diff --git a/0_材料准备/3_TuShare财务报表.ipynb b/0_材料准备/3_TuShare财务报表.ipynb index 286801a..16c570b 100644 --- a/0_材料准备/3_TuShare财务报表.ipynb +++ b/0_材料准备/3_TuShare财务报表.ipynb @@ -6,8 +6,8 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2025-01-09T06:12:53.680561Z", - "start_time": "2025-01-09T06:12:52.994179Z" + "end_time": "2025-01-10T02:38:31.764906Z", + "start_time": "2025-01-10T02:38:30.972805Z" } }, "source": [ @@ -16,7 +16,7 @@ "ts_pro = ts.pro_api(token=\"64ebff4fa679167600b905ee45dd88e76f3963c0ff39157f3f085f0e\")" ], "outputs": [], - "execution_count": 2 + "execution_count": 1 }, { "metadata": { @@ -42,41 +42,39 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-01-09T06:21:41.656501Z", - "start_time": "2025-01-09T06:21:41.620154Z" + "end_time": "2025-01-10T02:54:34.367006Z", + "start_time": "2025-01-10T02:54:34.363702Z" + } + }, + "cell_type": "code", + "source": "import pandas as pd", + "id": "7e3783e99491ba52", + "outputs": [], + "execution_count": 19 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-10T03:01:43.076024Z", + "start_time": "2025-01-10T03:01:42.644700Z" } }, "cell_type": "code", "source": [ - "import pandas as pd\n", - "\n", - "df = pd.read_csv('../temp/财务报表/利润表/2000.csv')\n", - "# 移除第一列\n", - "df = df.iloc[:, 1:]\n", - "df.set_index('ts_code', inplace=True)\n", - "df = df[[\"total_revenue\", \"revenue\", \"total_cogs\",\"oper_exp\",\"rd_exp\"]]\n", - "df" + "df_income = ts_pro.income(ts_code=\"600519.SH\", period=\"20231231\", fields=\"ts_code,end_date,n_income\")\n", + "df_balancesheet = ts_pro.balancesheet(ts_code=\"600519.SH\", period=\"20231231\",\n", + " fields=\"ts_code,end_date,total_hldr_eqy_exc_min_int\")\n", + "merged_df = pd.merge(df_income, df_balancesheet, on=['ts_code', 'end_date'])\n", + "merged_df['roe'] = merged_df['n_income'] / merged_df['total_hldr_eqy_exc_min_int']\n", + "merged_df" ], - "id": "7e3783e99491ba52", + "id": "575590399bf15e70", "outputs": [ { "data": { "text/plain": [ - " total_revenue revenue total_cogs oper_exp rd_exp\n", - "ts_code \n", - "688183.SH 6.282300e+08 6.282300e+08 NaN NaN NaN\n", - "601939.SH 5.349400e+10 5.349400e+10 4.329800e+10 4.329800e+10 NaN\n", - "600074.SH 4.957749e+08 4.957749e+08 4.287281e+08 NaN NaN\n", - "600699.SH 2.276245e+08 2.276245e+08 1.765832e+08 NaN NaN\n", - "600779.SH 1.280558e+09 1.280558e+09 1.080933e+09 NaN NaN\n", - "... ... ... ... ... ...\n", - "600438.SH 3.533686e+08 3.533686e+08 3.194762e+08 NaN NaN\n", - "600493.SH 1.421895e+08 1.421895e+08 1.250877e+08 NaN NaN\n", - "600572.SH 1.944064e+08 1.944064e+08 1.459411e+08 NaN NaN\n", - "600986.SH 2.563444e+08 2.563444e+08 2.089118e+08 NaN NaN\n", - "600982.SH 8.646501e+07 8.646501e+07 6.824224e+07 NaN NaN\n", - "\n", - "[1264 rows x 5 columns]" + " ts_code end_date n_income total_hldr_eqy_exc_min_int roe\n", + "0 600519.SH 20231231 7.752148e+10 2.156686e+11 0.359447" ], "text/html": [ "
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" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 40 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-10T04:17:56.196027Z", + "start_time": "2025-01-10T04:17:55.879469Z" + } + }, + "cell_type": "code", + "source": [ + "# 获取净利润\n", + "income_df = ts_pro.income(ts_code='600519.SH', start_date='20220101', end_date='20241231', fields='end_date,n_income')\n", + "net_profit = income_df[income_df['end_date'] == '20231231']['n_income'].values[0]\n", + "\n", + "# 获取期初和期末的股东权益和总资产\n", + "balancesheet_df = ts_pro.balancesheet(ts_code='600519.SH', start_date='20220101', end_date='20241231',\n", + " fields='end_date,total_hldr_eqy_exc_min_int,total_assets')\n", + "eqy_initial = balancesheet_df[balancesheet_df['end_date'] == '20230331']['total_hldr_eqy_exc_min_int'].values[0]\n", + "eqy_final = balancesheet_df[balancesheet_df['end_date'] == '20231231']['total_hldr_eqy_exc_min_int'].values[0]\n", + "total_assets_initial = balancesheet_df[balancesheet_df['end_date'] == '20230331']['total_assets'].values[0]\n", + "total_assets_final = balancesheet_df[balancesheet_df['end_date'] == '20231231']['total_assets'].values[0]\n", + "\n", + "# 计算平均股东权益和平均总资产\n", + "avg_eqy = (eqy_initial + eqy_final) / 2\n", + "avg_assets = (total_assets_initial + total_assets_final) / 2\n", + "\n", + "# 计算ROE和ROA\n", + "roe = net_profit / avg_eqy\n", + "roa = net_profit / avg_assets\n", + "\n", + "print(f'ROE: {roe:.4f}')\n", + "print(f'ROA: {roa:.4f}')" + ], + "id": "caf1a1555d4c972e", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ROE: 0.3573\n", + "ROA: 0.2919\n" + ] + } + ], + "execution_count": 43 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-10T04:19:57.750533Z", + "start_time": "2025-01-10T04:19:57.531524Z" + } + }, + "cell_type": "code", + "source": [ + "# 获取营业收入净额\n", + "income_df = ts_pro.income(ts_code='600519.SH', start_date='20220101', end_date='20241231', fields='end_date,revenue')\n", + "revenue = income_df[income_df['end_date'] == '20231231']['revenue'].values[0]\n", + "\n", + "# 获取期初（上一年12月31日）和期末（当前年12月31日）的总资产\n", + "balancesheet_df = ts_pro.balancesheet(ts_code='600519.SH', start_date='20220101', end_date='20241231',\n", + " fields='end_date,total_assets')\n", + "total_assets_initial = balancesheet_df[balancesheet_df['end_date'] == '20221231']['total_assets'].values[0]\n", + "total_assets_final = balancesheet_df[balancesheet_df['end_date'] == '20231231']['total_assets'].values[0]\n", + "\n", + "# 计算平均总资产\n", + "avg_assets = (total_assets_initial + total_assets_final) / 2\n", + "\n", + "# 计算总资产周转率\n", + "total_asset_turnover = revenue / avg_assets\n", + "\n", + "print(f'总资产周转率: {total_asset_turnover:.4f}')" + ], + "id": "49488c6640beb4ed", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "总资产周转率: 0.5604\n" + ] + } + ], + "execution_count": 48 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-10T04:23:50.762070Z", + "start_time": "2025-01-10T04:23:50.585818Z" + } + }, + "cell_type": "code", + "source": [ + "# 获取期末的现金及现金等价物和总资产\n", + "balancesheet_df = ts_pro.balancesheet(ts_code='600519.SH', start_date='20220101', end_date='20241231',\n", + " fields='end_date, money_cap, total_assets')\n", + "cash_and_equivalents = balancesheet_df[balancesheet_df['end_date'] == '20231231']['money_cap'].values[0]\n", + "total_assets = balancesheet_df[balancesheet_df['end_date'] == '20231231']['total_assets'].values[0]\n", + "\n", + "# 计算现金和现金等价物总和占总资产的比率\n", + "cash_ratio = cash_and_equivalents / total_assets\n", + "\n", + "print(f'现金和现金等价物总和占总资产的比率: {cash_ratio:.4f}')" + ], + "id": "526ef46373e1c8fe", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "现金和现金等价物总和占总资产的比率: 0.2533\n" + ] + } + ], + "execution_count": 49 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-10T04:27:11.461667Z", + "start_time": "2025-01-10T04:27:11.160878Z" + } + }, + "cell_type": "code", + "source": [ + "# 获取营业收入\n", + "income_df = ts_pro.income(ts_code='600519.SH', start_date='20220101', end_date='20241231', fields='end_date, revenue')\n", + "revenue = income_df[income_df['end_date'] == '20231231']['revenue'].values[0]\n", + "\n", + "# 获取期初和期末的应收账款\n", + "balancesheet_df = ts_pro.balancesheet(ts_code='600519.SH', start_date='20220101', end_date='20241231',\n", + " fields='end_date, accounts_receiv')\n", + "accounts_receiv_initial = balancesheet_df[balancesheet_df['end_date'] == '20221231']['accounts_receiv'].values[0]\n", + "accounts_receiv_final = balancesheet_df[balancesheet_df['end_date'] == '20231231']['accounts_receiv'].values[0]\n", + "\n", + "# 计算平均应收账款余额\n", + "avg_accounts_receiv = (accounts_receiv_initial + accounts_receiv_final) / 2\n", + "\n", + "# 计算应收账款周转率\n", + "accounts_receiv_turnover = revenue / avg_accounts_receiv\n", + "\n", + "# 计算收现日数\n", + "collection_period = 365 / accounts_receiv_turnover\n", + "\n", + "print(f'收现日数: {collection_period:.2f} 天')" + ], + "id": "dca87ef21cf425ee", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "收现日数: 0.10 天\n" + ] + } + ], + "execution_count": 50 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-10T07:10:09.564888Z", + "start_time": "2025-01-10T07:10:08.771019Z" + } + }, + "cell_type": "code", + "source": [ + "code = \"000672.SZ\"\n", + "year = \"2023\"\n", + "period = f\"{year}1231\"\n", + "last_period = f\"{int(year) - 1}1231\"\n", + "\n", + "balancesheet_fields = \"total_assets,total_hldr_eqy_inc_min_int,money_cap,accounts_receiv,inventories\"\n", + "balancesheet_df = ts_pro.balancesheet(ts_code=code, period=period, fields=balancesheet_fields)\n", + "last_balancesheet_df = ts_pro.balancesheet(ts_code=code, period=last_period, fields=balancesheet_fields)\n", + "\n", + "income_fields = \"n_income,revenue,total_revenue,oper_cost,operate_profit,total_opcost\"\n", + "income_df = ts_pro.income(ts_code=code, period=period, fields=income_fields)\n", + "last_income_df = ts_pro.income(ts_code=code, period=last_period, fields=income_fields)\n", + "\n", + "cashflow_fields = \"cash_paid_for_trade_fin\"\n", + "cashflow_df = ts_pro.cashflow(ts_code=code, period=period, fields=cashflow_fields)\n", + "last_cashflow_df = ts_pro.cashflow(ts_code=code, period=last_period, fields=cashflow_fields)" + ], + "id": "524a18f138a84f4a", "outputs": [], - "execution_count": null, - "source": "", - "id": "575590399bf15e70" + "execution_count": 96 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-10T07:10:35.283014Z", + "start_time": "2025-01-10T07:10:35.268876Z" + } + }, + "cell_type": "code", + "source": [ + "# ROE & ROA\n", + "roe = income_df[\"n_income\"].values[0] / ((balancesheet_df[\"total_hldr_eqy_inc_min_int\"].values[0] +\n", + " last_balancesheet_df[\"total_hldr_eqy_inc_min_int\"].values[0]) / 2)\n", + "roa = income_df[\"n_income\"].values[0] / (\n", + " (balancesheet_df[\"total_assets\"].values[0] + last_balancesheet_df[\"total_assets\"].values[0]) / 2)\n", + "print(f\"ROE: {roe:.4f}\")\n", + "print(f\"ROA: {roa:.4f}\")\n", + "\n", + "# 净利润（转换为百万为单位）\n", + "net_profit = income_df[\"n_income\"].values[0] / 1000000\n", + "print(f\"净利润: {net_profit:.4f}百万\")\n", + "\n", + "# 总资产周转率\n", + "total_asset_turnover = income_df[\"total_revenue\"].values[0] / (\n", + " (balancesheet_df[\"total_assets\"].values[0] + last_balancesheet_df[\"total_assets\"].values[0]) / 2)\n", + "print(f\"总资产周转率: {total_asset_turnover:.4f}\")\n", + "\n", + "# 现金比率\n", + "cash_ratio = + balancesheet_df[\"money_cap\"].values[0] / balancesheet_df[\"total_assets\"].values[0]\n", + "print(f\"现金比率: {cash_ratio:.4f}\")\n", + "\n", + "# 收现日数\n", + "collection_period = 360 / (income_df[\"total_revenue\"].values[0] / balancesheet_df[\"accounts_receiv\"].values[0])\n", + "print(f\"收现日数: {collection_period:.2f} 天\")\n", + "\n", + "# 销货日数\n", + "sales_period = 360 / ((income_df[\"total_revenue\"].values[0]) / balancesheet_df[\"inventories\"].values[0])\n", + "print(f\"销货日数: {sales_period:.2f} 天\")\n", + "\n", + "# 毛利率\n", + "gross_profit_margin = (income_df[\"total_revenue\"].values[0] - income_df[\"oper_cost\"].values[0]) / income_df[\n", + " \"revenue\"].values[0]\n", + "print(f\"毛利率: {gross_profit_margin:.4f}\")\n", + "\n", + "# 经营利润率\n", + "operating_profit_margin = income_df[\"operate_profit\"].values[0] / income_df[\"total_revenue\"].values[0]\n", + "print(f\"经营利润率: {operating_profit_margin:.4f}\")\n", + "print(f\"经营安全边际率: {(operating_profit_margin / gross_profit_margin):.4f}\")" + ], + "id": "8707ca42171475a8", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ROE: 0.0747\n", + "ROA: 0.0411\n", + "净利润: 701.3791百万\n", + "总资产周转率: 0.3745\n", + "现金比率: 0.2253\n", + "收现日数: 12.95 天\n", + "销货日数: 59.70 天\n", + "毛利率: 0.2775\n", + "经营利润率: 0.1474\n", + "经营安全边际率: 0.5312\n" + ] + } + ], + "execution_count": 98 } ], "metadata": { diff --git a/4_holder/0_金字塔选股.ipynb b/4_holder/0_金字塔选股.ipynb index 2917c98..e99f702 100644 --- a/4_holder/0_金字塔选股.ipynb +++ b/4_holder/0_金字塔选股.ipynb @@ -6,59 +6,72 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2024-12-30T14:39:58.570105Z", - "start_time": "2024-12-30T14:39:55.089657Z" + "end_time": "2025-01-10T04:05:04.252624Z", + "start_time": "2025-01-10T04:05:03.256614Z" } }, "source": [ "import akshare as ak\n", "\n", - "ak.stock_financial_report_sina(stock=\"sz000001\", symbol=\"资产负债表\")" + "ak.stock_financial_report_sina(stock=\"sh600519\", symbol=\"资产负债表\")" ], "outputs": [ { "data": { "text/plain": [ - " 报告日 资产 现金及存放中央银行款项 其中:现金 存放中央银行款 结算准备金 贵金属 \\\n", - "0 20240930 NaN 281777000000.0 NaN NaN NaN 11224000000.0 \n", - "1 20240630 NaN 305998000000.0 NaN NaN NaN 11180000000.0 \n", - "2 20240331 NaN 322076000000.0 NaN NaN NaN 12642000000.0 \n", - "3 20231231 NaN 274663000000.0 NaN NaN NaN 9680000000.0 \n", - "4 20230930 NaN 