Data Export

The pyroll-export package provides several routines for exporting the data in PyRolL’s object structure to well known data formats and objects.

to_dict(obj: Unit | Profile) dict[str, Any]

Exports a PyRolL Unit or Profile object to a dict tree. This is the root export function of this library, all other functions make use of it. Conversion of objects can be customized using the convert plugin hook.

Parameters:

obj – the unit or profile to export

Returns:

the dict representation of the unit

to_json(obj: Unit | Profile) str

Exports a PyRolL Unit object to a JSON document based on the result of to_dict().

Parameters:

obj – the unit or profile to export

Returns:

the created JSON document text

to_yaml(obj: Unit | Profile) str

Exports a PyRolL Unit object to a YAML document based on the result of to_dict().

Parameters:

obj – the unit or profile to export

Returns:

the created YAML document text

to_pandas(sequence: Sequence[Unit]) DataFrame

Exports a PyRolL PassSequence object to a pandas DataFrame. Uses a flattened version of the result of to_dict().

Command Line Usage

If the pyroll-cli package is also installed, the pyroll-export package provides additional CLI commands.

export-json

Exports the data to a JSON file via the pyroll.export.to_json() function. The file can be specified by the -f/--file option, which defaults to ./export.json. So, execute f.e.

pyroll input-py solve export-json -f my-results.json

Which leads to a file similar to this

{
    "type": "PassSequence",
    "label": "",
    "in_profile": {
        "type": "PassSequence.InProfile",
        "cross_section": {
            "type": "Polygon",
            "width": 0.03,
            "height": 0.03,
            "perimeter": 0.09420993470864258,
            "area": 0.000705723410372836
        },
        "classifiers": [
            "round"
        ],
        "temperature": 1473.15,
        "strain": 0,
        "material": [
            "C45",
            "steel"
        ],
        "flow_stress": 100000000.0,
        "chemical_composition": {
            "Fe": 0.95,
            "Cr": 0.05
        },
        "t": 0
    },
    "out_profile": {
        "type": "PassSequence.OutProfile",
        "cross_section": {
            "type": "Polygon",
            "width": 0.024979346307209157,
            "height": 0.025,
            "perimeter": 0.07857846976830599,
            "area": 0.0004902621995364455
        },
        "classifiers": [
            "generic_elongation",
            "round"
        ],
        "temperature": 1473.15,
        "strain": 0.23465593890486666,
        "material": [
            "C45",
            "steel"
        ],
        "flow_stress": 100000000.0,
        "chemical_composition": {
            "Fe": 0.95,
            "Cr": 0.05
        },
        "t": 1.6428682404668775,
        "length": 0.0
    },
    "total_elongation": 1.4394815897291575,
    "duration": 1.6428682404668775,
    "iteration_precision": 0.01,
    "units": [
        {
            "type": "RollPass",
            "label": "Oval I",
            "in_profile": {
                "type": "RollPass.InProfile",
                "cross_section": {
                    "type": "Polygon",
                    "width": 0.03,
                    "height": 0.03,
                    "perimeter": 0.09420993470864258,
                    "area": 0.0007057234103728363
                },
                "classifiers": [
                    "round",
                    "rotated",
                    "vertical"
                ],
                "temperature": 1473.15,
                "strain": 0,
                "material": [
                    "C45",
                    "steel"
                ],
                "flow_stress": 100000000.0,
                "chemical_composition": {
                    "Fe": 0.95,
                    "Cr": 0.05
                },
                "t": 0,
                "length": 0,
                "height": 0.03,
                "width": 0.03
            },
            "out_profile": {
                "type": "RollPass.OutProfile",
                "cross_section": {
                    "type": "Polygon",
                    "width": 0.04814264518817268,
                    "height": 0.018000000000000002,
                    "perimeter": 0.10779335271028952,
                    "area": 0.0006199236268730841
                },
                "classifiers": [
                    "circular_oval",
                    "oval",
                    "generic_elongation"
                ],
                "temperature": 1473.15,
                "strain": 0.12962710273238837,
                "material": [
                    "C45",
                    "steel"
                ],
                "flow_stress": 100000000.0,
                "chemical_composition": {
                    "Fe": 0.95,
                    "Cr": 0.05
                },
                "t": 0.2704916661950485,
                "length": 0.0,
                "width": 0.04814264518817268
            },
            "gap": 0.002,
            "roll": {
                "type": "RollPass.Roll",
                "nominal_radius": 0.16,
                "rotational_frequency": 1,
                "groove": {
                    "type": "CircularOvalGroove",
                    "r1": 0.006,
                    "r2": 0.04,
                    "alpha1": 0.598668052835542,
                    "alpha2": 0.598668052835542,
                    "depth": 0.008,
                    "usable_width": 0.04814264518817268,
                    "classifiers": [
                        "circular_oval",
                        "oval",
                        "generic_elongation"
                    ],
                    "flank_angle": 0.598668052835542,
                    "ground_width": 0.02468853599393468,
                    "contour_line": {
                        "type": "LineString",
                        "width": 0.07110298366253195,
                        "depth": 0.008,
