+09 1.364873e+10 \n",
"103 000002.SZ 20101231 1.099521e+10 8.789344e+09 1.058771e+10 \n",
"107 000002.SZ 20091231 1.099521e+10 8.557717e+09 8.737841e+09 \n",
"111 000002.SZ 20081231 1.099521e+10 7.853144e+09 6.581985e+09 \n",
"115 000002.SZ 20071231 6.872006e+09 1.283047e+10 5.395470e+09 \n",
"119 000002.SZ 20061231 4.369899e+09 5.315012e+09 4.402088e+09 \n",
"121 000002.SZ 20051231 3.722688e+09 1.075554e+09 2.893840e+09 \n",
"125 000002.SZ 20041231 2.273628e+09 1.431151e+09 2.083623e+09 \n",
"126 000002.SZ 20031231 1.395849e+09 1.458336e+09 1.600719e+09 \n",
"127 000002.SZ 20021231 6.309747e+08 1.435442e+09 1.302470e+09 \n",
"128 000002.SZ 20011231 6.309719e+08 1.435413e+09 1.053897e+09 \n",
"129 000002.SZ 20001231 6.309719e+08 1.435413e+09 8.291212e+08 \n",
"130 000002.SZ 19991231 5.455375e+08 8.954622e+08 6.182591e+08 \n",
"131 000002.SZ 19981231 4.959432e+08 8.954622e+08 5.036880e+08 \n",
"132 000002.SZ 19971231 4.508574e+08 8.954622e+08 4.026415e+08 \n",
"133 000002.SZ 19961231 3.170476e+08 6.002604e+08 3.254984e+08 \n",
"134 000002.SZ 19951231 2.882251e+08 6.002454e+08 2.873634e+08 \n",
"135 000002.SZ 19941231 2.429553e+08 5.700373e+08 1.022394e+08 \n",
"136 000002.SZ 19931231 1.835469e+08 5.625913e+08 2.712378e+07 \n",
"137 000002.SZ 19921231 9.236461e+07 9.823853e+07 4.482373e+07 \n",
"\n",
" undistr_porfit cash_reser_cb accounts_receiv_bill accounts_pay \\\n",
"0 4.413787e+10 None 8.129618e+09 1.600330e+11 \n",
"2 9.361630e+10 None 7.301250e+09 2.216961e+11 \n",
"3 9.737986e+10 None 7.511245e+09 2.892415e+11 \n",
"19 9.269844e+10 None 4.771279e+09 3.305366e+11 \n",
"27 9.841677e+10 None 3.002086e+09 2.962916e+11 \n",
"43 9.535204e+10 None 2.017046e+09 2.682221e+11 \n",
"59 9.172485e+10 None 1.588739e+09 2.295974e+11 \n",
"75 7.717185e+10 None 1.432734e+09 1.767696e+11 \n",
"79 6.120027e+10 None 2.075257e+09 1.416514e+11 \n",
"83 5.259785e+10 None 2.510653e+09 1.081912e+11 \n",
"87 4.199284e+10 None 1.894072e+09 8.833909e+10 \n",
"91 3.670689e+10 None 3.078970e+09 7.874236e+10 \n",
"95 2.668810e+10 None 1.886549e+09 4.983813e+10 \n",
"99 1.893462e+10 None 1.514814e+09 2.977706e+10 \n",
"103 1.347028e+10 None 1.594025e+09 1.692378e+10 \n",
"107 8.808399e+09 None 7.131919e+08 1.633005e+10 \n",
"111 6.184278e+09 None 9.227748e+08 1.289596e+10 \n",
"115 4.032906e+09 None 8.648830e+08 1.110380e+10 \n",
"119 8.314801e+08 None 3.646097e+08 5.952263e+09 \n",
"121 6.138945e+08 None NaN NaN \n",
"125 4.148464e+08 None NaN NaN \n",
"126 2.471064e+08 None NaN NaN \n",
"127 1.226964e+07 None NaN NaN \n",
"128 4.617138e+06 None NaN NaN \n",
"129 1.151886e+07 None NaN NaN \n",
"130 3.472436e+07 None NaN NaN \n",
"131 9.350110e+07 None NaN NaN \n",
"132 8.713470e+07 None NaN NaN \n",