350143000000.0 NaN NaN NaN 9859000000.0 \n", - ".. ... ... ... ... ... ... ... \n", - "95 20000630 NaN 6852419883.0 NaN 6525725363.0 NaN NaN \n", - "96 19991231 NaN 8393075363.0 NaN 7570413533.0 NaN NaN \n", - "97 19990630 NaN 4164685301.9 NaN 3711911810.79 NaN NaN \n", - "98 19981231 NaN 6102149919.02 NaN 5585735719.81 NaN NaN \n", - "99 19980630 NaN 3812543409.58 NaN 3158403357.86 NaN NaN \n", + " 报告日 流动资产 货币资金 结算备付金 拆出资金 \\\n", + "0 20240930 NaN 60084745614.269997 NaN 122685688179.710007 \n", + "1 20240630 NaN 56840349530.82 NaN 115293672048.960007 \n", + "2 20240331 NaN 74197126391.429993 NaN 105060937860.990005 \n", + "3 20231231 NaN 69070136376.119995 NaN 105553836462.580002 \n", + "4 20230930 NaN 70641010014.720001 NaN 95625606731.690002 \n", + ".. ... ... ... ... ... \n", + "91 20011231 NaN 1956436570.1 NaN NaN \n", + "92 20010630 NaN 336439213.5 NaN NaN \n", + "93 20001231 NaN 460983583.46 NaN NaN \n", + "94 19991231 NaN 198390615.12 NaN NaN \n", + "95 19981231 NaN 124765368.74 NaN NaN \n", "\n", - " 存放同业款项 专项央行票据 央行专项扶持资金 ... 其他储备 归属于母公司股东的权益 少数股东权益 \\\n", - "0 123103000000.0 NaN NaN ... NaN 490469000000.0 NaN \n", - "1 84821000000.0 NaN NaN ... NaN 481869000000.0 NaN \n", - "2 87339000000.0 NaN NaN ... NaN 485576000000.0 NaN \n", - "3 93597000000.0 NaN NaN ... NaN 472328000000.0 NaN \n", - "4 98304000000.0 NaN NaN ... NaN 465860000000.0 NaN \n", - ".. ... ... ... ... ... ... ... \n", - "95 893918242.0 NaN NaN ... NaN 3078512556.0 NaN \n", - "96 1077371874.0 NaN NaN ... NaN 1141603885.0 NaN \n", - "97 1018428647.86 NaN NaN ... NaN 3917549280.51 NaN \n", - "98 1168664366.93 NaN NaN ... NaN 3676648292.92 -285052.65 \n", - "99 1114262513.97 NaN NaN ... NaN 3772270982.4 4703048.32 \n", + " 交易性金融资产 买入返售金融资产 衍生金融资产 应收票据及应收账款 应收票据 ... \\\n", + "0 200794360.04 5785433457.13 NaN 1159177839.24 1149046136.5 ... \n", + "1 3828563887.2 7908213613.0 NaN 333100721.12 331742126.0 ... \n", + "2 3812337429.4 7111997692.87 NaN 213804940.68 140680278.0 ... \n", + "3 400712059.93 3504849885.05 NaN 74306850.41 13933440.0 ... \n", + "4 3509435832.66 7357096338.49 NaN 131214179.87 NaN ... \n", + ".. ... ... ... ... ... ... \n", + "91 NaN NaN NaN 58440450.37 11740000.0 ... \n", + "92 NaN NaN NaN 76640451.93 31154620.0 ... \n", + "93 NaN NaN NaN 52906779.45 2500000.0 ... \n", + "94 NaN NaN NaN 72172350.62 13412198.0 ... \n", + "95 NaN NaN NaN 29350910.0 NaN ... \n", "\n", - " 负债及股东权益总计 数据源 是否审计 公告日期 币种 类型 更新日期 \n", - "0 5745988000000.0 定期报告 未审计 20241019 CNY 合并期末 2024-10-18T18:20:11 \n", - "1 5754033000000.0 定期报告 未审计 20240816 CNY 合并期末 2024-08-15T20:35:13 \n", - "2 5729398000000.0 定期报告 未审计 20240420 CNY 合并期末 2024-04-19T19:15:02 \n", - "3 5587116000000.0 定期报告 是 20241019 CNY 合并期末 2024-03-14T19:05:04 \n", - "4 5516388000000.0 定期报告 未审计 20231025 CNY 合并期末 2023-10-24T20:40:01 \n", - ".. ... ... ... ... ... ... ... \n", - "95 49732336516.0 其他 是 20000726 CNY 合并期末 2020-03-13T15:25:26 \n", - "96 43912394151.0 其他 是 20010414 CNY 合并期末 2020-03-13T15:25:26 \n", - "97 38712112999.230003 其他 是 19990717 CNY 合并期末 2020-03-13T15:25:26 \n", - "98 39399858617.260002 其他 是 20000419 CNY 合并期末 2020-03-13T15:25:26 \n", - "99 34873372270.75 其他 是 19980826 CNY 合并期末 2020-03-13T15:25:26 \n", + " 归属于母公司股东权益合计 少数股东权益 所有者权益(或股东权益)合计 \\\n", + "0 237709455000.279999 9978709237.889999 247688164238.170013 \n", + "1 218575608600.140015 9469201049.139999 228044809649.279999 \n", + "2 239731785910.549988 8804982639.98 248536768550.529999 \n", + "3 215668571607.429993 7987897687.39 223656469294.820007 \n", + "4 217808624847.299988 7210174912.11 225018799759.410004 \n", + ".. ... ... ... \n", + "91 2530915664.8 6716039.01 2537631703.81 \n", + "92 561545403.24 NaN 561545403.24 \n", + "93 443965435.83 1358890.07 445324325.9 \n", + "94 285361855.23 NaN 285361855.23 \n", + "95 234091527.98 NaN 234091527.98 \n", "\n", - "[100 rows x 150 columns]" + " 负债和所有者权益(或股东权益)总计 数据源 是否审计 公告日期 币种 类型 更新日期 \n", + "0 286770722957.690002 定期报告 未审计 20241026 CNY 合并期末 2024-10-25T18:10:04 \n", + "1 279207261166.630005 定期报告 未审计 20240809 CNY 合并期末 2024-08-08T19:30:06 \n", + "2 285524543268.380005 定期报告 未审计 20240427 CNY 合并期末 2024-04-26T20:45:07 \n", + "3 272699660092.25 定期报告 是 20241026 CNY 合并期末 2024-04-02T22:15:03 \n", + "4 262076424771.470001 定期报告 未审计 20231021 CNY 合并期末 2023-10-20T19:20:05 \n", + ".. ... ... ... ... ... ... ... \n", + "91 3463388734.98 其他 是 20020417 CNY 合并期末 2020-03-13T15:29:48 \n", + "92 1214455217.62 其他 是 20010822 CNY 合并期末 2020-03-13T15:29:48 \n", + "93 1268856244.9 其他 是 20010726 CNY 合并期末 2020-03-13T15:29:48 \n", + "94 915056957.32 其他 是 20010726 CNY 合并期末 2020-03-13T15:29:48 \n", + "95 741848981.55 其他 是 19981231 CNY 合并期末 2020-03-13T15:29:48 \n", + "\n", + "[96 rows x 147 columns]" ], "text/html": [ "
