From e0087aa6e19bff14ec3ca79f46bd00df78439278 Mon Sep 17 00:00:00 2001 From: liaozhaorun Date: Sun, 6 Apr 2025 02:08:37 +0800 Subject: [PATCH] =?UTF-8?q?=E5=A4=9A=E7=BA=BF=E7=A8=8Brank5.0=EF=BC=8C?= =?UTF-8?q?=E8=B5=9A=E9=92=B1=EF=BC=8C=E5=9B=9E=E6=92=A4=E7=95=A5=E5=BE=AE?= =?UTF-8?q?=E5=87=8F=E5=B0=8F?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- code/train/RollingRank.ipynb | 3282 ++++++++++++++++++++++++---------- 1 file changed, 2376 insertions(+), 906 deletions(-) diff --git a/code/train/RollingRank.ipynb b/code/train/RollingRank.ipynb index 20ad2de..f4e2f57 100644 --- a/code/train/RollingRank.ipynb +++ b/code/train/RollingRank.ipynb @@ -8,8 +8,8 @@ "source_hidden": true }, "ExecuteTime": { - "end_time": "2025-04-05T14:30:38.022398Z", - "start_time": "2025-04-05T14:30:38.012368Z" + "end_time": "2025-04-05T17:29:47.416680Z", + "start_time": "2025-04-05T17:29:46.949355Z" } }, "source": [ @@ -24,7 +24,7 @@ "pd.set_option('display.max_columns', None)\n" ], "outputs": [], - "execution_count": 85 + "execution_count": 1 }, { "cell_type": "code", @@ -32,8 +32,8 @@ "metadata": { "scrolled": true, "ExecuteTime": { - "end_time": "2025-04-05T14:31:50.250312Z", - "start_time": "2025-04-05T14:30:38.030223Z" + "end_time": "2025-04-05T17:30:40.600943Z", + "start_time": "2025-04-05T17:29:47.418440Z" } }, "source": [ @@ -122,7 +122,7 @@ ] } ], - "execution_count": 86 + "execution_count": 2 }, { "cell_type": "code", @@ -132,8 +132,8 @@ "source_hidden": true }, "ExecuteTime": { - "end_time": "2025-04-05T14:32:06.700633Z", - "start_time": "2025-04-05T14:31:50.513732Z" + "end_time": "2025-04-05T17:30:55.594572Z", + "start_time": "2025-04-05T17:30:40.882850Z" } }, "source": [ @@ -193,15 +193,15 @@ ] } ], - "execution_count": 87 + "execution_count": 3 }, { "cell_type": "code", "id": "c4e9e1d31da6dba6", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T14:32:06.910973Z", - "start_time": "2025-04-05T14:32:06.704638Z" + "end_time": "2025-04-05T17:30:55.846316Z", + "start_time": "2025-04-05T17:30:55.635945Z" } }, "source": [ @@ -282,7 +282,7 @@ "index_data = index_data.dropna()\n" ], "outputs": [], - "execution_count": 88 + "execution_count": 4 }, { "cell_type": "code", @@ -292,8 +292,8 @@ "source_hidden": true }, "ExecuteTime": { - "end_time": "2025-04-05T14:32:07.064589Z", - "start_time": "2025-04-05T14:32:07.006313Z" + "end_time": "2025-04-05T17:30:55.912328Z", + "start_time": "2025-04-05T17:30:55.863571Z" } }, "source": [ @@ -316,12 +316,12 @@ "\n", " # 分离正负收益率 (用于计算各自的均值和平方均值)\n", " # 注意：这里我们保留原始收益率用于计算，而不是 clip 到 0\n", - " df['_pos_returns'] = df['pct_chg'].where(df['pct_chg'] > 0, 0) # 非正设为0，便于求和\n", - " df['_neg_returns'] = df['pct_chg'].where(df['pct_chg'] < 0, 0) # 非负设为0，便于求和\n", + " df['_pos_returns'] = df['pct_chg'].where(df['pct_chg'] > 0, 0) # 非正设为0，便于求和\n", + " df['_neg_returns'] = df['pct_chg'].where(df['pct_chg'] < 0, 0) # 非负设为0，便于求和\n", "\n", " # 计算收益率的平方 (用于计算 E[X^2])\n", " df['_pos_returns_sq'] = np.square(df['_pos_returns'])\n", - " df['_neg_returns_sq'] = np.square(df['_neg_returns']) # 平方后负数变正\n", + " df['_neg_returns_sq'] = np.square(df['_neg_returns']) # 平方后负数变正\n", "\n", " # 4. 计算滚动统计量 (使用内置函数，速度较快)\n", " # 计算正收益日的统计量\n", @@ -342,7 +342,7 @@ " upside_vol = np.sqrt(pos_var)\n", "\n", " neg_mean_sq = rolling_neg_sum_sq / rolling_neg_count\n", - " neg_mean = rolling_neg_sum / rolling_neg_count # 注意 neg_mean 是负数\n", + " neg_mean = rolling_neg_sum / rolling_neg_count # 注意 neg_mean 是负数\n", " neg_var = neg_mean_sq - np.square(neg_mean)\n", " neg_var = neg_var.where(rolling_neg_count >= 2, np.nan).clip(lower=0)\n", " downside_vol = np.sqrt(neg_var)\n", @@ -352,7 +352,7 @@ " df['downside_vol'] = downside_vol.reset_index(level=0, drop=True)\n", "\n", " df['vol_ratio'] = df['upside_vol'] / df['downside_vol']\n", - " df['vol_ratio'] = df['vol_ratio'].replace([np.inf, -np.inf], np.nan).fillna(0) # 或 fillna(np.nan)\n", + " df['vol_ratio'] = df['vol_ratio'].replace([np.inf, -np.inf], np.nan).fillna(0) # 或 fillna(np.nan)\n", "\n", " df['return_skew'] = grouped['pct_chg'].rolling(window=5).skew().reset_index(0, drop=True)\n", " df['return_kurtosis'] = grouped['pct_chg'].rolling(window=5).kurt().reset_index(0, drop=True)\n", @@ -558,7 +558,9 @@ " df.drop(columns=[\"pre_close\", \"br_up\", \"br_down\", 'ar', 'br'], inplace=True)\n", "\n", " df.drop(columns=['weight_std20'], inplace=True, errors='ignore')\n", - " df.drop(columns=['_is_positive', '_is_negative', '_pos_returns', '_neg_returns', '_pos_returns_sq', '_neg_returns_sq'], inplace=True, errors='ignore')\n", + " df.drop(\n", + " columns=['_is_positive', '_is_negative', '_pos_returns', '_neg_returns', '_pos_returns_sq', '_neg_returns_sq'],\n", + " inplace=True, errors='ignore')\n", " new_columns = [col for col in df.columns.tolist()[:] if col not in old_columns]\n", "\n", " return df, new_columns\n", @@ -645,7 +647,7 @@ " return df, new_columns\n" ], "outputs": [], - "execution_count": 89 + "execution_count": 5 }, { "cell_type": "code", @@ -656,8 +658,8 @@ }, "scrolled": true, "ExecuteTime": { - "end_time": "2025-04-05T14:32:13.642961Z", - "start_time": "2025-04-05T14:32:07.067602Z" + "end_time": "2025-04-05T17:31:01.075820Z", + "start_time": "2025-04-05T17:30:55.916344Z" } }, "source": [ @@ -708,15 +710,15 @@ "industry_df = read_industry_data('../../data/sw_daily.h5')\n" ], "outputs": [], - "execution_count": 90 + "execution_count": 6 }, { "cell_type": "code", "id": "dbe2fd8021b9417f", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T14:32:13.690908Z", - "start_time": "2025-04-05T14:32:13.685707Z" + "end_time": "2025-04-05T17:31:01.095475Z", + "start_time": "2025-04-05T17:31:01.090126Z" } }, "source": [ @@ -736,15 +738,15 @@ ] } ], - "execution_count": 91 + "execution_count": 7 }, { "cell_type": "code", "id": "85c3e3d0235ffffa", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T14:34:31.314796Z", - "start_time": "2025-04-05T14:32:13.733978Z" + "end_time": "2025-04-05T17:33:15.657140Z", + "start_time": "2025-04-05T17:31:01.114838Z" } }, "source": [ @@ -806,15 +808,15 @@ ] } ], - "execution_count": 92 + "execution_count": 8 }, { "cell_type": "code", "id": "f4f16d63ad18d1bc", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T14:34:31.705886Z", - "start_time": "2025-04-05T14:34:31.676415Z" + "end_time": "2025-04-05T17:33:16.052975Z", + "start_time": "2025-04-05T17:33:16.039150Z" } }, "source": [ @@ -855,15 +857,15 @@ " return df, ret_feature_columns\n" ], "outputs": [], - "execution_count": 93 + "execution_count": 9 }, { "cell_type": "code", "id": "40e6b68a91b30c79", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T14:34:32.769278Z", - "start_time": "2025-04-05T14:34:31.991426Z" + "end_time": "2025-04-05T17:33:18.110752Z", + "start_time": "2025-04-05T17:33:16.243912Z" } }, "source": [ @@ -1085,30 +1087,30 @@ " return df\n" ], "outputs": [], - "execution_count": 94 + "execution_count": 10 }, { "cell_type": "code", "id": "1c46817a-b5dd-4bec-8bb4-e6e80bfd9d66", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T14:34:32.781017Z", - "start_time": "2025-04-05T14:34:32.769278Z" + "end_time": "2025-04-05T17:33:18.119789Z", + "start_time": "2025-04-05T17:33:18.111760Z" } }, "source": [ "# print(test_data.head()[['act_factor1', 'act_factor2', 'ts_code', 'trade_date']])" ], "outputs": [], - "execution_count": 95 + "execution_count": 11 }, { "cell_type": "code", "id": "da2bb202843d9275", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:19:13.875360Z", - "start_time": "2025-04-05T15:19:13.864840Z" + "end_time": "2025-04-05T17:33:18.721857Z", + "start_time": "2025-04-05T17:33:18.147528Z" } }, "source": [ @@ -1220,13 +1222,13 @@ " return model, scaler, pca" ], "outputs": [], - "execution_count": 144 + "execution_count": 12 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:02:51.366226Z", - "start_time": "2025-04-05T15:00:53.650727Z" + "end_time": "2025-04-05T17:34:29.738328Z", + "start_time": "2025-04-05T17:33:18.744104Z" } }, "cell_type": "code", @@ -1255,13 +1257,13 @@ ], "id": "ff19e3f1e051a489", "outputs": [], - "execution_count": 129 + "execution_count": 13 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:29:52.335758Z", - "start_time": "2025-04-05T15:29:15.531606Z" + "end_time": "2025-04-05T17:56:23.772145Z", + "start_time": "2025-04-05T17:55:42.635301Z" } }, "cell_type": "code", @@ -1270,28 +1272,43 @@ " def select_stocks(group):\n", " data = group.nlargest(100, 'return_20')\n", " unique_labels = data['label'].nunique()\n", - " if unique_labels < 20:\n", - " return group.nlargest(150, 'return_20')\n", - " else:\n", + " if unique_labels >= 20 or unique_labels == 0:\n", " return data\n", + " else:\n", + " for i in range(100, 1000, 10):\n", + " data = group.nlargest(i, 'return_20')\n", + " unique_labels = data['label'].nunique()\n", + " if unique_labels >= 20:\n", + " return data\n", "\n", " stock_df = stock_df.groupby('trade_date', group_keys=False).apply(select_stocks)\n", " return stock_df\n", "\n", + "\n", "pdf = select_pre_zt_stocks_dynamic(df)\n", + "print(pdf['trade_date'].max())\n", + "\n", "# pdf['label'] = pdf.groupby('trade_date', group_keys=False)['future_score'].transform(\n", "# lambda x: pd.qcut(x, q=20, labels=False, duplicates='drop')\n", "# )" ], "id": "27dba27b2e108316", - "outputs": [], - "execution_count": 160 + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-03-28 00:00:00\n" + ] + } + ], + "execution_count": 55 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:29:53.859799Z", - "start_time": "2025-04-05T15:29:52.439157Z" + "end_time": "2025-04-05T17:56:24.793211Z", + "start_time": "2025-04-05T17:56:23.826074Z" } }, "cell_type": "code", @@ -1333,13 +1350,13 @@ ] } ], - "execution_count": 161 + "execution_count": 56 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:31:22.175859Z", - "start_time": "2025-04-05T15:29:53.859799Z" + "end_time": "2025-04-05T17:57:54.876778Z", + "start_time": "2025-04-05T17:56:24.836264Z" } }, "cell_type": "code", @@ -1358,19 +1375,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "240500\n" + "253290\n" ] } ], - "execution_count": 162 + "execution_count": 57 }, { "cell_type": "code", "id": "92428d543f4727ad", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:31:22.581246Z", - "start_time": "2025-04-05T15:31:22.308969Z" + "end_time": "2025-04-05T17:57:55.077967Z", + "start_time": "2025-04-05T17:57:54.949402Z" } }, "source": [ @@ -1413,25 +1430,26 @@ "0" ] }, - "execution_count": 163, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 163 + "execution_count": 58 }, { "cell_type": "code", "id": "8f134d435f71e9e2", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:31:22.917440Z", - "start_time": "2025-04-05T15:31:22.671964Z" + "end_time": "2025-04-05T17:57:55.223213Z", + "start_time": "2025-04-05T17:57:55.122064Z" } }, "source": [ "gc.collect()\n", "\n", + "\n", "def rolling_train_predict(df, train_days, test_days, feature_columns_origin, days=5, use_pca=False, validation_days=60,\n", " filter_index=None):\n", " # 1. 按照交易日期排序\n", @@ -1509,10 +1527,12 @@ " final_predictions = pd.concat(predictions_list, ignore_index=True)\n", " return final_predictions\n", "\n", + "\n", "from concurrent.futures import ThreadPoolExecutor\n", "\n", "\n", - "def worker(train_data, test_data , train_days, test_days, feature_columns_origin, unique_dates, start, filter_index, validation_days):\n", + "def worker(train_data, test_data, train_days, test_days, feature_columns_origin, unique_dates, start, filter_index,\n", + " validation_days):\n", " train_data = train_data.sort_values('trade_date')\n", " test_data = test_data.sort_values('trade_date')\n", "\n", @@ -1553,8 +1573,9 @@ " return score_df\n", " return None\n", "\n", + "\n", "def rolling_train_predict_mt(df, train_days, test_days, feature_columns_origin, days=5, use_pca=False,\n", - " validation_days=60, filter_index=None, num_threads=4):\n", + " validation_days=60, filter_index=None, num_threads=4):\n", " unique_dates = df['trade_date'].unique().tolist()\n", " unique_dates = sorted(unique_dates)\n", " n = len(unique_dates)\n", @@ -1583,7 +1604,7 @@ " return final_predictions\n" ], "outputs": [], - "execution_count": 164 + "execution_count": 59 }, { "cell_type": "code", @@ -1596,8 +1617,8 @@ }, "tags": [], "ExecuteTime": { - "end_time": "2025-04-05T15:32:44.969563Z", - "start_time": "2025-04-05T15:31:22.967157Z" + "end_time": "2025-04-05T18:07:51.160629Z", + "start_time": "2025-04-05T18:04:17.429621Z" } }, "source": [ @@ -1608,7 +1629,7 @@ "print('finish')\n", "# qdf = qdf[qdf['trade_date'] >= '2022-01-01']\n", "\n", - "final_predictions = rolling_train_predict(pdf[pdf['trade_date'] >= '2023-01-01'], 5, 1, feature_columns,\n", + "final_predictions = rolling_train_predict(pdf[(pdf['trade_date'] >= '2020-01-01') & (pdf['trade_date'] <= '2025-03-26')], 5, 1, feature_columns,\n", " days=days, validation_days=0, filter_index=filter_index)\n", "final_predictions.to_csv('predictions_test.tsv', index=False)\n" ], @@ -1620,1125 +1641,2574 @@ " act_factor1 act_factor2\n", "5115129 -0.222482 -0.256946\n", "finish\n", + "最大日期: 2020-01-09\n", + "划分后的训练集大小: 636, 验证集大小: 167\n", + "最大日期: 2020-01-10\n", + "划分后的训练集大小: 648, 验证集大小: 132\n", + "最大日期: 2020-01-13\n", + "划分后的训练集大小: 702, 验证集大小: 145\n", + "最大日期: 2020-01-14\n", + "划分后的训练集大小: 708, 验证集大小: 145\n", + "最大日期: 2020-01-15\n", + "划分后的训练集大小: 793, 验证集大小: 204\n", + "最大日期: 2020-01-16\n", + "划分后的训练集大小: 816, 验证集大小: 190\n", + "最大日期: 2020-01-17\n", + "划分后的训练集大小: 774, 验证集大小: 90\n", + "最大日期: 2020-01-20\n", + "划分后的训练集大小: 718, 验证集大小: 89\n", + "最大日期: 2020-01-21\n", + "划分后的训练集大小: 783, 验证集大小: 210\n", + "最大日期: 2020-01-22\n", + "划分后的训练集大小: 684, 验证集大小: 105\n", + "最大日期: 2020-01-23\n", + "划分后的训练集大小: 578, 验证集大小: 84\n", + "最大日期: 2020-02-03\n", + "划分后的训练集大小: 829, 验证集大小: 341\n", + "最大日期: 2020-02-04\n", + "划分后的训练集大小: 887, 验证集大小: 147\n", + "最大日期: 2020-02-05\n", + "划分后的训练集大小: 779, 验证集大小: 