"133 9.233955e+07 None NaN NaN \n",
"134 4.313657e+06 None NaN NaN \n",
"135 1.738329e+08 None NaN NaN \n",
"136 1.551553e+08 None NaN NaN \n",
"137 NaN None NaN NaN \n",
"\n",
" inventories ... ar_turn arturn_days inv_turn invturn_days \\\n",
"0 5.190094e+11 ... 44.5557 8.0798 0.4943 728.3027 \n",
"2 7.016958e+11 ... 62.9449 5.7193 0.4834 744.7249 \n",
"3 9.070569e+11 ... 82.2708 4.3758 0.4045 889.9876 \n",
"19 1.075617e+12 ... 117.0622 3.0753 0.3380 1065.0888 \n",
"27 1.002063e+12 ... 168.3011 2.1390 0.3107 1158.6740 \n",
"43 8.970190e+11 ... 205.8576 1.7488 0.2839 1268.0521 \n",
"59 7.503026e+11 ... 197.2095 1.8255 0.2758 1305.2937 \n",
"75 5.980877e+11 ... 138.4822 2.5996 0.3005 1198.0033 \n",
"79 4.673613e+11 ... 104.8766 3.4326 0.4063 886.0448 \n",
"83 3.681219e+11 ... 88.7906 4.0545 0.4029 893.5220 \n",
"87 3.177264e+11 ... 58.8726 6.1149 0.3161 1138.8801 \n",
"91 3.311332e+11 ... 54.5437 6.6002 0.3166 1137.0815 \n",
"95 2.551641e+11 ... 60.6323 5.9374 0.2823 1275.2391 \n",
"99 2.083355e+11 ... 46.1798 7.7956 0.2530 1422.9249 \n",
"103 1.333335e+11 ... 43.9611 8.1891 0.2692 1337.2957 \n",
"107 9.008529e+10 ... 59.7580 6.0243 0.3922 917.8990 \n",
"111 8.589870e+10 ... 45.8609 7.8498 0.3282 1096.8921 \n",
"115 6.647288e+10 ... 57.7907 6.2294 0.4095 879.1209 \n",
"119 3.416711e+10 ... 48.3028 7.4530 0.4668 771.2082 \n",
"121 1.484948e+10 ... 28.0688 12.8256 0.5422 663.9616 \n",
"125 1.054559e+10 ... NaN NaN NaN NaN \n",
"126 8.670928e+09 ... NaN NaN NaN NaN \n",
"127 5.976170e+09 ... NaN NaN NaN NaN \n",
"128 4.708617e+09 ... NaN NaN NaN NaN \n",
"129 3.499235e+09 ... NaN NaN NaN NaN \n",
"130 2.462247e+09 ... NaN NaN NaN NaN \n",
"131 2.349936e+09 ... NaN NaN NaN NaN \n",
"132 1.713988e+09 ... NaN NaN NaN NaN \n",
"133 1.361356e+09 ... NaN NaN NaN NaN \n",
"134 1.222124e+09 ... NaN NaN NaN NaN \n",
"135 8.670936e+08 ... NaN NaN NaN NaN \n",
"136 5.701639e+08 ... NaN NaN NaN NaN \n",
"137 2.198933e+08 ... NaN NaN NaN NaN \n",
"\n",
" fa_turn assets_turn roe_dt roa roa_dp total_revenue_ps \n",
"0 17.2262 0.2459 -20.0214 -2.9938 -3.5454 28.7641 \n",
"2 26.1260 0.2856 3.9693 1.9955 0.7457 39.0370 \n",
"3 34.4607 0.2727 8.2575 2.9602 1.2240 43.3197 \n",
"19 35.6556 0.2378 9.7214 2.9552 1.1830 38.9491 \n",
"27 33.5596 0.2329 19.5059 4.6541 2.3070 36.0752 \n",
"43 30.7428 0.2258 22.2873 5.0492 2.3859 32.5508 \n",
"59 31.9525 0.2210 23.2216 5.3306 2.5073 26.9658 \n",
"75 34.9251 0.2434 22.1677 5.2805 2.8108 22.0032 \n",
"79 41.0081 0.3335 19.5941 5.5590 2.9158 21.7840 \n",
"83 54.1250 0.3493 18.7057 6.1106 3.2365 17.6942 \n",
"87 65.9685 0.2964 18.8738 5.2390 3.1886 13.2628 \n",
"91 72.3773 0.3157 21.4803 5.8383 3.5241 12.2941 \n",
"95 64.2845 0.3055 21.4247 6.4676 3.7188 9.3780 \n",