                        "length": 0.07433244283174234
                    }
                },
                "roll_torque": 3492.976239911318,
                "max_radius": 0.16,
                "contour_points": [
                    [
                        -0.03555149183126598,
                        0.0
                    ],
                    [
                        -0.02592296279363144,
                        0.0
                    ],
                    [
                        -0.02575389999280341,
                        2.38232550822063e-06
                    ],
                    [
                        -0.025584837191975376,
                        9.53498653863058e-06
                    ],
                    [
                        -0.025415774391147346,
                        2.1475104644488353e-05
                    ],
                    [
                        -0.025246711590319316,
                        3.8231444443779204e-05
                    ],
                    [
                        -0.025077648789491286,
                        5.984476344224332e-05
                    ],
                    [
                        -0.024908585988663252,
                        8.63683157012107e-05
                    ],
                    [
                        -0.024739523187835222,
                        0.00011786852412895392
                    ],
                    [
                        -0.024570460387007192,
                        0.00015442584170933474
                    ],
                    [
                        -0.02440139758617916,
                        0.00019613582865082076
                    ],
                    [
                        -0.02423233478535113,
                        0.00024311048068332772
                    ],
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                        0.0005622616733019573
                    ],
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                        -0.023217957980382942,
                        0.0006443535441272392
                    ],
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                        -0.023048895179554912,
                        0.0007331474911749748
                    ],
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                        -0.022879832378726882,
                        0.0008289887567437234
                    ],
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                        -0.02271076957789885,
                        0.000932277163774491
                    ],
                    [
                        -0.022541706777070805,
                        0.0010434782608695764
                    ],
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                        -0.021414621438217266,
                        0.0017848189081700674
                    ],
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                        -0.020287536099363724,
                        0.0024734082883751674
                    ],
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                        -0.019160450760510185,
                        0.0031123500588334935
                    ],
                    [
                        -0.018033365421656643,
                        0.0037043097058184066
                    ],
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                        -0.016906280082803104,
                        0.004251588844653625
                    ],
                    [
                        -0.015779194743949565,
                        0.004756183333318412
                    ],
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                        -0.014652109405096024,
                        0.005219829257817624
                    ],
                    [
                        -0.013525024066242484,
                        0.005644039687679132
                    ],
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                        -0.012397938727388943,
                        0.006030134305730628
                    ],
                    [
                        -0.011270853388535403,
                        0.006379263462111151
                    ],
                    [
                        -0.010143768049681864,
                        0.006692427808994532
                    ],
                    [
                        -0.009016682710828323,
                        0.006970494388604434
                    ],
                    [
                        -0.007889597371974783,
                        0.007214209839140312
                    ],
                    [
                        -0.006762512033121244,
                        0.007424211228658599
                    ],
                    [
                        -0.005635426694267701,
                        0.007601034910385045
                    ],
                    [
                        -0.004508341355414162,
                        0.007745123703708133
                    ],
                    [
                        -0.0033812560165606236,
                        0.007856832635703415
                    ],
                    [
                        -0.002254170677707081,
                        0.007936433423075796
                    ],
                    [
                        -0.0011270853388535423,
                        0.007984117829945195
                    ],
                    [
                        0.0,
                        0.008
                    ],
                    [
                        0.0011270853388535423,
                        0.007984117829945195
                    ],
                    [
                        0.002254170677707081,
                        0.007936433423075796
                    ],
                    [
                        0.0033812560165606236,