\n", @@ -80,20 +93,20 @@ " \n", " \n", " 报告日\n", - " 资产\n", - " 现金及存放中央银行款项\n", - " 其中:现金\n", - " 存放中央银行款\n", - " 结算准备金\n", - " 贵金属\n", - " 存放同业款项\n", - " 专项央行票据\n", - " 央行专项扶持资金\n", + " 流动资产\n", + " 货币资金\n", + " 结算备付金\n", + " 拆出资金\n", + " 交易性金融资产\n", + " 买入返售金融资产\n", + " 衍生金融资产\n", + " 应收票据及应收账款\n", + " 应收票据\n", " ...\n", - " 其他储备\n", - " 归属于母公司股东的权益\n", + " 归属于母公司股东权益合计\n", " 少数股东权益\n", - " 负债及股东权益总计\n", + " 所有者权益(或股东权益)合计\n", + " 负债和所有者权益(或股东权益)总计\n", " 数据源\n", " 是否审计\n", " 公告日期\n", @@ -107,121 +120,121 @@ " 0\n", " 20240930\n", " NaN\n", - " 281777000000.0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " 11224000000.0\n", - " 123103000000.0\n", + " 60084745614.269997\n", " NaN\n", + " 122685688179.710007\n", + " 200794360.04\n", + " 5785433457.13\n", " NaN\n", + " 1159177839.24\n", + " 1149046136.5\n", " ...\n", - " NaN\n", - " 490469000000.0\n", - " NaN\n", - " 5745988000000.0\n", + " 237709455000.279999\n", + " 9978709237.889999\n", + " 247688164238.170013\n", + " 286770722957.690002\n", " 定期报告\n", " 未审计\n", - " 20241019\n", + " 20241026\n", " CNY\n", " 合并期末\n", - " 2024-10-18T18:20:11\n", + " 2024-10-25T18:10:04\n", " \n", " \n", " 1\n", " 20240630\n", " NaN\n", - " 305998000000.0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " 11180000000.0\n", - " 84821000000.0\n", + " 56840349530.82\n", " NaN\n", + " 115293672048.960007\n", + " 3828563887.2\n", + " 7908213613.0\n", " NaN\n", + " 333100721.12\n", + " 331742126.0\n", " ...\n", - " NaN\n", - " 481869000000.0\n", - " NaN\n", - " 5754033000000.0\n", + " 218575608600.140015\n", + " 9469201049.139999\n", + " 228044809649.279999\n", + " 279207261166.630005\n", " 定期报告\n", " 未审计\n", - " 20240816\n", + " 20240809\n", " CNY\n", " 合并期末\n", - " 2024-08-15T20:35:13\n", + " 2024-08-08T19:30:06\n", " \n", " \n", " 2\n", " 20240331\n", " NaN\n", - " 322076000000.0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " 12642000000.0\n", - " 87339000000.0\n", + " 74197126391.429993\n", " NaN\n", + " 105060937860.990005\n", + " 3812337429.4\n", + " 7111997692.87\n", " NaN\n", + " 213804940.68\n", + " 140680278.0\n", " ...\n", - " NaN\n", - " 485576000000.0\n", - " NaN\n", - " 5729398000000.0\n", + " 239731785910.549988\n", + " 8804982639.98\n", + " 248536768550.529999\n", + " 285524543268.380005\n", " 定期报告\n", " 未审计\n", - " 20240420\n", + " 20240427\n", " CNY\n", " 合并期末\n", - " 2024-04-19T19:15:02\n", + " 2024-04-26T20:45:07\n", " \n", " \n", " 3\n", " 20231231\n", " NaN\n", - " 274663000000.0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " 9680000000.0\n", - " 93597000000.0\n", + " 69070136376.119995\n", " NaN\n", + " 105553836462.580002\n", + " 400712059.93\n", + " 3504849885.05\n", " NaN\n", + " 74306850.41\n", + " 13933440.0\n", " ...\n", - " NaN\n", - " 472328000000.0\n", - " NaN\n", - " 5587116000000.0\n", + " 215668571607.429993\n", + " 7987897687.39\n", + " 223656469294.820007\n", + " 272699660092.25\n", " 定期报告\n", " 是\n", - " 20241019\n", + " 20241026\n", " CNY\n", " 合并期末\n", - " 2024-03-14T19:05:04\n", + " 2024-04-02T22:15:03\n", " \n", " \n", " 4\n", " 20230930\n", " NaN\n", - " 350143000000.0\n", + " 70641010014.720001\n", " NaN\n", + " 95625606731.690002\n", + " 3509435832.66\n", + " 7357096338.49\n", " NaN\n", - " NaN\n", - " 9859000000.0\n", - " 98304000000.0\n", - " NaN\n", + " 131214179.87\n", " NaN\n", " ...\n", - " NaN\n", - " 465860000000.0\n", - " NaN\n", - " 5516388000000.0\n", + " 217808624847.299988\n", + " 7210174912.11\n", + " 225018799759.410004\n", + " 262076424771.470001\n", " 定期报告\n", " 未审计\n", - " 20231025\n", + " 20231021\n", " CNY\n", " 合并期末\n", - " 2023-10-24T20:40:01\n", + " 2023-10-20T19:20:05\n", " \n", " \n", " ...