102\n", + "最大日期: 2020-02-06\n", + "划分后的训练集大小: 827, 验证集大小: 153\n", + "最大日期: 2020-02-07\n", + "划分后的训练集大小: 942, 验证集大小: 199\n", + "最大日期: 2020-02-10\n", + "划分后的训练集大小: 747, 验证集大小: 146\n", + "最大日期: 2020-02-11\n", + "划分后的训练集大小: 692, 验证集大小: 92\n", + "最大日期: 2020-02-12\n", + "划分后的训练集大小: 681, 验证集大小: 91\n", + "最大日期: 2020-02-13\n", + "划分后的训练集大小: 706, 验证集大小: 178\n", + "最大日期: 2020-02-14\n", + "划分后的训练集大小: 629, 验证集大小: 122\n", + "最大日期: 2020-02-17\n", + "划分后的训练集大小: 587, 验证集大小: 104\n", + "最大日期: 2020-02-18\n", + "划分后的训练集大小: 622, 验证集大小: 127\n", + "最大日期: 2020-02-19\n", + "划分后的训练集大小: 711, 验证集大小: 180\n", + "最大日期: 2020-02-20\n", + "划分后的训练集大小: 621, 验证集大小: 88\n", + "最大日期: 2020-02-21\n", + "划分后的训练集大小: 671, 验证集大小: 172\n", + "最大日期: 2020-02-24\n", + "划分后的训练集大小: 831, 验证集大小: 264\n", + "最大日期: 2020-02-25\n", + "划分后的训练集大小: 896, 验证集大小: 192\n", + "最大日期: 2020-02-26\n", + "划分后的训练集大小: 865, 验证集大小: 149\n", + "最大日期: 2020-02-27\n", + "划分后的训练集大小: 901, 验证集大小: 124\n", + "最大日期: 2020-02-28\n", + "划分后的训练集大小: 861, 验证集大小: 132\n", + "最大日期: 2020-03-02\n", + "划分后的训练集大小: 687, 验证集大小: 90\n", + "最大日期: 2020-03-03\n", + "划分后的训练集大小: 599, 验证集大小: 104\n", + "最大日期: 2020-03-04\n", + "划分后的训练集大小: 544, 验证集大小: 94\n", + "最大日期: 2020-03-05\n", + "划分后的训练集大小: 574, 验证集大小: 154\n", + "最大日期: 2020-03-06\n", + "划分后的训练集大小: 544, 验证集大小: 102\n", + "最大日期: 2020-03-09\n", + "划分后的训练集大小: 533, 验证集大小: 79\n", + "最大日期: 2020-03-10\n", + "划分后的训练集大小: 519, 验证集大小: 90\n", + "最大日期: 2020-03-11\n", + "划分后的训练集大小: 570, 验证集大小: 145\n", + "最大日期: 2020-03-12\n", + "划分后的训练集大小: 578, 验证集大小: 162\n", + "最大日期: 2020-03-13\n", + "划分后的训练集大小: 607, 验证集大小: 131\n", + "最大日期: 2020-03-16\n", + "划分后的训练集大小: 672, 验证集大小: 144\n", + "最大日期: 2020-03-17\n", + "划分后的训练集大小: 673, 验证集大小: 91\n", + "最大日期: 2020-03-18\n", + "划分后的训练集大小: 613, 验证集大小: 85\n", + "最大日期: 2020-03-19\n", + "划分后的训练集大小: 574, 验证集大小: 123\n", + "最大日期: 2020-03-20\n", + "划分后的训练集大小: 587, 验证集大小: 144\n", + "最大日期: 2020-03-23\n", + "划分后的训练集大小: 544, 验证集大小: 101\n", + "最大日期: 2020-03-24\n", + "划分后的训练集大小: 557, 验证集大小: 104\n", + "最大日期: 2020-03-25\n", + "划分后的训练集大小: 602, 验证集大小: 130\n", + "最大日期: 2020-03-26\n", + "划分后的训练集大小: 665, 验证集大小: 186\n", + "最大日期: 2020-03-27\n", + "划分后的训练集大小: 603, 验证集大小: 82\n", + "最大日期: 2020-03-30\n", + "划分后的训练集大小: 595, 验证集大小: 93\n", + "最大日期: 2020-03-31\n", + "划分后的训练集大小: 589, 验证集大小: 98\n", + "最大日期: 2020-04-01\n", + "划分后的训练集大小: 642, 验证集大小: 183\n", + "最大日期: 2020-04-02\n", + "划分后的训练集大小: 553, 验证集大小: 97\n", + "最大日期: 2020-04-03\n", + "划分后的训练集大小: 603, 验证集大小: 132\n", + "最大日期: 2020-04-07\n", + "划分后的训练集大小: 604, 验证集大小: 94\n", + "最大日期: 2020-04-08\n", + "划分后的训练集大小: 611, 验证集大小: 105\n", + "最大日期: 2020-04-09\n", + "划分后的训练集大小: 621, 验证集大小: 193\n", + "最大日期: 2020-04-10\n", + "划分后的训练集大小: 642, 验证集大小: 118\n", + "最大日期: 2020-04-13\n", + "划分后的训练集大小: 667, 验证集大小: 157\n", + "最大日期: 2020-04-14\n", + "划分后的训练集大小: 759, 验证集大小: 186\n", + "最大日期: 2020-04-15\n", + "划分后的训练集大小: 784, 验证集大小: 130\n", + "最大日期: 2020-04-16\n", + "划分后的训练集大小: 744, 验证集大小: 153\n", + "最大日期: 2020-04-17\n", + "划分后的训练集大小: 723, 验证集大小: 97\n", + "最大日期: 2020-04-20\n", + "划分后的训练集大小: 683, 验证集大小: 117\n", + "最大日期: 2020-04-21\n", + "划分后的训练集大小: 585, 验证集大小: 88\n", + "最大日期: 2020-04-22\n", + "划分后的训练集大小: 538, 验证集大小: 83\n", + "最大日期: 2020-04-23\n", + "划分后的训练集大小: 490, 验证集大小: 105\n", + "最大日期: 2020-04-24\n", + "划分后的训练集大小: 490, 验证集大小: 97\n", + "最大日期: 2020-04-27\n", + "划分后的训练集大小: 458, 验证集大小: 85\n", + "最大日期: 2020-04-28\n", + "划分后的训练集大小: 475, 验证集大小: 105\n", + "最大日期: 2020-04-29\n", + "划分后的训练集大小: 525, 验证集大小: 133\n", + "最大日期: 2020-04-30\n", + "划分后的训练集大小: 584, 验证集大小: 164\n", + "最大日期: 2020-05-06\n", + "划分后的训练集大小: 577, 验证集大小: 90\n", + "最大日期: 2020-05-07\n", + "划分后的训练集大小: 576, 验证集大小: 84\n", + "最大日期: 2020-05-08\n", + "划分后的训练集大小: 562, 验证集大小: 91\n", + "最大日期: 2020-05-11\n", + "划分后的训练集大小: 551, 验证集大小: 122\n", + "最大日期: 2020-05-12\n", + "划分后的训练集大小: 494, 验证集大小: 107\n", + "最大日期: 2020-05-13\n", + "划分后的训练集大小: 613, 验证集大小: 209\n", + "最大日期: 2020-05-14\n", + "划分后的训练集大小: 648, 验证集大小: 119\n", + "最大日期: 2020-05-15\n", + "划分后的训练集大小: 784, 验证集大小: 227\n", + "最大日期: 2020-05-18\n", + "划分后的训练集大小: 841, 验证集大小: 179\n", + "最大日期: 2020-05-19\n", + "划分后的训练集大小: 820, 验证集大小: 86\n", + "最大日期: 2020-05-20\n", + "划分后的训练集大小: 764, 验证集大小: 153\n", + "最大日期: 2020-05-21\n", + "划分后的训练集大小: 727, 验证集大小: 82\n", + "最大日期: 2020-05-22\n", + "划分后的训练集大小: 584, 验证集大小: 84\n", + "最大日期: 2020-05-25\n", + "划分后的训练集大小: 489, 验证集大小: 84\n", + "最大日期: 2020-05-26\n", + "划分后的训练集大小: 571, 验证集大小: 168\n", + "最大日期: 2020-05-27\n", + "划分后的训练集大小: 509, 验证集大小: 91\n", + "最大日期: 2020-05-28\n", + "划分后的训练集大小: 577, 验证集大小: 150\n", + "最大日期: 2020-05-29\n", + "划分后的训练集大小: 678, 验证集大小: 185\n", + "最大日期: 2020-06-01\n", + "划分后的训练集大小: 791, 验证集大小: 197\n", + "最大日期: 2020-06-02\n", + "划分后的训练集大小: 719, 验证集大小: 96\n", + "最大日期: 2020-06-03\n", + "划分后的训练集大小: 760, 验证集大小: 132\n", + "最大日期: 2020-06-04\n", + "划分后的训练集大小: 745, 验证集大小: 135\n", + "最大日期: 2020-06-05\n", + "划分后的训练集大小: 741, 验证集大小: 181\n", + "最大日期: 2020-06-08\n", + "划分后的训练集大小: 627, 验证集大小: 83\n", + "最大日期: 2020-06-09\n", + "划分后的训练集大小: 613, 验证集大小: 82\n", + "最大日期: 2020-06-10\n", + "划分后的训练集大小: 627, 验证集大小: 146\n", + "最大日期: 2020-06-11\n", + "划分后的训练集大小: 585, 验证集大小: 93\n", + "最大日期: 2020-06-12\n", + "划分后的训练集大小: 589, 验证集大小: 185\n", + "最大日期: 2020-06-15\n", + "划分后的训练集大小: 634, 验证集大小: 128\n", + "最大日期: 2020-06-16\n", + "划分后的训练集大小: 638, 验证集大小: 86\n", + "最大日期: 2020-06-17\n", + "划分后的训练集大小: 796, 验证集大小: 304\n", + "最大日期: 2020-06-18\n", + "划分后的训练集大小: 842, 验证集大小: 139\n", + "最大日期: 2020-06-19\n", + "划分后的训练集大小: 751, 验证集大小: 94\n", + "最大日期: 2020-06-22\n", + "划分后的训练集大小: 714, 验证集大小: 91\n", + "最大日期: 2020-06-23\n", + "划分后的训练集大小: 715, 验证集大小: 87\n", + "最大日期: 2020-06-24\n", + "划分后的训练集大小: 519, 验证集大小: 108\n", + "最大日期: 2020-06-29\n", + "划分后的训练集大小: 552, 验证集大小: 172\n", + "最大日期: 2020-06-30\n", + "划分后的训练集大小: 606, 验证集大小: 148\n", + "最大日期: 2020-07-01\n", + "划分后的训练集大小: 610, 验证集大小: 95\n", + "最大日期: 2020-07-02\n", + "划分后的训练集大小: 646, 验证集大小: 123\n", + "最大日期: 2020-07-03\n", + "划分后的训练集大小: 657, 验证集大小: 119\n", + "最大日期: 2020-07-06\n", + "划分后的训练集大小: 690, 验证集大小: 205\n", + "最大日期: 2020-07-07\n", + "划分后的训练集大小: 620, 验证集大小: 78\n", + "最大日期: 2020-07-08\n", + "划分后的训练集大小: 620, 验证集大小: 95\n", + "最大日期: 2020-07-09\n", + "划分后的训练集大小: 575, 验证集大小: 78\n", + "最大日期: 2020-07-10\n", + "划分后的训练集大小: 531, 验证集大小: 75\n", + "最大日期: 2020-07-13\n", + "划分后的训练集大小: 472, 验证集大小: 146\n", + "最大日期: 2020-07-14\n", + "划分后的训练集大小: 492, 验证集大小: 98\n", + "最大日期: 2020-07-15\n", + "划分后的训练集大小: 508, 验证集大小: 111\n", + "最大日期: 2020-07-16\n", + "划分后的训练集大小: 503, 验证集大小: 73\n", + "最大日期: 2020-07-17\n", + "划分后的训练集大小: 618, 验证集大小: 190\n", + "最大日期: 2020-07-20\n", + "划分后的训练集大小: 679, 验证集大小: 207\n", + "最大日期: 2020-07-21\n", + "划分后的训练集大小: 738, 验证集大小: 157\n", + "最大日期: 2020-07-22\n", + "划分后的训练集大小: 741, 验证集大小: 114\n", + "最大日期: 2020-07-23\n", + "划分后的训练集大小: 870, 验证集大小: 202\n", + "最大日期: 2020-07-24\n", + "划分后的训练集大小: 765, 验证集大小: 85\n", + "最大日期: 2020-07-27\n", + "划分后的训练集大小: 647, 验证集大小: 89\n", + "最大日期: 2020-07-28\n", + "划分后的训练集大小: 651, 验证集大小: 161\n", + "最大日期: 2020-07-29\n", + "划分后的训练集大小: 643, 验证集大小: 106\n", + "最大日期: 2020-07-30\n", + "划分后的训练集大小: 566, 验证集大小: 125\n", + "最大日期: 2020-07-31\n", + "划分后的训练集大小: 614, 验证集大小: 133\n", + "最大日期: 2020-08-03\n", + "划分后的训练集大小: 705, 验证集大小: 180\n", + "最大日期: 2020-08-04\n", + "划分后的训练集大小: 626, 验证集大小: 82\n", + "最大日期: 2020-08-05\n", + "划分后的训练集大小: 628, 验证集大小: 108\n", + "最大日期: 2020-08-06\n", + "划分后的训练集大小: 585, 验证集大小: 82\n", + "最大日期: 2020-08-07\n", + "划分后的训练集大小: 584, 验证集大小: 132\n", + "最大日期: 2020-08-10\n", + "划分后的训练集大小: 564, 验证集大小: 160\n", + "最大日期: 2020-08-11\n", + "划分后的训练集大小: 676, 验证集大小: 194\n", + "最大日期: 2020-08-12\n", + "划分后的训练集大小: 767, 验证集大小: 199\n", + "最大日期: 2020-08-13\n", + "划分后的训练集大小: 932, 验证集大小: 247\n", + "最大日期: 2020-08-14\n", + "划分后的训练集大小: 924, 验证集大小: 124\n", + "最大日期: 2020-08-17\n", + "划分后的训练集大小: 863, 验证集大小: 99\n", + "最大日期: 2020-08-18\n", + "划分后的训练集大小: 812, 验证集大小: 143\n", + "最大日期: 2020-08-19\n", + "划分后的训练集大小: 727, 验证集大小: 114\n", + "最大日期: 2020-08-20\n", + "划分后的训练集大小: 672, 验证集大小: 192\n", + "最大日期: 2020-08-21\n", + "划分后的训练集大小: 716, 验证集大小: 168\n", + "最大日期: 2020-08-24\n", + "划分后的训练集大小: 738, 验证集大小: 121\n", + "最大日期: 2020-08-25\n", + "划分后的训练集大小: 708, 验证集大小: 113\n", + "最大日期: 2020-08-26\n", + "划分后的训练集大小: 719, 验证集大小: 125\n", + "最大日期: 2020-08-27\n", + "划分后的训练集大小: 653, 验证集大小: 126\n", + "最大日期: 2020-08-28\n", + "划分后的训练集大小: 606, 验证集大小: 121\n", + "最大日期: 2020-08-31\n", + "划分后的训练集大小: 595, 验证集大小: 110\n", + "最大日期: 2020-09-01\n", + "划分后的训练集大小: 704, 验证集大小: 222\n", + "最大日期: 2020-09-02\n", + "划分后的训练集大小: 664, 验证集大小: 85\n", + "最大日期: 2020-09-03\n", + "划分后的训练集大小: 638, 验证集大小: 100\n", + "最大日期: 2020-09-04\n", + "划分后的训练集大小: 687, 验证集大小: 170\n", + "最大日期: 2020-09-07\n", + "划分后的训练集大小: 805, 验证集大小: 228\n", + "最大日期: 2020-09-08\n", + "划分后的训练集大小: 677, 验证集大小: 94\n", + "最大日期: 2020-09-09\n", + "划分后的训练集大小: 781, 验证集大小: 189\n", + "最大日期: 2020-09-10\n", + "划分后的训练集大小: 772, 验证集大小: 91\n", + "最大日期: 2020-09-11\n", + "划分后的训练集大小: 691, 验证集大小: 89\n", + "最大日期: 2020-09-14\n", + "划分后的训练集大小: 556, 验证集大小: 93\n", + "最大日期: 2020-09-15\n", + "划分后的训练集大小: 552, 验证集大小: 90\n", + "最大日期: 2020-09-16\n", + "划分后的训练集大小: 514, 验证集大小: 151\n", + "最大日期: 2020-09-17\n", + "划分后的训练集大小: 509, 验证集大小: 86\n", + "最大日期: 2020-09-18\n", + "划分后的训练集大小: 545, 验证集大小: 125\n", + "最大日期: 2020-09-21\n", + "划分后的训练集大小: 540, 验证集大小: 88\n", + "最大日期: 2020-09-22\n", + "划分后的训练集大小: 536, 验证集大小: 86\n", + "最大日期: 2020-09-23\n", + "划分后的训练集大小: 466, 验证集大小: 81\n", + "最大日期: 2020-09-24\n", + "划分后的训练集大小: 460, 验证集大小: 80\n", + "最大日期: 2020-09-25\n", + "划分后的训练集大小: 453, 验证集大小: 118\n", + "最大日期: 2020-09-28\n", + "划分后的训练集大小: 519, 验证集大小: 154\n", + "最大日期: 2020-09-29\n", + "划分后的训练集大小: 558, 验证集大小: 125\n", + "最大日期: 2020-09-30\n", + "划分后的训练集大小: 598, 验证集大小: 121\n", + "最大日期: 2020-10-09\n", + "划分后的训练集大小: 675, 验证集大小: 157\n", + "最大日期: 2020-10-12\n", + "划分后的训练集大小: 669, 验证集大小: 112\n", + "最大日期: 2020-10-13\n", + "划分后的训练集大小: 738, 验证集大小: 223\n", + "最大日期: 2020-10-14\n", + "划分后的训练集大小: 698, 验证集大小: 85\n", + "最大日期: 2020-10-15\n", + "划分后的训练集大小: 668, 验证集大小: 91\n", + "最大日期: 2020-10-16\n", + "划分后的训练集大小: 654, 验证集大小: 143\n", + "最大日期: 2020-10-19\n", + "划分后的训练集大小: 635, 验证集大小: 93\n", + "最大日期: 2020-10-20\n", + "划分后的训练集大小: 515, 验证集大小: 103\n", + "最大日期: 2020-10-21\n", + "划分后的训练集大小: 574, 验证集大小: 144\n", + "最大日期: 2020-10-22\n", + "划分后的训练集大小: 621, 验证集大小: 138\n", + "最大日期: 2020-10-23\n", + "划分后的训练集大小: 567, 验证集大小: 89\n", + "最大日期: 2020-10-26\n", + "划分后的训练集大小: 560, 验证集大小: 86\n", + "最大日期: 2020-10-27\n", + "划分后的训练集大小: 572, 验证集大小: 115\n", + "最大日期: 2020-10-28\n", + "划分后的训练集大小: 533, 验证集大小: 105\n", + "最大日期: 2020-10-29\n", + "划分后的训练集大小: 482, 验证集大小: 87\n", + "最大日期: 2020-10-30\n", + "划分后的训练集大小: 480, 验证集大小: 87\n", + "最大日期: 2020-11-02\n", + "划分后的训练集大小: 485, 验证集大小: 91\n", + "最大日期: 2020-11-03\n", + "划分后的训练集大小: 455, 验证集大小: 85\n", + "最大日期: 2020-11-04\n", + "划分后的训练集大小: 449, 验证集大小: 99\n", + "最大日期: 2020-11-05\n", + "划分后的训练集大小: 488, 验证集大小: 126\n", + "最大日期: 2020-11-06\n", + "划分后的训练集大小: 624, 验证集大小: 223\n", + "最大日期: 2020-11-09\n", + "划分后的训练集大小: 672, 验证集大小: 139\n", + "最大日期: 2020-11-10\n", + "划分后的训练集大小: 760, 验证集大小: 173\n", + "最大日期: 2020-11-11\n", + "划分后的训练集大小: 767, 验证集大小: 106\n", + "最大日期: 2020-11-12\n", + "划分后的训练集大小: 736, 验证集大小: 95\n", + "最大日期: 2020-11-13\n", + "划分后的训练集大小: 690, 验证集大小: 177\n", + "最大日期: 2020-11-16\n", + "划分后的训练集大小: 639, 验证集大小: 88\n", + "最大日期: 2020-11-17\n", + "划分后的训练集大小: 685, 验证集大小: 219\n", + "最大日期: 2020-11-18\n", + "划分后的训练集大小: 688, 验证集大小: 109\n", + "最大日期: 2020-11-19\n", + "划分后的训练集大小: 703, 验证集大小: 110\n", + "最大日期: 2020-11-20\n", + "划分后的训练集大小: 612, 验证集大小: 86\n", + "最大日期: 2020-11-23\n", + "划分后的训练集大小: 613, 验证集大小: 89\n", + "最大日期: 2020-11-24\n", + "划分后的训练集大小: 551, 验证集大小: 157\n", + "最大日期: 2020-11-25\n", + "划分后的训练集大小: 532, 验证集大小: 90\n", + "最大日期: 2020-11-26\n", + "划分后的训练集大小: 511, 验证集大小: 89\n", + "最大日期: 2020-11-27\n", + "划分后的训练集大小: 552, 验证集大小: 127\n", + "最大日期: 2020-11-30\n", + "划分后的训练集大小: 569, 验证集大小: 106\n", + "最大日期: 2020-12-01\n", + "划分后的训练集大小: 493, 验证集大小: 81\n", + "最大日期: 2020-12-02\n", + "划分后的训练集大小: 544, 验证集大小: 141\n", + "最大日期: 2020-12-03\n", + "划分后的训练集大小: 535, 验证集大小: 80\n", + "最大日期: 2020-12-04\n", + "划分后的训练集大小: 486, 验证集大小: 78\n", + "最大日期: 2020-12-07\n", + "划分后的训练集大小: 481, 验证集大小: 101\n", + "最大日期: 2020-12-08\n", + "划分后的训练集大小: 484, 验证集大小: 84\n", + "最大日期: 2020-12-09\n", + "划分后的训练集大小: 429, 验证集大小: 86\n", + "最大日期: 2020-12-10\n", + "划分后的训练集大小: 438, 验证集大小: 89\n", + "最大日期: 2020-12-11\n", + "划分后的训练集大小: 487, 验证集大小: 127\n", + "最大日期: 2020-12-14\n", + "划分后的训练集大小: 480, 验证集大小: 94\n", + "最大日期: 2020-12-15\n", + "划分后的训练集大小: 481, 验证集大小: 85\n", + "最大日期: 2020-12-16\n", + "划分后的训练集大小: 480, 验证集大小: 85\n", + "最大日期: 2020-12-17\n", + "划分后的训练集大小: 477, 验证集大小: 86\n", + "最大日期: 2020-12-18\n", + "划分后的训练集大小: 535, 验证集大小: 185\n", + "最大日期: 2020-12-21\n", + "划分后的训练集大小: 562, 验证集大小: 121\n", + "最大日期: 2020-12-22\n", + "划分后的训练集大小: 605, 验证集大小: 128\n", + "最大日期: 2020-12-23\n", + "划分后的训练集大小: 666, 验证集大小: 146\n", + "最大日期: 2020-12-24\n", + "划分后的训练集大小: 664, 验证集大小: 84\n", + "最大日期: 2020-12-25\n", + "划分后的训练集大小: 624, 验证集大小: 145\n", + "最大日期: 2020-12-28\n", + "划分后的训练集大小: 653, 验证集大小: 150\n", + "最大日期: 2020-12-29\n", + "划分后的训练集大小: 633, 验证集大小: 108\n", + "最大日期: 2020-12-30\n", + "划分后的训练集大小: 605, 验证集大小: 118\n", + "最大日期: 2020-12-31\n", + "划分后的训练集大小: 647, 验证集大小: 126\n", + "最大日期: 2021-01-04\n", + "划分后的训练集大小: 612, 验证集大小: 110\n", + "最大日期: 2021-01-05\n", + "划分后的训练集大小: 584, 验证集大小: 122\n", + "最大日期: 2021-01-06\n", + "划分后的训练集大小: 597, 验证集大小: 121\n", + "最大日期: 2021-01-07\n", + "划分后的训练集大小: 589, 验证集大小: 110\n", + "最大日期: 2021-01-08\n", + "划分后的训练集大小: 598, 验证集大小: 135\n", + "最大日期: 2021-01-11\n", + "划分后的训练集大小: 614, 验证集大小: 126\n", + "最大日期: 2021-01-12\n", + "划分后的训练集大小: 595, 验证集大小: 103\n", + "最大日期: 2021-01-13\n", + "划分后的训练集大小: 719, 验证集大小: 245\n", + "最大日期: 2021-01-14\n", + "划分后的训练集大小: 917, 验证集大小: 308\n", + "最大日期: 2021-01-15\n", + "划分后的训练集大小: 899, 验证集大小: 117\n", + "最大日期: 2021-01-18\n", + "划分后的训练集大小: 955, 验证集大小: 182\n", + "最大日期: 2021-01-19\n", + "划分后的训练集大小: 944, 验证集大小: 92\n", + "最大日期: 2021-01-20\n", + "划分后的训练集大小: 890, 验证集大小: 191\n", + "最大日期: 2021-01-21\n", + "划分后的训练集大小: 673, 验证集大小: 91\n", + "最大日期: 2021-01-22\n", + "划分后的训练集大小: 643, 验证集大小: 87\n", + "最大日期: 2021-01-25\n", + "划分后的训练集大小: 593, 