"99 50.9921 0.2805 19.6849 6.3521 3.7608 6.5285 \n",
"103 39.3809 0.2871 17.1168 7.0389 4.1235 4.6124 \n",
"107 37.2951 0.3806 15.1076 7.1309 4.1502 4.4457 \n",
"111 44.5432 0.3738 13.2763 6.3866 3.6777 3.7281 \n",
"115 66.0794 0.4736 21.6745 10.6875 6.4584 5.1698 \n",
"119 35.8320 0.4983 17.7973 9.8026 6.3908 4.1004 \n",
"121 47.1241 0.5627 18.4243 10.5628 7.1968 2.8364 \n",
"125 NaN NaN NaN NaN NaN NaN \n",
"126 NaN NaN NaN NaN NaN NaN \n",
"127 NaN NaN NaN NaN NaN NaN \n",
"128 NaN NaN NaN NaN NaN NaN \n",
"129 NaN NaN NaN NaN NaN NaN \n",
"130 NaN NaN NaN NaN NaN NaN \n",
"131 NaN NaN NaN NaN NaN NaN \n",
"132 NaN NaN NaN NaN NaN NaN \n",
"133 NaN NaN NaN NaN NaN NaN \n",
"134 NaN NaN NaN NaN NaN NaN \n",
"135 NaN NaN NaN NaN NaN NaN \n",
"136 NaN NaN NaN NaN NaN NaN \n",
"137 NaN NaN NaN NaN NaN NaN \n",
"\n",
"[33 rows x 42 columns]"
],
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ts_code</th>\n",
" <th>end_date</th>\n",
" <th>total_share</th>\n",
" <th>cap_rese</th>\n",
" <th>surplus_rese</th>\n",
" <th>undistr_porfit</th>\n",
" <th>cash_reser_cb</th>\n",
" <th>accounts_receiv_bill</th>\n",
" <th>accounts_pay</th>\n",
" <th>inventories</th>\n",
" <th>...</th>\n",
" <th>ar_turn</th>\n",
" <th>arturn_days</th>\n",
" <th>inv_turn</th>\n",
" <th>invturn_days</th>\n",
" <th>fa_turn</th>\n",
" <th>assets_turn</th>\n",
" <th>roe_dt</th>\n",
" <th>roa</th>\n",
" <th>roa_dp</th>\n",
" <th>total_revenue_ps</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>000002.SZ</td>\n",
" <td>20241231</td>\n",
" <td>1.193071e+10</td>\n",
" <td>2.609774e+10</td>\n",
" <td>1.262275e+11</td>\n",
" <td>4.413787e+10</td>\n",
" <td>None</td>\n",
" <td>8.129618e+09</td>\n",
" <td>1.600330e+11</td>\n",
" <td>5.190094e+11</td>\n",
" <td>...</td>\n",
" <td>44.5557</td>\n",
" <td>8.0798</td>\n",
" <td>0.4943</td>\n",
" <td>728.3027</td>\n",
" <td>17.2262</td>\n",
" <td>0.2459</td>\n",
" <td>-20.0214</td>\n",
" <td>-2.9938</td>\n",
" <td>-3.5454</td>\n",
" <td>28.7641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>000002.SZ</td>\n",
" <td>20231231</td>\n",
" <td>1.193071e+10</td>\n",
" <td>2.505233e+10</td>\n",
" <td>1.262275e+11</td>\n",
" <td>9.361630e+10</td>\n",
" <td>None</td>\n",
" <td>7.301250e+09</td>\n",
" <td>2.216961e+11</td>\n",
" <td>7.016958e+11</td>\n",
" <td>...</td>\n",
" <td>62.9449</td>\n",
" <td>5.7193</td>\n",
" <td>0.4834</td>\n",
" <td>744.7249</td>\n",
" <td>26.1260</td>\n",
" <td>0.2856</td>\n",
" <td>3.9693</td>\n",
" <td>1.9955</td>\n",
" <td>0.7457</td>\n",
" <td>39.0370</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>000002.SZ</td>\n",
" <td>20221231</td>\n",
" <td>1.163071e+10</td>\n",
" <td>2.286757e+10</td>\n",
" <td>1.177437e+11</td>\n",
" <td>9.737986e+10</td>\n",
