diff --git a/ai/utils/manual_utils.py b/ai/utils/manual_utils.py
new file mode 100644
index 0000000..db15005
--- /dev/null
+++ b/ai/utils/manual_utils.py
@@ -0,0 +1,86 @@
+import csv
+from io import StringIO
+
+s = """
+影厅别名,影厅id,影片别名,本地影片id,语言,放映日期,开始时间,结束时间,片长,场间
+2楼 百花厅（部分按摩椅）,1,功夫女足,4292,国语,2026-07-11,10:00,11:46,106,0
+2楼 百花厅（部分按摩椅）,1,三国第一部：争洛阳,4281,国语,2026-07-11,12:00,14:17,137,14
+2楼 百花厅（部分按摩椅）,1,功夫女足,4292,国语,2026-07-11,14:31,16:17,106,14
+2楼 百花厅（部分按摩椅）,1,功夫女足,4292,国语,2026-07-11,16:30,18:16,106,13
+2楼 百花厅（部分按摩椅）,1,功夫女足,4292,国语,2026-07-11,18:30,20:16,106,14
+2楼 百花厅（部分按摩椅）,1,三国第一部：争洛阳,4281,国语,2026-07-11,20:30,22:47,137,14
+2楼1号厅（部分按摩椅）,2,功夫女足,4292,国语,2026-07-11,10:00,11:46,106,0
+2楼1号厅（部分按摩椅）,2,四渡,4275,国语,2026-07-11,12:00,14:02,122,14
+2楼1号厅（部分按摩椅）,2,三国第一部：争洛阳,4281,国语,2026-07-11,14:15,16:32,137,13
+2楼1号厅（部分按摩椅）,2,功夫女足,4292,国语,2026-07-11,16:45,18:31,106,13
+2楼1号厅（部分按摩椅）,2,小黄人与大怪兽,4288,原版,2026-07-11,18:45,20:15,90,14
+2楼1号厅（部分按摩椅）,2,小黄人与大怪兽,4288,原版,2026-07-11,20:30,22:00,90,15
+2楼2号速度与激情厅（部分按摩椅）,3,功夫女足,4292,国语,2026-07-11,10:00,11:46,106,0
+2楼2号速度与激情厅（部分按摩椅）,3,特立独行,4280,国语,2026-07-11,12:00,14:03,123,14
+2楼2号速度与激情厅（部分按摩椅）,3,三国第一部：争洛阳,4281,国语,2026-07-11,14:15,16:32,137,12
+2楼2号速度与激情厅（部分按摩椅）,3,特立独行,4280,国语,2026-07-11,16:45,18:48,123,13
+2楼2号速度与激情厅（部分按摩椅）,3,特立独行,4280,国语,2026-07-11,19:00,21:03,123,12
+2楼2号速度与激情厅（部分按摩椅）,3,海洋奇缘：启航,4293,原版,2026-07-11,21:15,23:11,116,12
+2楼3号厅（部分按摩椅）,4,功夫女足,4292,国语,2026-07-11,10:00,11:46,106,0
+2楼3号厅（部分按摩椅）,4,小黄人与大怪兽,4288,原版,2026-07-11,12:00,13:30,90,14
+2楼3号厅（部分按摩椅）,4,小黄人与大怪兽,4288,原版,2026-07-11,13:45,15:15,90,15
+2楼3号厅（部分按摩椅）,4,特立独行,4280,国语,2026-07-11,15:30,17:33,123,15
+2楼3号厅（部分按摩椅）,4,三国第一部：争洛阳,4281,国语,2026-07-11,17:45,20:02,137,12
+2楼3号厅（部分按摩椅）,4,功夫女足,4292,国语,2026-07-11,20:15,22:01,106,13
+2楼4号优选福励厅,5,功夫女足,4292,国语,2026-07-11,10:00,11:46,106,0
+2楼4号优选福励厅,5,小黄人与大怪兽,4288,原版,2026-07-11,12:00,13:30,90,14
+2楼4号优选福励厅,5,给阿嬷的情书,4237,潮汕方言,2026-07-11,13:45,15:43,118,15
+2楼4号优选福励厅,5,四渡,4275,国语,2026-07-11,16:00,18:02,122,17
+2楼4号优选福励厅,5,后室,4279,原版,2026-07-11,18:15,20:06,111,13
+2楼4号优选福励厅,5,功夫女足,4292,国语,2026-07-11,20:20,22:06,106,14
