From 64ba2b1ead2c8131637853a76bd8631b69cb11c2 Mon Sep 17 00:00:00 2001
From: liwq <122639653@qq.com>
Date: Fri, 23 Jan 2026 17:38:42 +0800
Subject: [PATCH] =?UTF-8?q?=E8=B0=83=E6=95=B4=E8=84=9A=E6=9C=AC?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .gitignore                                    |    8 +-
 PyModel/aggregate_data_v7.py                  |   94 +
 .../data_test_dir/result_1769062158609.json   | 2761 +++++++++++++++++
 .../ExAggregateDataScriptSchedule.java        |    8 +-
 4 files changed, 2862 insertions(+), 9 deletions(-)
 create mode 100644 PyModel/aggregate_data_v7.py
 create mode 100644 PyModel/data_test_dir/result_1769062158609.json

diff --git a/.gitignore b/.gitignore
index dbe2def..e442b92 100644
--- a/.gitignore
+++ b/.gitignore
@@ -34,13 +34,7 @@ out/
 .copilot/
 
 # Maven 构建目录
-/ruoyi-common/target/
-/ruoyi-system/target/
-/ruoyi-quartz/target/
-/ruoyi-generator/target/
-/ruoyi-framework/target/
-/ruoyi-admin/target/
-/erp_client_sb/target/
+
 target/
 *.class
 
diff --git a/PyModel/aggregate_data_v7.py b/PyModel/aggregate_data_v7.py
new file mode 100644
index 0000000..045ba08
--- /dev/null
+++ b/PyModel/aggregate_data_v7.py
@@ -0,0 +1,94 @@
+import json
+import os
+import pandas as pd
+import numpy as np
+from datetime import timedelta
+
+# 1. 整合数据
+# data_dirs = ['data_test_dir', 'data_test_dir1']
+data_dirs = ['data_test_dir']
+all_records = []
+
+for d in data_dirs:
+    if not os.path.exists(d): continue
+    for f in os.listdir(d):
+        if f.endswith('.json') and f != 'stat_result.json':
+            with open(os.path.join(d, f), 'r') as file:
+                try:
+                    all_records.extend(json.load(file))
+                except:
+                    continue
+
+df = pd.DataFrame(all_records)
+df = df.drop_duplicates(subset=['id'], keep='last')
+df['time'] = pd.to_datetime(df['time'])
+print(f"Total unique records: {len(df)}")
+
+
+# 2. 极速统计函数
+def calculate_stats_fast(group):
+    if group.empty: return {}
+    stats = {}
+    stats['winner_prob'] = group['winner'].value_counts(normalize=True).to_dict()
+    stats['GD1_prob'] = (group['winner'] >= 12).map({True: '冠亚大', False: '冠亚小'}).value_counts(
+        normalize=True).to_dict()
+    stats['GD2_prob'] = group['GD2'].value_counts(normalize=True).to_dict()
+
+    res_df = pd.DataFrame(group['result'].tolist())
+    pos_probs = {}
+    pos_detail_probs = {}
+    for col in range(10):
+        col_data = res_df[col]
+        pos_probs[f'pos_{col}'] = col_data.value_counts(normalize=True).to_dict()
+        is_big = (col_data >= 6).map({True: '大', False: '小'})
+        is_odd = (col_data % 2 != 0).map({True: '单', False: '双'})
+        pos_detail_probs[f'pos_{col}'] = {
+            'big_small': is_big.value_counts(normalize=True).to_dict(),
+            'odd_even': is_odd.value_counts(normalize=True).to_dict()
+        }
+    stats['result_pos_prob'] = pos_probs
+    stats['result_pos_detail_prob'] = pos_detail_probs
+
+    glh_df = pd.DataFrame(group['GLH_result'].tolist())
+    glh_pos_probs = {}
+    for col in range(5):
+        glh_pos_probs[f'pos_{col}'] = glh_df[col].value_counts(normalize=True).to_dict()
+    stats['GLH_pos_prob'] = glh_pos_probs
+    return stats
+
+
+# 3. 多维度聚合
+df['hour_min'] = df['time'].dt.strftime('%H:%M:%S')
+df['day_of_month'] = df['time'].dt.day
+df['day_of_week'] = df['time'].dt.dayofweek
+
+# 全量统计
+print("Calculating full history stats...")