" <td>None</td>\n",
" <td>7.511245e+09</td>\n",
" <td>2.892415e+11</td>\n",
" <td>9.070569e+11</td>\n",
" <td>...</td>\n",
" <td>82.2708</td>\n",
" <td>4.3758</td>\n",
" <td>0.4045</td>\n",
" <td>889.9876</td>\n",
" <td>34.4607</td>\n",
" <td>0.2727</td>\n",
" <td>8.2575</td>\n",
" <td>2.9602</td>\n",
" <td>1.2240</td>\n",
" <td>43.3197</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>000002.SZ</td>\n",
" <td>20211231</td>\n",
" <td>1.162538e+10</td>\n",
" <td>2.058381e+10</td>\n",
" <td>1.111865e+11</td>\n",
" <td>9.269844e+10</td>\n",
" <td>None</td>\n",
" <td>4.771279e+09</td>\n",
" <td>3.305366e+11</td>\n",
" <td>1.075617e+12</td>\n",
" <td>...</td>\n",
" <td>117.0622</td>\n",
" <td>3.0753</td>\n",
" <td>0.3380</td>\n",
" <td>1065.0888</td>\n",
" <td>35.6556</td>\n",
" <td>0.2378</td>\n",
" <td>9.7214</td>\n",
" <td>2.9552</td>\n",
" <td>1.1830</td>\n",
" <td>38.9491</td>\n",
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" <tr>\n",
" <th>27</th>\n",
" <td>000002.SZ</td>\n",
" <td>20201231</td>\n",
" <td>1.161773e+10</td>\n",
" <td>1.855450e+10</td>\n",
" <td>9.746632e+10</td>\n",
" <td>9.841677e+10</td>\n",
" <td>None</td>\n",
" <td>3.002086e+09</td>\n",
" <td>2.962916e+11</td>\n",
" <td>1.002063e+12</td>\n",
" <td>...</td>\n",
" <td>168.3011</td>\n",
" <td>2.1390</td>\n",
" <td>0.3107</td>\n",
" <td>1158.6740</td>\n",
" <td>33.5596</td>\n",
" <td>0.2329</td>\n",
" <td>19.5059</td>\n",
" <td>4.6541</td>\n",
" <td>2.3070</td>\n",
" <td>36.0752</td>\n",
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" <tr>\n",
" <th>43</th>\n",
" <td>000002.SZ</td>\n",
" <td>20191231</td>\n",
" <td>1.130214e+10</td>\n",
" <td>1.238448e+10</td>\n",
" <td>7.082625e+10</td>\n",
" <td>9.535204e+10</td>\n",
" <td>None</td>\n",
" <td>2.017046e+09</td>\n",
" <td>2.682221e+11</td>\n",
" <td>8.970190e+11</td>\n",
" <td>...</td>\n",
" <td>205.8576</td>\n",
" <td>1.7488</td>\n",
" <td>0.2839</td>\n",
" <td>1268.0521</td>\n",
" <td>30.7428</td>\n",
" <td>0.2258</td>\n",
" <td>22.2873</td>\n",
" <td>5.0492</td>\n",
" <td>2.3859</td>\n",
" <td>32.5508</td>\n",
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" <tr>\n",
" <th>59</th>\n",
" <td>000002.SZ</td>\n",
" <td>20181231</td>\n",
" <td>1.103915e+10</td>\n",
" <td>8.005628e+09</td>\n",
" <td>4.739325e+10</td>\n",
" <td>9.172485e+10</td>\n",
" <td>None</td>\n",
" <td>1.588739e+09</td>\n",
" <td>2.295974e+11</td>\n",
" <td>7.503026e+11</td>\n",
" <td>...</td>\n",
" <td>197.2095</td>\n",
" <td>1.8255</td>\n",
" <td>0.2758</td>\n",
" <td>1305.2937</td>\n",
" <td>31.9525</td>\n",
" <td>0.2210</td>\n",
" <td>23.2216</td>\n",
" <td>5.3306</td>\n",
" <td>2.5073</td>\n",
" <td>26.9658</td>\n",
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" <tr>\n",
