pyspark 计算各个城市过去24小时累积雨量

.gitignore

@@ -158,5 +158,5 @@ cython_debug/
 #  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
+.idea/
 

spark/client.py

@@ -0,0 +1,20 @@
+import os
+os.environ["JAVA_HOME"] = "/opt/modules/jdk1.8.0_212"
+os.environ["YARN_CONF_DIR"] = "/usr/hdp/2.6.3.0-235/hadoop-yarn/etc/hadoop/"
+
+from hdfs import InsecureClient
+from pyspark.sql import SparkSession
+
+hdfs_client = InsecureClient(url='http://192.168.100.100:50070', user='spark')  # 指定远程地址，和用户名
+
+
+def spark_app(app_name: str) -> SparkSession:
+    jdbc_driver_path = "/usr/hdp/2.6.3.0-235/spark2/jars/mysql-connector-java-5.1.40-bin.jar"
+    hdp_version = "-Dhdp.version=2.6.3.0-235"
+    return (SparkSession.builder.master("yarn")
+            .config("spark.hadoop.yarn.timeline-service.enabled", "false")
+            .config("spark.driver.extraJavaOptions", hdp_version)
+            .config("spark.yarn.am.extraJavaOptions", hdp_version)
+            .config("spark.jars", jdbc_driver_path)
+            .config("spark.driver.extraClassPath", jdbc_driver_path)
+            .appName(app_name).getOrCreate())

spark/data/data.py

@@ -0,0 +1,47 @@
+from pathlib import Path
+
+data_path = Path("data")
+hdfs_path = "/user/spark/data/"
+
+
+def create_local_path(_file_path: str) -> Path:
+    return data_path / _file_path
+
+
+def create_hdfs_path(_file_path: str) -> str:
+    return f"{hdfs_path}{_file_path}"
+
+
+data_hour_csv = "data_hour.csv"
+data_now_csv = "data_now.csv"
+data_day_csv = "data_day.csv"
+data_next_csv = "data_next.csv"
+
+data_hour_file = create_local_path(data_hour_csv)
+data_now_file = create_local_path(data_now_csv)
+data_day_file = create_local_path(data_day_csv)
+data_next_file = create_local_path(data_next_csv)
+
+data_hour_hdfs = create_hdfs_path(data_hour_csv)
+data_now_hdfs = create_hdfs_path(data_now_csv)
+data_day_hdfs = create_hdfs_path(data_day_csv)
+data_next_hdfs = create_hdfs_path(data_next_csv)
+
+datas = [
+    data_hour_file,
+    data_next_file,
+    data_now_file,
+    data_day_file,
+]
+
+
+class Mysql:
+    HOST = "pyh03"
+    PORT = 3306
+    USERNAME = "root"
+    PASSWORD = "123456"
+    DATABASE = "weather"
+
+
+mysql_jdbc_uri = f"jdbc:mysql://{Mysql.HOST}:{Mysql.PORT}/{Mysql.DATABASE}?characterEncoding=utf8&useSSL=false"
+mysql_jdbc_prop = {"user": Mysql.USERNAME, "password": Mysql.PASSWORD}