验证集大小: 132\n", + "最大日期: 2021-01-26\n", + "划分后的训练集大小: 615, 验证集大小: 114\n", + "最大日期: 2021-01-27\n", + "划分后的训练集大小: 589, 验证集大小: 165\n", + "最大日期: 2021-01-28\n", + "划分后的训练集大小: 595, 验证集大小: 97\n", + "最大日期: 2021-01-29\n", + "划分后的训练集大小: 671, 验证集大小: 163\n", + "最大日期: 2021-02-01\n", + "划分后的训练集大小: 630, 验证集大小: 91\n", + "最大日期: 2021-02-02\n", + "划分后的训练集大小: 604, 验证集大小: 88\n", + "最大日期: 2021-02-03\n", + "划分后的训练集大小: 545, 验证集大小: 106\n", + "最大日期: 2021-02-04\n", + "划分后的训练集大小: 530, 验证集大小: 82\n", + "最大日期: 2021-02-05\n", + "划分后的训练集大小: 459, 验证集大小: 92\n", + "最大日期: 2021-02-08\n", + "划分后的训练集大小: 460, 验证集大小: 92\n", + "最大日期: 2021-02-09\n", + "划分后的训练集大小: 475, 验证集大小: 103\n", + "最大日期: 2021-02-10\n", + "划分后的训练集大小: 454, 验证集大小: 85\n", + "最大日期: 2021-02-18\n", + "划分后的训练集大小: 541, 验证集大小: 169\n", + "最大日期: 2021-02-19\n", + "划分后的训练集大小: 552, 验证集大小: 103\n", + "最大日期: 2021-02-22\n", + "划分后的训练集大小: 580, 验证集大小: 120\n", + "最大日期: 2021-02-23\n", + "划分后的训练集大小: 586, 验证集大小: 109\n", + "最大日期: 2021-02-24\n", + "划分后的训练集大小: 580, 验证集大小: 79\n", + "最大日期: 2021-02-25\n", + "划分后的训练集大小: 622, 验证集大小: 211\n", + "最大日期: 2021-02-26\n", + "划分后的训练集大小: 607, 验证集大小: 88\n", + "最大日期: 2021-03-01\n", + "划分后的训练集大小: 603, 验证集大小: 116\n", + "最大日期: 2021-03-02\n", + "划分后的训练集大小: 585, 验证集大小: 91\n", + "最大日期: 2021-03-03\n", + "划分后的训练集大小: 591, 验证集大小: 85\n", + "最大日期: 2021-03-04\n", + "划分后的训练集大小: 484, 验证集大小: 104\n", + "最大日期: 2021-03-05\n", + "划分后的训练集大小: 525, 验证集大小: 129\n", + "最大日期: 2021-03-08\n", + "划分后的训练集大小: 547, 验证集大小: 138\n", + "最大日期: 2021-03-09\n", + "划分后的训练集大小: 538, 验证集大小: 82\n", + "最大日期: 2021-03-10\n", + "划分后的训练集大小: 548, 验证集大小: 95\n", + "最大日期: 2021-03-11\n", + "划分后的训练集大小: 528, 验证集大小: 84\n", + "最大日期: 2021-03-12\n", + "划分后的训练集大小: 487, 验证集大小: 88\n", + "最大日期: 2021-03-15\n", + "划分后的训练集大小: 458, 验证集大小: 109\n", + "最大日期: 2021-03-16\n", + "划分后的训练集大小: 480, 验证集大小: 104\n", + "最大日期: 2021-03-17\n", + "划分后的训练集大小: 477, 验证集大小: 92\n", + "最大日期: 2021-03-18\n", + "划分后的训练集大小: 473, 验证集大小: 80\n", + "最大日期: 2021-03-19\n", + 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验证集大小: 86\n", + "最大日期: 2021-04-15\n", + "划分后的训练集大小: 547, 验证集大小: 120\n", + "最大日期: 2021-04-16\n", + "划分后的训练集大小: 561, 验证集大小: 121\n", + "最大日期: 2021-04-19\n", + "划分后的训练集大小: 582, 验证集大小: 147\n", + "最大日期: 2021-04-20\n", + "划分后的训练集大小: 628, 验证集大小: 154\n", + "最大日期: 2021-04-21\n", + "划分后的训练集大小: 736, 验证集大小: 194\n", + "最大日期: 2021-04-22\n", + "划分后的训练集大小: 719, 验证集大小: 103\n", + "最大日期: 2021-04-23\n", + "划分后的训练集大小: 682, 验证集大小: 84\n", + "最大日期: 2021-04-26\n", + "划分后的训练集大小: 642, 验证集大小: 107\n", + "最大日期: 2021-04-27\n", + "划分后的训练集大小: 591, 验证集大小: 103\n", + "最大日期: 2021-04-28\n", + "划分后的训练集大小: 500, 验证集大小: 103\n", + "最大日期: 2021-04-29\n", + "划分后的训练集大小: 558, 验证集大小: 161\n", + "最大日期: 2021-04-30\n", + "划分后的训练集大小: 573, 验证集大小: 99\n", + "最大日期: 2021-05-06\n", + "划分后的训练集大小: 766, 验证集大小: 300\n", + "最大日期: 2021-05-07\n", + "划分后的训练集大小: 765, 验证集大小: 102\n", + "最大日期: 2021-05-10\n", + "划分后的训练集大小: 753, 验证集大小: 91\n", + "最大日期: 2021-05-11\n", + "划分后的训练集大小: 704, 验证集大小: 112\n", + "最大日期: 2021-05-12\n", + "划分后的训练集大小: 690, 验证集大小: 85\n", + "最大日期: 2021-05-13\n", + "划分后的训练集大小: 519, 验证集大小: 129\n", + "最大日期: 2021-05-14\n", + "划分后的训练集大小: 540, 验证集大小: 123\n", + "最大日期: 2021-05-17\n", + "划分后的训练集大小: 552, 验证集大小: 103\n", + "最大日期: 2021-05-18\n", + "划分后的训练集大小: 532, 验证集大小: 92\n", + "最大日期: 2021-05-19\n", + "划分后的训练集大小: 579, 验证集大小: 132\n", + "最大日期: 2021-05-20\n", + "划分后的训练集大小: 538, 验证集大小: 88\n", + "最大日期: 2021-05-21\n", + "划分后的训练集大小: 520, 验证集大小: 105\n", + "最大日期: 2021-05-24\n", + "划分后的训练集大小: 547, 验证集大小: 130\n", + "最大日期: 2021-05-25\n", + "划分后的训练集大小: 578, 验证集大小: 123\n", + "最大日期: 2021-05-26\n", + "划分后的训练集大小: 545, 验证集大小: 99\n", + "最大日期: 2021-05-27\n", + "划分后的训练集大小: 587, 验证集大小: 130\n", + "最大日期: 2021-05-28\n", + "划分后的训练集大小: 677, 验证集大小: 195\n", + "最大日期: 2021-05-31\n", + "划分后的训练集大小: 754, 验证集大小: 207\n", + "最大日期: 2021-06-01\n", + "划分后的训练集大小: 740, 验证集大小: 109\n", + "最大日期: 2021-06-02\n", + "划分后的训练集大小: 761, 验证集大小: 120\n", + "最大日期: 2021-06-03\n", + "划分后的训练集大小: 813, 验证集大小: 182\n", + "最大日期: 2021-06-04\n", + "划分后的训练集大小: 758, 验证集大小: 140\n", + "最大日期: 2021-06-07\n", + "划分后的训练集大小: 684, 验证集大小: 133\n", + "最大日期: 2021-06-08\n", + "划分后的训练集大小: 758, 验证集大小: 183\n", + "最大日期: 2021-06-09\n", + "划分后的训练集大小: 771, 验证集大小: 133\n", + "最大日期: 2021-06-10\n", + "划分后的训练集大小: 684, 验证集大小: 95\n", + "最大日期: 2021-06-11\n", + "划分后的训练集大小: 659, 验证集大小: 115\n", + "最大日期: 2021-06-15\n", + "划分后的训练集大小: 796, 验证集大小: 270\n", + "最大日期: 2021-06-16\n", + "划分后的训练集大小: 857, 验证集大小: 244\n", + "最大日期: 2021-06-17\n", + "划分后的训练集大小: 837, 验证集大小: 113\n", + "最大日期: 2021-06-18\n", + "划分后的训练集大小: 847, 验证集大小: 105\n", + "最大日期: 2021-06-21\n", + "划分后的训练集大小: 873, 验证集大小: 141\n", + "最大日期: 2021-06-22\n", + "划分后的训练集大小: 771, 验证集大小: 168\n", + "最大日期: 2021-06-23\n", + "划分后的训练集大小: 619, 验证集大小: 92\n", + "最大日期: 2021-06-24\n", + "划分后的训练集大小: 619, 验证集大小: 113\n", + "最大日期: 2021-06-25\n", + "划分后的训练集大小: 617, 验证集大小: 103\n", + "最大日期: 2021-06-28\n", + "划分后的训练集大小: 609, 验证集大小: 133\n", + "最大日期: 2021-06-29\n", + "划分后的训练集大小: 548, 验证集大小: 107\n", + "最大日期: 2021-06-30\n", + "划分后的训练集大小: 551, 验证集大小: 95\n", + "最大日期: 2021-07-01\n", + "划分后的训练集大小: 524, 验证集大小: 86\n", + "最大日期: 2021-07-02\n", + "划分后的训练集大小: 504, 验证集大小: 83\n", + "最大日期: 2021-07-05\n", + "划分后的训练集大小: 596, 验证集大小: 225\n", + "最大日期: 2021-07-06\n", + "划分后的训练集大小: 600, 验证集大小: 111\n", + "最大日期: 2021-07-07\n", + "划分后的训练集大小: 677, 验证集大小: 172\n", + "最大日期: 2021-07-08\n", + "划分后的训练集大小: 697, 验证集大小: 106\n", + "最大日期: 2021-07-09\n", + "划分后的训练集大小: 713, 验证集大小: 99\n", + "最大日期: 2021-07-12\n", + "划分后的训练集大小: 590, 验证集大小: 102\n", + "最大日期: 2021-07-13\n", + "划分后的训练集大小: 579, 验证集大小: 100\n", + "最大日期: 2021-07-14\n", + "划分后的训练集大小: 496, 验证集大小: 89\n", + "最大日期: 2021-07-15\n", + "划分后的训练集大小: 589, 验证集大小: 199\n", + "最大日期: 2021-07-16\n", + "划分后的训练集大小: 605, 验证集大小: 115\n", + "最大日期: 2021-07-19\n", + "划分后的训练集大小: 660, 验证集大小: 157\n", + "最大日期: 2021-07-20\n", + "划分后的训练集大小: 749, 验证集大小: 189\n", + "最大日期: 2021-07-21\n", + "划分后的训练集大小: 875, 验证集大小: 215\n", + "最大日期: 2021-07-22\n", + "划分后的训练集大小: 778, 验证集大小: 102\n", + "最大日期: 2021-07-23\n", + "划分后的训练集大小: 808, 验证集大小: 145\n", + "最大日期: 2021-07-26\n", + "划分后的训练集大小: 862, 验证集大小: 211\n", + "最大日期: 2021-07-27\n", + "划分后的训练集大小: 754, 验证集大小: 81\n", + "最大日期: 2021-07-28\n", + "划分后的训练集大小: 660, 验证集大小: 121\n", + "最大日期: 2021-07-29\n", + "划分后的训练集大小: 665, 验证集大小: 107\n", + "最大日期: 2021-07-30\n", + "划分后的训练集大小: 656, 验证集大小: 136\n", + "最大日期: 2021-08-02\n", + "划分后的训练集大小: 891, 验证集大小: 446\n", + "最大日期: 2021-08-03\n", + "划分后的训练集大小: 956, 验证集大小: 146\n", + "最大日期: 2021-08-04\n", + "划分后的训练集大小: 980, 验证集大小: 145\n", + "最大日期: 2021-08-05\n", + "划分后的训练集大小: 1036, 验证集大小: 163\n", + "最大日期: 2021-08-06\n", + "划分后的训练集大小: 1000, 验证集大小: 100\n", + "最大日期: 2021-08-09\n", + "划分后的训练集大小: 716, 验证集大小: 162\n", + "最大日期: 2021-08-10\n", + "划分后的训练集大小: 694, 验证集大小: 124\n", + "最大日期: 2021-08-11\n", + "划分后的训练集大小: 708, 验证集大小: 159\n", + "最大日期: 2021-08-12\n", + "划分后的训练集大小: 651, 验证集大小: 106\n", + "最大日期: 2021-08-13\n", + "划分后的训练集大小: 734, 验证集大小: 183\n", + "最大日期: 2021-08-16\n", + "划分后的训练集大小: 715, 验证集大小: 143\n", + "最大日期: 2021-08-17\n", + "划分后的训练集大小: 677, 验证集大小: 86\n", + "最大日期: 2021-08-18\n", + "划分后的训练集大小: 606, 验证集大小: 88\n", 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2021-09-13\n", + "划分后的训练集大小: 632, 验证集大小: 141\n", + "最大日期: 2021-09-14\n", + "划分后的训练集大小: 751, 验证集大小: 236\n", + "最大日期: 2021-09-15\n", + "划分后的训练集大小: 786, 验证集大小: 134\n", + "最大日期: 2021-09-16\n", + "划分后的训练集大小: 893, 验证集大小: 223\n", + "最大日期: 2021-09-17\n", + "划分后的训练集大小: 853, 验证集大小: 119\n", + "最大日期: 2021-09-22\n", + "划分后的训练集大小: 799, 验证集大小: 87\n", + "最大日期: 2021-09-23\n", + "划分后的训练集大小: 723, 验证集大小: 160\n", + "最大日期: 2021-09-24\n", + "划分后的训练集大小: 682, 验证集大小: 93\n", + "最大日期: 2021-09-27\n", + "划分后的训练集大小: 679, 验证集大小: 220\n", + "最大日期: 2021-09-28\n", + "划分后的训练集大小: 730, 验证集大小: 170\n", + "最大日期: 2021-09-29\n", + "划分后的训练集大小: 776, 验证集大小: 133\n", + "最大日期: 2021-09-30\n", + "划分后的训练集大小: 782, 验证集大小: 166\n", + "最大日期: 2021-10-08\n", + "划分后的训练集大小: 869, 验证集大小: 180\n", + "最大日期: 2021-10-11\n", + "划分后的训练集大小: 824, 验证集大小: 175\n", + "最大日期: 2021-10-12\n", + "划分后的训练集大小: 830, 验证集大小: 176\n", + "最大日期: 2021-10-13\n", + "划分后的训练集大小: 861, 验证集大小: 164\n", + "最大日期: 2021-10-14\n", + "划分后的训练集大小: 819, 验证集大小: 124\n", + "最大日期: 2021-10-15\n", + 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验证集大小: 219\n", + "最大日期: 2021-11-10\n", + "划分后的训练集大小: 659, 验证集大小: 158\n", + "最大日期: 2021-11-11\n", + "划分后的训练集大小: 739, 验证集大小: 168\n", + "最大日期: 2021-11-12\n", + "划分后的训练集大小: 936, 验证集大小: 289\n", + "最大日期: 2021-11-15\n", + "划分后的训练集大小: 965, 验证集大小: 131\n", + "最大日期: 2021-11-16\n", + "划分后的训练集大小: 874, 验证集大小: 128\n", + "最大日期: 2021-11-17\n", + "划分后的训练集大小: 816, 验证集大小: 100\n", + "最大日期: 2021-11-18\n", + "划分后的训练集大小: 785, 验证集大小: 137\n", + "最大日期: 2021-11-19\n", + "划分后的训练集大小: 682, 验证集大小: 186\n", + "最大日期: 2021-11-22\n", + "划分后的训练集大小: 698, 验证集大小: 147\n", + "最大日期: 2021-11-23\n", + "划分后的训练集大小: 665, 验证集大小: 95\n", + "最大日期: 2021-11-24\n", + "划分后的训练集大小: 657, 验证集大小: 92\n", + "最大日期: 2021-11-25\n", + "划分后的训练集大小: 611, 验证集大小: 91\n", + "最大日期: 2021-11-26\n", + "划分后的训练集大小: 536, 验证集大小: 111\n", + "最大日期: 2021-11-29\n", + "划分后的训练集大小: 643, 验证集大小: 254\n", + "最大日期: 2021-11-30\n", + "划分后的训练集大小: 801, 验证集大小: 253\n", + "最大日期: 2021-12-01\n", + "划分后的训练集大小: 804, 验证集大小: 95\n", + "最大日期: 2021-12-02\n", + "划分后的训练集大小: 806, 验证集大小: 93\n", + "最大日期: 2021-12-03\n", + "划分后的训练集大小: 831, 验证集大小: 136\n", + "最大日期: 2021-12-06\n", + "划分后的训练集大小: 698, 验证集大小: 121\n", + "最大日期: 2021-12-07\n", + "划分后的训练集大小: 556, 验证集大小: 111\n", + "最大日期: 2021-12-08\n", + "划分后的训练集大小: 644, 验证集大小: 183\n", + "最大日期: 2021-12-09\n", + "划分后的训练集大小: 688, 验证集大小: 137\n", + "最大日期: 2021-12-10\n", + "划分后的训练集大小: 649, 验证集大小: 97\n", + "最大日期: 2021-12-13\n", + "划分后的训练集大小: 709, 验证集大小: 181\n", + "最大日期: 2021-12-14\n", + "划分后的训练集大小: 691, 验证集大小: 93\n", + "最大日期: 2021-12-15\n", + "划分后的训练集大小: 637, 验证集大小: 129\n", + "最大日期: 2021-12-16\n", + "划分后的训练集大小: 585, 验证集大小: 85\n", + "最大日期: 2021-12-17\n", + "划分后的训练集大小: 591, 验证集大小: 103\n", + "最大日期: 2021-12-20\n", + "划分后的训练集大小: 515, 验证集大小: 105\n", + "最大日期: 2021-12-21\n", + "划分后的训练集大小: 552, 验证集大小: 130\n", + "最大日期: 2021-12-22\n", + "划分后的训练集大小: 536, 验证集大小: 113\n", + "最大日期: 2021-12-23\n", + "划分后的训练集大小: 601, 验证集大小: 150\n", + "最大日期: 2021-12-24\n", + "划分后的训练集大小: 584, 验证集大小: 86\n", + "最大日期: 2021-12-27\n", + "划分后的训练集大小: 612, 验证集大小: 133\n", + "最大日期: 2021-12-28\n", + "划分后的训练集大小: 645, 验证集大小: 163\n", + "最大日期: 2021-12-29\n", + "划分后的训练集大小: 651, 验证集大小: 119\n", + "最大日期: 2021-12-30\n", + "划分后的训练集大小: 747, 验证集大小: 246\n", + "最大日期: 2021-12-31\n", + "划分后的训练集大小: 827, 验证集大小: 166\n", + "最大日期: 2022-01-04\n", + "划分后的训练集大小: 805, 验证集大小: 111\n", + "最大日期: 2022-01-05\n", + "划分后的训练集大小: 731, 验证集大小: 89\n", + "最大日期: 2022-01-06\n", + "划分后的训练集大小: 777, 验证集大小: 165\n", + "最大日期: 2022-01-07\n", + "划分后的训练集大小: 667, 验证集大小: 136\n", + "最大日期: 2022-01-10\n", + "划分后的训练集大小: 660, 验证集大小: 159\n", + "最大日期: 2022-01-11\n", + "划分后的训练集大小: 652, 验证集大小: 103\n", + "最大日期: 2022-01-12\n", + "划分后的训练集大小: 671, 验证集大小: 108\n", + "最大日期: 2022-01-13\n", + "划分后的训练集大小: 603, 验证集大小: 97\n", + "最大日期: 2022-01-14\n", + "划分后的训练集大小: 556, 验证集大小: 89\n", + "最大日期: 2022-01-17\n", + "划分后的训练集大小: 620, 验证集大小: 223\n", + "最大日期: 2022-01-18\n", + "划分后的训练集大小: 699, 验证集大小: 182\n", + "最大日期: 2022-01-19\n", + "划分后的训练集大小: 779, 验证集大小: 188\n", + "最大日期: 2022-01-20\n", + "划分后的训练集大小: 876, 验证集大小: 194\n", + "最大日期: 2022-01-21\n", + "划分后的训练集大小: 914, 验证集大小: 127\n", + "最大日期: 2022-01-24\n", + "划分后的训练集大小: 778, 验证集大小: 87\n", + "最大日期: 2022-01-25\n", + "划分后的训练集大小: 715, 验证集大小: 119\n", + "最大日期: 2022-01-26\n", + "划分后的训练集大小: 656, 验证集大小: 129\n", + "最大日期: 2022-01-27\n", + "划分后的训练集大小: 555, 验证集大小: 93\n", + "最大日期: 2022-01-28\n", + "划分后的训练集大小: 515, 验证集大小: 87\n", + "最大日期: 2022-02-07\n", + "划分后的训练集大小: 536, 验证集大小: 108\n", + "最大日期: 2022-02-08\n", + "划分后的训练集大小: 527, 验证集大小: 110\n", + "最大日期: 2022-02-09\n", + "划分后的训练集大小: 527, 验证集大小: 129\n", + "最大日期: 2022-02-10\n", + "划分后的训练集大小: 527, 验证集大小: 93\n", + "最大日期: 2022-02-11\n", + "划分后的训练集大小: 581, 验证集大小: 141\n", + "最大日期: 2022-02-14\n", + "划分后的训练集大小: 730, 验证集大小: 257\n", + "最大日期: 2022-02-15\n", + "划分后的训练集大小: 747, 验证集大小: 127\n", + "最大日期: 2022-02-16\n", + "划分后的训练集大小: 775, 验证集大小: 157\n", + "最大日期: 2022-02-17\n", + "划分后的训练集大小: 803, 验证集大小: 121\n", + "最大日期: 2022-02-18\n", + "划分后的训练集大小: 760, 验证集大小: 98\n", + "最大日期: 2022-02-21\n", + "划分后的训练集大小: 637, 验证集大小: 134\n", + "最大日期: 2022-02-22\n", + "划分后的训练集大小: 790, 验证集大小: 280\n", + "最大日期: 2022-02-23\n", + "划分后的训练集大小: 799, 验证集大小: 166\n", + "最大日期: 2022-02-24\n", + "划分后的训练集大小: 820, 验证集大小: 142\n", + "最大日期: 2022-02-25\n", + "划分后的训练集大小: 831, 验证集大小: 109\n", + "最大日期: 2022-02-28\n", + "划分后的训练集大小: 818, 验证集大小: 121\n", + "最大日期: 2022-03-01\n", + "划分后的训练集大小: 784, 验证集大小: 246\n", + "最大日期: 2022-03-02\n", + "划分后的训练集大小: 705, 验证集大小: 87\n", + "最大日期: 2022-03-03\n", + "划分后的训练集大小: 659, 验证集大小: 96\n", + "最大日期: 2022-03-04\n", + "划分后的训练集大小: 666, 验证集大小: 116\n", + "最大日期: 2022-03-07\n", + "划分后的训练集大小: 653, 验证集大小: 108\n", + "最大日期: 2022-03-08\n", + "划分后的训练集大小: 502, 验证集大小: 95\n", + "最大日期: 2022-03-09\n", + "划分后的训练集大小: 548, 验证集大小: 133\n", + "最大日期: 2022-03-10\n", + "划分后的训练集大小: 584, 验证集大小: 132\n", + "最大日期: 2022-03-11\n", + "划分后的训练集大小: 573, 验证集大小: 105\n", + "最大日期: 2022-03-14\n", + "划分后的训练集大小: 563, 验证集大小: 98\n", + "最大日期: 2022-03-15\n", + "划分后的训练集大小: 553, 验证集大小: 85\n", + "最大日期: 2022-03-16\n", + "划分后的训练集大小: 537, 验证集大小: 117\n", + "最大日期: 2022-03-17\n", + "划分后的训练集大小: 619, 验证集大小: 214\n", + "最大日期: 2022-03-18\n", + "划分后的训练集大小: 632, 验证集大小: 118\n", + "最大日期: 2022-03-21\n", + "划分后的训练集大小: 638, 验证集大小: 104\n", + "最大日期: 2022-03-22\n", + "划分后的训练集大小: 713, 验证集大小: 160\n", + "最大日期: 2022-03-23\n", + "划分后的训练集大小: 790, 验证集大小: 194\n", + "最大日期: 2022-03-24\n", + "划分后的训练集大小: 729, 验证集大小: 153\n", + "最大日期: 2022-03-25\n", + "划分后的训练集大小: 694, 验证集大小: 83\n", + "最大日期: 2022-03-28\n", + "划分后的训练集大小: 712, 验证集大小: 122\n", + "最大日期: 2022-03-29\n", + "划分后的训练集大小: 739, 验证集大小: 187\n", + "最大日期: 2022-03-30\n", + "划分后的训练集大小: 666, 验证集大小: 121\n", + "最大日期: 2022-03-31\n", + "划分后的训练集大小: 716, 验证集大小: 203\n", + "最大日期: 2022-04-01\n", + "划分后的训练集大小: 730, 验证集大小: 97\n", + "最大日期: 2022-04-06\n", + "划分后的训练集大小: 744, 验证集大小: 136\n", + "最大日期: 2022-04-07\n", + "划分后的训练集大小: 665, 验证集大小: 108\n", + "最大日期: 