" <th>75</th>\n",
" <td>000002.SZ</td>\n",
" <td>20171231</td>\n",
" <td>1.103915e+10</td>\n",
" <td>8.329263e+09</td>\n",
" <td>3.590007e+10</td>\n",
" <td>7.717185e+10</td>\n",
" <td>None</td>\n",
" <td>1.432734e+09</td>\n",
" <td>1.767696e+11</td>\n",
" <td>5.980877e+11</td>\n",
" <td>...</td>\n",
" <td>138.4822</td>\n",
" <td>2.5996</td>\n",
" <td>0.3005</td>\n",
" <td>1198.0033</td>\n",
" <td>34.9251</td>\n",
" <td>0.2434</td>\n",
" <td>22.1677</td>\n",
" <td>5.2805</td>\n",
" <td>2.8108</td>\n",
" <td>22.0032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>000002.SZ</td>\n",
" <td>20161231</td>\n",
" <td>1.103915e+10</td>\n",
" <td>8.268268e+09</td>\n",
" <td>3.254077e+10</td>\n",
" <td>6.120027e+10</td>\n",
" <td>None</td>\n",
" <td>2.075257e+09</td>\n",
" <td>1.416514e+11</td>\n",
" <td>4.673613e+11</td>\n",
" <td>...</td>\n",
" <td>104.8766</td>\n",
" <td>3.4326</td>\n",
" <td>0.4063</td>\n",
" <td>886.0448</td>\n",
" <td>41.0081</td>\n",
" <td>0.3335</td>\n",
" <td>19.5941</td>\n",
" <td>5.5590</td>\n",
" <td>2.9158</td>\n",
" <td>21.7840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>000002.SZ</td>\n",
" <td>20151231</td>\n",
" <td>1.105161e+10</td>\n",
" <td>8.174813e+09</td>\n",
" <td>2.806877e+10</td>\n",
" <td>5.259785e+10</td>\n",
" <td>None</td>\n",
" <td>2.510653e+09</td>\n",
" <td>1.081912e+11</td>\n",
" <td>3.681219e+11</td>\n",
" <td>...</td>\n",
" <td>88.7906</td>\n",
" <td>4.0545</td>\n",
" <td>0.4029</td>\n",
" <td>893.5220</td>\n",
" <td>54.1250</td>\n",
" <td>0.3493</td>\n",
" <td>18.7057</td>\n",
" <td>6.1106</td>\n",
" <td>3.2365</td>\n",
" <td>17.6942</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>000002.SZ</td>\n",
" <td>20141231</td>\n",
" <td>1.103751e+10</td>\n",
" <td>8.493632e+09</td>\n",
" <td>2.607878e+10</td>\n",
" <td>4.199284e+10</td>\n",
" <td>None</td>\n",
" <td>1.894072e+09</td>\n",
" <td>8.833909e+10</td>\n",
" <td>3.177264e+11</td>\n",
" <td>...</td>\n",
" <td>58.8726</td>\n",
" <td>6.1149</td>\n",
" <td>0.3161</td>\n",
" <td>1138.8801</td>\n",
" <td>65.9685</td>\n",
" <td>0.2964</td>\n",
" <td>18.8738</td>\n",
" <td>5.2390</td>\n",
" <td>3.1886</td>\n",
" <td>13.2628</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>000002.SZ</td>\n",
" <td>20131231</td>\n",
" <td>1.101497e+10</td>\n",
" <td>8.532223e+09</td>\n",
" <td>2.013541e+10</td>\n",
" <td>3.670689e+10</td>\n",
" <td>None</td>\n",
" <td>3.078970e+09</td>\n",
" <td>7.874236e+10</td>\n",
" <td>3.311332e+11</td>\n",
" <td>...</td>\n",
" <td>54.5437</td>\n",
" <td>6.6002</td>\n",
" <td>0.3166</td>\n",
" <td>1137.0815</td>\n",
" <td>72.3773</td>\n",
" <td>0.3157</td>\n",
" <td>21.4803</td>\n",
" <td>5.8383</td>\n",
" <td>3.5241</td>\n",