spark/data/data_hour.csv

@@ -0,0 +1,817 @@
+city_index,city_name,time,temperature,humidity,rain1h,pressure,windDirection,windSpeed
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+57333,城口,2024-05-30 23:00,18.6,79.0,0.0,923.0,219.0,1.1
+57333,城口,2024-05-30 22:00,19.2,74.0,0.0,923.0,203.0,1.3
+57333,城口,2024-05-30 21:00,20.0,72.0,0.0,922.0,205.0,1.6
+57333,城口,2024-05-30 20:00,21.1,72.0,0.0,921.0,214.0,1.2
+57333,城口,2024-05-30 19:00,22.9,66.0,0.0,920.0,205.0,1.8
+57333,城口,2024-05-30 18:00,23.4,63.0,0.0,920.0,183.0,2.5
+57333,城口,2024-05-30 17:00,23.4,63.0,0.0,920.0,214.0,2.2
+57333,城口,2024-05-30 16:00,23.5,60.0,0.0,920.0,180.0,1.1
+57333,城口,2024-05-30 15:00,22.5,62.0,0.0,921.0,219.0,1.3
+57333,城口,2024-05-30 14:00,20.8,68.0,0.0,921.0,323.0,2.2
+57333,城口,2024-05-30 13:00,20.4,69.0,0.0,922.0,222.0,1.3
+57333,城口,2024-05-30 12:00,20.1,71.0,0.0,923.0,214.0,1.0
+57333,城口,2024-05-30 11:00,19.5,77.0,0.0,923.0,222.0,2.0
+57502,大足,2024-05-31 10:00,22.4,79.0,0.0,951.0,147.0,1.6
+57502,大足,2024-05-31 09:00,21.6,86.0,0.0,951.0,88.0,1.0
+57502,大足,2024-05-31 08:00,21.3,79.0,0.0,950.0,125.0,1.3
+57502,大足,2024-05-31 07:00,21.0,82.0,0.0,950.0,113.0,2.2
+57502,大足,2024-05-31 06:00,21.0,78.0,0.0,949.0,130.0,1.6
+57502,大足,2024-05-31 05:00,20.7,81.0,0.0,949.0,150.0,2.5
+57502,大足,2024-05-31 04:00,20.8,79.0,0.0,949.0,136.0,1.9
+57502,大足,2024-05-31 03:00,20.7,82.0,0.0,949.0,153.0,2.6
+57502,大足,2024-05-31 02:00,21.1,81.0,0.0,949.0,181.0,2.8
+57502,大足,2024-05-31 01:00,21.4,81.0,0.0,950.0,196.0,2.8
+57502,大足,2024-05-31 00:00,21.6,80.0,0.0,950.0,179.0,2.6
+57502,大足,2024-05-30 23:00,21.8,83.0,0.0,951.0,167.0,3.2
+57502,大足,2024-05-30 22:00,22.3,75.0,0.0,950.0,159.0,2.7
+57502,大足,2024-05-30 21:00,22.6,70.0,0.0,950.0,179.0,3.1
+57502,大足,2024-05-30 20:00,23.4,64.0,0.0,949.0,170.0,2.9
+57502,大足,2024-05-30 19:00,24.4,57.0,0.0,949.0,139.0,2.7
+57502,大足,2024-05-30 18:00,25.8,48.0,0.0,948.0,320.0,1.3
+57502,大足,2024-05-30 17:00,26.0,47.0,0.0,948.0,275.0,3.0
+57502,大足,2024-05-30 16:00,25.8,47.0,0.0,948.0,37.0,1.9
+57502,大足,2024-05-30 15:00,26.1,44.0,0.0,949.0,360.0,3.2
+57502,大足,2024-05-30 14:00,26.7,47.0,0.0,950.0,173.0,1.5
+57502,大足,2024-05-30 13:00,24.7,53.0,0.0,950.0,343.0,0.8
+57502,大足,2024-05-30 12:00,23.5,55.0,0.0,950.0,357.0,1.3
+57502,大足,2024-05-30 11:00,22.1,60.0,0.0,951.0,292.0,2.8
+57425,垫江,2024-05-31 10:00,24.6,67.0,0.0,965.0,228.0,1.8
+57425,垫江,2024-05-31 09:00,23.5,77.0,0.0,965.0,236.0,0.6
+57425,垫江,2024-05-31 08:00,20.3,100.0,0.0,965.0,360.0,2.2
+57425,垫江,2024-05-31 07:00,17.8,100.0,0.0,964.0,98.0,0.4
+57425,垫江,2024-05-31 06:00,16.9,100.0,0.0,964.0,340.0,0.6
+57425,垫江,2024-05-31 05:00,17.2,100.0,0.0,964.0,9999.0,0.0
+57425,垫江,2024-05-31 04:00,17.5,100.0,0.0,964.0,304.0,1.0
+57425,垫江,2024-05-31 03:00,18.2,100.0,0.0,964.0,273.0,0.9
+57425,垫江,2024-05-31 02:00,18.4,100.0,0.0,964.0,290.0,0.7
+57425,垫江,2024-05-31 01:00,18.9,100.0,0.0,964.0,340.0,1.3
+57425,垫江,2024-05-31 00:00,19.8,100.0,0.0,965.0,141.0,0.9
+57425,垫江,2024-05-30 23:00,20.2,98.0,0.0,965.0,183.0,1.4
+57425,垫江,2024-05-30 22:00,20.5,96.0,0.0,965.0,9999.0,0.0
+57425,垫江,2024-05-30 21:00,21.4,87.0,0.0,964.0,219.0,1.0
+57425,垫江,2024-05-30 20:00,22.7,75.0,0.0,963.0,205.0,1.2
+57425,垫江,2024-05-30 19:00,23.3,71.0,0.0,963.0,180.0,1.5
+57425,垫江,2024-05-30 18:00,23.9,68.0,0.0,962.0,169.0,1.9
+57425,垫江,2024-05-30 17:00,24.0,65.0,0.0,962.0,110.0,1.5
+57425,垫江,2024-05-30 16:00,23.8,63.0,0.0,963.0,200.0,2.8
+57425,垫江,2024-05-30 15:00,23.2,67.0,0.0,963.0,127.0,2.8
+57425,垫江,2024-05-30 14:00,23.0,74.0,0.0,963.0,115.0,3.3
+57425,垫江,2024-05-30 13:00,21.9,79.0,0.0,964.0,188.0,2.8
+57425,垫江,2024-05-30 12:00,21.3,82.0,0.0,964.0,163.0,2.6
+57425,垫江,2024-05-30 11:00,20.4,88.0,0.0,964.0,129.0,2.0
+57523,丰都,2024-05-31 10:00,23.0,79.0,0.0,968.0,6.0,1.7
+57523,丰都,2024-05-31 09:00,21.1,90.0,0.0,968.0,323.0,1.2
+57523,丰都,2024-05-31 08:00,19.9,96.0,0.0,967.0,79.0,1.3
+57523,丰都,2024-05-31 07:00,18.0,100.0,0.0,967.0,56.0,1.1
+57523,丰都,2024-05-31 06:00,17.7,100.0,0.0,967.0,222.0,0.8
+57523,丰都,2024-05-31 05:00,18.1,98.0,0.0,966.0,253.0,0.7
+57523,丰都,2024-05-31 04:00,18.5,98.0,0.0,966.0,42.0,0.8
+57523,丰都,2024-05-31 03:00,18.8,98.0,0.0,966.0,301.0,1.0
+57523,丰都,2024-05-31 02:00,19.0,96.0,0.0,966.0,34.0,1.1
+57523,丰都,2024-05-31 01:00,19.6,93.0,0.0,967.0,233.0,1.1
+57523,丰都,2024-05-31 00:00,19.8,90.0,0.0,967.0,188.0,1.0
+57523,丰都,2024-05-30 23:00,20.2,90.0,0.0,968.0,197.0,1.3
+57523,丰都,2024-05-30 22:00,20.8,87.0,0.0,967.0,228.0,1.3
+57523,丰都,2024-05-30 21:00,21.5,78.0,0.0,967.0,9999.0,0.1
+57523,丰都,2024-05-30 20:00,22.2,73.0,0.0,966.0,31.0,1.8
+57523,丰都,2024-05-30 19:00,23.2,68.0,0.0,965.0,135.0,1.4
+57523,丰都,2024-05-30 18:00,23.7,64.0,0.0,965.0,264.0,1.6
+57523,丰都,2024-05-30 17:00,23.4,67.0,0.0,965.0,214.0,1.0
+57523,丰都,2024-05-30 16:00,23.1,71.0,0.0,965.0,287.0,0.9
+57523,丰都,2024-05-30 15:00,22.6,78.0,0.0,966.0,315.0,1.7
+57523,丰都,2024-05-30 14:00,21.7,79.0,0.0,966.0,219.0,1.3
+57523,丰都,2024-05-30 13:00,20.6,93.0,0.0,967.0,259.0,1.3
+57523,丰都,2024-05-30 12:00,19.4,92.0,0.0,967.0,278.0,1.3
+57523,丰都,2024-05-30 11:00,19.1,93.0,0.0,967.0,267.0,2.0
+57512,合川,2024-05-31 09:00,24.4,70.0,0.0,970.0,79.0,1.9
+57512,合川,2024-05-31 08:00,21.6,80.0,0.0,970.0,276.0,0.6
+57512,合川,2024-05-31 07:00,21.3,79.0,0.0,969.0,127.0,1.5
+57512,合川,2024-05-31 06:00,20.8,83.0,0.0,969.0,121.0,2.1