2022-04-08\n", + "划分后的训练集大小: 629, 验证集大小: 85\n", + "最大日期: 2022-04-11\n", + "划分后的训练集大小: 527, 验证集大小: 101\n", + "最大日期: 2022-04-12\n", + "划分后的训练集大小: 575, 验证集大小: 145\n", + "最大日期: 2022-04-13\n", + "划分后的训练集大小: 522, 验证集大小: 83\n", + "最大日期: 2022-04-14\n", + "划分后的训练集大小: 495, 验证集大小: 81\n", + "最大日期: 2022-04-15\n", + "划分后的训练集大小: 599, 验证集大小: 189\n", + "最大日期: 2022-04-18\n", + "划分后的训练集大小: 629, 验证集大小: 131\n", + "最大日期: 2022-04-19\n", + "划分后的训练集大小: 598, 验证集大小: 114\n", + "最大日期: 2022-04-20\n", + "划分后的训练集大小: 609, 验证集大小: 94\n", + "最大日期: 2022-04-21\n", + "划分后的训练集大小: 727, 验证集大小: 199\n", + "最大日期: 2022-04-22\n", + "划分后的训练集大小: 635, 验证集大小: 97\n", + "最大日期: 2022-04-25\n", + "划分后的训练集大小: 581, 验证集大小: 77\n", + "最大日期: 2022-04-26\n", + "划分后的训练集大小: 560, 验证集大小: 93\n", + "最大日期: 2022-04-27\n", + "划分后的训练集大小: 554, 验证集大小: 88\n", + "最大日期: 2022-04-28\n", + "划分后的训练集大小: 464, 验证集大小: 109\n", + "最大日期: 2022-04-29\n", + "划分后的训练集大小: 518, 验证集大小: 151\n", + "最大日期: 2022-05-05\n", + "划分后的训练集大小: 596, 验证集大小: 155\n", + "最大日期: 2022-05-06\n", + "划分后的训练集大小: 592, 验证集大小: 89\n", + "最大日期: 2022-05-09\n", + "划分后的训练集大小: 591, 验证集大小: 87\n", + "最大日期: 2022-05-10\n", + "划分后的训练集大小: 565, 验证集大小: 83\n", + "最大日期: 2022-05-11\n", + "划分后的训练集大小: 562, 验证集大小: 148\n", + "最大日期: 2022-05-12\n", + "划分后的训练集大小: 539, 验证集大小: 132\n", + "最大日期: 2022-05-13\n", + "划分后的训练集大小: 549, 验证集大小: 99\n", + "最大日期: 2022-05-16\n", + "划分后的训练集大小: 589, 验证集大小: 127\n", + "最大日期: 2022-05-17\n", + "划分后的训练集大小: 671, 验证集大小: 165\n", + "最大日期: 2022-05-18\n", + "划分后的训练集大小: 642, 验证集大小: 119\n", + "最大日期: 2022-05-19\n", + "划分后的训练集大小: 603, 验证集大小: 93\n", + "最大日期: 2022-05-20\n", + "划分后的训练集大小: 595, 验证集大小: 91\n", + "最大日期: 2022-05-23\n", + "划分后的训练集大小: 596, 验证集大小: 128\n", + "最大日期: 2022-05-24\n", + "划分后的训练集大小: 521, 验证集大小: 90\n", + "最大日期: 2022-05-25\n", + "划分后的训练集大小: 511, 验证集大小: 109\n", + "最大日期: 2022-05-26\n", + "划分后的训练集大小: 524, 验证集大小: 106\n", + "最大日期: 2022-05-27\n", + "划分后的训练集大小: 543, 验证集大小: 110\n", + "最大日期: 2022-05-30\n", + "划分后的训练集大小: 537, 验证集大小: 122\n", + "最大日期: 2022-05-31\n", + "划分后的训练集大小: 565, 验证集大小: 118\n", + "最大日期: 2022-06-01\n", + "划分后的训练集大小: 544, 验证集大小: 88\n", + "最大日期: 2022-06-02\n", + "划分后的训练集大小: 563, 验证集大小: 125\n", + "最大日期: 2022-06-06\n", + "划分后的训练集大小: 550, 验证集大小: 97\n", + "最大日期: 2022-06-07\n", + "划分后的训练集大小: 548, 验证集大小: 120\n", + "最大日期: 2022-06-08\n", + "划分后的训练集大小: 560, 验证集大小: 130\n", + "最大日期: 2022-06-09\n", + "划分后的训练集大小: 587, 验证集大小: 115\n", + "最大日期: 2022-06-10\n", + "划分后的训练集大小: 606, 验证集大小: 144\n", + "最大日期: 2022-06-13\n", + "划分后的训练集大小: 613, 验证集大小: 104\n", + "最大日期: 2022-06-14\n", + "划分后的训练集大小: 602, 验证集大小: 109\n", + "最大日期: 2022-06-15\n", + "划分后的训练集大小: 648, 验证集大小: 176\n", + "最大日期: 2022-06-16\n", + "划分后的训练集大小: 652, 验证集大小: 119\n", + "最大日期: 2022-06-17\n", + "划分后的训练集大小: 705, 验证集大小: 197\n", + "最大日期: 2022-06-20\n", + "划分后的训练集大小: 762, 验证集大小: 161\n", + "最大日期: 2022-06-21\n", + "划分后的训练集大小: 745, 验证集大小: 92\n", + "最大日期: 2022-06-22\n", + "划分后的训练集大小: 769, 验证集大小: 200\n", + "最大日期: 2022-06-23\n", + "划分后的训练集大小: 739, 验证集大小: 89\n", + "最大日期: 2022-06-24\n", + "划分后的训练集大小: 640, 验证集大小: 98\n", + "最大日期: 2022-06-27\n", + "划分后的训练集大小: 570, 验证集大小: 91\n", + "最大日期: 2022-06-28\n", + "划分后的训练集大小: 766, 验证集大小: 288\n", + "最大日期: 2022-06-29\n", + "划分后的训练集大小: 727, 验证集大小: 161\n", + "最大日期: 2022-06-30\n", + "划分后的训练集大小: 720, 验证集大小: 82\n", + "最大日期: 2022-07-01\n", + "划分后的训练集大小: 724, 验证集大小: 102\n", + "最大日期: 2022-07-04\n", + "划分后的训练集大小: 758, 验证集大小: 125\n", + "最大日期: 2022-07-05\n", + "划分后的训练集大小: 564, 验证集大小: 94\n", + "最大日期: 2022-07-06\n", + "划分后的训练集大小: 510, 验证集大小: 107\n", + "最大日期: 2022-07-07\n", + "划分后的训练集大小: 573, 验证集大小: 145\n", + "最大日期: 2022-07-08\n", + "划分后的训练集大小: 584, 验证集大小: 113\n", + "最大日期: 2022-07-11\n", + "划分后的训练集大小: 594, 验证集大小: 135\n", + "最大日期: 2022-07-12\n", + "划分后的训练集大小: 616, 验证集大小: 116\n", + "最大日期: 2022-07-13\n", + "划分后的训练集大小: 622, 验证集大小: 113\n", + "最大日期: 2022-07-14\n", + "划分后的训练集大小: 644, 验证集大小: 167\n", + "最大日期: 2022-07-15\n", + "划分后的训练集大小: 625, 验证集大小: 94\n", + "最大日期: 2022-07-18\n", + "划分后的训练集大小: 638, 验证集大小: 148\n", + "最大日期: 2022-07-19\n", + "划分后的训练集大小: 665, 验证集大小: 143\n", + "最大日期: 2022-07-20\n", + "划分后的训练集大小: 675, 验证集大小: 123\n", + "最大日期: 2022-07-21\n", + "划分后的训练集大小: 596, 验证集大小: 88\n", + "最大日期: 2022-07-22\n", + "划分后的训练集大小: 622, 验证集大小: 120\n", + "最大日期: 2022-07-25\n", + "划分后的训练集大小: 613, 验证集大小: 139\n", + "最大日期: 2022-07-26\n", + "划分后的训练集大小: 561, 验证集大小: 91\n", + "最大日期: 2022-07-27\n", + "划分后的训练集大小: 591, 验证集大小: 153\n", + "最大日期: 2022-07-28\n", + "划分后的训练集大小: 648, 验证集大小: 145\n", + "最大日期: 2022-07-29\n", + "划分后的训练集大小: 713, 验证集大小: 185\n", + "最大日期: 2022-08-01\n", + "划分后的训练集大小: 733, 验证集大小: 159\n", + "最大日期: 2022-08-02\n", + "划分后的训练集大小: 806, 验证集大小: 164\n", + "最大日期: 2022-08-03\n", + "划分后的训练集大小: 871, 验证集大小: 218\n", + "最大日期: 2022-08-04\n", + "划分后的训练集大小: 890, 验证集大小: 164\n", + "最大日期: 2022-08-05\n", + "划分后的训练集大小: 833, 验证集大小: 128\n", + "最大日期: 2022-08-08\n", + "划分后的训练集大小: 813, 验证集大小: 139\n", + "最大日期: 2022-08-09\n", + "划分后的训练集大小: 869, 验证集大小: 220\n", + "最大日期: 2022-08-10\n", + "划分后的训练集大小: 969, 验证集大小: 318\n", + "最大日期: 2022-08-11\n", + "划分后的训练集大小: 985, 验证集大小: 180\n", + "最大日期: 2022-08-12\n", + "划分后的训练集大小: 948, 验证集大小: 91\n", + "最大日期: 2022-08-15\n", + "划分后的训练集大小: 985, 验证集大小: 176\n", + "最大日期: 2022-08-16\n", + "划分后的训练集大小: 894, 验证集大小: 129\n", + "最大日期: 2022-08-17\n", + "划分后的训练集大小: 735, 验证集大小: 159\n", + "最大日期: 2022-08-18\n", + "划分后的训练集大小: 740, 验证集大小: 185\n", + "最大日期: 2022-08-19\n", + "划分后的训练集大小: 906, 验证集大小: 257\n", + "最大日期: 2022-08-22\n", + "划分后的训练集大小: 934, 验证集大小: 204\n", + "最大日期: 2022-08-23\n", + "划分后的训练集大小: 1019, 验证集大小: 214\n", + "最大日期: 2022-08-24\n", + "划分后的训练集大小: 950, 验证集大小: 90\n", + "最大日期: 2022-08-25\n", + "划分后的训练集大小: 912, 验证集大小: 147\n", + "最大日期: 2022-08-26\n", + "划分后的训练集大小: 800, 验证集大小: 145\n", + "最大日期: 2022-08-29\n", + "划分后的训练集大小: 770, 验证集大小: 174\n", + "最大日期: 2022-08-30\n", + "划分后的训练集大小: 660, 验证集大小: 104\n", + "最大日期: 2022-08-31\n", + "划分后的训练集大小: 694, 验证集大小: 124\n", + "最大日期: 2022-09-01\n", + "划分后的训练集大小: 735, 验证集大小: 188\n", + "最大日期: 2022-09-02\n", + "划分后的训练集大小: 739, 验证集大小: 149\n", + "最大日期: 2022-09-05\n", + "划分后的训练集大小: 724, 验证集大小: 159\n", + "最大日期: 2022-09-06\n", + "划分后的训练集大小: 738, 验证集大小: 118\n", + "最大日期: 2022-09-07\n", + "划分后的训练集大小: 726, 验证集大小: 112\n", + "最大日期: 2022-09-08\n", + "划分后的训练集大小: 638, 验证集大小: 100\n", + "最大日期: 2022-09-09\n", + "划分后的训练集大小: 703, 验证集大小: 214\n", + "最大日期: 2022-09-13\n", + "划分后的训练集大小: 667, 验证集大小: 123\n", + "最大日期: 2022-09-14\n", + "划分后的训练集大小: 641, 验证集大小: 92\n", + "最大日期: 2022-09-15\n", + "划分后的训练集大小: 706, 验证集大小: 177\n", + "最大日期: 2022-09-16\n", + "划分后的训练集大小: 707, 验证集大小: 101\n", + "最大日期: 2022-09-19\n", + "划分后的训练集大小: 638, 验证集大小: 145\n", + "最大日期: 2022-09-20\n", + "划分后的训练集大小: 606, 验证集大小: 91\n", + "最大日期: 2022-09-21\n", + "划分后的训练集大小: 647, 验证集大小: 133\n", + "最大日期: 2022-09-22\n", + "划分后的训练集大小: 561, 验证集大小: 91\n", + "最大日期: 2022-09-23\n", + "划分后的训练集大小: 547, 验证集大小: 87\n", + "最大日期: 2022-09-26\n", + "划分后的训练集大小: 522, 验证集大小: 120\n", + "最大日期: 2022-09-27\n", + "划分后的训练集大小: 522, 验证集大小: 91\n", + "最大日期: 2022-09-28\n", + "划分后的训练集大小: 499, 验证集大小: 110\n", + "最大日期: 2022-09-29\n", + "划分后的训练集大小: 562, 验证集大小: 154\n", + "最大日期: 2022-09-30\n", + "划分后的训练集大小: 556, 验证集大小: 81\n", + "最大日期: 2022-10-10\n", + "划分后的训练集大小: 547, 验证集大小: 111\n", + "最大日期: 2022-10-11\n", + "划分后的训练集大小: 581, 验证集大小: 125\n", + "最大日期: 2022-10-12\n", + "划分后的训练集大小: 558, 验证集大小: 87\n", + "最大日期: 2022-10-13\n", + "划分后的训练集大小: 495, 验证集大小: 91\n", + "最大日期: 2022-10-14\n", + "划分后的训练集大小: 531, 验证集大小: 117\n", + "最大日期: 2022-10-17\n", + "划分后的训练集大小: 567, 验证集大小: 147\n", + "最大日期: 2022-10-18\n", + "划分后的训练集大小: 589, 验证集大小: 147\n", + "最大日期: 2022-10-19\n", + "划分后的训练集大小: 618, 验证集大小: 116\n", + "最大日期: 2022-10-20\n", + "划分后的训练集大小: 621, 验证集大小: 94\n", + "最大日期: 2022-10-21\n", + "划分后的训练集大小: 593, 验证集大小: 89\n", + "最大日期: 2022-10-24\n", + "划分后的训练集大小: 534, 验证集大小: 88\n", + "最大日期: 2022-10-25\n", + "划分后的训练集大小: 512, 验证集大小: 125\n", + "最大日期: 2022-10-26\n", + "划分后的训练集大小: 486, 验证集大小: 90\n", + "最大日期: 2022-10-27\n", + "划分后的训练集大小: 565, 验证集大小: 173\n", + "最大日期: 2022-10-28\n", + "划分后的训练集大小: 568, 验证集大小: 92\n", + "最大日期: 2022-10-31\n", + "划分后的训练集大小: 575, 验证集大小: 95\n", + "最大日期: 2022-11-01\n", + "划分后的训练集大小: 562, 验证集大小: 112\n", + "最大日期: 2022-11-02\n", + "划分后的训练集大小: 586, 验证集大小: 114\n", + "最大日期: 2022-11-03\n", + "划分后的训练集大小: 522, 验证集大小: 109\n", + "最大日期: 2022-11-04\n", + "划分后的训练集大小: 518, 验证集大小: 88\n", + "最大日期: 2022-11-07\n", + "划分后的训练集大小: 590, 验证集大小: 167\n", + "最大日期: 2022-11-08\n", + "划分后的训练集大小: 594, 验证集大小: 116\n", + "最大日期: 2022-11-09\n", + "划分后的训练集大小: 564, 验证集大小: 84\n", + "最大日期: 2022-11-10\n", + "划分后的训练集大小: 659, 验证集大小: 204\n", + "最大日期: 2022-11-11\n", + "划分后的训练集大小: 725, 验证集大小: 154\n", + "最大日期: 2022-11-14\n", + "划分后的训练集大小: 703, 验证集大小: 145\n", + "最大日期: 2022-11-15\n", + "划分后的训练集大小: 846, 验证集大小: 259\n", + "最大日期: 2022-11-16\n", + "划分后的训练集大小: 888, 验证集大小: 126\n", + "最大日期: 2022-11-17\n", + "划分后的训练集大小: 807, 验证集大小: 123\n", + "最大日期: 2022-11-18\n", + "划分后的训练集大小: 818, 验证集大小: 165\n", + "最大日期: 2022-11-21\n", + "划分后的训练集大小: 841, 验证集大小: 168\n", + "最大日期: 2022-11-22\n", + "划分后的训练集大小: 769, 验证集大小: 187\n", + "最大日期: 2022-11-23\n", + "划分后的训练集大小: 793, 验证集大小: 150\n", + "最大日期: 2022-11-24\n", + "划分后的训练集大小: 890, 验证集大小: 220\n", + "最大日期: 2022-11-25\n", + "划分后的训练集大小: 829, 验证集大小: 104\n", + "最大日期: 2022-11-28\n", + "划分后的训练集大小: 827, 验证集大小: 166\n", + "最大日期: 2022-11-29\n", + "划分后的训练集大小: 797, 验证集大小: 157\n", + "最大日期: 2022-11-30\n", + "划分后的训练集大小: 800, 验证集大小: 153\n", + "最大日期: 2022-12-01\n", + "划分后的训练集大小: 691, 验证集大小: 111\n", + "最大日期: 2022-12-02\n", + "划分后的训练集大小: 679, 验证集大小: 92\n", + "最大日期: 2022-12-05\n", + "划分后的训练集大小: 621, 验证集大小: 108\n", + "最大日期: 2022-12-06\n", + "划分后的训练集大小: 555, 验证集大小: 91\n", + "最大日期: 2022-12-07\n", + "划分后的训练集大小: 502, 验证集大小: 100\n", + "最大日期: 2022-12-08\n", + "划分后的训练集大小: 482, 验证集大小: 91\n", + "最大日期: 2022-12-09\n", + "划分后的训练集大小: 492, 验证集大小: 102\n", + "最大日期: 2022-12-12\n", + "划分后的训练集大小: 476, 验证集大小: 92\n", + "最大日期: 2022-12-13\n", + "划分后的训练集大小: 488, 验证集大小: 103\n", + "最大日期: 2022-12-14\n", + "划分后的训练集大小: 566, 验证集大小: 178\n", + "最大日期: 2022-12-15\n", + "划分后的训练集大小: 572, 验证集大小: 97\n", + "最大日期: 2022-12-16\n", + "划分后的训练集大小: 639, 验证集大小: 169\n", + "最大日期: 2022-12-19\n", + "划分后的训练集大小: 638, 验证集大小: 91\n", + "最大日期: 2022-12-20\n", + "划分后的训练集大小: 669, 验证集大小: 134\n", + "最大日期: 2022-12-21\n", + "划分后的训练集大小: 627, 验证集大小: 136\n", + "最大日期: 2022-12-22\n", + "划分后的训练集大小: 623, 验证集大小: 93\n", + "最大日期: 2022-12-23\n", + "划分后的训练集大小: 572, 验证集大小: 118\n", + "最大日期: 2022-12-26\n", + "划分后的训练集大小: 571, 验证集大小: 90\n", + "最大日期: 2022-12-27\n", + "划分后的训练集大小: 529, 验证集大小: 92\n", + "最大日期: 2022-12-28\n", + "划分后的训练集大小: 480, 验证集大小: 87\n", + "最大日期: 2022-12-29\n", + "划分后的训练集大小: 476, 验证集大小: 89\n", + "最大日期: 2022-12-30\n", + "划分后的训练集大小: 512, 验证集大小: 154\n", + "最大日期: 2023-01-03\n", + "划分后的训练集大小: 549, 验证集大小: 127\n", + "最大日期: 2023-01-04\n", + "划分后的训练集大小: 612, 验证集大小: 155\n", + "最大日期: 2023-01-05\n", + "划分后的训练集大小: 725, 验证集大小: 200\n", + "最大日期: 2023-01-06\n", + "划分后的训练集大小: 918, 验证集大小: 282\n", + "最大日期: 2023-01-09\n", + "划分后的训练集大小: 860, 验证集大小: 96\n", "最大日期: 2023-01-10\n", - "划分后的训练集大小: 598, 验证集大小: 93\n", + "划分后的训练集大小: 826, 验证集大小: 93\n", "最大日期: 2023-01-11\n", - "划分后的训练集大小: 599, 验证集大小: 139\n", + "划分后的训练集大小: 771, 验证集大小: 100\n", "最大日期: 2023-01-12\n", - "划分后的训练集大小: 554, 验证集大小: 87\n", + "划分后的训练集大小: 658, 验证集大小: 87\n", "最大日期: 2023-01-13\n", - "划分后的训练集大小: 555, 验证集大小: 140\n", + "划分后的训练集大小: 524, 验证集大小: 148\n", "最大日期: 2023-01-16\n", - "划分后的训练集大小: 592, 验证集大小: 133\n", + "划分后的训练集大小: 526, 验证集大小: 98\n", "最大日期: 2023-01-17\n", - "划分后的训练集大小: 634, 验证集大小: 135\n", + "划分后的训练集大小: 541, 验证集大小: 108\n", "最大日期: 2023-01-18\n", - "划分后的训练集大小: 628, 验证集大小: 133\n", + "划分后的训练集大小: 564, 验证集大小: 123\n", "最大日期: 2023-01-19\n", - "划分后的训练集大小: 684, 验证集大小: 143\n", + "划分后的训练集大小: 590, 验证集大小: 113\n", "最大日期: 2023-01-20\n", - "划分后的训练集大小: 684, 验证集大小: 140\n", + "划分后的训练集大小: 572, 验证集大小: 130\n", "最大日期: 2023-01-30\n", - "划分后的训练集大小: 646, 验证集大小: 95\n", + "划分后的训练集大小: 569, 验证集大小: 95\n", "最大日期: 2023-01-31\n", - "划分后的训练集大小: 652, 验证集大小: 141\n", + "划分后的训练集大小: 583, 验证集大小: 122\n", "最大日期: 2023-02-01\n", - "划分后的训练集大小: 609, 验证集大小: 90\n", + "划分后的训练集大小: 550, 验证集大小: 90\n", "最大日期: 2023-02-02\n", - "划分后的训练集大小: 597, 验证集大小: 131\n", + "划分后的训练集大小: 539, 验证集大小: 102\n", "最大日期: 2023-02-03\n", - "划分后的训练集大小: 592, 验证集大小: 135\n", + "划分后的训练集大小: 505, 验证集大小: 96\n", "最大日期: 2023-02-06\n", - "划分后的训练集大小: 633, 验证集大小: 136\n", + "划分后的训练集大小: 527, 验证集大小: 117\n", "最大日期: 2023-02-07\n", - "划分后的训练集大小: 632, 验证集大小: 140\n", + "划分后的训练集大小: 519, 验证集大小: 114\n", "最大日期: 2023-02-08\n", - "划分后的训练集大小: 683, 验证集大小: 141\n", + "划分后的训练集大小: 580, 验证集大小: 151\n", "最大日期: 2023-02-09\n", - "划分后的训练集大小: 696, 验证集大小: 144\n", + "划分后的训练集大小: 622, 验证集大小: 144\n", "最大日期: 2023-02-10\n", - "划分后的训练集大小: 706, 验证集大小: 145\n", + "划分后的训练集大小: 737, 验证集大小: 211\n", "最大日期: 2023-02-13\n", - "划分后的训练集大小: 713, 验证集大小: 143\n", + "划分后的训练集大小: 744, 验证集大小: 124\n", "最大日期: 2023-02-14\n", - "划分后的训练集大小: 713, 验证集大小: 140\n", + "划分后的训练集大小: 762, 验证集大小: 132\n", "最大日期: 2023-02-15\n", - "划分后的训练集大小: 716, 验证集大小: 144\n", + "划分后的训练集大小: 774, 验证集大小: 163\n", "最大日期: 2023-02-16\n", - "划分后的训练集大小: 712, 验证集大小: 140\n", + "划分后的训练集大小: 817, 验证集大小: 187\n", "最大日期: 2023-02-17\n", - "划分后的训练集大小: 706, 验证集大小: 139\n", + "划分后的训练集大小: 763, 验证集大小: 157\n", "最大日期: 2023-02-20\n", - "划分后的训练集大小: 656, 验证集大小: 93\n", + "划分后的训练集大小: 732, 验证集大小: 93\n", "最大日期: 2023-02-21\n", - "划分后的训练集大小: 653, 验证集大小: 137\n", + "划分后的训练集大小: 728, 验证集大小: 128\n", "最大日期: 2023-02-22\n", - "划分后的训练集大小: 603, 验证集大小: 94\n", + "划分后的训练集大小: 659, 验证集大小: 94\n", "最大日期: 2023-02-23\n", - "划分后的训练集大小: 600, 验证集大小: 137\n", + "划分后的训练集大小: 599, 验证集大小: 127\n", "最大日期: 2023-02-24\n", - "划分后的训练集大小: 558, 验证集大小: 97\n", + "划分后的训练集大小: 539, 验证集大小: 97\n", "最大日期: 2023-02-27\n", - "划分后的训练集大小: 607, 验证集大小: 142\n", + "划分后的训练集大小: 701, 验证集大小: 255\n", "最大日期: 2023-02-28\n", - "划分后的训练集大小: 616, 验证集大小: 146\n", + "划分后的训练集大小: 758, 验证集大小: 185\n", "最大日期: 2023-03-01\n", - "划分后的训练集大小: 612, 验证集大小: 90\n", + "划分后的训练集大小: 754, 验证集大小: 90\n", "最大日期: 2023-03-02\n", - "划分后的训练集大小: 565, 验证集大小: 90\n", + "划分后的训练集大小: 717, 验证集大小: 90\n", "最大日期: 2023-03-03\n", - "划分后的训练集大小: 562, 验证集大小: 94\n", + "划分后的训练集大小: 713, 验证集大小: 93\n", "最大日期: 2023-03-06\n", - "划分后的训练集大小: 560, 验证集大小: 140\n", + "划分后的训练集大小: 