" <td>12.2941</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>000002.SZ</td>\n",
" <td>20121231</td>\n",
" <td>1.099555e+10</td>\n",
" <td>8.683861e+09</td>\n",
" <td>1.701705e+10</td>\n",
" <td>2.668810e+10</td>\n",
" <td>None</td>\n",
" <td>1.886549e+09</td>\n",
" <td>4.983813e+10</td>\n",
" <td>2.551641e+11</td>\n",
" <td>...</td>\n",
" <td>60.6323</td>\n",
" <td>5.9374</td>\n",
" <td>0.2823</td>\n",
" <td>1275.2391</td>\n",
" <td>64.2845</td>\n",
" <td>0.3055</td>\n",
" <td>21.4247</td>\n",
" <td>6.4676</td>\n",
" <td>3.7188</td>\n",
" <td>9.3780</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>000002.SZ</td>\n",
" <td>20111231</td>\n",
" <td>1.099521e+10</td>\n",
" <td>8.843464e+09</td>\n",
" <td>1.364873e+10</td>\n",
" <td>1.893462e+10</td>\n",
" <td>None</td>\n",
" <td>1.514814e+09</td>\n",
" <td>2.977706e+10</td>\n",
" <td>2.083355e+11</td>\n",
" <td>...</td>\n",
" <td>46.1798</td>\n",
" <td>7.7956</td>\n",
" <td>0.2530</td>\n",
" <td>1422.9249</td>\n",
" <td>50.9921</td>\n",
" <td>0.2805</td>\n",
" <td>19.6849</td>\n",
" <td>6.3521</td>\n",
" <td>3.7608</td>\n",
" <td>6.5285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>000002.SZ</td>\n",
" <td>20101231</td>\n",
" <td>1.099521e+10</td>\n",
" <td>8.789344e+09</td>\n",
" <td>1.058771e+10</td>\n",
" <td>1.347028e+10</td>\n",
" <td>None</td>\n",
" <td>1.594025e+09</td>\n",
" <td>1.692378e+10</td>\n",
" <td>1.333335e+11</td>\n",
" <td>...</td>\n",
" <td>43.9611</td>\n",
" <td>8.1891</td>\n",
" <td>0.2692</td>\n",
" <td>1337.2957</td>\n",
" <td>39.3809</td>\n",
" <td>0.2871</td>\n",
" <td>17.1168</td>\n",
" <td>7.0389</td>\n",
" <td>4.1235</td>\n",
" <td>4.6124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>000002.SZ</td>\n",
" <td>20091231</td>\n",
" <td>1.099521e+10</td>\n",
" <td>8.557717e+09</td>\n",
" <td>8.737841e+09</td>\n",
" <td>8.808399e+09</td>\n",
" <td>None</td>\n",
" <td>7.131919e+08</td>\n",
" <td>1.633005e+10</td>\n",
" <td>9.008529e+10</td>\n",
" <td>...</td>\n",
" <td>59.7580</td>\n",
" <td>6.0243</td>\n",
" <td>0.3922</td>\n",
" <td>917.8990</td>\n",
" <td>37.2951</td>\n",
" <td>0.3806</td>\n",
" <td>15.1076</td>\n",
" <td>7.1309</td>\n",
" <td>4.1502</td>\n",
" <td>4.4457</td>\n",
" </tr>\n",
" <tr>\n",
" <th>111</th>\n",
" <td>000002.SZ</td>\n",
" <td>20081231</td>\n",
" <td>1.099521e+10</td>\n",
" <td>7.853144e+09</td>\n",
" <td>6.581985e+09</td>\n",
" <td>6.184278e+09</td>\n",
" <td>None</td>\n",
" <td>9.227748e+08</td>\n",
" <td>1.289596e+10</td>\n",
" <td>8.589870e+10</td>\n",
" <td>...</td>\n",
" <td>45.8609</td>\n",
" <td>7.8498</td>\n",
" <td>0.3282</td>\n",
" <td>1096.8921</td>\n",
" <td>44.5432</td>\n",
" <td>0.3738</td>\n",
" <td>13.2763</td>\n",
" <td>6.3866</td>\n",
" <td>3.6777</td>\n",
