autotrain-data-processor commited on
Commit
64af499
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Processed data from AutoTrain data processor ([2023-07-04 17:18 ]

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README.md ADDED
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+ ---
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+ {}
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+
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+ ---
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+ # AutoTrain Dataset for project: zxdf
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+
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+ ## Dataset Description
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+
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+ This dataset has been automatically processed by AutoTrain for project zxdf.
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+
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+ ### Languages
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+
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+ The BCP-47 code for the dataset's language is unk.
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ A sample from this dataset looks as follows:
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+
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+ ```json
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+ [
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+ {
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+ "feat_Data Note": null,
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+ "feat_Well Name": 1.0,
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+ "feat_Date": "23-Mar-20",
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+ "feat_Time": "02:00:00",
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+ "feat_Choke": 32.0,
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+ "feat_FTHP": 1300.0,
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+ "feat_FTHT": 104.0,
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+ "feat_FLP": 320.0,
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+ "feat_Tsep": 93.0,
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+ "feat_Psep": 270.0,
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+ "feat_Pmani": 300.0,
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+ "feat_Meter Totalizer(Bbls)": 224116.4,
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+ "feat_Meter Factor": 1.0338,
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+ "target": 2212.509033203125,
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+ "feat_%Water": 0.0,
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+ "feat_%Sediment": 0.4,
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+ "feat_BS&W": 0.35,
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+ "feat_OilRate": 2204.765205,
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+ "feat_DOF Plate size(inch)": 1.75,
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+ "feat_GasDP(InchH20)": 110.0,
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+ "feat_GasRate": 3.067,
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+ "feat_GOR": 1391.1,
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+ "feat_Sand(pptb)": 0.0,
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+ "feat_Oil gravity (API)": 0.0
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+ },
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+ {
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+ "feat_Data Note": null,
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+ "feat_Well Name": 1.0,
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+ "feat_Date": "23-Jun-22",
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+ "feat_Time": "21:00:00",
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+ "feat_Choke": 20.0,
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+ "feat_FTHP": 780.0,
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+ "feat_FTHT": 99.0,
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+ "feat_FLP": 130.0,
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+ "feat_Tsep": 86.0,
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+ "feat_Psep": 100.0,
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+ "feat_Pmani": 120.0,
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+ "feat_Meter Totalizer(Bbls)": 186706.67,
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+ "feat_Meter Factor": 1.0,
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+ "target": 543.439697265625,
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+ "feat_%Water": 0.0,
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+ "feat_%Sediment": 0.6,
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+ "feat_BS&W": 0.6,
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+ "feat_OilRate": 540.1790419,
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+ "feat_DOF Plate size(inch)": 1.5,
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+ "feat_GasDP(InchH20)": 37.0,
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+ "feat_GasRate": 0.7615,
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+ "feat_GOR": 1409.7,
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+ "feat_Sand(pptb)": 0.0,
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+ "feat_Oil gravity (API)": 0.0
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+ }
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+ ]
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+ ```
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+
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+ ### Dataset Fields
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+
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+ The dataset has the following fields (also called "features"):
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+
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+ ```json
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+ {
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+ "feat_Data Note": "Value(dtype='string', id=None)",
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+ "feat_Well Name": "Value(dtype='float64', id=None)",
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+ "feat_Date": "Value(dtype='string', id=None)",
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+ "feat_Time": "Value(dtype='string', id=None)",
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+ "feat_Choke": "Value(dtype='float64', id=None)",
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+ "feat_FTHP": "Value(dtype='float64', id=None)",
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+ "feat_FTHT": "Value(dtype='float64', id=None)",
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+ "feat_FLP": "Value(dtype='float64', id=None)",
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+ "feat_Tsep": "Value(dtype='float64', id=None)",
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+ "feat_Psep": "Value(dtype='float64', id=None)",
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+ "feat_Pmani": "Value(dtype='float64', id=None)",
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+ "feat_Meter Totalizer(Bbls)": "Value(dtype='float64', id=None)",
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+ "feat_Meter Factor": "Value(dtype='float64', id=None)",
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+ "target": "Value(dtype='float32', id=None)",
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+ "feat_%Water": "Value(dtype='float64', id=None)",
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+ "feat_%Sediment": "Value(dtype='float64', id=None)",
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+ "feat_BS&W": "Value(dtype='float64', id=None)",
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+ "feat_OilRate": "Value(dtype='float64', id=None)",
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+ "feat_DOF Plate size(inch)": "Value(dtype='float64', id=None)",
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+ "feat_GasDP(InchH20)": "Value(dtype='float64', id=None)",
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+ "feat_GasRate": "Value(dtype='float64', id=None)",
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+ "feat_GOR": "Value(dtype='float64', id=None)",
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+ "feat_Sand(pptb)": "Value(dtype='float64', id=None)",
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+ "feat_Oil gravity (API)": "Value(dtype='float64', id=None)"
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+ }
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+ ```
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+
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+ ### Dataset Splits
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+
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+ This dataset is split into a train and validation split. The split sizes are as follow:
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+
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+ | Split name | Num samples |
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+ | ------------ | ------------------- |
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+ | train | 1274 |
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+ | valid | 325 |
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