+57512,合川,2024-05-31 05:00,20.7,84.0,0.0,968.0,110.0,2.9
+57512,合川,2024-05-31 04:00,21.1,81.0,0.0,968.0,82.0,1.4
+57512,合川,2024-05-31 03:00,21.5,78.0,0.0,968.0,166.0,3.4
+57512,合川,2024-05-31 02:00,21.7,80.0,0.0,969.0,203.0,2.0
+57512,合川,2024-05-31 01:00,21.8,80.0,0.0,969.0,110.0,0.9
+57512,合川,2024-05-31 00:00,22.2,78.0,0.0,969.0,138.0,2.2
+57512,合川,2024-05-30 23:00,22.4,78.0,0.0,970.0,152.0,3.0
+57512,合川,2024-05-30 22:00,22.4,78.0,0.0,970.0,177.0,2.7
+57512,合川,2024-05-30 21:00,22.9,76.0,0.0,969.0,160.0,3.4
+57512,合川,2024-05-30 20:00,23.9,70.0,0.0,968.0,211.0,2.9
+57512,合川,2024-05-30 19:00,25.6,49.0,0.0,968.0,98.0,1.4
+57512,合川,2024-05-30 18:00,26.3,48.0,0.0,967.0,340.0,0.8
+57512,合川,2024-05-30 17:00,26.4,48.0,0.0,967.0,14.0,3.1
+57512,合川,2024-05-30 16:00,26.5,51.0,0.0,968.0,113.0,1.6
+57512,合川,2024-05-30 15:00,25.4,55.0,0.0,968.0,340.0,1.2
+57512,合川,2024-05-30 14:00,25.8,61.0,0.0,969.0,84.0,1.4
+57512,合川,2024-05-30 13:00,23.4,69.0,0.0,970.0,236.0,1.3
+57512,合川,2024-05-30 12:00,22.2,86.0,0.0,970.0,222.0,2.2
+57512,合川,2024-05-30 11:00,21.1,95.0,0.0,970.0,222.0,2.9
+57512,合川,2024-05-30 10:00,19.7,100.0,0.1,970.0,225.0,2.0
+57517,江津,2024-05-31 10:00,23.7,74.0,0.0,982.0,34.0,2.0
+57517,江津,2024-05-31 09:00,22.8,77.0,0.0,982.0,68.0,2.5
+57517,江津,2024-05-31 08:00,21.5,85.0,0.0,982.0,351.0,1.2
+57517,江津,2024-05-31 07:00,20.6,89.0,0.0,981.0,62.0,1.5
+57517,江津,2024-05-31 06:00,20.1,91.0,0.0,981.0,57.0,1.2
+57517,江津,2024-05-31 05:00,20.2,91.0,0.0,980.0,77.0,2.1
+57517,江津,2024-05-31 04:00,20.4,89.0,0.0,980.0,125.0,1.7
+57517,江津,2024-05-31 03:00,20.9,86.0,0.0,980.0,113.0,2.3
+57517,江津,2024-05-31 02:00,21.0,83.0,0.0,981.0,85.0,0.4
+57517,江津,2024-05-31 01:00,21.2,82.0,0.0,981.0,105.0,1.5
+57517,江津,2024-05-31 00:00,21.1,88.0,0.0,981.0,85.0,2.0
+57517,江津,2024-05-30 23:00,21.7,81.0,0.0,982.0,105.0,1.7
+57517,江津,2024-05-30 22:00,22.4,76.0,0.0,982.0,153.0,0.7
+57517,江津,2024-05-30 21:00,23.2,75.0,0.0,981.0,99.0,1.7
+57517,江津,2024-05-30 20:00,23.6,71.0,0.0,980.0,99.0,2.0
+57517,江津,2024-05-30 19:00,24.3,68.0,0.0,980.0,82.0,1.7
+57517,江津,2024-05-30 18:00,24.7,69.0,0.0,979.0,113.0,1.1
+57517,江津,2024-05-30 17:00,24.6,69.0,0.0,979.0,190.0,2.9
+57517,江津,2024-05-30 16:00,24.4,69.0,0.0,980.0,184.0,2.7
+57517,江津,2024-05-30 15:00,23.6,75.0,0.0,980.0,184.0,3.1
+57517,江津,2024-05-30 14:00,23.2,77.0,0.0,981.0,255.0,1.2
+57517,江津,2024-05-30 13:00,22.4,81.0,0.0,982.0,198.0,1.3
+57517,江津,2024-05-30 12:00,22.0,85.0,0.0,982.0,179.0,2.8
+57517,江津,2024-05-30 11:00,21.1,90.0,0.0,982.0,153.0,3.7
+57338,开州,2024-05-31 10:00,24.3,82.0,0.0,960.0,11.0,3.5
+57338,开州,2024-05-31 09:00,21.4,89.0,0.0,960.0,193.0,1.1
+57338,开州,2024-05-31 08:00,20.3,95.0,0.0,960.0,168.0,0.6
+57338,开州,2024-05-31 07:00,19.4,100.0,0.0,960.0,344.0,1.0
+57338,开州,2024-05-31 06:00,19.0,99.0,0.0,959.0,291.0,0.4
+57338,开州,2024-05-31 05:00,19.0,97.0,0.0,959.0,2.0,0.4
+57338,开州,2024-05-31 04:00,19.3,96.0,0.0,959.0,321.0,0.7
+57338,开州,2024-05-31 03:00,19.7,95.0,0.0,959.0,338.0,0.6
+57338,开州,2024-05-31 02:00,19.9,94.0,0.0,959.0,176.0,0.4
+57338,开州,2024-05-31 01:00,20.3,93.0,0.0,959.0,333.0,0.9
+57338,开州,2024-05-31 00:00,20.5,89.0,0.0,960.0,184.0,0.6
+57338,开州,2024-05-30 23:00,20.8,88.0,0.0,960.0,269.0,0.4
+57338,开州,2024-05-30 22:00,21.2,83.0,0.0,960.0,220.0,0.3
+57338,开州,2024-05-30 21:00,21.6,81.0,0.0,959.0,283.0,1.1
+57338,开州,2024-05-30 20:00,22.1,74.0,0.0,958.0,279.0,0.7
+57338,开州,2024-05-30 19:00,22.5,72.0,0.0,958.0,78.0,1.7
+57338,开州,2024-05-30 18:00,23.6,70.0,0.0,957.0,19.0,2.5
+57338,开州,2024-05-30 17:00,24.4,69.0,0.0,957.0,21.0,2.3
+57338,开州,2024-05-30 16:00,25.6,62.0,0.0,958.0,5.0,3.1
+57338,开州,2024-05-30 15:00,23.9,73.0,0.0,958.0,13.0,1.7
+57338,开州,2024-05-30 14:00,22.7,79.0,0.0,958.0,22.0,3.9
+57338,开州,2024-05-30 13:00,21.9,84.0,0.0,959.0,14.0,2.3
+57338,开州,2024-05-30 12:00,21.2,86.0,0.0,959.0,9.0,1.4
+57338,开州,2024-05-30 11:00,20.4,88.0,0.0,960.0,37.0,1.0
+57426,梁平,2024-05-31 10:00,25.3,68.0,0.0,960.0,231.0,2.5
+57426,梁平,2024-05-31 09:00,23.8,75.0,0.0,960.0,278.0,1.9
+57426,梁平,2024-05-31 08:00,22.1,81.0,0.0,960.0,14.0,1.2
+57426,梁平,2024-05-31 07:00,19.7,94.0,0.0,960.0,31.0,1.4
+57426,梁平,2024-05-31 06:00,18.1,98.0,0.0,960.0,321.0,0.9
+57426,梁平,2024-05-31 05:00,18.2,97.0,0.0,959.0,28.0,1.3
+57426,梁平,2024-05-31 04:00,18.6,96.0,0.0,959.0,3.0,1.2
+57426,梁平,2024-05-31 03:00,19.5,94.0,0.0,959.0,76.0,1.9
+57426,梁平,2024-05-31 02:00,19.4,94.0,0.0,959.0,20.0,1.2
+57426,梁平,2024-05-31 01:00,19.9,94.0,0.0,960.0,28.0,0.6
+57426,梁平,2024-05-31 00:00,20.4,93.0,0.0,960.0,360.0,0.6
+57426,梁平,2024-05-30 23:00,20.8,89.0,0.0,960.0,354.0,0.7
+57426,梁平,2024-05-30 22:00,22.1,75.0,0.0,960.0,262.0,1.0
+57426,梁平,2024-05-30 21:00,22.5,73.0,0.0,959.0,183.0,1.7
+57426,梁平,2024-05-30 20:00,23.0,70.0,0.0,959.0,191.0,2.5
+57426,梁平,2024-05-30 19:00,24.2,66.0,0.0,958.0,287.0,1.5
+57426,梁平,2024-05-30 18:00,25.3,62.0,0.0,957.0,250.0,2.6
+57426,梁平,2024-05-30 17:00,25.3,62.0,0.0,957.0,295.0,2.3
+57426,梁平,2024-05-30 16:00,25.5,59.0,0.0,958.0,267.0,2.0
+57426,梁平,2024-05-30 15:00,24.2,66.0,0.0,958.0,354.0,0.7
+57426,梁平,2024-05-30 14:00,24.5,62.0,0.0,959.0,79.0,0.9
+57426,梁平,2024-05-30 13:00,23.3,67.0,0.0,959.0,278.0,0.7
+57426,梁平,2024-05-30 12:00,23.7,67.0,0.0,959.0,259.0,0.8
+57426,梁平,2024-05-30 11:00,21.7,77.0,0.0,960.0,307.0,2.6
+A7003,南川,2024-05-31 10:00,23.6,58.0,0.0,951.0,311.0,0.4