\n", @@ -248,158 +261,158 @@ " ...\n", " \n", " \n", - " 95\n", - " 20000630\n", + " 91\n", + " 20011231\n", " NaN\n", - " 6852419883.0\n", - " NaN\n", - " 6525725363.0\n", + " 1956436570.1\n", " NaN\n", " NaN\n", - " 893918242.0\n", " NaN\n", " NaN\n", + " NaN\n", + " 58440450.37\n", + " 11740000.0\n", " ...\n", - " NaN\n", - " 3078512556.0\n", - " NaN\n", - " 49732336516.0\n", + " 2530915664.8\n", + " 6716039.01\n", + " 2537631703.81\n", + " 3463388734.98\n", " 其他\n", " 是\n", - " 20000726\n", + " 20020417\n", " CNY\n", " 合并期末\n", - " 2020-03-13T15:25:26\n", + " 2020-03-13T15:29:48\n", " \n", " \n", - 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96 rows × 147 columns

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" 2022-03-10 00:00:00\n", + " 2022-03-31 00:00:00\n", " ...\n", " NaN\n", - " 10.134600\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 16.804795\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 3\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2020-12-31 00:00:00\n", " 年报\n", " 2020年报\n", " 058001001\n", - " 2021-02-02 00:00:00\n", + " 2021-03-31 00:00:00\n", " ...\n", " NaN\n", - " 13.440838\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 18.726058\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 4\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2019-12-31 00:00:00\n", " 年报\n", " 2019年报\n", " 058001001\n", - " 2020-02-14 00:00:00\n", + " 2020-04-22 00:00:00\n", " ...\n", " NaN\n", - " 15.224923\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 20.743895\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 5\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2018-12-31 00:00:00\n", " 年报\n", " 2018年报\n", " 058001001\n", - " 2019-03-07 00:00:00\n", + " 2019-03-29 00:00:00\n", " ...\n", " NaN\n", - " 5.236859\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 19.960474\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 6\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2017-12-31 00:00:00\n", " 年报\n", " 2017年报\n", " 058001001\n", - " 2018-03-15 00:00:00\n", + " 2018-03-28 00:00:00\n", " ...\n", " NaN\n", - " 9.989727\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 27.573507\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 7\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2016-12-31 00:00:00\n", " 年报\n", " 2016年报\n", " 058001001\n", - " 2017-04-22 00:00:00\n", + " 2017-07-28 00:00:00\n", " ...\n", " NaN\n", - " 17.800498\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 14.283877\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 8\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2015-12-31 00:00:00\n", " 年报\n", " 2015年报\n", " 058001001\n", - " 2016-03-10 00:00:00\n", + " 2016-03-24 00:00:00\n", " ...\n", " NaN\n", - " 14.667094\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 20.438255\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 9\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2014-12-31 00:00:00\n", " 年报\n", " 2014年报\n", " 058001001\n", - " 2015-03-13 00:00:00\n", + " 2015-04-21 00:00:00\n", " ...\n", " NaN\n", - " 15.579194\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 26.660439\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 10\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2013-12-31 00:00:00\n", " 年报\n", " 2013年报\n", " 058001001\n", - " 2014-03-07 00:00:00\n", + " 2014-03-25 00:00:00\n", " ...\n", " NaN\n", - " 17.752719\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 25.348005\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 11\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2012-12-31 00:00:00\n", " 年报\n", " 2012年报\n", " 058001001\n", - " 2013-03-08 00:00:00\n", + " 2013-03-29 00:00:00\n", " ...\n", " NaN\n", - " 27.687684\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 43.952970\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 12\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2011-12-31 00:00:00\n", " 年报\n", " 2011年报\n", " 058001001\n", - " 2012-03-09 00:00:00\n", + " 2012-04-11 00:00:00\n", " ...