598, 验证集大小: 140\n", "最大日期: 2023-03-07\n", - "划分后的训练集大小: 510, 验证集大小: 96\n", + "划分后的训练集大小: 509, 验证集大小: 96\n", "最大日期: 2023-03-08\n", - "划分后的训练集大小: 561, 验证集大小: 141\n", + "划分后的训练集大小: 531, 验证集大小: 112\n", "最大日期: 2023-03-09\n", - "划分后的训练集大小: 611, 验证集大小: 140\n", + "划分后的训练集大小: 552, 验证集大小: 111\n", "最大日期: 2023-03-10\n", - "划分后的训练集大小: 659, 验证集大小: 142\n", + "划分后的训练集大小: 601, 验证集大小: 142\n", "最大日期: 2023-03-13\n", - "划分后的训练集大小: 661, 验证集大小: 142\n", + "划分后的训练集大小: 622, 验证集大小: 161\n", "最大日期: 2023-03-14\n", - "划分后的训练集大小: 708, 验证集大小: 143\n", + "划分后的训练集大小: 629, 验证集大小: 103\n", "最大日期: 2023-03-15\n", - "划分后的训练集大小: 708, 验证集大小: 141\n", + "划分后的训练集大小: 697, 验证集大小: 180\n", "最大日期: 2023-03-16\n", - "划分后的训练集大小: 710, 验证集大小: 142\n", + "划分后的训练集大小: 709, 验证集大小: 123\n", "最大日期: 2023-03-17\n", - "划分后的训练集大小: 711, 验证集大小: 143\n", + "划分后的训练集大小: 797, 验证集大小: 230\n", "最大日期: 2023-03-20\n", - "划分后的训练集大小: 712, 验证集大小: 143\n", + "划分后的训练集大小: 741, 验证集大小: 105\n", "最大日期: 2023-03-21\n", - "划分后的训练集大小: 713, 验证集大小: 144\n", + "划分后的训练集大小: 764, 验证集大小: 126\n", "最大日期: 2023-03-22\n", - "划分后的训练集大小: 667, 验证集大小: 95\n", + "划分后的训练集大小: 679, 验证集大小: 95\n", "最大日期: 2023-03-23\n", - "划分后的训练集大小: 665, 验证集大小: 140\n", + "划分后的训练集大小: 705, 验证集大小: 149\n", "最大日期: 2023-03-24\n", - "划分后的训练集大小: 663, 验证集大小: 141\n", + "划分后的训练集大小: 615, 验证集大小: 140\n", "最大日期: 2023-03-27\n", - "划分后的训练集大小: 665, 验证集大小: 145\n", + "划分后的训练集大小: 636, 验证集大小: 126\n", "最大日期: 2023-03-28\n", - "划分后的训练集大小: 612, 验证集大小: 91\n", + "划分后的训练集大小: 601, 验证集大小: 91\n", "最大日期: 2023-03-29\n", - "划分后的训练集大小: 609, 验证集大小: 92\n", + "划分后的训练集大小: 598, 验证集大小: 92\n", "最大日期: 2023-03-30\n", - "划分后的训练集大小: 614, 验证集大小: 145\n", + "划分后的训练集大小: 574, 验证集大小: 125\n", "最大日期: 2023-03-31\n", - "划分后的训练集大小: 567, 验证集大小: 94\n", + "划分后的训练集大小: 528, 验证集大小: 94\n", "最大日期: 2023-04-03\n", - "划分后的训练集大小: 563, 验证集大小: 141\n", + "划分后的训练集大小: 563, 验证集大小: 161\n", "最大日期: 2023-04-04\n", - "划分后的训练集大小: 611, 验证集大小: 139\n", + "划分后的训练集大小: 700, 验证集大小: 228\n", "最大日期: 2023-04-06\n", - "划分后的训练集大小: 658, 验证集大小: 139\n", + "划分后的训练集大小: 719, 验证集大小: 111\n", "最大日期: 2023-04-07\n", - "划分后的训练集大小: 650, 验证集大小: 137\n", + "划分后的训练集大小: 761, 验证集大小: 167\n", "最大日期: 2023-04-10\n", - "划分后的训练集大小: 701, 验证集大小: 145\n", + "划分后的训练集大小: 812, 验证集大小: 145\n", "最大日期: 2023-04-11\n", - "划分后的训练集大小: 697, 验证集大小: 137\n", + "划分后的训练集大小: 787, 验证集大小: 136\n", "最大日期: 2023-04-12\n", - "划分后的训练集大小: 696, 验证集大小: 138\n", + "划分后的训练集大小: 668, 验证集大小: 109\n", "最大日期: 2023-04-13\n", - "划分后的训练集大小: 695, 验证集大小: 138\n", + "划分后的训练集大小: 685, 验证集大小: 128\n", "最大日期: 2023-04-14\n", - "划分后的训练集大小: 695, 验证集大小: 137\n", + "划分后的训练集大小: 731, 验证集大小: 213\n", "最大日期: 2023-04-17\n", - "划分后的训练集大小: 690, 验证集大小: 140\n", + "划分后的训练集大小: 716, 验证集大小: 130\n", "最大日期: 2023-04-18\n", - "划分后的训练集大小: 649, 验证集大小: 96\n", + "划分后的训练集大小: 676, 验证集大小: 96\n", "最大日期: 2023-04-19\n", - "划分后的训练集大小: 656, 验证集大小: 145\n", + "划分后的训练集大小: 702, 验证集大小: 135\n", "最大日期: 2023-04-20\n", - "划分后的训练集大小: 612, 验证集大小: 94\n", + "划分后的训练集大小: 668, 验证集大小: 94\n", "最大日期: 2023-04-21\n", - "划分后的训练集大小: 618, 验证集大小: 143\n", + "划分后的训练集大小: 598, 验证集大小: 143\n", "最大日期: 2023-04-24\n", - "划分后的训练集大小: 616, 验证集大小: 138\n", + "划分后的训练集大小: 597, 验证集大小: 129\n", "最大日期: 2023-04-25\n", - "划分后的训练集大小: 662, 验证集大小: 142\n", + "划分后的训练集大小: 652, 验证集大小: 151\n", "最大日期: 2023-04-26\n", "划分后的训练集大小: 652, 验证集大小: 135\n", "最大日期: 2023-04-27\n", "划分后的训练集大小: 651, 验证集大小: 93\n", "最大日期: 2023-04-28\n", - "划分后的训练集大小: 632, 验证集大小: 124\n", + "划分后的训练集大小: 624, 验证集大小: 116\n", "最大日期: 2023-05-04\n", - "划分后的训练集大小: 632, 验证集大小: 138\n", + "划分后的训练集大小: 633, 验证集大小: 138\n", "最大日期: 2023-05-05\n", - "划分后的训练集大小: 632, 验证集大小: 142\n", + "划分后的训练集大小: 596, 验证集大小: 114\n", "最大日期: 2023-05-08\n", - "划分后的训练集大小: 636, 验证集大小: 139\n", + "划分后的训练集大小: 610, 验证集大小: 149\n", "最大日期: 2023-05-09\n", - "划分后的训练集大小: 685, 验证集大小: 142\n", + "划分后的训练集大小: 746, 验证集大小: 229\n", "最大日期: 2023-05-10\n", - "划分后的训练集大小: 653, 验证集大小: 92\n", + "划分后的训练集大小: 722, 验证集大小: 92\n", "最大日期: 2023-05-11\n", - "划分后的训练集大小: 656, 验证集大小: 141\n", + "划分后的训练集大小: 704, 验证集大小: 120\n", "最大日期: 2023-05-12\n", - "划分后的训练集大小: 653, 验证集大小: 139\n", + "划分后的训练集大小: 777, 验证集大小: 187\n", "最大日期: 2023-05-15\n", - "划分后的训练集大小: 655, 验证集大小: 141\n", + "划分后的训练集大小: 788, 验证集大小: 160\n", "最大日期: 2023-05-16\n", - "划分后的训练集大小: 602, 验证集大小: 89\n", + "划分后的训练集大小: 648, 验证集大小: 89\n", "最大日期: 2023-05-17\n", - "划分后的训练集大小: 606, 验证集大小: 96\n", + "划分后的训练集大小: 652, 验证集大小: 96\n", "最大日期: 2023-05-18\n", - "划分后的训练集大小: 604, 验证集大小: 139\n", + "划分后的训练集大小: 632, 验证集大小: 100\n", "最大日期: 2023-05-19\n", - "划分后的训练集大小: 607, 验证集大小: 142\n", + "划分后的训练集大小: 558, 验证集大小: 113\n", "最大日期: 2023-05-22\n", - "划分后的训练集大小: 609, 验证集大小: 143\n", + "划分后的训练集大小: 502, 验证集大小: 104\n", "最大日期: 2023-05-23\n", - "划分后的训练集大小: 612, 验证集大小: 92\n", + "划分后的训练集大小: 505, 验证集大小: 92\n", "最大日期: 2023-05-24\n", - "划分后的训练集大小: 654, 验证集大小: 138\n", + "划分后的训练集大小: 527, 验证集大小: 118\n", "最大日期: 2023-05-25\n", - "划分后的训练集大小: 610, 验证集大小: 95\n", + "划分后的训练集大小: 522, 验证集大小: 95\n", "最大日期: 2023-05-26\n", - "划分后的训练集大小: 555, 验证集大小: 87\n", + "划分后的训练集大小: 496, 验证集大小: 87\n", "最大日期: 2023-05-29\n", - "划分后的训练集大小: 502, 验证集大小: 90\n", + "划分后的训练集大小: 482, 验证集大小: 90\n", "最大日期: 2023-05-30\n", - "划分后的训练集大小: 547, 验证集大小: 137\n", + "划分后的训练集大小: 498, 验证集大小: 108\n", "最大日期: 2023-05-31\n", - "划分后的训练集大小: 544, 验证集大小: 135\n", + "划分后的训练集大小: 515, 验证集大小: 135\n", "最大日期: 2023-06-01\n", - "划分后的训练集大小: 584, 验证集大小: 135\n", + "划分后的训练集大小: 554, 验证集大小: 134\n", "最大日期: 2023-06-02\n", - "划分后的训练集大小: 636, 验证集大小: 139\n", + "划分后的训练集大小: 577, 验证集大小: 110\n", "最大日期: 2023-06-05\n", - "划分后的训练集大小: 686, 验证集大小: 140\n", + "划分后的训练集大小: 627, 验证集大小: 140\n", "最大日期: 2023-06-06\n", - "划分后的训练集大小: 686, 验证集大小: 137\n", + "划分后的训练集大小: 628, 验证集大小: 109\n", "最大日期: 2023-06-07\n", - "划分后的训练集大小: 641, 验证集大小: 90\n", + "划分后的训练集大小: 583, 验证集大小: 90\n", "最大日期: 2023-06-08\n", - "划分后的训练集大小: 645, 验证集大小: 139\n", + "划分后的训练集大小: 587, 验证集大小: 138\n", "最大日期: 2023-06-09\n", - "划分后的训练集大小: 599, 验证集大小: 93\n", + "划分后的训练集大小: 570, 验证集大小: 93\n", "最大日期: 2023-06-12\n", - "划分后的训练集大小: 554, 验证集大小: 95\n", + "划分后的训练集大小: 525, 验证集大小: 95\n", "最大日期: 2023-06-13\n", - "划分后的训练集大小: 557, 验证集大小: 140\n", + "划分后的训练集大小: 548, 验证集大小: 132\n", "最大日期: 2023-06-14\n", - "划分后的训练集大小: 601, 验证集大小: 134\n", + "划分后的训练集大小: 632, 验证集大小: 174\n", "最大日期: 2023-06-15\n", - "划分后的训练集大小: 602, 验证集大小: 140\n", + "划分后的训练集大小: 653, 验证集大小: 159\n", "最大日期: 2023-06-16\n", - "划分后的训练集大小: 648, 验证集大小: 139\n", + "划分后的训练集大小: 728, 验证集大小: 168\n", "最大日期: 2023-06-19\n", - "划分后的训练集大小: 693, 验证集大小: 140\n", + "划分后的训练集大小: 763, 验证集大小: 130\n", "最大日期: 2023-06-20\n", - "划分后的训练集大小: 687, 验证集大小: 134\n", + "划分后的训练集大小: 800, 验证集大小: 169\n", "最大日期: 2023-06-21\n", - "划分后的训练集大小: 691, 验证集大小: 138\n", + "划分后的训练集大小: 867, 验证集大小: 241\n", "最大日期: 2023-06-26\n", - "划分后的训练集大小: 693, 验证集大小: 142\n", + "划分后的训练集大小: 860, 验证集大小: 152\n", "最大日期: 2023-06-27\n", - "划分后的训练集大小: 697, 验证集大小: 143\n", + "划分后的训练集大小: 935, 验证集大小: 243\n", "最大日期: 2023-06-28\n", - "划分后的训练集大小: 698, 验证集大小: 141\n", + "划分后的训练集大小: 907, 验证集大小: 102\n", "最大日期: 2023-06-29\n", - "划分后的训练集大小: 656, 验证集大小: 92\n", + "划分后的训练集大小: 830, 验证集大小: 92\n", "最大日期: 2023-06-30\n", - "划分后的训练集大小: 657, 验证集大小: 139\n", + "划分后的训练集大小: 824, 验证集大小: 235\n", "最大日期: 2023-07-03\n", - "划分后的训练集大小: 656, 验证集大小: 141\n", + "划分后的训练集大小: 793, 验证集大小: 121\n", "最大日期: 2023-07-04\n", - "划分后的训练集大小: 655, 验证集大小: 142\n", + "划分后的训练集大小: 760, 验证集大小: 210\n", "最大日期: 2023-07-05\n", - "划分后的训练集大小: 660, 验证集大小: 146\n", + "划分后的训练集大小: 794, 验证集大小: 136\n", "最大日期: 2023-07-06\n", - "划分后的训练集大小: 707, 验证集大小: 139\n", + "划分后的训练集大小: 841, 验证集大小: 139\n", "最大日期: 2023-07-07\n", - "划分后的训练集大小: 710, 验证集大小: 142\n", + "划分后的训练集大小: 767, 验证集大小: 161\n", "最大日期: 2023-07-10\n", - "划分后的训练集大小: 718, 验证集大小: 149\n", + "划分后的训练集大小: 803, 验证集大小: 157\n", "最大日期: 2023-07-11\n", - "划分后的训练集大小: 717, 验证集大小: 141\n", + "划分后的训练集大小: 699, 验证集大小: 106\n", "最大日期: 2023-07-12\n", - "划分后的训练集大小: 710, 验证集大小: 139\n", + "划分后的训练集大小: 730, 验证集大小: 167\n", "最大日期: 2023-07-13\n", - "划分后的训练集大小: 664, 验证集大小: 93\n", + "划分后的训练集大小: 684, 验证集大小: 93\n", "最大日期: 2023-07-14\n", - "划分后的训练集大小: 663, 验证集大小: 141\n", + "划分后的训练集大小: 644, 验证集大小: 121\n", "最大日期: 2023-07-17\n", - "划分后的训练集大小: 655, 验证集大小: 141\n", + "划分后的训练集大小: 599, 验证集大小: 112\n", "最大日期: 2023-07-18\n", - "划分后的训练集大小: 656, 验证集大小: 142\n", + "划分后的训练集大小: 644, 验证集大小: 151\n", "最大日期: 2023-07-19\n", - "划分后的训练集大小: 656, 验证集大小: 139\n", + "划分后的训练集大小: 616, 验证集大小: 139\n", "最大日期: 2023-07-20\n", - "划分后的训练集大小: 700, 验证集大小: 137\n", + "划分后的训练集大小: 641, 验证集大小: 118\n", "最大日期: 2023-07-21\n", - "划分后的训练集大小: 697, 验证集大小: 138\n", + "划分后的训练集大小: 620, 验证集大小: 100\n", "最大日期: 2023-07-24\n", - "划分后的训练集大小: 645, 验证集大小: 89\n", + "划分后的训练集大小: 597, 验证集大小: 89\n", "最大日期: 2023-07-25\n", - "划分后的训练集大小: 642, 验证集大小: 139\n", + "划分后的训练集大小: 546, 验证集大小: 100\n", "最大日期: 2023-07-26\n", - "划分后的训练集大小: 641, 验证集大小: 138\n", + "划分后的训练集大小: 535, 验证集大小: 128\n", "最大日期: 2023-07-27\n", - "划分后的训练集大小: 595, 验证集大小: 91\n", - "最大日期: 2023-07-28\n", - "划分后的训练集大小: 596, 验证集大小: 139\n", - "最大日期: 2023-07-31\n", - "划分后的训练集大小: 603, 验证集大小: 96\n", - "最大日期: 2023-08-01\n", - "划分后的训练集大小: 608, 验证集大小: 144\n", - "最大日期: 2023-08-02\n", - "划分后的训练集大小: 613, 验证集大小: 143\n", - "最大日期: 2023-08-03\n", - "划分后的训练集大小: 617, 验证集大小: 95\n", - "最大日期: 2023-08-04\n", - "划分后的训练集大小: 619, 验证集大小: 141\n", - "最大日期: 2023-08-07\n", - "划分后的训练集大小: 668, 验证集大小: 145\n", - "最大日期: 2023-08-08\n", - "划分后的训练集大小: 666, 验证集大小: 142\n", - "最大日期: 2023-08-09\n", - "划分后的训练集大小: 663, 验证集大小: 140\n", - "最大日期: 2023-08-10\n", - "划分后的训练集大小: 713, 验证集大小: 145\n", - "最大日期: 2023-08-11\n", - "划分后的训练集大小: 712, 验证集大小: 140\n", - "最大日期: 2023-08-14\n", - "划分后的训练集大小: 654, 验证集大小: 87\n", - "最大日期: 2023-08-15\n", - "划分后的训练集大小: 652, 验证集大小: 140\n", - "最大日期: 2023-08-16\n", - "划分后的训练集大小: 645, 验证集大小: 133\n", - "最大日期: 2023-08-17\n", - "划分后的训练集大小: 636, 验证集大小: 136\n", - "最大日期: 2023-08-18\n", - "划分后的训练集大小: 634, 验证集大小: 138\n", - "最大日期: 2023-08-21\n", - "划分后的训练集大小: 639, 验证集大小: 92\n", - "最大日期: 2023-08-22\n", - "划分后的训练集大小: 637, 验证集大小: 138\n", - "最大日期: 2023-08-23\n", - "划分后的训练集大小: 592, 验证集大小: 88\n", - "最大日期: 2023-08-24\n", - "划分后的训练集大小: 585, 验证集大小: 129\n", - "最大日期: 2023-08-25\n", - "划分后的训练集大小: 582, 验证集大小: 135\n", - "最大日期: 2023-08-28\n", - "划分后的训练集大小: 632, 验证集大小: 142\n", - "最大日期: 2023-08-29\n", - "划分后的训练集大小: 635, 验证集大小: 141\n", - "最大日期: 2023-08-30\n", - "划分后的训练集大小: 635, 验证集大小: 88\n", - "最大日期: 2023-08-31\n", - "划分后的训练集大小: 642, 验证集大小: 136\n", - "最大日期: 2023-09-01\n", - "划分后的训练集大小: 600, 验证集大小: 93\n", - "最大日期: 2023-09-04\n", - "划分后的训练集大小: 596, 验证集大小: 138\n", - "最大日期: 2023-09-05\n", - "划分后的训练集大小: 596, 验证集大小: 141\n", - "最大日期: 2023-09-06\n", - "划分后的训练集大小: 649, 验证集大小: 141\n", - "最大日期: 2023-09-07\n", - "划分后的训练集大小: 655, 验证集大小: 142\n", - "最大日期: 2023-09-08\n", - "划分后的训练集大小: 706, 验证集大小: 144\n", - "最大日期: 2023-09-11\n", - "划分后的训练集大小: 707, 验证集大小: 139\n", - "最大日期: 2023-09-12\n", - "划分后的训练集大小: 705, 验证集大小: 139\n", - "最大日期: 2023-09-13\n", - "划分后的训练集大小: 658, 验证集大小: 94\n", - "最大日期: 2023-09-14\n", - "划分后的训练集大小: 652, 验证集大小: 136\n", - "最大日期: 2023-09-15\n", - "划分后的训练集大小: 603, 验证集大小: 95\n", - "最大日期: 2023-09-18\n", - "划分后的训练集大小: 608, 验证集大小: 144\n", - "最大日期: 2023-09-19\n", - "划分后的训练集大小: 605, 验证集大小: 136\n", - "最大日期: 2023-09-20\n", - "划分后的训练集大小: 607, 验证集大小: 96\n", - "最大日期: 2023-09-21\n", - "划分后的训练集大小: 617, 验证集大小: 146\n", - "最大日期: 2023-09-22\n", - "划分后的训练集大小: 663, 验证集大小: 141\n", - "最大日期: 2023-09-25\n", - "划分后的训练集大小: 661, 验证集大小: 142\n", - "最大日期: 2023-09-26\n", - "划分后的训练集大小: 663, 验证集大小: 138\n", - "最大日期: 2023-09-27\n", - "划分后的训练集大小: 706, 验证集大小: 139\n", - "最大日期: 2023-09-28\n", - "划分后的训练集大小: 693, 验证集大小: 133\n", - "最大日期: 2023-10-09\n", - "划分后的训练集大小: 646, 验证集大小: 94\n", - "最大日期: 2023-10-10\n", - "划分后的训练集大小: 601, 验证集大小: 97\n", - "最大日期: 2023-10-11\n", - "划分后的训练集大小: 556, 验证集大小: 93\n", - "最大日期: 2023-10-12\n", - "划分后的训练集大小: 555, 验证集大小: 138\n", - "最大日期: 2023-10-13\n", - "划分后的训练集大小: 516, 验证集大小: 94\n", - "最大日期: 2023-10-16\n", - "划分后的训练集大小: 561, 验证集大小: 139\n", - "最大日期: 2023-10-17\n", - "划分后的训练集大小: 603, 验证集大小: 139\n", - "最大日期: 2023-10-18\n", - "划分后的训练集大小: 649, 验证集大小: 139\n", - "最大日期: 2023-10-19\n", - "划分后的训练集大小: 646, 验证集大小: 135\n", - "最大日期: 2023-10-20\n", - "划分后的训练集大小: 686, 验证集大小: 134\n", - "最大日期: 2023-10-23\n", - "划分后的训练集大小: 689, 验证集大小: 142\n", - "最大日期: 2023-10-24\n", - "划分后的训练集大小: 692, 验证集大小: 142\n", - "最大日期: 2023-10-25\n", - "划分后的训练集大小: 689, 验证集大小: 136\n", - "最大日期: 2023-10-26\n", - "划分后的训练集大小: 688, 验证集大小: 134\n", - "最大日期: 2023-10-27\n", - "划分后的训练集大小: 687, 验证集大小: 133\n", - "最大日期: 2023-10-30\n", - "划分后的训练集大小: 683, 验证集大小: 138\n", - "最大日期: 2023-10-31\n", - "划分后的训练集大小: 686, 验证集大小: 145\n", - "最大日期: 2023-11-01\n", - "划分后的训练集大小: 691, 验证集大小: 141\n", - "最大日期: 2023-11-02\n", - "划分后的训练集大小: 699, 验证集大小: 142\n", - "最大日期: 2023-11-03\n", - "划分后的训练集大小: 702, 验证集大小: 136\n", - "最大日期: 2023-11-06\n", - "划分后的训练集大小: 704, 验证集大小: 140\n", - "最大日期: 2023-11-07\n", - "划分后的训练集大小: 694, 验证集大小: 135\n", - "最大日期: 2023-11-08\n", - "划分后的训练集大小: 686, 验证集大小: 133\n", - "最大日期: 2023-11-09\n", - "划分后的训练集大小: 678, 验证集大小: 134\n", - "最大日期: 2023-11-10\n", - "划分后的训练集大小: 681, 验证集大小: 139\n", - "最大日期: 2023-11-13\n", - "划分后的训练集大小: 687, 验证集大小: 146\n", - "最大日期: 2023-11-14\n", - "划分后的训练集大小: 693, 验证集大小: 141\n", - "最大日期: 2023-11-15\n", - "划分后的训练集大小: 651, 验证集大小: 91\n", - "最大日期: 2023-11-16\n", - "划分后的训练集大小: 654, 验证集大小: 137\n", - "最大日期: 2023-11-17\n", - "划分后的训练集大小: 651, 验证集大小: 136\n", - "最大日期: 2023-11-20\n", - "划分后的训练集大小: 644, 验证集大小: 139\n", - "最大日期: 2023-11-21\n", - "划分后的训练集大小: 641, 验证集大小: 138\n", - "最大日期: 2023-11-22\n", - "划分后的训练集大小: 688, 验证集大小: 138\n", - "最大日期: 2023-11-23\n", - "划分后的训练集大小: 687, 验证集大小: 136\n", - "最大日期: 2023-11-24\n", - "划分后的训练集大小: 690, 验证集大小: 139\n", - "最大日期: 2023-11-27\n", - "划分后的训练集大小: 692, 验证集大小: 141\n", - "最大日期: 2023-11-28\n", - "划分后的训练集大小: 691, 验证集大小: 137\n", - "最大日期: 2023-11-29\n", - "划分后的训练集大小: 698, 验证集大小: 145\n", - "最大日期: 2023-11-30\n", - "划分后的训练集大小: 699, 验证集大小: 137\n", - "最大日期: 2023-12-01\n", - "划分后的训练集大小: 700, 验证集大小: 140\n", - "最大日期: 2023-12-04\n", - "划分后的训练集大小: 696, 验证集大小: 137\n", - "最大日期: 2023-12-05\n", - "划分后的训练集大小: 701, 验证集大小: 142\n", - "最大日期: 2023-12-06\n", - "划分后的训练集大小: 695, 验证集大小: 139\n", - "最大日期: 2023-12-07\n", - "划分后的训练集大小: 692, 验证集大小: 134\n", - "最大日期: 2023-12-08\n", - "划分后的训练集大小: 646, 验证集大小: 94\n", - "最大日期: 