+time_stats = df.groupby('hour_min').apply(calculate_stats_fast).to_dict()
+date_stats = df.groupby('day_of_month').apply(calculate_stats_fast).to_dict()
+week_stats = df.groupby('day_of_week').apply(calculate_stats_fast).to_dict()
+
+# 最近 100 天统计
+print("Calculating recent 100 days stats...")
+first_date = df['time'].min()
+last_date = df['time'].max()
+# 总预测命中率大概在 0.3241
+# start_date_last_0000_1d = last_date - timedelta(days=int(len(df["time"]) * 0.3241 / 276))
+# 取前 x 天，多了这 x 天会影响概率分布 + 万份之一
+start_date_last_0000_2d = last_date - timedelta(days=(0.0001 * len(df["time"]) / 276) + 1)
+df_0000_2d = df[df['time'] >= start_date_last_0000_2d]
+time_stats_0000_2d = df_0000_2d.groupby('hour_min').apply(calculate_stats_fast).to_dict()
+
+# 4. 保存结果
+output_data = {
+    'by_time': time_stats,
+    'by_time_recent_0000_2d': time_stats_0000_2d,
+    'by_date': date_stats,
+    'by_week': week_stats,
+    'last_updated': last_date.strftime('%Y-%m-%d %H:%M:%S')
+}
+
+with open('data_test_predict/aggregated_stats_v7.json', 'w') as f:
+    json.dump(output_data, f)
+
+print(f"Stats V7 generated with 100-day window. Last data point: {last_date}")
\ No newline at end of file
diff --git a/PyModel/data_test_dir/result_1769062158609.json b/PyModel/data_test_dir/result_1769062158609.json
new file mode 100644
index 0000000..cbb9755
--- /dev/null
+++ b/PyModel/data_test_dir/result_1769062158609.json
@@ -0,0 +1,2761 @@
+[ {
+  "result" : [ 9, 1, 4, 7, 8, 6, 5, 3, 2, 10 ],
+  "sum1" : 29,
+  "sum2" : 26,
+  "winner" : 10,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "虎", "虎", "龙", "龙", "龙" ],
+  "id" : "20260122072",
+  "time" : "2026-01-22 06:00:00"
+}, {
+  "result" : [ 1, 7, 2, 4, 5, 3, 10, 9, 6, 8 ],
+  "sum1" : 19,
+  "sum2" : 36,
+  "winner" : 8,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "虎", "龙", "虎", "虎", "龙" ],
+  "id" : "20260122071",
+  "time" : "2026-01-22 05:55:00"
+}, {
+  "result" : [ 9, 6, 3, 10, 2, 1, 5, 7, 4, 8 ],
+  "sum1" : 30,
+  "sum2" : 25,
+  "winner" : 15,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "虎", "龙", "龙" ],
+  "id" : "20260122070",
+  "time" : "2026-01-22 05:50:00"
+}, {
+  "result" : [ 10, 1, 9, 7, 8, 4, 2, 6, 3, 5 ],
+  "sum1" : 35,
+  "sum2" : 20,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "龙", "龙", "龙" ],
+  "id" : "20260122069",
+  "time" : "2026-01-22 05:45:00"
+}, {
+  "result" : [ 5, 9, 10, 4, 6, 2, 8, 7, 3, 1 ],
+  "sum1" : 34,
+  "sum2" : 21,
+  "winner" : 14,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "龙", "虎", "龙" ],
+  "id" : "20260122068",
+  "time" : "2026-01-22 05:40:00"
+}, {
+  "result" : [ 10, 2, 5, 3, 1, 9, 8, 7, 4, 6 ],
+  "sum1" : 21,
+  "sum2" : 34,
+  "winner" : 12,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "虎", "虎", "虎", "虎" ],
+  "id" : "20260122067",
+  "time" : "2026-01-22 05:35:00"
+}, {
+  "result" : [ 4, 7, 3, 8, 2, 6, 9, 10, 5, 1 ],