+A7003,南川,2024-05-31 09:00,21.7,73.0,0.0,951.0,74.0,1.2
+A7003,南川,2024-05-31 08:00,19.6,83.0,0.0,951.0,82.0,0.6
+A7003,南川,2024-05-31 07:00,18.7,87.0,0.0,950.0,82.0,0.6
+A7003,南川,2024-05-31 06:00,18.3,88.0,0.0,950.0,325.0,0.5
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+57432,万州,2024-05-30 19:00,21.5,77.0,0.0,951.0,160.0,1.0
+57432,万州,2024-05-30 18:00,22.0,76.0,0.0,950.0,245.0,1.3
+57432,万州,2024-05-30 17:00,22.1,75.0,0.0,950.0,158.0,1.3
+57432,万州,2024-05-30 16:00,22.4,73.0,0.0,950.0,315.0,2.2
+57432,万州,2024-05-30 15:00,21.5,75.0,0.0,951.0,169.0,1.5
+57432,万州,2024-05-30 14:00,21.0,81.0,0.0,951.0,197.0,3.5
+57432,万州,2024-05-30 13:00,20.3,83.0,0.0,952.0,172.0,3.0
+57432,万州,2024-05-30 12:00,20.4,83.0,0.0,952.0,146.0,1.8
+57432,万州,2024-05-30 11:00,20.1,88.0,0.0,952.0,205.0,1.4
+57349,巫山,2024-05-31 10:00,23.0,72.0,0.0,943.0,228.0,2.9
+57349,巫山,2024-05-31 09:00,21.4,86.0,0.0,943.0,149.0,1.2
+57349,巫山,2024-05-31 08:00,20.1,93.0,0.0,943.0,98.0,1.6
+57349,巫山,2024-05-31 07:00,18.9,96.0,0.0,943.0,42.0,0.9
+57349,巫山,2024-05-31 06:00,18.4,96.0,0.0,943.0,228.0,1.2
+57349,巫山,2024-05-31 05:00,18.8,90.0,0.0,943.0,293.0,0.8
+57349,巫山,2024-05-31 04:00,19.1,88.0,0.0,943.0,242.0,3.6
+57349,巫山,2024-05-31 03:00,19.6,83.0,0.0,942.0,262.0,2.3
+57349,巫山,2024-05-31 02:00,19.9,82.0,0.0,942.0,253.0,3.6
+57349,巫山,2024-05-31 01:00,19.8,83.0,0.0,943.0,259.0,3.4
+57349,巫山,2024-05-31 00:00,20.3,80.0,0.0,943.0,248.0,3.7
+57349,巫山,2024-05-30 23:00,20.6,78.0,0.0,943.0,270.0,4.2
+57349,巫山,2024-05-30 22:00,20.8,76.0,0.0,943.0,233.0,3.9
+57349,巫山,2024-05-30 21:00,21.0,75.0,0.0,942.0,259.0,5.3
+57349,巫山,2024-05-30 20:00,21.3,73.0,0.0,942.0,284.0,6.7
+57349,巫山,2024-05-30 19:00,21.4,73.0,0.0,941.0,273.0,4.5
+57349,巫山,2024-05-30 18:00,21.8,71.0,0.0,940.0,228.0,6.3
+57349,巫山,2024-05-30 17:00,22.4,71.0,0.0,940.0,231.0,2.8
+57349,巫山,2024-05-30 16:00,22.8,66.0,0.0,940.0,228.0,5.4
+57349,巫山,2024-05-30 15:00,23.2,67.0,0.0,941.0,214.0,3.4
+57349,巫山,2024-05-30 14:00,22.7,71.0,0.0,941.0,256.0,2.3
+57349,巫山,2024-05-30 13:00,21.6,74.0,0.0,941.0,253.0,2.5
+57349,巫山,2024-05-30 12:00,21.6,78.0,0.0,942.0,169.0,2.0
+57349,巫山,2024-05-30 11:00,20.3,82.0,0.0,942.0,172.0,1.4
+57345,巫溪,2024-05-31 10:00,23.9,66.0,0.0,974.0,177.0,1.0
+57345,巫溪,2024-05-31 09:00,22.2,72.0,0.0,974.0,222.0,1.0
+57345,巫溪,2024-05-31 08:00,20.6,78.0,0.0,974.0,188.0,1.0
+57345,巫溪,2024-05-31 07:00,19.8,83.0,0.0,974.0,135.0,1.3
+57345,巫溪,2024-05-31 06:00,19.3,84.0,0.0,973.0,93.0,2.2
+57345,巫溪,2024-05-31 05:00,19.5,85.0,0.0,973.0,158.0,3.0
+57345,巫溪,2024-05-31 04:00,19.8,84.0,0.0,973.0,115.0,0.8
+57345,巫溪,2024-05-31 03:00,19.8,84.0,0.0,973.0,76.0,1.7
+57345,巫溪,2024-05-31 02:00,20.0,83.0,0.0,973.0,87.0,1.7
+57345,巫溪,2024-05-31 01:00,20.2,83.0,0.0,973.0,68.0,2.0
+57345,巫溪,2024-05-31 00:00,20.6,82.0,0.0,973.0,84.0,2.7
+57345,巫溪,2024-05-30 23:00,21.0,80.0,0.0,973.0,76.0,3.2
+57345,巫溪,2024-05-30 22:00,21.1,81.0,0.0,973.0,62.0,1.6
+57345,巫溪,2024-05-30 21:00,21.8,81.0,0.0,972.0,135.0,2.2
+57345,巫溪,2024-05-30 20:00,22.8,75.0,0.0,971.0,98.0,1.3
+57345,巫溪,2024-05-30 19:00,24.2,65.0,0.0,970.0,183.0,1.7
+57345,巫溪,2024-05-30 18:00,24.6,65.0,0.0,970.0,169.0,1.8
+57345,巫溪,2024-05-30 17:00,25.0,63.0,0.0,969.0,177.0,2.5
+57345,巫溪,2024-05-30 16:00,25.0,65.0,0.0,969.0,349.0,1.4
+57345,巫溪,2024-05-30 15:00,25.5,63.0,0.0,970.0,138.0,1.8
+57345,巫溪,2024-05-30 14:00,25.7,65.0,0.0,970.0,93.0,1.7
+57345,巫溪,2024-05-30 13:00,24.4,68.0,0.0,971.0,129.0,2.7
+57345,巫溪,2024-05-30 12:00,23.2,73.0,0.0,972.0,200.0,1.5
+57345,巫溪,2024-05-30 11:00,22.1,75.0,0.0,972.0,287.0,1.2
+57525,武隆,2024-05-31 10:00,23.7,68.0,0.0,965.0,203.0,1.1
+57525,武隆,2024-05-31 09:00,21.1,84.0,0.0,965.0,338.0,1.0
+57525,武隆,2024-05-31 08:00,19.3,93.0,0.0,965.0,290.0,1.0
+57525,武隆,2024-05-31 07:00,18.3,97.0,0.0,965.0,287.0,0.5
+57525,武隆,2024-05-31 06:00,18.2,97.0,0.0,965.0,245.0,1.0
+57525,武隆,2024-05-31 05:00,18.3,97.0,0.0,964.0,270.0,2.1
+57525,武隆,2024-05-31 04:00,18.4,96.0,0.0,964.0,253.0,2.1
+57525,武隆,2024-05-31 03:00,18.8,94.0,0.0,964.0,236.0,0.7
+57525,武隆,2024-05-31 02:00,19.2,92.0,0.0,964.0,96.0,0.9
+57525,武隆,2024-05-31 01:00,19.4,92.0,0.0,965.0,312.0,1.2
+57525,武隆,2024-05-31 00:00,19.6,90.0,0.0,965.0,295.0,1.9
+57525,武隆,2024-05-30 23:00,20.0,86.0,0.0,965.0,278.0,1.2
+57525,武隆,2024-05-30 22:00,20.3,86.0,0.0,965.0,281.0,2.2
+57525,武隆,2024-05-30 21:00,20.8,82.0,0.0,965.0,307.0,1.2
+57525,武隆,2024-05-30 20:00,21.9,75.0,0.0,964.0,312.0,1.0
+57525,武隆,2024-05-30 19:00,23.1,69.0,0.0,963.0,9999.0,0.0
+57525,武隆,2024-05-30 18:00,23.5,67.0,0.0,962.0,304.0,2.8
+57525,武隆,2024-05-30 17:00,23.2,69.0,0.0,962.0,287.0,3.5
+57525,武隆,2024-05-30 16:00,22.6,70.0,0.0,963.0,284.0,5.9
+57525,武隆,2024-05-30 15:00,21.0,75.0,0.0,963.0,304.0,6.7
+57525,武隆,2024-05-30 14:00,21.1,78.0,0.0,964.0,281.0,8.3
+57525,武隆,2024-05-30 13:00,20.7,81.0,0.0,964.0,293.0,5.0
+57525,武隆,2024-05-30 12:00,20.0,82.0,0.0,964.0,278.0,5.4
+57525,武隆,2024-05-30 11:00,19.4,85.0,0.0,965.0,270.0,6.5
+57635,秀山,2024-05-31 10:00,20.4,96.0,0.0,950.0,20.0,2.0
+57635,秀山,2024-05-31 09:00,18.9,100.0,0.0,950.0,360.0,1.7
+57635,秀山,2024-05-31 08:00,18.1,100.0,0.0,950.0,335.0,3.0
+57635,秀山,2024-05-31 07:00,17.5,100.0,0.0,949.0,301.0,1.0
+57635,秀山,2024-05-31 06:00,17.3,100.0,0.0,949.0,315.0,1.3
+57635,秀山,2024-05-31 05:00,17.3,100.0,0.0,948.0,124.0,2.1
+57635,秀山,2024-05-31 04:00,17.3,100.0,0.0,948.0,155.0,1.6