\n", " NaN\n", - " 73.014948\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 43.398927\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 13\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2010-12-31 00:00:00\n", " 年报\n", " 2010年报\n", " 058001001\n", - " 2011-02-25 00:00:00\n", + " 2011-03-21 00:00:00\n", " ...\n", " NaN\n", - " 23.714431\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 31.640265\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 14\n", - " 000001.SZ\n", - " 000001\n", - " 平安银行\n", - " 10004085\n", - " 银行\n", + " 600519.SH\n", + " 600519\n", + " 贵州茅台\n", + " 10002602\n", + " 通用\n", " 2009-12-31 00:00:00\n", " 年报\n", " 2009年报\n", " 058001001\n", - " 2010-03-12 00:00:00\n", + " 2011-03-21 00:00:00\n", " ...\n", " NaN\n", - " 23.895713\n", - " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 33.274327\n", " NaN\n", " NaN\n", + " 标准无保留意见\n", " NaN\n", " 0\n", " \n", " \n", " 15\n", - 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35 rows × 221 columns

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26 rows × 319 columns

\n", "" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 2 + "execution_count": 3 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-12-30T14:40:02.930353Z", - "start_time": "2024-12-30T14:40:01.505731Z" + "end_time": "2025-01-10T04:07:30.984631Z", + "start_time": "2025-01-10T04:07:29.566713Z" } }, "cell_type": "code", - "source": "ak.stock_financial_debt_ths(symbol=\"000001\")", + "source": "ak.stock_financial_debt_ths(symbol=\"600519\")", "id": "595a4afc76266465", "outputs": [ { "data": { "text/plain": [ - " 报告期 报表核心指标 *所有者权益（或股东权益）合计 *资产合计 *负债合计 *归属于母公司所有者权益合计 \\\n", - "0 2024-09-30 4904.69亿 5.75万亿 5.26万亿 4904.69亿 \n", - "1 2024-06-30 4818.69亿 5.75万亿 5.27万亿 4818.69亿 \n", - "2 2024-03-31 4855.76亿 5.73万亿 5.24万亿 4855.76亿 \n", - "3 2023-12-31 4723.28亿 5.59万亿 5.11万亿 4723.28亿 \n", - "4 2023-09-30 4658.60亿 5.52万亿 5.05万亿 4658.60亿 \n", - ".. ... ... ... ... ... ... \n", - "107 1993-12-31 12.09亿 93.23亿 81.14亿 12.05亿 \n", - "108 1992-12-31 5.46亿 75.23亿 1.96亿 5.46亿 \n", - "109 1991-12-31 5.78亿 43.54亿 7723.00万 5.78亿 \n", - "110 1990-12-31 2.37亿 29.19亿 5628.00万 2.37亿 \n", - "111 1989-12-31 1.44亿 16.82亿 3983.00万 1.44亿 \n", + " 报告期 报表核心指标 *所有者权益（或股东权益）合计 *资产合计 *负债合计 *归属于母公司所有者权益合计 \\\n", + "0 2024-09-30 2476.88亿 2867.71亿 390.83亿 2377.09亿 \n", + "1 2024-06-30 2280.45亿 2792.07亿 511.62亿 2185.76亿 \n", + "2 2024-03-31 2485.37亿 2855.25亿 369.88亿 2397.32亿 \n", + "3 2023-12-31 2236.56亿 2727.00亿 490.43亿 2156.69亿 \n", + "4 2023-09-30 2250.19亿 2620.76亿 370.58亿 2178.09亿 \n", + ".. ... ... ... ... ... ... \n", + "91 2001-12-31 25.38亿 34.63亿 9.26亿 25.31亿 \n", + "92 2001-06-30 5.62亿 12.14亿 6.42亿 5.62亿 \n", + "93 2000-12-31 4.44亿 12.69亿 8.25亿 4.42亿 \n", + "94 1999-12-31 2.85亿 9.15亿 6.30亿 2.85亿 \n", + "95 1998-12-31 2.34亿 7.42亿 5.08亿 2.34亿 \n", "\n", - " 报表全部指标 资产 现金及存放中央银行款项 存放同业款项 ... 其他权益工具 其中：优先股 盈余公积 一般风险准备 \\\n", - "0 2817.77亿 1231.03亿 ... 699.44亿 199.53亿 107.81亿 681.33亿 \n", - "1 3059.98亿 848.21亿 ... 699.44亿 199.53亿 107.81亿 680.91亿 \n", - "2 3220.76亿 873.39亿 ... 699.44亿 199.53亿 107.81亿 680.48亿 \n", - "3 2746.63亿 935.97亿 ... 699.44亿 199.53亿 107.81亿 679.17亿 \n", - "4 3501.43亿 983.04亿 ... 699.44亿 199.53亿 107.81亿 649.02亿 \n", - ".. ... .. ... ... ... ... ... ... ... \n", - "107 13.59亿 1.65亿 ... False False 1.75亿 False \n", - "108 6320.41万 False ... False False False False \n", - "109 3310.00万 False ... False False 7348.00万 False \n", - "110 8.04亿 False ... False False 4518.00万 False \n", - "111 3.83亿 False ... False False 2935.00万 False \n", + " 报表全部指标 流动资产 货币资金 拆出资金 ... 所有者权益（或股东权益） 实收资本（或股本） 资本公积 \\\n", + "0 600.85亿 1226.86亿 ... 12.56亿 13.75亿 \n", + "1 568.40亿 1152.94亿 ... 12.56亿 13.75亿 \n", + "2 741.97亿 1050.61亿 ... 12.56亿 13.75亿 \n", + "3 690.70亿 1055.54亿 ... 12.56亿 13.75亿 \n", + "4 706.41亿 956.26亿 ... 12.56亿 13.75亿 \n", + ".. ... ... ... ... ... ... ... ... \n", + "91 19.56亿 False ... 2.50亿 20.39亿 \n", + "92 3.36亿 False ... 1.85亿 8947.03万 \n", + "93 4.61亿 False ... 1.85亿 8843.27万 \n", + "94 1.98亿 False ... 