+  "sum1" : 24,
+  "sum2" : 31,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "龙", "虎", "虎", "虎" ],
+  "id" : "20260122066",
+  "time" : "2026-01-22 05:30:00"
+}, {
+  "result" : [ 6, 2, 7, 3, 4, 10, 8, 1, 9, 5 ],
+  "sum1" : 22,
+  "sum2" : 33,
+  "winner" : 8,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "龙", "虎", "虎" ],
+  "id" : "20260122065",
+  "time" : "2026-01-22 05:25:00"
+}, {
+  "result" : [ 5, 1, 2, 10, 9, 6, 7, 8, 3, 4 ],
+  "sum1" : 27,
+  "sum2" : 28,
+  "winner" : 6,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "虎", "龙", "龙" ],
+  "id" : "20260122064",
+  "time" : "2026-01-22 05:20:00"
+}, {
+  "result" : [ 5, 6, 8, 1, 9, 2, 10, 4, 7, 3 ],
+  "sum1" : 29,
+  "sum2" : 26,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "龙", "虎", "龙" ],
+  "id" : "20260122063",
+  "time" : "2026-01-22 05:15:00"
+}, {
+  "result" : [ 8, 5, 6, 9, 1, 3, 7, 10, 2, 4 ],
+  "sum1" : 29,
+  "sum2" : 26,
+  "winner" : 13,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "虎", "龙", "虎" ],
+  "id" : "20260122062",
+  "time" : "2026-01-22 05:10:00"
+}, {
+  "result" : [ 4, 9, 6, 1, 8, 2, 7, 10, 5, 3 ],
+  "sum1" : 28,
+  "sum2" : 27,
+  "winner" : 13,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "虎", "虎", "龙" ],
+  "id" : "20260122061",
+  "time" : "2026-01-22 05:05:00"
+}, {
+  "result" : [ 1, 7, 6, 2, 4, 9, 3, 8, 10, 5 ],
+  "sum1" : 20,
+  "sum2" : 35,
+  "winner" : 8,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "虎", "虎", "虎", "虎", "虎" ],
+  "id" : "20260122060",
+  "time" : "2026-01-22 05:00:00"
+}, {
+  "result" : [ 5, 8, 6, 3, 1, 10, 7, 2, 4, 9 ],
+  "sum1" : 23,
+  "sum2" : 32,
+  "winner" : 13,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "虎", "龙", "龙", "虎", "虎" ],
+  "id" : "20260122059",
+  "time" : "2026-01-22 04:55:00"
+}, {
+  "result" : [ 6, 2, 8, 1, 9, 10, 5, 7, 3, 4 ],
+  "sum1" : 26,
+  "sum2" : 29,
+  "winner" : 8,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "龙", "虎", "虎" ],
+  "id" : "20260122058",
+  "time" : "2026-01-22 04:50:00"
+}, {
+  "result" : [ 10, 5, 1, 7, 2, 4, 3, 9, 6, 8 ],
+  "sum1" : 25,
+  "sum2" : 30,
+  "winner" : 15,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "虎", "虎", "龙", "虎" ],
+  "id" : "20260122057",
+  "time" : "2026-01-22 04:45:00"
+}, {
+  "result" : [ 9, 4, 6, 3, 1, 10, 7, 2, 5, 8 ],
+  "sum1" : 23,
+  "sum2" : 32,
+  "winner" : 13,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "虎", "龙", "虎", "虎" ],
+  "id" : "20260122056",
+  "time" : "2026-01-22 04:40:00"
+}, {
+  "result" : [ 4, 6, 7, 5, 8, 10, 3, 9, 1, 2 ],
+  "sum1" : 30,
+  "sum2" : 25,
+  "winner" : 10,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "龙", "虎", "龙", "虎" ],
+  "id" : "20260122055",
+  "time" : "2026-01-22 04:35:00"
+}, {
+  "result" : [ 10, 2, 8, 5, 6, 4, 3, 9, 7, 1 ],
+  "sum1" : 31,
+  "sum2" : 24,