+57635,秀山,2024-05-31 03:00,17.3,100.0,0.0,948.0,158.0,1.7
+57635,秀山,2024-05-31 02:00,17.3,100.0,0.0,949.0,270.0,0.8
+57635,秀山,2024-05-31 01:00,17.5,100.0,0.0,949.0,290.0,1.1
+57635,秀山,2024-05-31 00:00,17.5,100.0,0.0,950.0,42.0,0.7
+57635,秀山,2024-05-30 23:00,17.6,100.0,0.0,950.0,332.0,1.2
+57635,秀山,2024-05-30 22:00,17.8,100.0,0.0,950.0,273.0,1.3
+57635,秀山,2024-05-30 21:00,17.8,100.0,0.0,949.0,191.0,4.0
+57635,秀山,2024-05-30 20:00,17.6,100.0,0.2,949.0,259.0,0.4
+57635,秀山,2024-05-30 19:00,18.1,100.0,0.1,949.0,360.0,1.0
+57635,秀山,2024-05-30 18:00,18.5,100.0,0.0,948.0,79.0,2.2
+57635,秀山,2024-05-30 17:00,18.6,100.0,0.0,947.0,31.0,1.9
+57635,秀山,2024-05-30 16:00,20.3,94.0,0.0,947.0,25.0,3.1
+57635,秀山,2024-05-30 15:00,19.6,97.0,0.0,948.0,323.0,1.6
+57635,秀山,2024-05-30 14:00,20.3,94.0,0.0,948.0,357.0,1.1
+57635,秀山,2024-05-30 13:00,19.3,100.0,0.0,948.0,360.0,2.2
+57635,秀山,2024-05-30 12:00,18.5,100.0,0.1,948.0,340.0,3.2
+57635,秀山,2024-05-30 11:00,18.1,100.0,1.1,948.0,321.0,3.6
+57506,永川,2024-05-31 10:00,24.2,70.0,0.0,972.0,153.0,1.5
+57506,永川,2024-05-31 09:00,22.8,73.0,0.0,971.0,88.0,1.8
+57506,永川,2024-05-31 08:00,22.0,77.0,0.0,971.0,62.0,3.0
+57506,永川,2024-05-31 07:00,21.0,84.0,0.0,970.0,79.0,2.3
+57506,永川,2024-05-31 06:00,20.6,86.0,0.0,970.0,77.0,2.9
+57506,永川,2024-05-31 05:00,20.9,85.0,0.0,970.0,60.0,1.6
+57506,永川,2024-05-31 04:00,20.9,85.0,0.0,969.0,54.0,1.6
+57506,永川,2024-05-31 03:00,21.1,86.0,0.0,970.0,54.0,2.3
+57506,永川,2024-05-31 02:00,21.4,85.0,0.0,970.0,54.0,1.7
+57506,永川,2024-05-31 01:00,21.6,83.0,0.0,970.0,28.0,0.8
+57506,永川,2024-05-31 00:00,21.9,83.0,0.0,971.0,65.0,1.9
+57506,永川,2024-05-30 23:00,22.1,83.0,0.0,971.0,17.0,1.8
+57506,永川,2024-05-30 22:00,22.6,82.0,0.0,971.0,74.0,1.0
+57506,永川,2024-05-30 21:00,23.0,80.0,0.0,971.0,31.0,1.7
+57506,永川,2024-05-30 20:00,23.9,76.0,0.0,970.0,51.0,3.5
+57506,永川,2024-05-30 19:00,24.3,73.0,0.0,969.0,145.0,2.4
+57506,永川,2024-05-30 18:00,24.8,71.0,0.0,969.0,125.0,2.1
+57506,永川,2024-05-30 17:00,24.8,73.0,0.0,969.0,145.0,3.5
+57506,永川,2024-05-30 16:00,24.8,70.0,0.0,969.0,179.0,1.8
+57506,永川,2024-05-30 15:00,24.4,73.0,0.0,970.0,215.0,2.9
+57506,永川,2024-05-30 14:00,24.4,68.0,0.0,970.0,235.0,2.1
+57506,永川,2024-05-30 13:00,23.0,76.0,0.0,971.0,167.0,2.3
+57506,永川,2024-05-30 12:00,21.6,87.0,0.0,971.0,150.0,2.9
+57506,永川,2024-05-30 11:00,21.0,89.0,0.0,972.0,272.0,1.4
+57633,酉阳,2024-05-31 10:00,21.2,80.0,0.0,920.0,239.0,2.0
+57633,酉阳,2024-05-31 09:00,17.7,100.0,0.0,920.0,228.0,1.3
+57633,酉阳,2024-05-31 08:00,16.6,100.0,0.0,919.0,242.0,1.0
+57633,酉阳,2024-05-31 07:00,16.3,100.0,0.0,919.0,233.0,1.2
+57633,酉阳,2024-05-31 06:00,16.3,100.0,0.0,919.0,9999.0,0.1
+57633,酉阳,2024-05-31 05:00,16.2,100.0,0.0,918.0,262.0,0.5
+57633,酉阳,2024-05-31 04:00,16.3,100.0,0.0,918.0,264.0,0.5
+57633,酉阳,2024-05-31 03:00,16.2,100.0,0.0,918.0,228.0,0.8
+57633,酉阳,2024-05-31 02:00,16.4,100.0,0.0,919.0,250.0,1.0
+57633,酉阳,2024-05-31 01:00,16.5,99.0,0.0,919.0,242.0,1.1
+57633,酉阳,2024-05-31 00:00,16.7,99.0,0.0,919.0,253.0,0.9
+57633,酉阳,2024-05-30 23:00,16.8,99.0,0.0,920.0,239.0,0.5
+57633,酉阳,2024-05-30 22:00,16.8,99.0,0.0,920.0,9999.0,0.2
+57633,酉阳,2024-05-30 21:00,17.0,98.0,0.0,919.0,242.0,1.4
+57633,酉阳,2024-05-30 20:00,17.0,97.0,0.0,918.0,9999.0,0.0
+57633,酉阳,2024-05-30 19:00,17.3,97.0,0.0,918.0,231.0,1.3
+57633,酉阳,2024-05-30 18:00,17.5,95.0,0.1,917.0,228.0,0.8
+57633,酉阳,2024-05-30 17:00,18.2,98.0,0.1,917.0,231.0,1.5
+57633,酉阳,2024-05-30 16:00,18.3,98.0,0.0,917.0,259.0,1.4
+57633,酉阳,2024-05-30 15:00,18.5,97.0,0.1,917.0,253.0,2.5
+57633,酉阳,2024-05-30 14:00,18.7,97.0,0.3,917.0,250.0,2.0
+57633,酉阳,2024-05-30 13:00,18.7,98.0,0.5,917.0,242.0,1.9
+57633,酉阳,2024-05-30 12:00,17.6,98.0,0.5,918.0,225.0,1.8
+57633,酉阳,2024-05-30 11:00,17.5,98.0,0.2,918.0,231.0,1.2
+57513,渝北,2024-05-31 10:00,24.0,66.0,0.0,960.0,121.0,3.3
+57513,渝北,2024-05-31 09:00,21.1,79.0,0.0,959.0,23.0,2.2
+57513,渝北,2024-05-31 08:00,20.5,80.0,0.0,959.0,352.0,1.2
+57513,渝北,2024-05-31 07:00,20.1,81.0,0.0,959.0,31.0,2.7
+57513,渝北,2024-05-31 06:00,19.1,84.0,0.0,958.0,23.0,3.0
+57513,渝北,2024-05-31 05:00,19.2,86.0,0.0,958.0,23.0,2.7
+57513,渝北,2024-05-31 04:00,18.7,92.0,0.0,958.0,354.0,2.2
+57513,渝北,2024-05-31 03:00,19.4,85.0,0.0,958.0,110.0,1.7
+57513,渝北,2024-05-31 02:00,19.6,84.0,0.0,958.0,23.0,0.8
+57513,渝北,2024-05-31 01:00,19.8,84.0,0.0,958.0,357.0,1.8
+57513,渝北,2024-05-31 00:00,20.1,84.0,0.0,959.0,349.0,2.2
+57513,渝北,2024-05-30 23:00,20.7,78.0,0.0,959.0,129.0,0.6
+57513,渝北,2024-05-30 22:00,21.1,75.0,0.0,959.0,135.0,1.4
+57513,渝北,2024-05-30 21:00,21.7,74.0,0.0,959.0,183.0,2.1
+57513,渝北,2024-05-30 20:00,22.0,72.0,0.0,958.0,121.0,1.7
+57513,渝北,2024-05-30 19:00,22.4,72.0,0.0,958.0,163.0,5.3
+57513,渝北,2024-05-30 18:00,23.7,67.0,0.0,957.0,124.0,3.5
+57513,渝北,2024-05-30 17:00,24.6,62.0,0.0,957.0,124.0,3.7
+57513,渝北,2024-05-30 16:00,24.0,65.0,0.0,957.0,217.0,2.2
+57513,渝北,2024-05-30 15:00,22.6,73.0,0.0,958.0,188.0,3.4
+57513,渝北,2024-05-30 14:00,22.4,70.0,0.0,958.0,205.0,2.8
+57513,渝北,2024-05-30 13:00,20.8,79.0,0.0,959.0,203.0,1.5
+57513,渝北,2024-05-30 12:00,19.8,83.0,0.0,959.0,222.0,1.3
+57513,渝北,2024-05-30 11:00,19.3,89.0,0.3,960.0,225.0,1.8
+57339,云阳,2024-05-31 10:00,24.5,74.0,0.0,979.0,68.0,2.2
+57339,云阳,2024-05-31 09:00,21.2,89.0,0.0,979.0,349.0,1.7
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spark/data/data_next.csv