" <td>3.7281</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>000002.SZ</td>\n",
" <td>20071231</td>\n",
" <td>6.872006e+09</td>\n",
" <td>1.283047e+10</td>\n",
" <td>5.395470e+09</td>\n",
" <td>4.032906e+09</td>\n",
" <td>None</td>\n",
" <td>8.648830e+08</td>\n",
" <td>1.110380e+10</td>\n",
" <td>6.647288e+10</td>\n",
" <td>...</td>\n",
" <td>57.7907</td>\n",
" <td>6.2294</td>\n",
" <td>0.4095</td>\n",
" <td>879.1209</td>\n",
" <td>66.0794</td>\n",
" <td>0.4736</td>\n",
" <td>21.6745</td>\n",
" <td>10.6875</td>\n",
" <td>6.4584</td>\n",
" <td>5.1698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>119</th>\n",
" <td>000002.SZ</td>\n",
" <td>20061231</td>\n",
" <td>4.369899e+09</td>\n",
" <td>5.315012e+09</td>\n",
" <td>4.402088e+09</td>\n",
" <td>8.314801e+08</td>\n",
" <td>None</td>\n",
" <td>3.646097e+08</td>\n",
" <td>5.952263e+09</td>\n",
" <td>3.416711e+10</td>\n",
" <td>...</td>\n",
" <td>48.3028</td>\n",
" <td>7.4530</td>\n",
" <td>0.4668</td>\n",
" <td>771.2082</td>\n",
" <td>35.8320</td>\n",
" <td>0.4983</td>\n",
" <td>17.7973</td>\n",
" <td>9.8026</td>\n",
" <td>6.3908</td>\n",
" <td>4.1004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>121</th>\n",
" <td>000002.SZ</td>\n",
" <td>20051231</td>\n",
" <td>3.722688e+09</td>\n",
" <td>1.075554e+09</td>\n",
" <td>2.893840e+09</td>\n",
" <td>6.138945e+08</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.484948e+10</td>\n",
" <td>...</td>\n",
" <td>28.0688</td>\n",
" <td>12.8256</td>\n",
" <td>0.5422</td>\n",
" <td>663.9616</td>\n",
" <td>47.1241</td>\n",
" <td>0.5627</td>\n",
" <td>18.4243</td>\n",
" <td>10.5628</td>\n",
" <td>7.1968</td>\n",
" <td>2.8364</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>000002.SZ</td>\n",
" <td>20041231</td>\n",
" <td>2.273628e+09</td>\n",
" <td>1.431151e+09</td>\n",
" <td>2.083623e+09</td>\n",
" <td>4.148464e+08</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.054559e+10</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126</th>\n",
" <td>000002.SZ</td>\n",
" <td>20031231</td>\n",
" <td>1.395849e+09</td>\n",
" <td>1.458336e+09</td>\n",
" <td>1.600719e+09</td>\n",
" <td>2.471064e+08</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>8.670928e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>127</th>\n",
" <td>000002.SZ</td>\n",
" <td>20021231</td>\n",
" <td>6.309747e+08</td>\n",
" <td>1.435442e+09</td>\n",
" <td>1.302470e+09</td>\n",
" <td>1.226964e+07</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>5.976170e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>128</th>\n",
" <td>000002.SZ</td>\n",
" <td>20011231</td>\n",
" <td>6.309719e+08</td>\n",
" <td>1.435413e+09</td>\n",
" <td>1.053897e+09</td>\n",