+  "winner" : 12,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "虎", "虎", "龙", "龙" ],
+  "id" : "20260122054",
+  "time" : "2026-01-22 04:30:00"
+}, {
+  "result" : [ 9, 5, 1, 10, 8, 3, 2, 4, 7, 6 ],
+  "sum1" : 33,
+  "sum2" : 22,
+  "winner" : 14,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "虎", "虎", "龙", "龙" ],
+  "id" : "20260122053",
+  "time" : "2026-01-22 04:25:00"
+}, {
+  "result" : [ 6, 3, 4, 1, 7, 2, 9, 8, 10, 5 ],
+  "sum1" : 21,
+  "sum2" : 34,
+  "winner" : 9,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "虎", "虎", "龙" ],
+  "id" : "20260122052",
+  "time" : "2026-01-22 04:20:00"
+}, {
+  "result" : [ 5, 9, 8, 2, 7, 10, 3, 6, 1, 4 ],
+  "sum1" : 31,
+  "sum2" : 24,
+  "winner" : 14,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "龙", "虎", "虎" ],
+  "id" : "20260122051",
+  "time" : "2026-01-22 04:15:00"
+}, {
+  "result" : [ 3, 8, 1, 9, 7, 10, 4, 2, 5, 6 ],
+  "sum1" : 28,
+  "sum2" : 27,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "虎", "龙", "虎", "龙", "虎" ],
+  "id" : "20260122050",
+  "time" : "2026-01-22 04:10:00"
+}, {
+  "result" : [ 4, 7, 5, 9, 8, 6, 2, 3, 1, 10 ],
+  "sum1" : 33,
+  "sum2" : 22,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "虎", "龙", "龙", "龙", "龙" ],
+  "id" : "20260122049",
+  "time" : "2026-01-22 04:05:00"
+}, {
+  "result" : [ 4, 5, 10, 9, 3, 7, 2, 8, 6, 1 ],
+  "sum1" : 31,
+  "sum2" : 24,
+  "winner" : 9,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "龙", "龙", "虎" ],
+  "id" : "20260122048",
+  "time" : "2026-01-22 04:00:00"
+}, {
+  "result" : [ 8, 9, 4, 1, 10, 5, 2, 6, 7, 3 ],
+  "sum1" : 32,
+  "sum2" : 23,
+  "winner" : 17,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "虎", "虎", "龙" ],
+  "id" : "20260122047",
+  "time" : "2026-01-22 03:55:00"
+}, {
+  "result" : [ 9, 6, 5, 1, 7, 10, 2, 4, 8, 3 ],
+  "sum1" : 28,
+  "sum2" : 27,
+  "winner" : 15,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "虎", "龙", "虎", "虎" ],
+  "id" : "20260122046",
+  "time" : "2026-01-22 03:50:00"
+}, {
+  "result" : [ 9, 3, 1, 2, 10, 7, 4, 6, 8, 5 ],
+  "sum1" : 25,
+  "sum2" : 30,
+  "winner" : 12,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "虎", "虎", "虎", "龙" ],
+  "id" : "20260122045",
+  "time" : "2026-01-22 03:45:00"
+}, {
+  "result" : [ 8, 10, 6, 2, 7, 3, 9, 1, 5, 4 ],
+  "sum1" : 33,
+  "sum2" : 22,
+  "winner" : 18,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "龙", "虎", "龙" ],
+  "id" : "20260122044",
+  "time" : "2026-01-22 03:40:00"
+}, {
+  "result" : [ 3, 10, 5, 9, 1, 7, 6, 4, 8, 2 ],
+  "sum1" : 28,
+  "sum2" : 27,
+  "winner" : 13,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "龙", "龙", "虎" ],
+  "id" : "20260122043",
+  "time" : "2026-01-22 03:35:00"
+}, {
+  "result" : [ 6, 7, 8, 10, 2, 9, 1, 4, 5, 3 ],
+  "sum1" : 33,
+  "sum2" : 22,
+  "winner" : 13,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "龙", "龙", "龙", "龙", "虎" ],