@@ -0,0 +1,477 @@
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+57333,城口,2024/05/30,23.5,15.1,9999,9999
+57333,城口,2024/05/31,28.4,15.9,多云,多云
+57333,城口,2024/06/01,31.6,17.5,多云,多云
+57333,城口,2024/06/02,24.4,16.4,阴,多云
+57333,城口,2024/06/03,21.6,16.3,小雨,小雨
+57333,城口,2024/06/04,20.8,15.7,小雨,阴
+57333,城口,2024/06/05,27.0,16.6,多云,小雨
+57333,城口,2024/06/06,21.4,16.2,中雨,小雨
+57502,大足,2024/05/24,34.3,26.3,9999,9999
+57502,大足,2024/05/25,35.3,22.1,9999,9999
+57502,大足,2024/05/26,28.8,20.5,9999,9999
+57502,大足,2024/05/27,31.1,23.4,9999,9999
+57502,大足,2024/05/28,24.5,21.4,9999,9999
+57502,大足,2024/05/29,22.2,16.4,9999,9999
+57502,大足,2024/05/30,26.7,16.4,9999,9999
+57502,大足,2024/05/31,29.5,21.0,多云,多云
+57502,大足,2024/06/01,29.5,21.0,多云,小雨
+57502,大足,2024/06/02,21.7,18.9,小雨,小雨
+57502,大足,2024/06/03,20.9,19.0,小雨,小雨
+57502,大足,2024/06/04,22.1,17.7,小雨,小雨
+57502,大足,2024/06/05,25.5,18.8,小雨,多云
+57502,大足,2024/06/06,23.8,19.9,小雨,小雨
+57425,垫江,2024/05/24,35.7,19.5,9999,9999
+57425,垫江,2024/05/25,36.6,21.7,9999,9999
+57425,垫江,2024/05/26,31.3,23.3,9999,9999
+57425,垫江,2024/05/27,31.0,22.7,9999,9999
+57425,垫江,2024/05/28,28.2,22.7,9999,9999
+57425,垫江,2024/05/29,22.2,15.7,9999,9999
+57425,垫江,2024/05/30,24.0,17.2,9999,9999
+57425,垫江,2024/05/31,29.4,17.9,晴,多云
+57425,垫江,2024/06/01,29.5,20.5,多云,阴
+57425,垫江,2024/06/02,24.7,18.3,阴,多云
+57425,垫江,2024/06/03,21.2,17.7,小雨,小雨
+57425,垫江,2024/06/04,21.4,17.2,小雨,小雨
+57425,垫江,2024/06/05,24.1,18.5,小雨,小雨
+57425,垫江,2024/06/06,23.5,19.1,小雨,小雨
+57523,丰都,2024/05/24,35.1,21.4,9999,9999
+57523,丰都,2024/05/25,37.0,29.0,9999,9999
+57523,丰都,2024/05/26,30.1,24.4,9999,9999
+57523,丰都,2024/05/27,31.6,23.4,9999,9999
+57523,丰都,2024/05/28,28.0,25.7,9999,9999
+57523,丰都,2024/05/29,25.3,15.7,9999,9999
+57523,丰都,2024/05/30,23.7,16.9,9999,9999
+57523,丰都,2024/05/31,28.5,18.5,多云,多云
+57523,丰都,2024/06/01,28.3,21.0,多云,阴
+57523,丰都,2024/06/02,24.3,18.4,阴,多云
+57523,丰都,2024/06/03,21.3,18.2,小雨,小雨
+57523,丰都,2024/06/04,21.7,18.1,小雨,小雨
+57523,丰都,2024/06/05,24.8,19.4,小雨,小雨
+57523,丰都,2024/06/06,25.2,20.4,小雨,小雨
+57512,合川,2024/05/24,35.1,24.4,9999,9999
+57512,合川,2024/05/25,36.4,25.8,9999,9999
+57512,合川,2024/05/26,28.8,22.3,9999,9999
+57512,合川,2024/05/27,32.0,23.7,9999,9999
+57512,合川,2024/05/28,25.4,22.5,9999,9999
+57512,合川,2024/05/29,23.3,17.1,9999,9999
+57512,合川,2024/05/30,26.5,17.5,9999,9999
+57512,合川,2024/05/31,29.5,21.6,多云,多云
+57512,合川,2024/06/01,28.8,21.9,阴,阴
+57512,合川,2024/06/02,22.7,19.7,小雨,小雨
+57512,合川,2024/06/03,21.9,19.4,小雨,小雨
+57512,合川,2024/06/04,22.0,18.2,小雨,小雨
+57512,合川,2024/06/05,25.6,19.6,小雨,多云
+57512,合川,2024/06/06,25.4,20.7,小雨,小雨
+57517,江津,2024/05/24,36.9,23.2,9999,9999
+57517,江津,2024/05/25,38.2,25.1,9999,9999
+57517,江津,2024/05/26,29.2,23.9,9999,9999
+57517,江津,2024/05/27,31.9,23.8,9999,9999
+57517,江津,2024/05/28,27.2,22.7,9999,9999
+57517,江津,2024/05/29,24.5,18.6,9999,9999
+57517,江津,2024/05/30,24.7,18.2,9999,9999
+57517,江津,2024/05/31,29.7,20.6,多云,多云
+57517,江津,2024/06/01,30.2,23.0,多云,阴
+57517,江津,2024/06/02,25.4,20.8,小雨,小雨
+57517,江津,2024/06/03,23.6,20.1,小雨,小雨
+57517,江津,2024/06/04,23.9,20.1,小雨,小雨
+57517,江津,2024/06/05,28.2,20.9,小雨,小雨
+57517,江津,2024/06/06,27.8,21.8,小雨,中雨
+57338,开州,2024/05/24,35.9,21.2,9999,9999
+57338,开州,2024/05/25,35.6,25.0,9999,9999
+57338,开州,2024/05/26,30.1,22.4,9999,9999
+57338,开州,2024/05/27,33.2,22.1,9999,9999
+57338,开州,2024/05/28,29.1,24.1,9999,9999
+57338,开州,2024/05/29,26.4,15.4,9999,9999
+57338,开州,2024/05/30,25.6,17.2,9999,9999
+57338,开州,2024/05/31,28.3,19.4,晴,多云
+57338,开州,2024/06/01,30.9,20.1,多云,多云
+57338,开州,2024/06/02,26.4,19.0,阴,多云
+57338,开州,2024/06/03,22.0,18.6,小雨,小雨
+57338,开州,2024/06/04,21.3,16.9,小雨,小雨
+57338,开州,2024/06/05,26.7,19.0,多云,小雨
+57338,开州,2024/06/06,24.3,20.0,中雨,小雨
+57426,梁平,2024/05/24,35.7,19.9,9999,9999
+57426,梁平,2024/05/25,36.9,22.8,9999,9999
+57426,梁平,2024/05/26,28.9,23.6,9999,9999
+57426,梁平,2024/05/27,33.1,21.6,9999,9999
+57426,梁平,2024/05/28,29.1,23.6,9999,9999
+57426,梁平,2024/05/29,25.5,15.5,9999,9999
+57426,梁平,2024/05/30,25.5,17.1,9999,9999
+57426,梁平,2024/05/31,29.9,18.8,晴,多云
+57426,梁平,2024/06/01,29.8,21.0,多云,阴
+57426,梁平,2024/06/02,24.5,18.6,阴,多云
+57426,梁平,2024/06/03,20.9,18.0,小雨,小雨
+57426,梁平,2024/06/04,21.2,16.4,小雨,小雨
+57426,梁平,2024/06/05,25.4,18.3,小雨,小雨
+57426,梁平,2024/06/06,23.7,19.2,小雨,小雨
+A7003,南川,2024/05/24,36.0,21.2,9999,9999
+A7003,南川,2024/05/25,35.4,23.6,9999,9999
+A7003,南川,2024/05/26,29.2,21.7,9999,9999
+A7003,南川,2024/05/27,29.1,23.0,9999,9999
+A7003,南川,2024/05/28,27.2,23.9,9999,9999
+A7003,南川,2024/05/29,23.7,17.2,9999,9999
+A7003,南川,2024/05/30,21.9,16.6,9999,9999
+A7003,南川,2024/05/31,27.9,18.9,多云,多云
+A7003,南川,2024/06/01,28.1,20.5,阴,阴
+A7003,南川,2024/06/02,22.7,18.4,小雨,小雨
+A7003,南川,2024/06/03,22.4,18.5,小雨,小雨
+A7003,南川,2024/06/04,22.5,18.4,小雨,小雨
+A7003,南川,2024/06/05,25.6,19.0,小雨,小雨
+A7003,南川,2024/06/06,26.4,20.5,小雨,小雨
+57537,彭水,2024/05/24,37.6,20.5,9999,9999
+57537,彭水,2024/05/25,37.7,22.4,9999,9999
+57537,彭水,2024/05/26,29.6,24.7,9999,9999
+57537,彭水,2024/05/27,32.3,22.7,9999,9999
+57537,彭水,2024/05/28,28.1,22.5,9999,9999
+57537,彭水,2024/05/29,23.0,16.4,9999,9999
+57537,彭水,2024/05/30,24.1,17.5,9999,9999
+57537,彭水,2024/05/31,31.9,20.4,多云,多云
+57537,彭水,2024/06/01,31.3,20.7,多云,阴
+57537,彭水,2024/06/02,23.9,18.7,阴,阴
+57537,彭水,2024/06/03,21.6,18.5,小雨,小雨
+57537,彭水,2024/06/04,22.4,18.9,小雨,小雨
+57537,彭水,2024/06/05,27.7,20.4,小雨,小雨
+57537,彭水,2024/06/06,27.2,20.7,小雨,小雨
+57505,荣昌,2024/05/24,35.8,22.4,9999,9999
+57505,荣昌,2024/05/25,37.7,23.3,9999,9999
+57505,荣昌,2024/05/26,31.1,22.6,9999,9999
+57505,荣昌,2024/05/27,31.5,24.7,9999,9999
+57505,荣昌,2024/05/28,25.9,23.2,9999,9999
+57505,荣昌,2024/05/29,22.9,18.0,9999,9999
+57505,荣昌,2024/05/30,26.7,18.2,9999,9999
+57505,荣昌,2024/05/31,30.6,22.0,多云,多云
+57505,荣昌,2024/06/01,30.9,22.5,多云,小雨
+57505,荣昌,2024/06/02,24.4,20.0,小雨,小雨
+57505,荣昌,2024/06/03,22.9,20.1,小雨,小雨
+57505,荣昌,2024/06/04,23.8,18.8,小雨,小雨
+57505,荣昌,2024/06/05,27.6,20.0,小雨,阴
+57505,荣昌,2024/06/06,26.5,21.2,小雨,小雨
+57516,沙坪坝,2024/05/24,37.3,24.6,9999,9999
+57516,沙坪坝,2024/05/25,38.7,27.2,9999,9999
+57516,沙坪坝,2024/05/26,30.7,23.3,9999,9999
+57516,沙坪坝,2024/05/27,31.0,25.2,9999,9999
+57516,沙坪坝,2024/05/28,28.2,25.5,9999,9999
+57516,沙坪坝,2024/05/29,22.3,18.0,9999,9999
+57516,沙坪坝,2024/05/30,24.7,17.9,9999,9999
+57516,沙坪坝,2024/05/31,29.6,21.1,多云,多云
+57516,沙坪坝,2024/06/01,30.1,23.0,阴,阴
+57516,沙坪坝,2024/06/02,24.3,21.3,小雨,小雨
+57516,沙坪坝,2024/06/03,23.3,20.5,小雨,小雨
+57516,沙坪坝,2024/06/04,24.0,19.7,小雨,小雨
+57516,沙坪坝,2024/06/05,27.9,21.3,小雨,小雨
+57516,沙坪坝,2024/06/06,27.3,22.3,小雨,小雨
+57438,石柱,2024/05/24,35.9,18.1,9999,9999
+57438,石柱,2024/05/25,35.2,20.7,9999,9999
+57438,石柱,2024/05/26,30.2,21.6,9999,9999
+57438,石柱,2024/05/27,31.8,20.1,9999,9999
+57438,石柱,2024/05/28,26.7,20.9,9999,9999
+57438,石柱,2024/05/29,21.0,14.9,9999,9999
+57438,石柱,2024/05/30,21.1,16.7,9999,9999
+57438,石柱,2024/05/31,29.1,18.4,多云,多云
+57438,石柱,2024/06/01,30.6,19.2,多云,阴
+57438,石柱,2024/06/02,24.2,15.8,阴,多云
+57438,石柱,2024/06/03,22.3,17.3,小雨,小雨
+57438,石柱,2024/06/04,21.9,17.3,小雨,小雨
+57438,石柱,2024/06/05,24.9,18.4,小雨,小雨
+57438,石柱,2024/06/06,26.4,19.3,小雨,小雨
+57510,铜梁,2024/05/24,36.0,23.5,9999,9999
+57510,铜梁,2024/05/25,37.2,23.4,9999,9999
+57510,铜梁,2024/05/26,30.0,23.0,9999,9999
+57510,铜梁,2024/05/27,31.8,24.4,9999,9999
+57510,铜梁,2024/05/28,26.0,23.3,9999,9999
+57510,铜梁,2024/05/29,23.3,17.4,9999,9999
+57510,铜梁,2024/05/30,28.1,17.9,9999,9999
+57510,铜梁,2024/05/31,30.9,22.2,多云,多云
+57510,铜梁,2024/06/01,29.8,22.5,阴,阴
+57510,铜梁,2024/06/02,23.7,20.2,小雨,小雨
+57510,铜梁,2024/06/03,22.4,19.9,小雨,小雨
+57510,铜梁,2024/06/04,23.0,18.8,小雨,小雨
+57510,铜梁,2024/06/05,26.7,19.9,小雨,多云
+57510,铜梁,2024/06/06,25.5,21.2,小雨,小雨
+57509,万盛,2024/05/24,36.4,21.7,9999,9999
+57509,万盛,2024/05/25,35.9,27.7,9999,9999
