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# 本代码由可视化策略环境自动生成 2021年12月14日 10:05
# 本代码单元只能在可视化模式下编辑。您也可以拷贝代码，粘贴到新建的代码单元或者策略，然后修改。


m2 = M.use_datasource.v1(
    datasource_id='bar1d_CN_STOCK_A',
    start_date='2021-11-01',
    end_date='2021-12-08'
)

m4 = M.sort.v5(
    input_ds=m2.data,
    sort_by='high',
    group_by='date,instrument',
    keep_columns='--',
    ascending=True
)

m1 = M.winsorize.v6(
    input_data=m4.sorted_data,
    columns_input="""open
volume""",
    median_deviate=5
)

m3 = M.dropnan.v2(
    input_data=m1.data
)

[2021-12-14 10:05:45.735363] INFO: moduleinvoker: use_datasource.v1 开始运行..

[2021-12-14 10:05:45.755377] INFO: moduleinvoker: 命中缓存

[2021-12-14 10:05:45.757784] INFO: moduleinvoker: use_datasource.v1 运行完成[0.022451s].

[2021-12-14 10:05:45.768508] INFO: moduleinvoker: sort.v5 开始运行..

[2021-12-14 10:05:45.775566] INFO: moduleinvoker: 命中缓存

[2021-12-14 10:05:45.777355] INFO: moduleinvoker: sort.v5 运行完成[0.008842s].

[2021-12-14 10:05:45.790671] INFO: moduleinvoker: winsorize.v6 开始运行..

[2021-12-14 10:05:45.802248] INFO: moduleinvoker: 命中缓存

[2021-12-14 10:05:45.804441] INFO: moduleinvoker: winsorize.v6 运行完成[0.013773s].

[2021-12-14 10:05:45.817429] INFO: moduleinvoker: dropnan.v2 开始运行..

[2021-12-14 10:05:45.824841] INFO: moduleinvoker: 命中缓存

[2021-12-14 10:05:45.826916] INFO: moduleinvoker: dropnan.v2 运行完成[0.009492s].