1.85亿 8843.27万 \n", + "95 1.25亿 False ... False False \n", "\n", - " 未分配利润 外币报表折算差额 归属于母公司所有者权益合计 少数股东权益 所有者权益（或股东权益）合计 负债和所有者权益总计 \n", - "0 2398.99亿 False 4904.69亿 False 4904.69亿 5.75万亿 \n", - "1 2309.86亿 False 4818.69亿 False 4818.69亿 5.75万亿 \n", - "2 2340.27亿 False 4855.76亿 False 4855.76亿 5.73万亿 \n", - "3 2212.55亿 False 4723.28亿 False 4723.28亿 5.59万亿 \n", - "4 2182.46亿 False 4658.60亿 False 4658.60亿 5.52万亿 \n", - ".. ... ... ... ... ... ... \n", - "107 2.63亿 False 12.05亿 422.48万 12.09亿 93.23亿 \n", - "108 1.46亿 False 5.46亿 False 5.46亿 75.23亿 \n", - "109 1.50亿 False 5.78亿 False 5.78亿 43.54亿 \n", - "110 1.01亿 False 2.37亿 False 2.37亿 29.19亿 \n", - "111 7068.00万 False 1.44亿 False 1.44亿 16.82亿 \n", + " 其他综合收益 盈余公积 未分配利润 归属于母公司所有者权益合计 少数股东权益 所有者权益（或股东权益）合计 \\\n", + "0 -636.72万 411.20亿 1929.04亿 2377.09亿 99.79亿 2476.88亿 \n", + "1 -827.24万 411.20亿 1737.72亿 2185.76亿 94.69亿 2280.45亿 \n", + "2 -810.98万 389.99亿 1970.48亿 2397.32亿 88.05亿 2485.37亿 \n", + "3 -606.17万 389.99亿 1729.83亿 2156.69亿 79.88亿 2236.56亿 \n", + "4 -906.92万 339.98亿 1801.27亿 2178.09亿 72.10亿 2250.19亿 \n", + ".. ... ... ... ... ... ... \n", + "91 False 1.64亿 7811.36万 25.31亿 671.60万 25.38亿 \n", + "92 False 1.15亿 1.72亿 5.62亿 False 5.62亿 \n", + "93 False 6343.54万 1.06亿 4.42亿 135.89万 4.44亿 \n", + "94 False 616.61万 576.31万 2.85亿 False 2.85亿 \n", + "95 False False False 2.34亿 False 2.34亿 \n", "\n", - "[112 rows x 58 columns]" + " 负债和所有者权益（或股东权益）合计 \n", + "0 2867.71亿 \n", + "1 2792.07亿 \n", + "2 2855.25亿 \n", + "3 2727.00亿 \n", + "4 2620.76亿 \n", + ".. ... \n", + "91 34.63亿 \n", + "92 12.14亿 \n", + "93 12.69亿 \n", + "94 9.15亿 \n", + "95 7.42亿 \n", + "\n", + "[96 rows x 74 columns]" ], "text/html": [ "
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" 107\n", - " 1993-12-31\n", + " 91\n", + " 2001-12-31\n", " \n", - " 12.09亿\n", - " 93.23亿\n", - " 81.14亿\n", - " 12.05亿\n", + " 25.38亿\n", + " 34.63亿\n", + " 9.26亿\n", + " 25.31亿\n", " \n", " \n", - " 13.59亿\n", - " 1.65亿\n", + " 19.56亿\n", + " False\n", " ...\n", + " \n", + " 2.50亿\n", + " 20.39亿\n", " False\n", - " False\n", - " 1.75亿\n", - " False\n", - " 2.63亿\n", - " False\n", - " 12.05亿\n", - " 422.48万\n", - " 12.09亿\n", - " 93.23亿\n", + " 1.64亿\n", + " 7811.36万\n", + " 25.31亿\n", + " 671.60万\n", + " 25.38亿\n", + " 34.63亿\n", " \n", " \n", - " 108\n", - " 1992-12-31\n", + " 92\n", + " 2001-06-30\n", " \n", - " 5.46亿\n", - " 75.23亿\n", - " 1.96亿\n", - " 5.46亿\n", + " 5.62亿\n", + " 12.14亿\n", + " 6.42亿\n", + " 5.62亿\n", " \n", " \n", - " 6320.41万\n", + " 3.36亿\n", " False\n", " ...\n", + " \n", + " 1.85亿\n", + " 8947.03万\n", " False\n", + " 1.15亿\n", + " 1.72亿\n", + " 5.62亿\n", " False\n", - " False\n", - " False\n", - " 1.46亿\n", - " False\n", - " 5.46亿\n", - " False\n", - " 5.46亿\n", - " 75.23亿\n", + " 5.62亿\n", + " 12.14亿\n", " \n", " \n", - " 109\n", - " 1991-12-31\n", + " 93\n", + " 2000-12-31\n", " \n", - " 5.78亿\n", - " 43.54亿\n", - " 7723.00万\n", - " 5.78亿\n", + " 4.44亿\n", + " 12.69亿\n", + " 8.25亿\n", + " 4.42亿\n", " \n", " \n", - " 3310.00万\n", + " 4.61亿\n", " False\n", " ...\n", + " \n", + " 1.85亿\n", + " 8843.27万\n", " False\n", - " False\n", - " 7348.00万\n", - " False\n", - " 1.50亿\n", - " False\n", - " 5.78亿\n", - " False\n", - " 5.78亿\n", - " 43.54亿\n", + " 6343.54万\n", + " 1.06亿\n", + " 4.42亿\n", + " 135.89万\n", + " 4.44亿\n", + " 12.69亿\n", " \n", " \n", - " 110\n", - " 1990-12-31\n", + " 94\n", + " 1999-12-31\n", " \n", - " 2.37亿\n", - " 29.19亿\n", - " 5628.00万\n", - " 2.37亿\n", + " 2.85亿\n", + " 9.15亿\n", + " 6.30亿\n", + " 2.85亿\n", " \n", " \n", - " 8.04亿\n", + " 1.98亿\n", " False\n", " ...\n", + " \n", + " 1.85亿\n", + " 8843.27万\n", " False\n", + " 616.61万\n", + " 576.31万\n", + " 2.85亿\n", " False\n", - " 4518.00万\n", - " False\n", - " 1.01亿\n", - " False\n", - " 2.37亿\n", - " False\n", - " 2.37亿\n", - " 29.19亿\n", + " 2.85亿\n", + " 9.15亿\n", " \n", " \n", - " 111\n", - " 1989-12-31\n", + " 95\n", + " 1998-12-31\n", " \n", - " 1.44亿\n", - " 16.82亿\n", - " 3983.00万\n", - " 1.44亿\n", + " 2.34亿\n", + " 7.42亿\n", + " 5.08亿\n", + " 2.34亿\n", " \n", " \n", - " 3.83亿\n", + " 1.25亿\n", " False\n", " ...\n", + " \n", " False\n", " False\n", - " 2935.00万\n", " False\n", - " 7068.00万\n", " False\n", - " 1.44亿\n", " False\n", - " 1.44亿\n", - " 16.82亿\n", + " 2.34亿\n", + " False\n", + " 2.34亿\n", + " 7.42亿\n", " \n", " \n", "\n", - "

112 rows × 58 columns

\n", + "

96 rows × 74 columns

\n", "
" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 3 + "execution_count": 4 }, { "metadata": {},