2023-12-11\n", - "划分后的训练集大小: 649, 验证集大小: 140\n", - "最大日期: 2023-12-12\n", - "划分后的训练集大小: 649, 验证集大小: 142\n", - "最大日期: 2023-12-13\n", - "划分后的训练集大小: 648, 验证集大小: 138\n", - "最大日期: 2023-12-14\n", - "划分后的训练集大小: 656, 验证集大小: 142\n", - "最大日期: 2023-12-15\n", - "划分后的训练集大小: 697, 验证集大小: 135\n", - "最大日期: 2023-12-18\n", - "划分后的训练集大小: 696, 验证集大小: 139\n", - "最大日期: 2023-12-19\n", - "划分后的训练集大小: 694, 验证集大小: 140\n", - "最大日期: 2023-12-20\n", - "划分后的训练集大小: 697, 验证集大小: 141\n", - "最大日期: 2023-12-21\n", - "划分后的训练集大小: 701, 验证集大小: 146\n", - "最大日期: 2023-12-22\n", - "划分后的训练集大小: 703, 验证集大小: 137\n", - "最大日期: 2023-12-25\n", - "划分后的训练集大小: 706, 验证集大小: 142\n", - "最大日期: 2023-12-26\n", - "划分后的训练集大小: 703, 验证集大小: 137\n", - "最大日期: 2023-12-27\n", - "划分后的训练集大小: 700, 验证集大小: 138\n", - "最大日期: 2023-12-28\n", - "划分后的训练集大小: 646, 验证集大小: 92\n", - "最大日期: 2023-12-29\n", - "划分后的训练集大小: 642, 验证集大小: 133\n", - "最大日期: 2024-01-02\n", - "划分后的训练集大小: 636, 验证集大小: 136\n", - "最大日期: 2024-01-03\n", - "划分后的训练集大小: 635, 验证集大小: 136\n", - "最大日期: 2024-01-04\n", - "划分后的训练集大小: 632, 验证集大小: 135\n", - "最大日期: 2024-01-05\n", - "划分后的训练集大小: 678, 验证集大小: 138\n", - "最大日期: 2024-01-08\n", - "划分后的训练集大小: 686, 验证集大小: 141\n", - "最大日期: 2024-01-09\n", - "划分后的训练集大小: 688, 验证集大小: 138\n", - "最大日期: 2024-01-10\n", - "划分后的训练集大小: 694, 验证集大小: 142\n", - "最大日期: 2024-01-11\n", - "划分后的训练集大小: 695, 验证集大小: 136\n", - "最大日期: 2024-01-12\n", - "划分后的训练集大小: 648, 验证集大小: 91\n", - "最大日期: 2024-01-15\n", - "划分后的训练集大小: 647, 验证集大小: 140\n", - "最大日期: 2024-01-16\n", - "划分后的训练集大小: 644, 验证集大小: 135\n", - "最大日期: 2024-01-17\n", - "划分后的训练集大小: 641, 验证集大小: 139\n", - "最大日期: 2024-01-18\n", - "划分后的训练集大小: 647, 验证集大小: 142\n", - "最大日期: 2024-01-19\n", - "划分后的训练集大小: 690, 验证集大小: 134\n", - "最大日期: 2024-01-22\n", - "划分后的训练集大小: 641, 验证集大小: 91\n", - "最大日期: 2024-01-23\n", - "划分后的训练集大小: 644, 验证集大小: 138\n", - "最大日期: 2024-01-24\n", - "划分后的训练集大小: 641, 验证集大小: 136\n", - "最大日期: 2024-01-25\n", - "划分后的训练集大小: 636, 验证集大小: 137\n", - "最大日期: 2024-01-26\n", - "划分后的训练集大小: 639, 验证集大小: 137\n", - "最大日期: 2024-01-29\n", - "划分后的训练集大小: 668, 验证集大小: 120\n", - "最大日期: 2024-01-30\n", - "划分后的训练集大小: 662, 验证集大小: 132\n", - "最大日期: 2024-01-31\n", - "划分后的训练集大小: 613, 验证集大小: 87\n", - "最大日期: 2024-02-01\n", - "划分后的训练集大小: 616, 验证集大小: 140\n", - "最大日期: 2024-02-02\n", - "划分后的训练集大小: 617, 验证集大小: 138\n", - "最大日期: 2024-02-05\n", - "划分后的训练集大小: 638, 验证集大小: 141\n", - "最大日期: 2024-02-06\n", - "划分后的训练集大小: 642, 验证集大小: 136\n", - "最大日期: 2024-02-07\n", - "划分后的训练集大小: 698, 验证集大小: 143\n", - "最大日期: 2024-02-08\n", - "划分后的训练集大小: 701, 验证集大小: 143\n", - "最大日期: 2024-02-19\n", - "划分后的训练集大小: 707, 验证集大小: 144\n", - "最大日期: 2024-02-20\n", - "划分后的训练集大小: 660, 验证集大小: 94\n", - "最大日期: 2024-02-21\n", - "划分后的训练集大小: 621, 验证集大小: 97\n", - "最大日期: 2024-02-22\n", - "划分后的训练集大小: 620, 验证集大小: 142\n", - "最大日期: 2024-02-23\n", - "划分后的训练集大小: 621, 验证集大小: 144\n", - "最大日期: 2024-02-26\n", - "划分后的训练集大小: 618, 验证集大小: 141\n", - "最大日期: 2024-02-27\n", - "划分后的训练集大小: 616, 验证集大小: 92\n", - "最大日期: 2024-02-28\n", - "划分后的训练集大小: 655, 验证集大小: 136\n", - "最大日期: 2024-02-29\n", - "划分后的训练集大小: 604, 验证集大小: 91\n", - "最大日期: 2024-03-01\n", - "划分后的训练集大小: 602, 验证集大小: 142\n", - "最大日期: 2024-03-04\n", - "划分后的训练集大小: 552, 验证集大小: 91\n", - "最大日期: 2024-03-05\n", - "划分后的训练集大小: 553, 验证集大小: 93\n", - "最大日期: 2024-03-06\n", "划分后的训练集大小: 508, 验证集大小: 91\n", + "最大日期: 2023-07-28\n", + "划分后的训练集大小: 517, 验证集大小: 109\n", + "最大日期: 2023-07-31\n", + "划分后的训练集大小: 524, 验证集大小: 96\n", + "最大日期: 2023-08-01\n", + "划分后的训练集大小: 558, 验证集大小: 134\n", + "最大日期: 2023-08-02\n", + "划分后的训练集大小: 630, 验证集大小: 200\n", + "最大日期: 2023-08-03\n", + "划分后的训练集大小: 634, 验证集大小: 95\n", + "最大日期: 2023-08-04\n", + "划分后的训练集大小: 646, 验证集大小: 121\n", + "最大日期: 2023-08-07\n", + "划分后的训练集大小: 666, 验证集大小: 116\n", + "最大日期: 2023-08-08\n", + "划分后的训练集大小: 634, 验证集大小: 102\n", + "最大日期: 2023-08-09\n", + "划分后的训练集大小: 555, 验证集大小: 121\n", + "最大日期: 2023-08-10\n", + "划分后的训练集大小: 576, 验证集大小: 116\n", + "最大日期: 2023-08-11\n", + "划分后的训练集大小: 642, 验证集大小: 187\n", + "最大日期: 2023-08-14\n", + "划分后的训练集大小: 613, 验证集大小: 87\n", + "最大日期: 2023-08-15\n", + "划分后的训练集大小: 611, 验证集大小: 100\n", + "最大日期: 2023-08-16\n", + "划分后的训练集大小: 623, 验证集大小: 133\n", + "最大日期: 2023-08-17\n", + "划分后的训练集大小: 653, 验证集大小: 146\n", + "最大日期: 2023-08-18\n", + "划分后的训练集大小: 585, 验证集大小: 119\n", + "最大日期: 2023-08-21\n", + "划分后的训练集大小: 590, 验证集大小: 92\n", + "最大日期: 2023-08-22\n", + "划分后的训练集大小: 619, 验证集大小: 129\n", + "最大日期: 2023-08-23\n", + "划分后的训练集大小: 574, 验证集大小: 88\n", + "最大日期: 2023-08-24\n", + "划分后的训练集大小: 594, 验证集大小: 166\n", + "最大日期: 2023-08-25\n", + "划分后的训练集大小: 575, 验证集大小: 100\n", + "最大日期: 2023-08-28\n", + "划分后的训练集大小: 588, 验证集大小: 105\n", + "最大日期: 2023-08-29\n", + "划分后的训练集大小: 600, 验证集大小: 141\n", + "最大日期: 2023-08-30\n", + "划分后的训练集大小: 600, 验证集大小: 88\n", + "最大日期: 2023-08-31\n", + "划分后的训练集大小: 543, 验证集大小: 109\n", + "最大日期: 2023-09-01\n", + "划分后的训练集大小: 536, 验证集大小: 93\n", + "最大日期: 2023-09-04\n", + "划分后的训练集大小: 577, 验证集大小: 146\n", + "最大日期: 2023-09-05\n", + "划分后的训练集大小: 538, 验证集大小: 102\n", + "最大日期: 2023-09-06\n", + "划分后的训练集大小: 571, 验证集大小: 121\n", + "最大日期: 2023-09-07\n", + "划分后的训练集大小: 614, 验证集大小: 152\n", + "最大日期: 2023-09-08\n", + "划分后的训练集大小: 625, 验证集大小: 104\n", + "最大日期: 2023-09-11\n", + "划分后的训练集大小: 599, 验证集大小: 120\n", + "最大日期: 2023-09-12\n", + "划分后的训练集大小: 608, 验证集大小: 111\n", + "最大日期: 2023-09-13\n", + "划分后的训练集大小: 581, 验证集大小: 94\n", + "最大日期: 2023-09-14\n", + "划分后的训练集大小: 546, 验证集大小: 117\n", + "最大日期: 2023-09-15\n", + "划分后的训练集大小: 537, 验证集大小: 95\n", + "最大日期: 2023-09-18\n", + "划分后的训练集大小: 552, 验证集大小: 135\n", + "最大日期: 2023-09-19\n", + "划分后的训练集大小: 551, 验证集大小: 110\n", + "最大日期: 2023-09-20\n", + "划分后的训练集大小: 553, 验证集大小: 96\n", + "最大日期: 2023-09-21\n", + "划分后的训练集大小: 562, 验证集大小: 126\n", + "最大日期: 2023-09-22\n", + "划分后的训练集大小: 590, 验证集大小: 123\n", + "最大日期: 2023-09-25\n", + "划分后的训练集大小: 558, 验证集大小: 103\n", + "最大日期: 2023-09-26\n", + "划分后的训练集大小: 623, 验证集大小: 175\n", + "最大日期: 2023-09-27\n", + "划分后的训练集大小: 714, 验证集大小: 187\n", + "最大日期: 2023-09-28\n", + "划分后的训练集大小: 703, 验证集大小: 115\n", + "最大日期: 2023-10-09\n", + "划分后的训练集大小: 674, 验证集大小: 94\n", + "最大日期: 2023-10-10\n", + "划分后的训练集大小: 668, 验证集大小: 97\n", + "最大日期: 2023-10-11\n", + "划分后的训练集大小: 586, 验证集大小: 93\n", + "最大日期: 2023-10-12\n", + "划分后的训练集大小: 518, 验证集大小: 119\n", + "最大日期: 2023-10-13\n", + "划分后的训练集大小: 497, 验证集大小: 94\n", + "最大日期: 2023-10-16\n", + "划分后的训练集大小: 532, 验证集大小: 129\n", + "最大日期: 2023-10-17\n", + "划分后的训练集大小: 584, 验证集大小: 149\n", + "最大日期: 2023-10-18\n", + "划分后的训练集大小: 772, 验证集大小: 281\n", + "最大日期: 2023-10-19\n", + "划分后的训练集大小: 844, 验证集大小: 191\n", + "最大日期: 2023-10-20\n", + "划分后的训练集大小: 845, 验证集大小: 95\n", + "最大日期: 2023-10-23\n", + "划分后的训练集大小: 819, 验证集大小: 103\n", + "最大日期: 2023-10-24\n", + "划分后的训练集大小: 810, 验证集大小: 140\n", + "最大日期: 2023-10-25\n", + "划分后的训练集大小: 665, 验证集大小: 136\n", + "最大日期: 2023-10-26\n", + "划分后的训练集大小: 579, 验证集大小: 105\n", + "最大日期: 2023-10-27\n", + "划分后的训练集大小: 578, 验证集大小: 94\n", + "最大日期: 2023-10-30\n", + "划分后的训练集大小: 623, 验证集大小: 148\n", + "最大日期: 2023-10-31\n", + "划分后的训练集大小: 647, 验证集大小: 164\n", + "最大日期: 2023-11-01\n", + "划分后的训练集大小: 700, 验证集大小: 189\n", + "最大日期: 2023-11-02\n", + "划分后的训练集大小: 717, 验证集大小: 122\n", + "最大日期: 2023-11-03\n", + "划分后的训练集大小: 732, 验证集大小: 109\n", + "最大日期: 2023-11-06\n", + "划分后的训练集大小: 741, 验证集大小: 157\n", + "最大日期: 2023-11-07\n", + "划分后的训练集大小: 695, 验证集大小: 118\n", + "最大日期: 2023-11-08\n", + "划分后的训练集大小: 727, 验证集大小: 221\n", + "最大日期: 2023-11-09\n", + "划分后的训练集大小: 857, 验证集大小: 252\n", + "最大日期: 2023-11-10\n", + "划分后的训练集大小: 869, 验证集大小: 121\n", + "最大日期: 2023-11-13\n", + "划分后的训练集大小: 839, 验证集大小: 127\n", + "最大日期: 2023-11-14\n", + "划分后的训练集大小: 872, 验证集大小: 151\n", + "最大日期: 2023-11-15\n", + "划分后的训练集大小: 742, 验证集大小: 91\n", + "最大日期: 2023-11-16\n", + "划分后的训练集大小: 607, 验证集大小: 117\n", + "最大日期: 2023-11-17\n", + "划分后的训练集大小: 583, 验证集大小: 97\n", + "最大日期: 2023-11-20\n", + "划分后的训练集大小: 615, 验证集大小: 159\n", + "最大日期: 2023-11-21\n", + "划分后的训练集大小: 638, 验证集大小: 174\n", + "最大日期: 2023-11-22\n", + "划分后的训练集大小: 694, 验证集大小: 147\n", + "最大日期: 2023-11-23\n", + "划分后的训练集大小: 684, 验证集大小: 107\n", + "最大日期: 2023-11-24\n", + "划分后的训练集大小: 794, 验证集大小: 207\n", + "最大日期: 2023-11-27\n", + "划分后的训练集大小: 824, 验证集大小: 189\n", + "最大日期: 2023-11-28\n", + "划分后的训练集大小: 816, 验证集大小: 166\n", + "最大日期: 2023-11-29\n", + "划分后的训练集大小: 794, 验证集大小: 125\n", + "最大日期: 2023-11-30\n", + "划分后的训练集大小: 873, 验证集大小: 186\n", + "最大日期: 2023-12-01\n", + "划分后的训练集大小: 806, 验证集大小: 140\n", + "最大日期: 2023-12-04\n", + "划分后的训练集大小: 754, 验证集大小: 137\n", + "最大日期: 2023-12-05\n", + "划分后的训练集大小: 710, 验证集大小: 122\n", + "最大日期: 2023-12-06\n", + "划分后的训练集大小: 753, 验证集大小: 168\n", + "最大日期: 2023-12-07\n", + "划分后的训练集大小: 701, 验证集大小: 134\n", + "最大日期: 2023-12-08\n", + "划分后的训练集大小: 655, 验证集大小: 94\n", + "最大日期: 2023-12-11\n", + "划分后的训练集大小: 688, 验证集大小: 170\n", + "最大日期: 2023-12-12\n", + "划分后的训练集大小: 678, 验证集大小: 112\n", + "最大日期: 2023-12-13\n", + "划分后的训练集大小: 609, 验证集大小: 99\n", + "最大日期: 2023-12-14\n", + "划分后的训练集大小: 674, 验证集大小: 199\n", + "最大日期: 2023-12-15\n", + "划分后的训练集大小: 705, 验证集大小: 125\n", + "最大日期: 2023-12-18\n", + "划分后的训练集大小: 723, 验证集大小: 188\n", + "最大日期: 2023-12-19\n", + "划分后的训练集大小: 713, 验证集大小: 102\n", + "最大日期: 2023-12-20\n", + "划分后的训练集大小: 765, 验证集大小: 151\n", + "最大日期: 2023-12-21\n", + "划分后的训练集大小: 748, 验证集大小: 182\n", + "最大日期: 2023-12-22\n", + "划分后的训练集大小: 760, 验证集大小: 137\n", + "最大日期: 2023-12-25\n", + "划分后的训练集大小: 704, 验证集大小: 132\n", + "最大日期: 2023-12-26\n", + "划分后的训练集大小: 875, 验证集大小: 273\n", + "最大日期: 2023-12-27\n", + "划分后的训练集大小: 862, 验证集大小: 138\n", + "最大日期: 2023-12-28\n", + "划分后的训练集大小: 772, 验证集大小: 92\n", + "最大日期: 2023-12-29\n", + "划分后的训练集大小: 768, 验证集大小: 133\n", + "最大日期: 2024-01-02\n", + "划分后的训练集大小: 800, 验证集大小: 164\n", + "最大日期: 2024-01-03\n", + "划分后的训练集大小: 683, 验证集大小: 156\n", + "最大日期: 2024-01-04\n", + "划分后的训练集大小: 728, 验证集大小: 183\n", + "最大日期: 2024-01-05\n", + "划分后的训练集大小: 812, 验证集大小: 176\n", + "最大日期: 2024-01-08\n", + "划分后的训练集大小: 829, 验证集大小: 150\n", + "最大日期: 2024-01-09\n", + "划分后的训练集大小: 763, 验证集大小: 98\n", + "最大日期: 2024-01-10\n", + "划分后的训练集大小: 769, 验证集大小: 162\n", + "最大日期: 2024-01-11\n", + "划分后的训练集大小: 801, 验证集大小: 215\n", + "最大日期: 2024-01-12\n", + "划分后的训练集大小: 716, 验证集大小: 91\n", + "最大日期: 2024-01-15\n", + "划分后的训练集大小: 726, 验证集大小: 160\n", + "最大日期: 2024-01-16\n", + "划分后的训练集大小: 726, 验证集大小: 98\n", + "最大日期: 2024-01-17\n", + "划分后的训练集大小: 683, 验证集大小: 119\n", + "最大日期: 2024-01-18\n", + "划分后的训练集大小: 647, 验证集大小: 179\n", + "最大日期: 2024-01-19\n", + "划分后的训练集大小: 689, 验证集大小: 133\n", + "最大日期: 2024-01-22\n", + "划分后的训练集大小: 619, 验证集大小: 90\n", + "最大日期: 2024-01-23\n", + "划分后的训练集大小: 642, 验证集大小: 121\n", + "最大日期: 2024-01-24\n", + "划分后的训练集大小: 659, 验证集大小: 136\n", + "最大日期: 2024-01-25\n", + "划分后的训练集大小: 636, 验证集大小: 156\n", + "最大日期: 2024-01-26\n", + "划分后的训练集大小: 705, 验证集大小: 202\n", + "最大日期: 2024-01-29\n", + "划分后的训练集大小: 744, 验证集大小: 129\n", + "最大日期: 2024-01-30\n", + "划分后的训练集大小: 821, 验证集大小: 198\n", + "最大日期: 2024-01-31\n", + "划分后的训练集大小: 772, 验证集大小: 87\n", + "最大日期: 2024-02-01\n", + "划分后的训练集大小: 795, 验证集大小: 179\n", + "最大日期: 2024-02-02\n", + "划分后的训练集大小: 730, 验证集大小: 137\n", + "最大日期: 2024-02-05\n", + "划分后的训练集大小: 856, 验证集大小: 255\n", + "最大日期: 2024-02-06\n", + "划分后的训练集大小: 813, 验证集大小: 155\n", + "最大日期: 2024-02-07\n", + "划分后的训练集大小: 898, 验证集大小: 172\n", + "最大日期: 2024-02-08\n", + "划分后的训练集大小: 1535, 验证集大小: 816\n", + "最大日期: 2024-02-19\n", + "划分后的训练集大小: 2275, 验证集大小: 877\n", + "最大日期: 2024-02-20\n", + "划分后的训练集大小: 2114, 验证集大小: 94\n", + "最大日期: 2024-02-21\n", + "划分后的训练集大小: 2056, 验证集大小: 97\n", + "最大日期: 2024-02-22\n", + "划分后的训练集大小: 2119, 验证集大小: 235\n", + "最大日期: 2024-02-23\n", + "划分后的训练集大小: 1564, 验证集大小: 261\n", + "最大日期: 2024-02-26\n", + "划分后的训练集大小: 886, 验证集大小: 199\n", + "最大日期: 2024-02-27\n", + "划分后的训练集大小: 884, 验证集大小: 92\n", + "最大日期: 2024-02-28\n", + "划分后的训练集大小: 973, 验证集大小: 186\n", + "最大日期: 2024-02-29\n", + "划分后的训练集大小: 829, 验证集大小: 91\n", + "最大日期: 2024-03-01\n", + "划分后的训练集大小: 672, 验证集大小: 104\n", + "最大日期: 2024-03-04\n", + "划分后的训练集大小: 564, 验证集大小: 91\n", + "最大日期: 2024-03-05\n", + "划分后的训练集大小: 565, 验证集大小: 93\n", + "最大日期: 2024-03-06\n", + "划分后的训练集大小: 470, 验证集大小: 91\n", "最大日期: 2024-03-07\n", - "划分后的训练集大小: 510, 验证集大小: 93\n", + "划分后的训练集大小: 472, 验证集大小: 93\n", "最大日期: 2024-03-08\n", - "划分后的训练集大小: 505, 验证集大小: 137\n", + "划分后的训练集大小: 525, 验证集大小: 157\n", "最大日期: 2024-03-11\n", - "划分后的训练集大小: 508, 验证集大小: 94\n", + "划分后的训练集大小: 528, 验证集大小: 94\n", "最大日期: 2024-03-12\n", - "划分后的训练集大小: 510, 验证集大小: 95\n", + "划分后的训练集大小: 530, 验证集大小: 95\n", "最大日期: 2024-03-13\n", - "划分后的训练集大小: 557, 验证集大小: 138\n", + "划分后的训练集大小: 585, 验证集大小: 146\n", "最大日期: 2024-03-14\n", - "划分后的训练集大小: 603, 验证集大小: 139\n", + "划分后的训练集大小: 612, 验证集大小: 120\n", "最大日期: 2024-03-15\n", - "划分后的训练集大小: 557, 验证集大小: 91\n", + "划分后的训练集大小: 546, 验证集大小: 91\n", "最大日期: 2024-03-18\n", - "划分后的训练集大小: 554, 验证集大小: 91\n", + "划分后的训练集大小: 543, 验证集大小: 91\n", "最大日期: 2024-03-19\n", - "划分后的训练集大小: 592, 验证集大小: 133\n", + "划分后的训练集大小: 629, 验证集大小: 181\n", "最大日期: 2024-03-20\n", - "划分后的训练集大小: 539, 验证集大小: 85\n", + "划分后的训练集大小: 568, 验证集大小: 85\n", "最大日期: 2024-03-21\n", - "划分后的训练集大小: 535, 验证集大小: 135\n", + "划分后的训练集大小: 654, 验证集大小: 206\n", "最大日期: 2024-03-22\n", - "划分后的训练集大小: 570, 验证集大小: 126\n", + "划分后的训练集大小: 761, 验证集大小: 198\n", "最大日期: 2024-03-25\n", - "划分后的训练集大小: 615, 验证集大小: 136\n", + "划分后的训练集大小: 853, 验证集大小: 183\n", "最大日期: 2024-03-26\n", - "划分后的训练集大小: 622, 验证集大小: 140\n", + "划分后的训练集大小: 801, 验证集大小: 129\n", "最大日期: 2024-03-27\n", - "划分后的训练集大小: 675, 验证集大小: 138\n", + "划分后的训练集大小: 836, 验证集大小: 120\n", "最大日期: 2024-03-28\n", - "划分后的训练集大小: 679, 验证集大小: 139\n", + "划分后的训练集大小: 739, 验证集大小: 109\n", "最大日期: 2024-03-29\n", - "划分后的训练集大小: 694, 验证集大小: 141\n", + "划分后的训练集大小: 709, 验证集大小: 168\n", "最大日期: 2024-04-01\n", - "划分后的训练集大小: 700, 验证集大小: 142\n", + "划分后的训练集大小: 629, 验证集大小: 103\n", "最大日期: 2024-04-02\n", - "划分后的训练集大小: 698, 验证集大小: 138\n", + "划分后的训练集大小: 646, 验证集大小: 146\n", "最大日期: 2024-04-03\n", - "划分后的训练集大小: 689, 验证集大小: 129\n", + "划分后的训练集大小: 636, 验证集大小: 110\n", "最大日期: 2024-04-08\n", - "划分后的训练集大小: 691, 验证集大小: 141\n", + "划分后的训练集大小: 686, 验证集大小: 159\n", "最大日期: 2024-04-09\n", - "划分后的训练集大小: 690, 验证集大小: 140\n", + "划分后的训练集大小: 621, 验证集大小: 103\n", "最大日期: 2024-04-10\n", - "划分后的训练集大小: 642, 验证集大小: 94\n", + "划分后的训练集大小: 612, 验证集大小: 94\n", "最大日期: 2024-04-11\n", - "划分后的训练集大小: 643, 验证集大小: 139\n", + "划分后的训练集大小: 605, 验证集大小: 139\n", "最大日期: 