+3楼5号厅（部分按摩椅）,6,功夫女足,4292,国语,2026-07-11,10:00,11:46,106,0
+3楼5号厅（部分按摩椅）,6,四渡,4275,国语,2026-07-11,12:00,14:02,122,14
+3楼5号厅（部分按摩椅）,6,三国第一部：争洛阳,4281,国语,2026-07-11,14:15,16:32,137,13
+3楼5号厅（部分按摩椅）,6,特立独行,4280,国语,2026-07-11,16:45,18:48,123,13
+3楼5号厅（部分按摩椅）,6,给阿嬷的情书,4237,潮汕方言,2026-07-11,19:00,20:58,118,12
+3楼5号厅（部分按摩椅）,6,功夫女足,4292,国语,2026-07-11,21:15,23:01,106,17
+3楼6号泰隆银行厅（部分按摩椅）,7,小黄人与大怪兽,4288,原版,2026-07-11,10:00,11:30,90,0
+3楼6号泰隆银行厅（部分按摩椅）,7,后室,4279,原版,2026-07-11,11:45,13:36,111,15
+3楼6号泰隆银行厅（部分按摩椅）,7,特立独行,4280,国语,2026-07-11,13:50,15:53,123,14
+3楼6号泰隆银行厅（部分按摩椅）,7,四渡,4275,国语,2026-07-11,16:05,18:07,122,12
+3楼6号泰隆银行厅（部分按摩椅）,7,三国第一部：争洛阳,4281,国语,2026-07-11,18:20,20:37,137,13
+3楼6号泰隆银行厅（部分按摩椅）,7,功夫女足,4292,国语,2026-07-11,20:50,22:36,106,13
+3楼7号厅,8,小黄人与大怪兽,4288,原版,2026-07-11,10:00,11:30,90,0
+3楼7号厅,8,后室,4279,原版,2026-07-11,11:45,13:36,111,15
+3楼7号厅,8,功夫女足,4292,国语,2026-07-11,13:50,15:36,106,14
+3楼7号厅,8,后室,4279,原版,2026-07-11,15:50,17:41,111,14
+3楼7号厅,8,三国第一部：争洛阳,4281,国语,2026-07-11,18:00,20:17,137,19
+3楼7号厅,8,功夫女足,4292,国语,2026-07-11,20:30,22:16,106,13
+2楼 三江VIP厅,9,小黄人与大怪兽,4288,原版,2026-07-11,10:00,11:30,90,0
+2楼 三江VIP厅,9,后室,4279,原版,2026-07-11,11:45,13:36,111,15
+2楼 三江VIP厅,9,特立独行,4280,国语,2026-07-11,13:50,15:53,123,14
+2楼 三江VIP厅,9,四渡,4275,国语,2026-07-11,16:05,18:07,122,12
+2楼 三江VIP厅,9,三国第一部：争洛阳,4281,国语,2026-07-11,18:20,20:37,137,13
+2楼 三江VIP厅,9,功夫女足,4292,国语,2026-07-11,20:50,22:36,106,13
+"""
+
+
+# 将csv转化成字典
+def csv_to_obj(csv_data):
+    f = StringIO(csv_data)
+    reader = csv.DictReader(f)
+    return list(reader)
+
+
+def count_data(data):
+    count = len(data) - 1
+    movie_dict = {}
+    for movie in data[1:]:
+        movie_name = movie[None][2]
+        if movie_name in movie_dict.keys():
+            movie_dict[movie_name] += 1
+        else:
+            movie_dict[movie_name] = 1
+    movie_dict = dict(sorted(movie_dict.items(), key=lambda item: item[1], reverse=True))
+    print(f"共{count}场")
+    for key, value in movie_dict.items():
+        print(f"《{key}》: {value}场 占比{round(value/count*100,2)}%")
+
+
+if __name__ == '__main__':
+    count_data(csv_to_obj(s))