+  "id" : "20260122042",
+  "time" : "2026-01-22 03:30:00"
+}, {
+  "result" : [ 7, 5, 4, 3, 9, 2, 8, 6, 1, 10 ],
+  "sum1" : 28,
+  "sum2" : 27,
+  "winner" : 12,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚大",
+  "GLH_result" : [ "虎", "龙", "虎", "虎", "龙" ],
+  "id" : "20260122041",
+  "time" : "2026-01-22 03:25:00"
+}, {
+  "result" : [ 1, 6, 4, 5, 3, 9, 8, 10, 2, 7 ],
+  "sum1" : 19,
+  "sum2" : 36,
+  "winner" : 7,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "虎", "龙", "虎", "虎", "虎" ],
+  "id" : "20260122040",
+  "time" : "2026-01-22 03:20:00"
+}, {
+  "result" : [ 2, 4, 6, 10, 5, 9, 3, 7, 8, 1 ],
+  "sum1" : 27,
+  "sum2" : 28,
+  "winner" : 6,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "虎", "龙", "虎" ],
+  "id" : "20260122039",
+  "time" : "2026-01-22 03:15:00"
+}, {
+  "result" : [ 4, 7, 6, 8, 3, 5, 9, 10, 2, 1 ],
+  "sum1" : 28,
+  "sum2" : 27,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "龙", "虎", "虎", "虎" ],
+  "id" : "20260122038",
+  "time" : "2026-01-22 03:10:00"
+}, {
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+  "result" : [ 9, 2, 1, 10, 8, 5, 6, 4, 7, 3 ],
+  "sum1" : 30,
+  "sum2" : 25,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "虎", "龙", "龙" ],
+  "id" : "20260121087",
+  "time" : "2026-01-21 07:15:00"
+}, {
+  "result" : [ 8, 3, 5, 6, 7, 1, 2, 9, 10, 4 ],
+  "sum1" : 29,
+  "sum2" : 26,
+  "winner" : 11,
+  "GD2" : "冠亚单",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "龙", "虎", "虎", "龙", "龙" ],
+  "id" : "20260121086",
+  "time" : "2026-01-21 07:10:00"
+}, {
+  "result" : [ 5, 3, 1, 4, 6, 8, 7, 9, 2, 10 ],
+  "sum1" : 19,
+  "sum2" : 36,
+  "winner" : 8,
+  "GD2" : "冠亚双",
+  "GD1" : "冠亚小",
+  "GLH_result" : [ "虎", "龙", "虎", "虎", "虎" ],
+  "id" : "20260121085",
+  "time" : "2026-01-21 07:05:00"
+} ]
\ No newline at end of file
diff --git a/src/main/java/com/tem/bocai/schedules/ExAggregateDataScriptSchedule.java b/src/main/java/com/tem/bocai/schedules/ExAggregateDataScriptSchedule.java
index d4d0fdc..2dfc5cb 100644
--- a/src/main/java/com/tem/bocai/schedules/ExAggregateDataScriptSchedule.java
+++ b/src/main/java/com/tem/bocai/schedules/ExAggregateDataScriptSchedule.java
@@ -72,8 +72,12 @@ public class ExAggregateDataScriptSchedule {
             
             // 创建ProcessBuilder并设置工作目录为PyModel
             ProcessBuilder pb = new ProcessBuilder(command);
-            // 设置工作目录为PyModel
-            pb.directory(new java.io.File("PyModel"));
+            // 获取项目根目录的绝对路径
+            String projectRoot = System.getProperty("user.dir");
+            // 设置工作目录为PyModel的绝对路径
+            java.io.File pyModelDir = new java.io.File(projectRoot, "PyModel");
+            pb.directory(pyModelDir);
+            System.out.println("执行目录: " + pyModelDir.getAbsolutePath());
             
             // 执行Python脚本
             Process process = pb.start();