" <td>4.617138e+06</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4.708617e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>129</th>\n",
" <td>000002.SZ</td>\n",
" <td>20001231</td>\n",
" <td>6.309719e+08</td>\n",
" <td>1.435413e+09</td>\n",
" <td>8.291212e+08</td>\n",
" <td>1.151886e+07</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3.499235e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td>000002.SZ</td>\n",
" <td>19991231</td>\n",
" <td>5.455375e+08</td>\n",
" <td>8.954622e+08</td>\n",
" <td>6.182591e+08</td>\n",
" <td>3.472436e+07</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.462247e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131</th>\n",
" <td>000002.SZ</td>\n",
" <td>19981231</td>\n",
" <td>4.959432e+08</td>\n",
" <td>8.954622e+08</td>\n",
" <td>5.036880e+08</td>\n",
" <td>9.350110e+07</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.349936e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td>000002.SZ</td>\n",
" <td>19971231</td>\n",
" <td>4.508574e+08</td>\n",
" <td>8.954622e+08</td>\n",
" <td>4.026415e+08</td>\n",
" <td>8.713470e+07</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.713988e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>133</th>\n",
" <td>000002.SZ</td>\n",
" <td>19961231</td>\n",
" <td>3.170476e+08</td>\n",
" <td>6.002604e+08</td>\n",
" <td>3.254984e+08</td>\n",
" <td>9.233955e+07</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.361356e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>134</th>\n",
" <td>000002.SZ</td>\n",
" <td>19951231</td>\n",
" <td>2.882251e+08</td>\n",
" <td>6.002454e+08</td>\n",
" <td>2.873634e+08</td>\n",
" <td>4.313657e+06</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.222124e+09</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td>000002.SZ</td>\n",
" <td>19941231</td>\n",
" <td>2.429553e+08</td>\n",
" <td>5.700373e+08</td>\n",
" <td>1.022394e+08</td>\n",
" <td>1.738329e+08</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>8.670936e+08</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136</th>\n",
" <td>000002.SZ</td>\n",
" <td>19931231</td>\n",
" <td>1.835469e+08</td>\n",
" <td>5.625913e+08</td>\n",
" <td>2.712378e+07</td>\n",
" <td>1.551553e+08</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>5.701639e+08</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>000002.SZ</td>\n",
" <td>19921231</td>\n",
" <td>9.236461e+07</td>\n",
" <td>9.823853e+07</td>\n",
" <td>4.482373e+07</td>\n",
" <td>NaN</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.198933e+08</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>33 rows × 42 columns</p>\n",
"</div>"
]
},
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}
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