2024-04-12\n", - "划分后的训练集大小: 605, 验证集大小: 91\n", + "划分后的训练集大小: 586, 验证集大小: 91\n", "最大日期: 2024-04-15\n", - "划分后的训练集大小: 547, 验证集大小: 83\n", + "划分后的训练集大小: 509, 验证集大小: 82\n", "最大日期: 2024-04-16\n", - "划分后的训练集大小: 550, 验证集大小: 143\n", + "划分后的训练集大小: 530, 验证集大小: 124\n", "最大日期: 2024-04-17\n", - "划分后的训练集大小: 545, 验证集大小: 89\n", + "划分后的训练集大小: 525, 验证集大小: 89\n", "最大日期: 2024-04-18\n", - "划分后的训练集大小: 549, 验证集大小: 143\n", + "划分后的训练集大小: 539, 验证集大小: 153\n", "最大日期: 2024-04-19\n", - "划分后的训练集大小: 549, 验证集大小: 91\n", + "划分后的训练集大小: 539, 验证集大小: 91\n", "最大日期: 2024-04-22\n", - "划分后的训练集大小: 607, 验证集大小: 141\n", + "划分后的训练集大小: 607, 验证集大小: 150\n", "最大日期: 2024-04-23\n", - "划分后的训练集大小: 609, 验证集大小: 145\n", + "划分后的训练集大小: 646, 验证集大小: 163\n", "最大日期: 2024-04-24\n", - "划分后的训练集大小: 611, 验证集大小: 91\n", + "划分后的训练集大小: 648, 验证集大小: 91\n", "最大日期: 2024-04-25\n", - "划分后的训练集大小: 562, 验证集大小: 94\n", + "划分后的训练集大小: 589, 验证集大小: 94\n", "最大日期: 2024-04-26\n", - "划分后的训练集大小: 611, 验证集大小: 140\n", + "划分后的训练集大小: 602, 验证集大小: 104\n", "最大日期: 2024-04-29\n", - "划分后的训练集大小: 609, 验证集大小: 139\n", + "划分后的训练集大小: 608, 验证集大小: 156\n", "最大日期: 2024-04-30\n", - "划分后的训练集大小: 604, 验证集大小: 140\n", + "划分后的训练集大小: 576, 验证集大小: 131\n", "最大日期: 2024-05-06\n", - "划分后的训练集大小: 605, 验证集大小: 92\n", + "划分后的训练集大小: 577, 验证集大小: 92\n", "最大日期: 2024-05-07\n", - "划分后的训练集大小: 651, 验证集大小: 140\n", + "划分后的训练集大小: 595, 验证集大小: 112\n", "最大日期: 2024-05-08\n", - "划分后的训练集大小: 603, 验证集大小: 92\n", + "划分后的训练集大小: 583, 验证集大小: 92\n", "最大日期: 2024-05-09\n", - "划分后的训练集大小: 556, 验证集大小: 92\n", + "划分后的训练集大小: 519, 验证集大小: 92\n", "最大日期: 2024-05-10\n", - "划分后的训练集大小: 506, 验证集大小: 90\n", + "划分后的训练集大小: 477, 验证集大小: 89\n", "最大日期: 2024-05-13\n", - "划分后的训练集大小: 551, 验证集大小: 137\n", + "划分后的训练集大小: 542, 验证集大小: 157\n", "最大日期: 2024-05-14\n", - "划分后的训练集大小: 554, 验证集大小: 143\n", + "划分后的训练集大小: 613, 验证集大小: 183\n", "最大日期: 2024-05-15\n", - "划分后的训练集大小: 602, 验证集大小: 140\n", + "划分后的训练集大小: 720, 验证集大小: 199\n", "最大日期: 2024-05-16\n", - "划分后的训练集大小: 651, 验证集大小: 141\n", + "划分后的训练集大小: 769, 验证集大小: 141\n", "最大日期: 2024-05-17\n", - "划分后的训练集大小: 657, 验证集大小: 96\n", + "划分后的训练集大小: 776, 验证集大小: 96\n", "最大日期: 2024-05-20\n", - "划分后的训练集大小: 614, 验证集大小: 94\n", + "划分后的训练集大小: 713, 验证集大小: 94\n", "最大日期: 2024-05-21\n", - "划分后的训练集大小: 612, 验证集大小: 141\n", + "划分后的训练集大小: 671, 验证集大小: 141\n", "最大日期: 2024-05-22\n", - "划分后的训练集大小: 610, 验证集大小: 138\n", + "划分后的训练集大小: 580, 验证集大小: 108\n", "最大日期: 2024-05-23\n", - "划分后的训练集大小: 564, 验证集大小: 95\n", + "划分后的训练集大小: 534, 验证集大小: 95\n", "最大日期: 2024-05-24\n", - "划分后的训练集大小: 562, 验证集大小: 94\n", + "划分后的训练集大小: 532, 验证集大小: 94\n", "最大日期: 2024-05-27\n", - "划分后的训练集大小: 616, 验证集大小: 148\n", + "划分后的训练集大小: 576, 验证集大小: 138\n", "最大日期: 2024-05-28\n", - "划分后的训练集大小: 574, 验证集大小: 99\n", + "划分后的训练集大小: 534, 验证集大小: 99\n", "最大日期: 2024-05-29\n", - "划分后的训练集大小: 580, 验证集大小: 144\n", + "划分后的训练集大小: 619, 验证集大小: 193\n", "最大日期: 2024-05-30\n", - "划分后的训练集大小: 627, 验证集大小: 142\n", + "划分后的训练集大小: 646, 验证集大小: 122\n", "最大日期: 2024-05-31\n", - "划分后的训练集大小: 631, 验证集大小: 98\n", + "划分后的训练集大小: 650, 验证集大小: 98\n", "最大日期: 2024-06-03\n", - "划分后的训练集大小: 578, 验证集大小: 95\n", + "划分后的训练集大小: 607, 验证集大小: 95\n", "最大日期: 2024-06-04\n", - "划分后的训练集大小: 620, 验证集大小: 141\n", + "划分后的训练集大小: 620, 验证集大小: 112\n", "最大日期: 2024-06-05\n", - "划分后的训练集大小: 573, 验证集大小: 97\n", + "划分后的训练集大小: 524, 验证集大小: 97\n", "最大日期: 2024-06-06\n", - "划分后的训练集大小: 575, 验证集大小: 144\n", + "划分后的训练集大小: 517, 验证集大小: 115\n", "最大日期: 2024-06-07\n", - "划分后的训练集大小: 625, 验证集大小: 148\n", + "划分后的训练集大小: 558, 验证集大小: 139\n", "最大日期: 2024-06-11\n", - "划分后的训练集大小: 624, 验证集大小: 94\n", + "划分后的训练集大小: 557, 验证集大小: 94\n", "最大日期: 2024-06-12\n", - "划分后的训练集大小: 580, 验证集大小: 97\n", + "划分后的训练集大小: 542, 验证集大小: 97\n", "最大日期: 2024-06-13\n", - "划分后的训练集大小: 626, 验证集大小: 143\n", + "划分后的训练集大小: 588, 验证集大小: 143\n", "最大日期: 2024-06-14\n", - "划分后的训练集大小: 622, 验证集大小: 140\n", + "划分后的训练集大小: 650, 验证集大小: 177\n", "最大日期: 2024-06-17\n", - "划分后的训练集大小: 617, 验证集大小: 143\n", + "划分后的训练集大小: 636, 验证集大小: 125\n", "最大日期: 2024-06-18\n", - "划分后的训练集大小: 617, 验证集大小: 94\n", + "划分后的训练集大小: 636, 验证集大小: 94\n", "最大日期: 2024-06-19\n", - "划分后的训练集大小: 667, 验证集大小: 147\n", + "划分后的训练集大小: 676, 验证集大小: 137\n", "最大日期: 2024-06-20\n", - "划分后的训练集大小: 621, 验证集大小: 97\n", + "划分后的训练集大小: 630, 验证集大小: 97\n", "最大日期: 2024-06-21\n", - "划分后的训练集大小: 579, 验证集大小: 98\n", + "划分后的训练集大小: 551, 验证集大小: 98\n", "最大日期: 2024-06-24\n", - "划分后的训练集大小: 580, 验证集大小: 144\n", + "划分后的训练集大小: 550, 验证集大小: 124\n", "最大日期: 2024-06-25\n", - "划分后的训练集大小: 628, 验证集大小: 142\n", + "划分后的训练集大小: 618, 验证集大小: 162\n", "最大日期: 2024-06-26\n", "划分后的训练集大小: 572, 验证集大小: 91\n", "最大日期: 2024-06-27\n", "划分后的训练集大小: 571, 验证集大小: 96\n", "最大日期: 2024-06-28\n", - "划分后的训练集大小: 616, 验证集大小: 143\n", + "划分后的训练集大小: 587, 验证集大小: 114\n", "最大日期: 2024-07-01\n", - "划分后的训练集大小: 569, 验证集大小: 97\n", + "划分后的训练集大小: 560, 验证集大小: 97\n", "最大日期: 2024-07-02\n", - "划分后的训练集大小: 523, 验证集大小: 96\n", + "划分后的训练集大小: 494, 验证集大小: 96\n", "最大日期: 2024-07-03\n", - "划分后的训练集大小: 574, 验证集大小: 142\n", + "划分后的训练集大小: 573, 验证集大小: 170\n", "最大日期: 2024-07-04\n", - "划分后的训练集大小: 624, 验证集大小: 146\n", + "划分后的训练集大小: 583, 验证集大小: 106\n", "最大日期: 2024-07-05\n", - "划分后的训练集大小: 624, 验证集大小: 143\n", + "划分后的训练集大小: 749, 验证集大小: 280\n", "最大日期: 2024-07-08\n", - "划分后的训练集大小: 672, 验证集大小: 145\n", + "划分后的训练集大小: 904, 验证集大小: 252\n", "最大日期: 2024-07-09\n", - "划分后的训练集大小: 674, 验证集大小: 98\n", + "划分后的训练集大小: 906, 验证集大小: 98\n", "最大日期: 2024-07-10\n", - "划分后的训练集大小: 625, 验证集大小: 93\n", + "划分后的训练集大小: 829, 验证集大小: 93\n", "最大日期: 2024-07-11\n", - "划分后的训练集大小: 621, 验证集大小: 142\n", + "划分后的训练集大小: 895, 验证集大小: 172\n", "最大日期: 2024-07-12\n", - "划分后的训练集大小: 571, 验证集大小: 93\n", + "划分后的训练集大小: 708, 验证集大小: 93\n", "最大日期: 2024-07-15\n", - "划分后的训练集大小: 563, 验证集大小: 137\n", + "划分后的训练集大小: 574, 验证集大小: 118\n", "最大日期: 2024-07-16\n", - "划分后的训练集大小: 553, 验证集大小: 88\n", + "划分后的训练集大小: 564, 验证集大小: 88\n", "最大日期: 2024-07-17\n", - "划分后的训练集大小: 604, 验证集大小: 144\n", + "划分后的训练集大小: 605, 验证集大小: 134\n", "最大日期: 2024-07-18\n", - "划分后的训练集大小: 554, 验证集大小: 92\n", + "划分后的训练集大小: 525, 验证集大小: 92\n", "最大日期: 2024-07-19\n", - "划分后的训练集大小: 558, 验证集大小: 97\n", + "划分后的训练集大小: 529, 验证集大小: 97\n", "最大日期: 2024-07-22\n", - "划分后的训练集大小: 564, 验证集大小: 143\n", + "划分后的训练集大小: 544, 验证集大小: 133\n", "最大日期: 2024-07-23\n", - "划分后的训练集大小: 573, 验证集大小: 97\n", + "划分后的训练集大小: 553, 验证集大小: 97\n", "最大日期: 2024-07-24\n", - "划分后的训练集大小: 568, 验证集大小: 139\n", + "划分后的训练集大小: 529, 验证集大小: 110\n", "最大日期: 2024-07-25\n", - "划分后的训练集大小: 615, 验证集大小: 139\n", + "划分后的训练集大小: 624, 验证集大小: 187\n", "最大日期: 2024-07-26\n", - "划分后的训练集大小: 613, 验证集大小: 95\n", + "划分后的训练集大小: 622, 验证集大小: 95\n", "最大日期: 2024-07-29\n", - "划分后的训练集大小: 610, 验证集大小: 140\n", + "划分后的训练集大小: 610, 验证集大小: 121\n", "最大日期: 2024-07-30\n", "划分后的训练集大小: 654, 验证集大小: 141\n", "最大日期: 2024-07-31\n", - "划分后的训练集大小: 646, 验证集大小: 131\n", - "最大日期: 2024-08-01\n", - "划分后的训练集大小: 642, 验证集大小: 135\n", - "最大日期: 2024-08-02\n", - "划分后的训练集大小: 684, 验证集大小: 137\n", - "最大日期: 2024-08-05\n", "划分后的训练集大小: 675, 验证集大小: 131\n", + "最大日期: 2024-08-01\n", + "划分后的训练集大小: 643, 验证集大小: 155\n", + "最大日期: 2024-08-02\n", + "划分后的训练集大小: 703, 验证集大小: 155\n", + "最大日期: 2024-08-05\n", + "划分后的训练集大小: 684, 验证集大小: 102\n", "最大日期: 2024-08-06\n", - "划分后的训练集大小: 674, 验证集大小: 140\n", + "划分后的训练集大小: 664, 验证集大小: 121\n", "最大日期: 2024-08-07\n", - "划分后的训练集大小: 687, 验证集大小: 144\n", + "划分后的训练集大小: 716, 验证集大小: 183\n", "最大日期: 2024-08-08\n", - "划分后的训练集大小: 694, 验证集大小: 142\n", + "划分后的训练集大小: 782, 验证集大小: 221\n", "最大日期: 2024-08-09\n", - "划分后的训练集大小: 699, 验证集大小: 142\n", + "划分后的训练集大小: 826, 验证集大小: 199\n", "最大日期: 2024-08-12\n", - "划分后的训练集大小: 713, 验证集大小: 145\n", + "划分后的训练集大小: 840, 验证集大小: 116\n", "最大日期: 2024-08-13\n", - "划分后的训练集大小: 665, 验证集大小: 92\n", + "划分后的训练集大小: 811, 验证集大小: 92\n", "最大日期: 2024-08-14\n", - "划分后的训练集大小: 662, 验证集大小: 141\n", + "划分后的训练集大小: 742, 验证集大小: 114\n", "最大日期: 2024-08-15\n", - "划分后的训练集大小: 620, 验证集大小: 100\n", + "划分后的训练集大小: 621, 验证集大小: 100\n", "最大日期: 2024-08-16\n", - "划分后的训练集大小: 624, 验证集大小: 146\n", + "划分后的训练集大小: 558, 验证集大小: 136\n", "最大日期: 2024-08-19\n", - "划分后的训练集大小: 623, 验证集大小: 144\n", + "划分后的训练集大小: 585, 验证集大小: 143\n", "最大日期: 2024-08-20\n", - "划分后的训练集大小: 675, 验证集大小: 144\n", + "划分后的训练集大小: 666, 验证集大小: 173\n", "最大日期: 2024-08-21\n", - "划分后的训练集大小: 681, 验证集大小: 147\n", + "划分后的训练集大小: 719, 验证集大小: 167\n", "最大日期: 2024-08-22\n", - "划分后的训练集大小: 723, 验证集大小: 142\n", + "划分后的训练集大小: 732, 验证集大小: 113\n", "最大日期: 2024-08-23\n", - "划分后的训练集大小: 718, 验证集大小: 141\n", + "划分后的训练集大小: 737, 验证集大小: 141\n", "最大日期: 2024-08-26\n", - "划分后的训练集大小: 719, 验证集大小: 145\n", + "划分后的训练集大小: 748, 验证集大小: 154\n", "最大日期: 2024-08-27\n", - "划分后的训练集大小: 715, 验证集大小: 140\n", + "划分后的训练集大小: 733, 验证集大小: 158\n", "最大日期: 2024-08-28\n", - "划分后的训练集大小: 663, 验证集大小: 95\n", + "划分后的训练集大小: 661, 验证集大小: 95\n", "最大日期: 2024-08-29\n", - "划分后的训练集大小: 661, 验证集大小: 140\n", + "划分后的训练集大小: 650, 验证集大小: 102\n", "最大日期: 2024-08-30\n", - "划分后的训练集大小: 612, 验证集大小: 92\n", - "最大日期: 2024-09-02\n", - "划分后的训练集大小: 608, 验证集大小: 141\n", - "最大日期: 2024-09-03\n", - "划分后的训练集大小: 611, 验证集大小: 143\n", - "最大日期: 2024-09-04\n", - "划分后的训练集大小: 614, 验证集大小: 98\n", - "最大日期: 2024-09-05\n", - "划分后的训练集大小: 566, 验证集大小: 92\n", - "最大日期: 2024-09-06\n", - "划分后的训练集大小: 568, 验证集大小: 94\n", - "最大日期: 2024-09-09\n", - "划分后的训练集大小: 566, 验证集大小: 139\n", - "最大日期: 2024-09-10\n", - "划分后的训练集大小: 560, 验证集大小: 137\n", - "最大日期: 2024-09-11\n", - "划分后的训练集大小: 556, 验证集大小: 94\n", - "最大日期: 2024-09-12\n", - "划分后的训练集大小: 605, 验证集大小: 141\n", - "最大日期: 2024-09-13\n", - "划分后的训练集大小: 648, 验证集大小: 137\n", - "最大日期: 2024-09-18\n", - "划分后的训练集大小: 606, 验证集大小: 97\n", - "最大日期: 2024-09-19\n", - "划分后的训练集大小: 609, 验证集大小: 140\n", - "最大日期: 2024-09-20\n", - "划分后的训练集大小: 654, 验证集大小: 139\n", - "最大日期: 2024-09-23\n", - "划分后的训练集大小: 650, 验证集大小: 137\n", - "最大日期: 2024-09-24\n", - "划分后的训练集大小: 596, 验证集大小: 83\n", - "最大日期: 2024-09-25\n", - "划分后的训练集大小: 638, 验证集大小: 139\n", - "最大日期: 2024-09-26\n", - "划分后的训练集大小: 587, 验证集大小: 89\n", - "最大日期: 2024-09-27\n", - "划分后的训练集大小: 583, 验证集大小: 135\n", - "最大日期: 2024-09-30\n", - "划分后的训练集大小: 566, 验证集大小: 120\n", - "最大日期: 2024-10-08\n", - "划分后的训练集大小: 566, 验证集大小: 83\n", - "最大日期: 2024-10-09\n", - "划分后的训练集大小: 506, 验证集大小: 79\n", - "最大日期: 2024-10-10\n", - "划分后的训练集大小: 534, 验证集大小: 117\n", - "最大日期: 2024-10-11\n", - "划分后的训练集大小: 539, 验证集大小: 140\n", - "最大日期: 2024-10-14\n", - "划分后的训练集大小: 558, 验证集大小: 139\n", - "最大日期: 2024-10-15\n", - "划分后的训练集大小: 618, 验证集大小: 143\n", - "最大日期: 2024-10-16\n", - "划分后的训练集大小: 683, 验证集大小: 144\n", - "最大日期: 2024-10-17\n", - "划分后的训练集大小: 704, 验证集大小: 138\n", - "最大日期: 2024-10-18\n", - "划分后的训练集大小: 698, 验证集大小: 134\n", - "最大日期: 2024-10-21\n", - "划分后的训练集大小: 697, 验证集大小: 138\n", - "最大日期: 2024-10-22\n", - "划分后的训练集大小: 688, 验证集大小: 134\n", - "最大日期: 2024-10-23\n", - "划分后的训练集大小: 670, 验证集大小: 126\n", - "最大日期: 2024-10-24\n", - "划分后的训练集大小: 616, 验证集大小: 84\n", - "最大日期: 2024-10-25\n", - "划分后的训练集大小: 609, 验证集大小: 127\n", - "最大日期: 2024-10-28\n", - "划分后的训练集大小: 601, 验证集大小: 130\n", - "最大日期: 2024-10-29\n", - "划分后的训练集大小: 590, 验证集大小: 123\n", - "最大日期: 2024-10-30\n", - "划分后的训练集大小: 563, 验证集大小: 99\n", - "最大日期: 2024-10-31\n", - "划分后的训练集大小: 602, 验证集大小: 123\n", - "最大日期: 2024-11-01\n", - "划分后的训练集大小: 575, 验证集大小: 100\n", - "最大日期: 2024-11-04\n", - "划分后的训练集大小: 576, 验证集大小: 131\n", - "最大日期: 2024-11-05\n", - "划分后的训练集大小: 590, 验证集大小: 137\n", - "最大日期: 2024-11-06\n", - "划分后的训练集大小: 623, 验证集大小: 132\n", - "最大日期: 2024-11-07\n", - "划分后的训练集大小: 625, 验证集大小: 125\n", - "最大日期: 2024-11-08\n", - "划分后的训练集大小: 608, 验证集大小: 83\n", - "最大日期: 2024-11-11\n", - "划分后的训练集大小: 610, 验证集大小: 133\n", - "最大日期: 2024-11-12\n", - "划分后的训练集大小: 614, 验证集大小: 141\n", - "最大日期: 2024-11-13\n", - "划分后的训练集大小: 619, 验证集大小: 137\n", - "最大日期: 2024-11-14\n", - "划分后的训练集大小: 631, 验证集大小: 137\n", - "最大日期: 2024-11-15\n", - "划分后的训练集大小: 684, 验证集大小: 136\n", - "最大日期: 2024-11-18\n", - "划分后的训练集大小: 692, 验证集大小: 141\n", - "最大日期: 2024-11-19\n", - "划分后的训练集大小: 687, 验证集大小: 136\n", - "最大日期: 2024-11-20\n", - "划分后的训练集大小: 684, 验证集大小: 134\n", - "最大日期: 2024-11-21\n", - "划分后的训练集大小: 682, 验证集大小: 135\n", - "最大日期: 2024-11-22\n", - "划分后的训练集大小: 674, 验证集大小: 128\n", - "最大日期: 2024-11-25\n", - "划分后的训练集大小: 659, 验证集大小: 126\n", - "最大日期: 2024-11-26\n", - "划分后的训练集大小: 651, 验证集大小: 128\n", - "最大日期: 2024-11-27\n", - "划分后的训练集大小: 645, 验证集大小: 128\n", - "最大日期: 2024-11-28\n", - "划分后的训练集大小: 643, 验证集大小: 133\n", - "最大日期: 2024-11-29\n", - "划分后的训练集大小: 643, 验证集大小: 128\n", - "最大日期: 2024-12-02\n", - "划分后的训练集大小: 652, 验证集大小: 135\n", - "最大日期: 2024-12-03\n", - "划分后的训练集大小: 647, 验证集大小: 123\n", - "最大日期: 2024-12-04\n", - "划分后的训练集大小: 640, 验证集大小: 121\n", - "最大日期: 2024-12-05\n", - "划分后的训练集大小: 637, 验证集大小: 130\n", - "最大日期: 2024-12-06\n", - "划分后的训练集大小: 631, 验证集大小: 122\n", - "最大日期: 2024-12-09\n", - "划分后的训练集大小: 628, 验证集大小: 132\n", - "最大日期: 2024-12-10\n", - "划分后的训练集大小: 633, 验证集大小: 128\n", - "最大日期: 2024-12-11\n", - "划分后的训练集大小: 645, 验证集大小: 133\n", - "最大日期: 2024-12-12\n", - "划分后的训练集大小: 653, 验证集大小: 138\n", - "最大日期: 2024-12-13\n", - "划分后的训练集大小: 654, 验证集大小: 123\n", - "最大日期: 2024-12-16\n", - "划分后的训练集大小: 649, 验证集大小: 127\n", - "最大日期: 2024-12-17\n", - "划分后的训练集大小: 639, 验证集大小: 118\n", - "最大日期: 2024-12-18\n", - "划分后的训练集大小: 641, 验证集大小: 135\n", - "最大日期: 2024-12-19\n", - "划分后的训练集大小: 635, 验证集大小: 132\n", - "最大日期: 2024-12-20\n", - "划分后的训练集大小: 652, 验证集大小: 140\n", - "最大日期: 2024-12-23\n", - "划分后的训练集大小: 662, 验证集大小: 137\n", - "最大日期: 2024-12-24\n", - "划分后的训练集大小: 684, 验证集大小: 140\n", - "最大日期: 2024-12-25\n", - "划分后的训练集大小: 688, 验证集大小: 139\n", - "最大日期: 2024-12-26\n", - "划分后的训练集大小: 696, 验证集大小: 140\n", - "最大日期: 2024-12-27\n", - "划分后的训练集大小: 697, 验证集大小: 141\n", - "最大日期: 2024-12-30\n", - "划分后的训练集大小: 702, 验证集大小: 142\n", - "最大日期: 2024-12-31\n", - "划分后的训练集大小: 699, 验证集大小: 137\n", - "最大日期: 2025-01-02\n", - "划分后的训练集大小: 651, 验证集大小: 91\n", - "最大日期: 2025-01-03\n", - "划分后的训练集大小: 637, 验证集大小: 126\n", - "最大日期: 2025-01-06\n", - "划分后的训练集大小: 632, 验证集大小: 136\n", - "最大日期: 2025-01-07\n", - "划分后的训练集大小: 582, 验证集大小: 92\n", - "最大日期: 2025-01-08\n", - "划分后的训练集大小: 582, 验证集大小: 137\n", - "最大日期: 2025-01-09\n", - "划分后的训练集大小: 629, 验证集大小: 138\n", - "最大日期: 2025-01-10\n", - "划分后的训练集大小: 635, 验证集大小: 132\n", - "最大日期: 2025-01-13\n", - "划分后的训练集大小: 641, 验证集大小: 142\n", - "最大日期: 2025-01-14\n", - "划分后的训练集大小: 646, 验证集大小: 97\n", - "最大日期: 2025-01-15\n", - "划分后的训练集大小: 651, 验证集大小: 142\n", - "最大日期: 2025-01-16\n", - "划分后的训练集大小: 656, 验证集大小: 143\n", - "最大日期: 