+57509,万盛,2024/05/26,30.6,21.4,9999,9999
+57509,万盛,2024/05/27,29.3,21.8,9999,9999
+57509,万盛,2024/05/28,26.2,22.3,9999,9999
+57509,万盛,2024/05/29,25.4,17.5,9999,9999
+57509,万盛,2024/05/30,21.5,16.6,9999,9999
+57509,万盛,2024/05/31,26.7,18.3,多云,多云
+57509,万盛,2024/06/01,27.6,20.3,阴,阴
+57509,万盛,2024/06/02,23.6,18.6,小雨,小雨
+57509,万盛,2024/06/03,22.4,18.3,小雨,小雨
+57509,万盛,2024/06/04,22.2,18.4,小雨,小雨
+57509,万盛,2024/06/05,25.3,19.0,小雨,小雨
+57509,万盛,2024/06/06,25.8,19.9,小雨,小雨
+57432,万州,2024/05/24,34.6,22.3,9999,9999
+57432,万州,2024/05/25,35.8,26.1,9999,9999
+57432,万州,2024/05/26,26.4,23.0,9999,9999
+57432,万州,2024/05/27,32.5,22.8,9999,9999
+57432,万州,2024/05/28,28.2,24.1,9999,9999
+57432,万州,2024/05/29,25.4,14.5,9999,9999
+57432,万州,2024/05/30,22.4,16.6,9999,9999
+57432,万州,2024/05/31,28.5,19.4,晴,多云
+57432,万州,2024/06/01,29.3,20.0,多云,阴
+57432,万州,2024/06/02,24.8,18.8,阴,多云
+57432,万州,2024/06/03,20.2,18.4,小雨,小雨
+57432,万州,2024/06/04,20.1,17.8,小雨,小雨
+57432,万州,2024/06/05,24.9,19.1,小雨,小雨
+57432,万州,2024/06/06,23.9,20.1,小雨,小雨
+57349,巫山,2024/05/24,35.0,20.7,9999,9999
+57349,巫山,2024/05/25,35.4,23.2,9999,9999
+57349,巫山,2024/05/26,27.2,20.1,9999,9999
+57349,巫山,2024/05/27,32.2,21.0,9999,9999
+57349,巫山,2024/05/28,30.3,20.2,9999,9999
+57349,巫山,2024/05/29,24.4,15.9,9999,9999
+57349,巫山,2024/05/30,23.2,16.1,9999,9999
+57349,巫山,2024/05/31,28.7,19.3,多云,多云
+57349,巫山,2024/06/01,30.2,20.1,多云,多云
+57349,巫山,2024/06/02,27.1,18.3,阴,多云
+57349,巫山,2024/06/03,25.6,17.6,小雨,小雨
+57349,巫山,2024/06/04,21.3,17.2,中雨,小雨
+57349,巫山,2024/06/05,26.5,18.9,小雨,小雨
+57349,巫山,2024/06/06,26.0,19.7,中雨,小雨
+57345,巫溪,2024/05/24,36.5,20.7,9999,9999
+57345,巫溪,2024/05/25,36.1,22.3,9999,9999
+57345,巫溪,2024/05/26,28.9,21.8,9999,9999
+57345,巫溪,2024/05/27,33.7,21.3,9999,9999
+57345,巫溪,2024/05/28,30.6,20.3,9999,9999
+57345,巫溪,2024/05/29,23.5,17.5,9999,9999
+57345,巫溪,2024/05/30,25.7,17.5,9999,9999
+57345,巫溪,2024/05/31,31.2,20.0,多云,多云
+57345,巫溪,2024/06/01,32.2,20.5,多云,阴
+57345,巫溪,2024/06/02,27.4,19.7,阴,多云
+57345,巫溪,2024/06/03,26.0,18.6,小雨,小雨
+57345,巫溪,2024/06/04,22.3,17.6,中雨,小雨
+57345,巫溪,2024/06/05,28.5,19.6,阴,小雨
+57345,巫溪,2024/06/06,27.2,20.4,中雨,小雨
+57525,武隆,2024/05/24,35.3,20.0,9999,9999
+57525,武隆,2024/05/25,35.8,22.2,9999,9999
+57525,武隆,2024/05/26,30.1,23.5,9999,9999
+57525,武隆,2024/05/27,31.5,22.7,9999,9999
+57525,武隆,2024/05/28,27.2,21.3,9999,9999
+57525,武隆,2024/05/29,21.5,16.1,9999,9999
+57525,武隆,2024/05/30,23.5,16.8,9999,9999
+57525,武隆,2024/05/31,31.2,19.2,多云,多云
+57525,武隆,2024/06/01,31.2,20.0,多云,阴
+57525,武隆,2024/06/02,22.5,17.9,小雨,阴
+57525,武隆,2024/06/03,20.8,17.5,小雨,小雨
+57525,武隆,2024/06/04,22.0,17.9,小雨,小雨
+57525,武隆,2024/06/05,26.9,19.5,小雨,小雨
+57525,武隆,2024/06/06,26.7,20.6,小雨,小雨
+57635,秀山,2024/05/24,33.2,19.1,9999,9999
+57635,秀山,2024/05/25,32.9,20.7,9999,9999
+57635,秀山,2024/05/26,27.8,21.9,9999,9999
+57635,秀山,2024/05/27,28.7,20.6,9999,9999
+57635,秀山,2024/05/28,27.2,19.7,9999,9999
+57635,秀山,2024/05/29,22.3,14.3,9999,9999
+57635,秀山,2024/05/30,20.3,15.7,9999,9999
+57635,秀山,2024/05/31,27.7,17.0,多云,多云
+57635,秀山,2024/06/01,25.0,18.2,多云,多云
+57635,秀山,2024/06/02,23.1,16.8,阴,多云
+57635,秀山,2024/06/03,20.8,16.9,中雨,中雨
+57635,秀山,2024/06/04,21.9,17.6,小雨,小雨
+57635,秀山,2024/06/05,25.5,18.7,小雨,阴
+57635,秀山,2024/06/06,24.6,19.3,小雨,小雨
+57506,永川,2024/05/24,35.7,24.1,9999,9999
+57506,永川,2024/05/25,38.1,23.0,9999,9999
+57506,永川,2024/05/26,30.9,23.1,9999,9999
+57506,永川,2024/05/27,31.2,24.5,9999,9999
+57506,永川,2024/05/28,26.9,22.8,9999,9999
+57506,永川,2024/05/29,23.5,17.9,9999,9999
+57506,永川,2024/05/30,24.8,17.9,9999,9999
+57506,永川,2024/05/31,29.7,21.3,多云,多云
+57506,永川,2024/06/01,29.7,22.6,多云,小雨
+57506,永川,2024/06/02,24.8,20.1,小雨,小雨
+57506,永川,2024/06/03,23.0,19.7,小雨,小雨
+57506,永川,2024/06/04,23.8,19.4,小雨,小雨
+57506,永川,2024/06/05,27.0,20.2,小雨,阴
+57506,永川,2024/06/06,26.4,21.4,小雨,小雨
+57633,酉阳,2024/05/24,31.3,17.2,9999,9999
+57633,酉阳,2024/05/25,31.0,19.5,9999,9999
+57633,酉阳,2024/05/26,24.6,20.5,9999,9999
+57633,酉阳,2024/05/27,26.6,19.5,9999,9999
+57633,酉阳,2024/05/28,24.3,20.1,9999,9999
+57633,酉阳,2024/05/29,21.3,13.0,9999,9999
+57633,酉阳,2024/05/30,18.7,14.9,9999,9999
+57633,酉阳,2024/05/31,26.9,15.6,多云,多云
+57633,酉阳,2024/06/01,25.3,16.8,多云,多云
+57633,酉阳,2024/06/02,21.7,15.8,阴,多云
+57633,酉阳,2024/06/03,19.6,16.4,小雨,小雨
+57633,酉阳,2024/06/04,20.8,17.1,小雨,小雨
+57633,酉阳,2024/06/05,23.7,17.4,小雨,小雨
+57633,酉阳,2024/06/06,23.0,18.1,小雨,小雨
+57513,渝北,2024/05/24,34.9,24.1,9999,9999
+57513,渝北,2024/05/25,36.3,27.5,9999,9999
+57513,渝北,2024/05/26,28.7,22.6,9999,9999
+57513,渝北,2024/05/27,29.8,23.8,9999,9999
+57513,渝北,2024/05/28,25.5,23.1,9999,9999
+57513,渝北,2024/05/29,22.3,16.5,9999,9999
+57513,渝北,2024/05/30,24.6,16.6,9999,9999
+57513,渝北,2024/05/31,28.2,19.5,多云,多云
+57513,渝北,2024/06/01,28.6,20.8,阴,阴
+57513,渝北,2024/06/02,22.1,19.4,小雨,小雨
+57513,渝北,2024/06/03,21.3,18.6,小雨,小雨
+57513,渝北,2024/06/04,21.8,17.8,小雨,小雨
+57513,渝北,2024/06/05,25.7,19.4,小雨,小雨
+57513,渝北,2024/06/06,25.4,20.8,小雨,小雨
+57339,云阳,2024/05/24,37.3,21.5,9999,9999
+57339,云阳,2024/05/25,38.4,23.0,9999,9999
+57339,云阳,2024/05/26,29.0,23.6,9999,9999
+57339,云阳,2024/05/27,35.1,22.5,9999,9999
+57339,云阳,2024/05/28,31.3,23.5,9999,9999
+57339,云阳,2024/05/29,27.4,16.3,9999,9999
+57339,云阳,2024/05/30,23.9,18.1,9999,9999
+57339,云阳,2024/05/31,30.0,20.0,晴,多云
+57339,云阳,2024/06/01,32.1,20.7,多云,阴
+57339,云阳,2024/06/02,27.5,19.2,阴,多云
+57339,云阳,2024/06/03,23.6,19.4,小雨,小雨
+57339,云阳,2024/06/04,22.8,18.7,小雨,小雨
+57339,云阳,2024/06/05,27.3,19.9,多云,小雨
+57339,云阳,2024/06/06,26.8,20.6,小雨,小雨
+57437,忠县,2024/05/24,35.9,20.9,9999,9999
+57437,忠县,2024/05/25,38.3,24.4,9999,9999
+57437,忠县,2024/05/26,29.4,24.9,9999,9999
+57437,忠县,2024/05/27,32.9,22.8,9999,9999
+57437,忠县,2024/05/28,29.9,23.9,9999,9999
+57437,忠县,2024/05/29,24.5,16.6,9999,9999
+57437,忠县,2024/05/30,23.4,17.7,9999,9999
+57437,忠县,2024/05/31,29.1,19.5,晴,多云
+57437,忠县,2024/06/01,28.7,21.5,多云,阴
+57437,忠县,2024/06/02,25.5,18.9,阴,多云
+57437,忠县,2024/06/03,21.8,19.0,小雨,小雨
+57437,忠县,2024/06/04,21.5,18.1,小雨,小雨
+57437,忠县,2024/06/05,24.6,19.6,小雨,小雨
+57437,忠县,2024/06/06,24.8,20.4,小雨,小雨
+57409,潼南,2024/05/24,37.1,22.5,9999,9999
+57409,潼南,2024/05/25,37.3,25.2,9999,9999
+57409,潼南,2024/05/26,30.8,22.6,9999,9999
+57409,潼南,2024/05/27,32.9,23.1,9999,9999
+57409,潼南,2024/05/28,24.6,23.5,9999,9999
+57409,潼南,2024/05/29,23.3,17.8,9999,9999
+57409,潼南,2024/05/30,29.3,18.2,9999,9999
+57409,潼南,2024/05/31,31.2,21.4,多云,多云
+57409,潼南,2024/06/01,30.7,21.6,阴,小雨
+57409,潼南,2024/06/02,23.5,20.0,小雨,小雨
+57409,潼南,2024/06/03,22.2,19.3,小雨,小雨
+57409,潼南,2024/06/04,23.7,18.3,小雨,小雨
+57409,潼南,2024/06/05,26.3,19.4,小雨,小雨
+57409,潼南,2024/06/06,25.5,20.1,小雨,小雨
+57514,璧山,2024/05/24,36.3,23.5,9999,9999
+57514,璧山,2024/05/25,37.4,24.1,9999,9999
+57514,璧山,2024/05/26,30.6,23.3,9999,9999
+57514,璧山,2024/05/27,31.9,24.8,9999,9999
+57514,璧山,2024/05/28,26.9,23.4,9999,9999
+57514,璧山,2024/05/29,23.8,17.9,9999,9999
+57514,璧山,2024/05/30,26.1,17.8,9999,9999
+57514,璧山,2024/05/31,30.0,21.7,多云,多云
+57514,璧山,2024/06/01,29.7,23.0,阴,阴
+57514,璧山,2024/06/02,24.3,20.5,小雨,小雨
+57514,璧山,2024/06/03,23.1,20.2,小雨,小雨
+57514,璧山,2024/06/04,23.7,19.2,小雨,小雨
+57514,璧山,2024/06/05,27.2,20.4,小雨,小雨
+57514,璧山,2024/06/06,26.7,21.5,小雨,小雨
+57612,綦江,2024/05/24,36.5,21.0,9999,9999
+57612,綦江,2024/05/25,36.2,26.7,9999,9999
+57612,綦江,2024/05/26,27.7,21.8,9999,9999
+57612,綦江,2024/05/27,31.9,21.7,9999,9999
+57612,綦江,2024/05/28,25.6,21.3,9999,9999
+57612,綦江,2024/05/29,25.3,17.2,9999,9999
+57612,綦江,2024/05/30,22.6,16.6,9999,9999
+57612,綦江,2024/05/31,28.5,18.6,多云,多云
+57612,綦江,2024/06/01,29.5,21.4,阴,阴
+57612,綦江,2024/06/02,24.4,19.6,小雨,小雨
+57612,綦江,2024/06/03,21.8,18.7,小雨,小雨
+57612,綦江,2024/06/04,22.5,18.5,小雨,小雨
+57612,綦江,2024/06/05,26.3,19.2,小雨,小雨
+57612,綦江,2024/06/06,26.5,20.3,小雨,中雨

