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manhattan = np.array(['ESP_021455_0935', 'ESP_020214_0935', 'ESP_012884_0935',
       'ESP_020598_0935', 'ESP_020888_0935', 'ESP_020519_0935',
       'ESP_020255_0935', 'ESP_021495_0935', 'ESP_011394_0935',
       'ESP_021468_0935', 'ESP_020321_0935', 'ESP_013016_0935',
       'ESP_020202_0935', 'ESP_020954_0935', 'ESP_011671_0935',
       'ESP_022260_0935', 'ESP_020532_0935', 'ESP_012739_0935',
       'ESP_011961_0935', 'ESP_012251_0935', 'ESP_013095_0935',
       'ESP_022339_0935', 'PSP_004142_0935', 'PSP_003151_0935',
       'PSP_002940_0935', 'PSP_003997_0935', 'PSP_003575_0935',
       'PSP_003496_0935', 'PSP_004920_0935', 'PSP_003285_0935',
       'PSP_003784_0935', 'PSP_003930_0935', 'PSP_002626_0935',
       'PSP_003430_0935', 'PSP_003140_0935', 'PSP_003746_0935',
       'PSP_002942_0935', 'PSP_002876_0935', 'PSP_003641_0935',
       'PSP_005579_0935', 'PSP_002532_0935', 'PSP_002702_0935',
       'PSP_002850_0935', 'PSP_005696_0935', 'PSP_002533_0935'], dtype=object)


    

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dfs = []
for image_name in manhattan:
    dfs.append(pd.read_hdf(dbname,'df', where='image_name='+image_name))


    

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df= pd.concat(dfs)


    

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df.info()


    

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from planet4 import helper_functions as hf


    

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hf.define_season_column(df)


    

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df.columns


    

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hf.get_status(df[df.season==1])


    

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manhattan


    

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