2025-01-17\n", - "划分后的训练集大小: 614, 验证集大小: 90\n", - "最大日期: 2025-01-20\n", - "划分后的训练集大小: 604, 验证集大小: 132\n", - "最大日期: 2025-01-21\n", - "划分后的训练集大小: 649, 验证集大小: 142\n", - "最大日期: 2025-01-22\n", - "划分后的训练集大小: 648, 验证集大小: 141\n", - "最大日期: 2025-01-23\n", - "划分后的训练集大小: 644, 验证集大小: 139\n", - "最大日期: 2025-01-24\n", - "划分后的训练集大小: 692, 验证集大小: 138\n", - "最大日期: 2025-01-27\n", - "划分后的训练集大小: 696, 验证集大小: 136\n", - "最大日期: 2025-02-05\n", - "划分后的训练集大小: 648, 验证集大小: 94\n", - "最大日期: 2025-02-06\n", - "划分后的训练集大小: 648, 验证集大小: 141\n", - "最大日期: 2025-02-07\n", "划分后的训练集大小: 601, 验证集大小: 92\n", + "最大日期: 2024-09-02\n", + "划分后的训练集大小: 551, 验证集大小: 104\n", + "最大日期: 2024-09-03\n", + "划分后的训练集大小: 496, 验证集大小: 103\n", + "最大日期: 2024-09-04\n", + "划分后的训练集大小: 499, 验证集大小: 98\n", + "最大日期: 2024-09-05\n", + "划分后的训练集大小: 489, 验证集大小: 92\n", + "最大日期: 2024-09-06\n", + "划分后的训练集大小: 491, 验证集大小: 94\n", + "最大日期: 2024-09-09\n", + "划分后的训练集大小: 536, 验证集大小: 149\n", + "最大日期: 2024-09-10\n", + "划分后的训练集大小: 550, 验证集大小: 117\n", + "最大日期: 2024-09-11\n", + "划分后的训练集大小: 546, 验证集大小: 94\n", + "最大日期: 2024-09-12\n", + "划分后的训练集大小: 576, 验证集大小: 122\n", + "最大日期: 2024-09-13\n", + "划分后的训练集大小: 579, 验证集大小: 97\n", + "最大日期: 2024-09-18\n", + "划分后的训练集大小: 527, 验证集大小: 97\n", + "最大日期: 2024-09-19\n", + "划分后的训练集大小: 512, 验证集大小: 102\n", + "最大日期: 2024-09-20\n", + "划分后的训练集大小: 547, 验证集大小: 129\n", + "最大日期: 2024-09-23\n", + "划分后的训练集大小: 572, 验证集大小: 147\n", + "最大日期: 2024-09-24\n", + "划分后的训练集大小: 558, 验证集大小: 83\n", + "最大日期: 2024-09-25\n", + "划分后的训练集大小: 590, 验证集大小: 129\n", + "最大日期: 2024-09-26\n", + "划分后的训练集大小: 577, 验证集大小: 89\n", + "最大日期: 2024-09-27\n", + "划分后的训练集大小: 553, 验证集大小: 105\n", + "最大日期: 2024-09-30\n", + "划分后的训练集大小: 489, 验证集大小: 83\n", + "最大日期: 2024-10-08\n", + "划分后的训练集大小: 510, 验证集大小: 104\n", + "最大日期: 2024-10-09\n", + "划分后的训练集大小: 471, 验证集大小: 90\n", + "最大日期: 2024-10-10\n", + "划分后的训练集大小: 583, 验证集大小: 201\n", + "最大日期: 2024-10-11\n", + "划分后的训练集大小: 627, 验证集大小: 149\n", + "最大日期: 2024-10-14\n", + "划分后的训练集大小: 752, 验证集大小: 208\n", + "最大日期: 2024-10-15\n", + "划分后的训练集大小: 751, 验证集大小: 103\n", + "最大日期: 2024-10-16\n", + "划分后的训练集大小: 833, 验证集大小: 172\n", + "最大日期: 2024-10-17\n", + "划分后的训练集大小: 829, 验证集大小: 197\n", + "最大日期: 2024-10-18\n", + "划分后的训练集大小: 794, 验证集大小: 114\n", + "最大日期: 2024-10-21\n", + "划分后的训练集大小: 744, 验证集大小: 158\n", + "最大日期: 2024-10-22\n", + "划分后的训练集大小: 862, 验证集大小: 221\n", + "最大日期: 2024-10-23\n", + "划分后的训练集大小: 799, 验证集大小: 109\n", + "最大日期: 2024-10-24\n", + "划分后的训练集大小: 685, 验证集大小: 83\n", + "最大日期: 2024-10-25\n", + "划分后的训练集大小: 691, 验证集大小: 120\n", + "最大日期: 2024-10-28\n", + "划分后的训练集大小: 643, 验证集大小: 110\n", + "最大日期: 2024-10-29\n", + "划分后的训练集大小: 527, 验证集大小: 105\n", + "最大日期: 2024-10-30\n", + "划分后的训练集大小: 523, 验证集大小: 105\n", + "最大日期: 2024-10-31\n", + "划分后的训练集大小: 643, 验证集大小: 203\n", + "最大日期: 2024-11-01\n", + "划分后的训练集大小: 728, 验证集大小: 205\n", + "最大日期: 2024-11-04\n", + "划分后的训练集大小: 815, 验证集大小: 197\n", + "最大日期: 2024-11-05\n", + "划分后的训练集大小: 876, 验证集大小: 166\n", + "最大日期: 2024-11-06\n", + "划分后的训练集大小: 959, 验证集大小: 188\n", + "最大日期: 2024-11-07\n", + "划分后的训练集大小: 855, 验证集大小: 99\n", + "最大日期: 2024-11-08\n", + "划分后的训练集大小: 733, 验证集大小: 83\n", + "最大日期: 2024-11-11\n", + "划分后的训练集大小: 717, 验证集大小: 181\n", + "最大日期: 2024-11-12\n", + "划分后的训练集大小: 682, 验证集大小: 131\n", + "最大日期: 2024-11-13\n", + "划分后的训练集大小: 692, 验证集大小: 198\n", + "最大日期: 2024-11-14\n", + "划分后的训练集大小: 780, 验证集大小: 187\n", + "最大日期: 2024-11-15\n", + "划分后的训练集大小: 841, 验证集大小: 144\n", + "最大日期: 2024-11-18\n", + "划分后的训练集大小: 800, 验证集大小: 140\n", + "最大日期: 2024-11-19\n", + "划分后的训练集大小: 767, 验证集大小: 98\n", + "最大日期: 2024-11-20\n", + "划分后的训练集大小: 687, 验证集大小: 118\n", + "最大日期: 2024-11-21\n", + "划分后的训练集大小: 643, 验证集大小: 143\n", + "最大日期: 2024-11-22\n", + "划分后的训练集大小: 645, 验证集大小: 146\n", + "最大日期: 2024-11-25\n", + "划分后的训练集大小: 621, 验证集大小: 116\n", + "最大日期: 2024-11-26\n", + "划分后的训练集大小: 761, 验证集大小: 238\n", + "最大日期: 2024-11-27\n", + "划分后的训练集大小: 781, 验证集大小: 138\n", + "最大日期: 2024-11-28\n", + "划分后的训练集大小: 798, 验证集大小: 160\n", + "最大日期: 2024-11-29\n", + "划分后的训练集大小: 797, 验证集大小: 145\n", + "最大日期: 2024-12-02\n", + "划分后的训练集大小: 826, 验证集大小: 145\n", + "最大日期: 2024-12-03\n", + "划分后的训练集大小: 778, 验证集大小: 190\n", + "最大日期: 2024-12-04\n", + "划分后的训练集大小: 761, 验证集大小: 121\n", + "最大日期: 2024-12-05\n", + "划分后的训练集大小: 812, 验证集大小: 211\n", + "最大日期: 2024-12-06\n", + "划分后的训练集大小: 770, 验证集大小: 103\n", + "最大日期: 2024-12-09\n", + "划分后的训练集大小: 738, 验证集大小: 113\n", + "最大日期: 2024-12-10\n", + "划分后的训练集大小: 735, 验证集大小: 187\n", + "最大日期: 2024-12-11\n", + "划分后的训练集大小: 726, 验证集大小: 112\n", + "最大日期: 2024-12-12\n", + "划分后的训练集大小: 689, 验证集大小: 174\n", + "最大日期: 2024-12-13\n", + "划分后的训练集大小: 718, 验证集大小: 132\n", + "最大日期: 2024-12-16\n", + "划分后的训练集大小: 701, 验证集大小: 96\n", + "最大日期: 2024-12-17\n", + "划分后的训练集大小: 796, 验证集大小: 282\n", + "最大日期: 2024-12-18\n", + "划分后的训练集大小: 791, 验证集大小: 107\n", + "最大日期: 2024-12-19\n", + "划分后的训练集大小: 941, 验证集大小: 324\n", + "最大日期: 2024-12-20\n", + "划分后的训练集大小: 1044, 验证集大小: 235\n", + "最大日期: 2024-12-23\n", + "划分后的训练集大小: 1047, 验证集大小: 99\n", + "最大日期: 2024-12-24\n", + "划分后的训练集大小: 876, 验证集大小: 111\n", + "最大日期: 2024-12-25\n", + "划分后的训练集大小: 984, 验证集大小: 215\n", + "最大日期: 2024-12-26\n", + "划分后的训练集大小: 800, 验证集大小: 140\n", + "最大日期: 2024-12-27\n", + "划分后的训练集大小: 697, 验证集大小: 132\n", + "最大日期: 2024-12-30\n", + "划分后的训练集大小: 720, 验证集大小: 122\n", + "最大日期: 2024-12-31\n", + "划分后的训练集大小: 710, 验证集大小: 101\n", + "最大日期: 2025-01-02\n", + "划分后的训练集大小: 586, 验证集大小: 91\n", + "最大日期: 2025-01-03\n", + "划分后的训练集大小: 538, 验证集大小: 92\n", + "最大日期: 2025-01-06\n", + "划分后的训练集大小: 525, 验证集大小: 119\n", + "最大日期: 2025-01-07\n", + "划分后的训练集大小: 495, 验证集大小: 92\n", + "最大日期: 2025-01-08\n", + "划分后的训练集大小: 540, 验证集大小: 146\n", + "最大日期: 2025-01-09\n", + "划分后的训练集大小: 557, 验证集大小: 108\n", + "最大日期: 2025-01-10\n", + "划分后的训练集大小: 720, 验证集大小: 255\n", + "最大日期: 2025-01-13\n", + "划分后的训练集大小: 733, 验证集大小: 132\n", + "最大日期: 2025-01-14\n", + "划分后的训练集大小: 738, 验证集大小: 97\n", + "最大日期: 2025-01-15\n", + "划分后的训练集大小: 734, 验证集大小: 142\n", + "最大日期: 2025-01-16\n", + "划分后的训练集大小: 769, 验证集大小: 143\n", + "最大日期: 2025-01-17\n", + "划分后的训练集大小: 603, 验证集大小: 89\n", + "最大日期: 2025-01-20\n", + "划分后的训练集大小: 594, 验证集大小: 123\n", + "最大日期: 2025-01-21\n", + "划分后的训练集大小: 758, 验证集大小: 261\n", + "最大日期: 2025-01-22\n", + "划分后的训练集大小: 801, 验证集大小: 185\n", + "最大日期: 2025-01-23\n", + "划分后的训练集大小: 836, 验证集大小: 178\n", + "最大日期: 2025-01-24\n", + "划分后的训练集大小: 942, 验证集大小: 195\n", + "最大日期: 2025-01-27\n", + "划分后的训练集大小: 954, 验证集大小: 135\n", + "最大日期: 2025-02-05\n", + "划分后的训练集大小: 787, 验证集大小: 94\n", + "最大日期: 2025-02-06\n", + "划分后的训练集大小: 733, 验证集大小: 131\n", + "最大日期: 2025-02-07\n", + "划分后的训练集大小: 647, 验证集大小: 92\n", "最大日期: 2025-02-10\n", - "划分后的训练集大小: 595, 验证集大小: 132\n", + "划分后的训练集大小: 567, 验证集大小: 115\n", "最大日期: 2025-02-11\n", - "划分后的训练集大小: 591, 验证集大小: 132\n", + "划分后的训练集大小: 564, 验证集大小: 132\n", "最大日期: 2025-02-12\n", - "划分后的训练集大小: 631, 验证集大小: 134\n", + "划分后的训练集大小: 594, 验证集大小: 124\n", "最大日期: 2025-02-13\n", - "划分后的训练集大小: 629, 验证集大小: 139\n", + "划分后的训练集大小: 687, 验证集大小: 224\n", "最大日期: 2025-02-14\n", - "划分后的训练集大小: 680, 验证集大小: 143\n", + "划分后的训练集大小: 699, 验证集大小: 104\n", "最大日期: 2025-02-17\n", - "划分后的训练集大小: 685, 验证集大小: 137\n", + "划分后的训练集大小: 780, 验证集大小: 196\n", "最大日期: 2025-02-18\n", - "划分后的训练集大小: 693, 验证集大小: 140\n", + "划分后的训练集大小: 798, 验证集大小: 150\n", "最大日期: 2025-02-19\n", - "划分后的训练集大小: 701, 验证集大小: 142\n", + "划分后的训练集大小: 787, 验证集大小: 113\n", "最大日期: 2025-02-20\n", - "划分后的训练集大小: 654, 验证集大小: 92\n", + "划分后的训练集大小: 655, 验证集大小: 92\n", "最大日期: 2025-02-21\n", - "划分后的训练集大小: 644, 验证集大小: 133\n", + "划分后的训练集大小: 724, 验证集大小: 173\n", "最大日期: 2025-02-24\n", - "划分后的训练集大小: 643, 验证集大小: 136\n", + "划分后的训练集大小: 718, 验证集大小: 190\n", "最大日期: 2025-02-25\n", - "划分后的训练集大小: 636, 验证集大小: 133\n", + "划分后的训练集大小: 701, 验证集大小: 133\n", "最大日期: 2025-02-26\n", - "划分后的训练集大小: 634, 验证集大小: 140\n", + "划分后的训练集大小: 828, 验证集大小: 240\n", "最大日期: 2025-02-27\n", - "划分后的训练集大小: 676, 验证集大小: 134\n", + "划分后的训练集大小: 862, 验证集大小: 126\n", "最大日期: 2025-02-28\n", - "划分后的训练集大小: 674, 验证集大小: 131\n", + "划分后的训练集大小: 913, 验证集大小: 224\n", "最大日期: 2025-03-03\n", - "划分后的训练集大小: 675, 验证集大小: 137\n", + "划分后的训练集大小: 841, 验证集大小: 118\n", "最大日期: 2025-03-04\n", - "划分后的训练集大小: 675, 验证集大小: 133\n", + "划分后的训练集大小: 841, 验证集大小: 133\n", "最大日期: 2025-03-05\n", - "划分后的训练集大小: 675, 验证集大小: 140\n", + "划分后的训练集大小: 750, 验证集大小: 149\n", "最大日期: 2025-03-06\n", - "划分后的训练集大小: 680, 验证集大小: 139\n", + "划分后的训练集大小: 727, 验证集大小: 103\n", "最大日期: 2025-03-07\n", - "划分后的训练集大小: 689, 验证集大小: 140\n", + "划分后的训练集大小: 682, 验证集大小: 179\n", "最大日期: 2025-03-10\n", - "划分后的训练集大小: 691, 验证集大小: 139\n", + "划分后的训练集大小: 723, 验证集大小: 159\n", "最大日期: 2025-03-11\n", - "划分后的训练集大小: 650, 验证集大小: 92\n", + "划分后的训练集大小: 682, 验证集大小: 92\n", "最大日期: 2025-03-12\n", - "划分后的训练集大小: 652, 验证集大小: 142\n", + "划分后的训练集大小: 684, 验证集大小: 151\n", "最大日期: 2025-03-13\n", - "划分后的训练集大小: 652, 验证集大小: 139\n", + "划分后的训练集大小: 796, 验证集大小: 215\n", "最大日期: 2025-03-14\n", - "划分后的训练集大小: 656, 验证集大小: 144\n", + "划分后的训练集大小: 820, 验证集大小: 203\n", "最大日期: 2025-03-17\n", - "划分后的训练集大小: 663, 验证集大小: 146\n", + "划分后的训练集大小: 767, 验证集大小: 106\n", "最大日期: 2025-03-18\n", - "划分后的训练集大小: 708, 验证集大小: 137\n", + "划分后的训练集大小: 822, 验证集大小: 147\n", "最大日期: 2025-03-19\n", - "划分后的训练集大小: 653, 验证集大小: 87\n", + "划分后的训练集大小: 758, 验证集大小: 87\n", "最大日期: 2025-03-20\n", - "划分后的训练集大小: 646, 验证集大小: 132\n", + "划分后的训练集大小: 656, 验证集大小: 113\n", "最大日期: 2025-03-21\n", - "划分后的训练集大小: 628, 验证集大小: 126\n", + "划分后的训练集大小: 595, 验证集大小: 142\n", "最大日期: 2025-03-24\n", - "划分后的训练集大小: 609, 验证集大小: 127\n", + "划分后的训练集大小: 645, 验证集大小: 156\n", "最大日期: 2025-03-25\n", - "划分后的训练集大小: 607, 验证集大小: 135\n", + "划分后的训练集大小: 603, 验证集大小: 105\n", "最大日期: 2025-03-26\n", - "划分后的训练集大小: 659, 验证集大小: 139\n", - "最大日期: 2025-03-27\n", - "划分后的训练集大小: 664, 验证集大小: 137\n", - "最大日期: 2025-03-28\n", - "划分后的训练集大小: 538, 验证集大小: 137\n" + "划分后的训练集大小: 665, 验证集大小: 149\n" ] } ], - "execution_count": 165 + "execution_count": 64 }, { "cell_type": "code", "id": "10f15e935aa02a34", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:32:45.090101Z", - "start_time": "2025-04-05T15:32:45.081890Z" + "end_time": "2025-04-05T18:01:46.449474Z", + "start_time": "2025-04-05T18:01:46.441493Z" } }, - "source": [ - "\n", - "print(pdf[pdf['trade_date'] == '2024-10-30'][['ts_code', 'label']])" - ], + "source": "print(pdf[pdf['trade_date'] == '2024-10-30'][['ts_code', 'label']])", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ts_code label\n", - "225851 603038.SH 1.0\n", - "225852 002094.SZ 19.0\n", - "225853 603887.SH 0.0\n", - "225854 002628.SZ 5.0\n", - "225855 002272.SZ 1.0\n", + "236729 603268.SH 19.0\n", + "236728 002685.SZ 1.0\n", + "236727 002693.SZ 1.0\n", + "236726 600839.SH 0.0\n", + "236725 002272.SZ 1.0\n", "... ... ...\n", - "225997 605086.SH 4.0\n", - "225998 002229.SZ 2.0\n", - "225926 002457.SZ 2.0\n", - "225984 002787.SZ 2.0\n", - "225993 600825.SH 1.0\n", + "236954 002843.SZ 2.0\n", + "236953 600570.SH 10.0\n", + "236952 002988.SZ 1.0\n", + "236951 002708.SZ 0.0\n", + "236955 002760.SZ 9.0\n", "\n", - "[150 rows x 2 columns]\n" + "[240 rows x 2 columns]\n" ] } ], - "execution_count": 166 + "execution_count": 61 }, { "cell_type": "code", "id": "0dc75517-c857-4f1d-8815-e807400a6d33", "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:32:45.152853Z", - "start_time": "2025-04-05T15:32:45.099609Z" + "end_time": "2025-04-05T18:01:46.512618Z", + "start_time": "2025-04-05T18:01:46.449474Z" } }, "source": [ @@ -2751,17 +4221,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "147\n" + "167\n" ] } ], - "execution_count": 167 + "execution_count": 62 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-04-05T15:32:45.217026Z", - "start_time": "2025-04-05T15:32:45.203286Z" + "end_time": "2025-04-05T18:01:46.579788Z", + "start_time": "2025-04-05T18:01:46.566533Z" } }, "cell_type": "code", @@ -2820,26 +4290,26 @@ "output_type": "stream", "text": [ "### 各因子 NaN 值占比 ###\n", - "mv_growth 2.040816\n", - "arbr 2.040816\n", - "smallcap_concentration 0.680272\n", - "industry_obv 0.680272\n", - "cost_stability 0.680272\n", - " ... \n", - "obv 0.000000\n", - "momentum_factor 0.000000\n", - "resonance_factor 0.000000\n", - "cat_vol_spike 0.000000\n", - "vol 0.000000\n", + "mv_growth 2.395210\n", + "arbr 1.796407\n", + "industry_rank_act_factor3 1.197605\n", + "industry_act_factor1 1.197605\n", + "std_return_90 - std_return_90_2 1.197605\n", + " ... \n", + "obv 0.000000\n", + "momentum_factor 0.000000\n", + "resonance_factor 0.000000\n", + "cat_vol_spike 0.000000\n", + "vol 0.000000\n", "Length: 94, dtype: float64\n", "\n", "\n", "### 包含 NaN 值最多的前 5 个因子 ###\n", - "mv_growth 2.040816\n", - "arbr 2.040816\n", - "winner_rate 0.680272\n", - "industry_return_5 0.680272\n", - "industry_rank_act_factor2 0.680272\n", + "mv_growth 2.395210\n", + "arbr 1.796407\n", + "industry_rank_act_factor3 1.197605\n", + "industry_act_factor3 1.197605\n", + "industry_return_5 1.197605\n", "dtype: float64\n", "\n", "\n", @@ -2847,7 +4317,7 @@ "\n", "每日 NaN 值数量:\n", "trade_date\n", - "2023-01-03 3\n", + "2023-01-03 4\n", "Name: mv_growth, dtype: int64\n", "------------------------------\n", "\n", @@ -2861,12 +4331,21 @@ "------------------------------\n", "\n", "\n", - "### 因子 'winner_rate' 的 NaN 值分析 ###\n", + "### 因子 'industry_rank_act_factor3' 的 NaN 值分析 ###\n", "\n", "每日 NaN 值数量:\n", "trade_date\n", - "2023-01-03 1\n", - "Name: winner_rate, dtype: int64\n", + "2023-01-03 2\n", + "Name: industry_rank_act_factor3, dtype: int64\n", + "------------------------------\n", + "\n", + "\n", + "### 因子 'industry_act_factor3' 的 NaN 值分析 ###\n", + "\n", + "每日 NaN 值数量:\n", + "trade_date\n", + "2023-01-03 2\n", + "Name: industry_act_factor3, dtype: int64\n", "------------------------------\n", "\n", "\n", @@ -2874,24 +4353,15 @@ "\n", "每日 NaN 值数量:\n", "trade_date\n", - "2023-01-03 1\n", + "2023-01-03 2\n", "Name: industry_return_5, dtype: int64\n", "------------------------------\n", "\n", - "\n", - "### 因子 'industry_rank_act_factor2' 的 NaN 值分析 ###\n", - "\n", - "每日 NaN 值数量:\n", - "trade_date\n", - "2023-01-03 1\n", - "Name: industry_rank_act_factor2, dtype: int64\n", - "------------------------------\n", - "\n", "\n" ] } ], - "execution_count": 168 + "execution_count": 63 } ], "metadata": {