spark/data/data_now.csv

@@ -0,0 +1,35 @@
+city_index,city_name,time,temperature,humidity,rain,wind_direction,wind_speed,info,aqi,sqiText
+57348,奉节,2024-05-31 10:10,24.8,76.0,0.0,西南风,2.1,多云,33.0,优
+57522,涪陵,2024-05-31 10:10,23.7,74.0,0.0,东南风,1.5,晴,9999.0,-
+57536,黔江,2024-05-31 10:10,21.7,73.0,0.0,西南风,1.0,晴,33.0,优
+57518,巴南,2024-05-31 10:10,23.0,73.0,0.0,东南风,0.5,晴,37.0,优
+57511,北碚,2024-05-31 10:10,24.9,63.0,0.0,东南风,3.8,晴,40.0,优
+57520,长寿,2024-05-31 10:10,24.0,74.0,0.0,东南风,2.0,晴,9999.0,-
+57333,城口,2024-05-31 10:10,21.8,61.0,0.0,西北风,1.2,晴,38.0,优
+57502,大足,2024-05-31 10:10,22.7,84.0,0.0,东南风,0.8,多云,58.0,良
+57425,垫江,2024-05-31 10:10,24.9,68.0,0.0,东南风,1.4,晴,9999.0,-
+57523,丰都,2024-05-31 10:10,23.4,77.0,0.0,西北风,1.0,晴,9999.0,-
+57512,合川,2024-05-31 10:10,23.9,77.0,0.0,西南风,2.3,晴,40.0,优
+57517,江津,2024-05-31 10:10,23.9,71.0,0.0,东北风,1.4,晴,37.0,优
+57338,开州,2024-05-31 10:10,24.6,79.0,0.0,东北风,2.7,晴,31.0,优
+57426,梁平,2024-05-31 10:10,25.1,69.0,0.0,西北风,1.7,晴,9999.0,-
+A7003,南川,2024-05-31 10:10,23.3,59.0,0.0,西北风,0.6,-,,
+57537,彭水,2024-05-31 10:10,23.3,74.0,0.0,西北风,0.9,晴,9999.0,-
+57505,荣昌,2024-05-31 10:10,25.2,65.0,0.0,东南风,1.2,多云,36.0,优
+57516,沙坪坝,2024-05-31 10:00,24.7,71.0,0.0,东北风,1.2,晴,44.0,优
+57438,石柱,2024-05-31 10:10,22.5,77.0,0.0,西南风,1.4,晴,9999.0,-
+57510,铜梁,2024-05-31 10:10,24.9,63.0,0.0,东南风,2.3,晴,52.0,良
+57509,万盛,2024-05-31 10:10,22.8,73.0,0.0,东南风,2.1,晴,37.0,优
+57432,万州,2024-05-31 10:10,23.0,81.0,0.0,西南风,1.8,晴,9999.0,-
+57349,巫山,2024-05-31 10:10,22.7,73.0,0.0,西南风,1.5,多云,33.0,优
+57345,巫溪,2024-05-31 10:10,24.2,64.0,0.0,东南风,0.6,晴,33.0,优
+57525,武隆,2024-05-31 10:10,24.1,67.0,0.0,西南风,0.8,晴,9999.0,-
+57635,秀山,2024-05-31 10:10,20.8,94.0,0.0,西北风,1.7,晴,8.0,优
+57506,永川,2024-05-31 10:10,25.1,64.0,0.0,东北风,1.5,多云,38.0,优
+57633,酉阳,2024-05-31 10:10,21.7,78.0,0.0,西南风,1.7,晴,8.0,优
+57513,渝北,2024-05-31 10:10,24.0,66.0,0.0,东北风,1.6,晴,38.0,优
+57339,云阳,2024-05-31 10:10,25.1,75.0,0.0,东北风,2.3,晴,33.0,优
+57437,忠县,2024-05-31 10:10,22.0,85.0,0.0,西北风,0.9,晴,9999.0,-
+57409,潼南,2024-05-31 10:10,24.8,71.0,0.0,东南风,0.7,晴,44.0,优
+57514,璧山,2024-05-31 10:10,25.9,68.0,0.0,东南风,1.5,晴,52.0,良
+57612,綦江,2024-05-31 10:10,22.6,76.0,0.0,东南风,1.3,晴,53.0,良

spark/passed_rain_analyse.py

@@ -0,0 +1,25 @@
+from pyspark.sql.types import DecimalType
+from pyspark.sql import functions
+
+from client import spark_app
+from data.data import data_hour_hdfs, mysql_jdbc_uri, mysql_jdbc_prop
+
+
+def passed_rain_analyse():
+    print("计算各个城市过去24小时累积雨量")
+    app = spark_app("passed_rain_analyse")
+    print("start")
+    df = app.read.csv(data_hour_hdfs, header=True)
+    df_rain = df.select(df['city_index'], df['city_name'], df['rain1h'].cast(DecimalType(scale=1))) \
+        .filter(df['rain1h'] < 1000)  # 筛选数据，去除无效数据
+    df_rain_sum = df_rain.groupBy("city_index", "city_name") \
+        .agg(functions.sum("rain1h").alias("rain24h")) \
+        .sort(functions.desc("rain24h"))  # 分组、求和、排序
+    df_rain_sum.cache()
+    df_rain_sum.coalesce(1).write.jdbc(mysql_jdbc_uri, "passed_rain_analyse", "ignore", mysql_jdbc_prop)
+    print("各个城市过去24小时累积雨量计算完毕")
+    return df_rain_sum.head(20)
+
+
+if __name__ == "__main__":
+    passed_rain_analyse()

spark/requirements.txt

@@ -0,0 +1,2 @@
+pyspark==2.2.1
+hdfs==2.1.0

spark/upload_data.py

@@ -0,0 +1,26 @@
+from hdfs import HdfsError
+
+from client import hdfs_client
+from data.data import datas, hdfs_path
+
+
+def try_upload(filename):
+    try:
+        hdfs_client.upload(hdfs_path=hdfs_path, local_path=filename)
+        print(f"文件 {filename} 上传成功")
+    except HdfsError as e:
+        if "already exists" in str(e):
+            print(f"文件 {filename} 已存在")
+            return
+        raise e
+
+
+def upload_data():
+    print("上传数据文件")
+    hdfs_client.makedirs(hdfs_path=hdfs_path)
+    for file in datas:
+        try_upload(file)
+
+
+if __name__ == "__main__":
+    upload_data()

zfm/get_weather.py

@@ -99,6 +99,10 @@ if __name__ == "__main__":
     all_dates_str = generate_year_and_month_list(2023, 1)
     root_url = "http://d1.weather.com.cn/calendar_new"
 
+    with open('weather_data.csv', mode='w', newline='', encoding='utf-8') as csv_file:
+        fieldnames = ['city', 'date', 'hgl', 'hmax', 'hmin']
+        csv_file.write(",".join(fieldnames) + "\n")
+
     with ThreadPoolExecutor(max_workers=10) as executor:  # 使用最多 10 个线程
         for city, provinces in cities_dict.items():
             if city == "重庆":