                        0.007856832635703415
                    ],
                    [
                        0.004508341355414162,
                        0.007745123703708133
                    ],
                    [
                        0.005635426694267701,
                        0.007601034910385045
                    ],
                    [
                        0.006762512033121244,
                        0.007424211228658599
                    ],
                    [
                        0.007889597371974783,
                        0.007214209839140312
                    ],
                    [
                        0.009016682710828323,
                        0.006970494388604434
                    ],
                    [
                        0.010143768049681864,
                        0.006692427808994532
                    ],
                    [
                        0.011270853388535403,
                        0.006379263462111151
                    ],
                    [
                        0.012397938727388943,
                        0.006030134305730628
                    ],
                    [
                        0.013525024066242484,
                        0.005644039687679132
                    ],
                    [
                        0.014652109405096024,
                        0.005219829257817624
                    ],
                    [
                        0.015779194743949565,
                        0.004756183333318412
                    ],
                    [
                        0.016906280082803104,
                        0.004251588844653625
                    ],
                    [
                        0.018033365421656643,
                        0.0037043097058184066
                    ],
                    [
                        0.019160450760510185,
                        0.0031123500588334935
                    ],
                    [
                        0.020287536099363724,
                        0.0024734082883751674
                    ],
                    [
                        0.021414621438217266,
                        0.0017848189081700674
                    ],
                    [
                        0.022541706777070805,
                        0.0010434782608695764
                    ],
                    [
                        0.02271076957789885,
                        0.000932277163774491
                    ],
                    [
                        0.022879832378726882,
                        0.0008289887567437234
                    ],
                    [
                        0.023048895179554912,
                        0.0007331474911749748
                    ],
                    [
                        0.023217957980382942,
                        0.0006443535441272392
                    ],
                    [
                        0.023387020781210972,
                        0.0005622616733019573
                    ],
                    [
                        0.023556083582039006,
                        0.00048657250000223775
                    ],
                    [
                        0.023725146382867036,
                        0.0004170256113273565
                    ],
                    [
                        0.023894209183695066,
                        0.00035339404684813034
                    ],
                    [
                        0.0240632719845231,
                        0.0002954798541404055
                    ],
                    [
                        0.02423233478535113,
                        0.00024311048068332772
                    ],
                    [
                        0.02440139758617916,
                        0.00019613582865082076
                    ],
                    [
                        0.024570460387007192,
                        0.00015442584170933474
                    ],
                    [
                        0.024739523187835222,
                        0.00011786852412895392
                    ],
                    [
                        0.024908585988663252,
                        8.63683157012107e-05
                    ],
                    [
                        0.025077648789491286,
                        5.984476344224332e-05
                    ],
                    [
                        0.025246711590319316,
                        3.8231444443779204e-05
                    ],
                    [
                        0.025415774391147346,
                        2.1475104644488353e-05
                    ],
                    [
                        0.025584837191975376,
                        9.53498653863058e-06
                    ],
                    [
                        0.02575389999280341,
                        2.38232550822063e-06
                    ],
                    [
                        0.02592296279363144,
                        0.0
                    ],
                    [
                        0.03555149183126598,
                        0.0
                    ]
                ],
                "min_radius": 0.152,
                "contact_length": 0.04228474902373194,
                "working_radius": 0.1563255150095489,
                "contact_area": 0.0016521210699162083
            },
            "roll_force": 165212.10699162082,
            "height": 0.018000000000000002,
            "length": 0.04228474902373194,
            "velocity": 0.1563255150095489,
            "duration": 0.2704916661950485,
            "elongation": 1.1384037965007547,
            "log_elongation": 0.12962710273238837,
            "strain": 0.12962710273238837,
            "iteration_precision": 0.01,
            "disk_elements": []
        },
        {
            "type": "Transport",
            "label": "I => II",
            "in_profile": {
                "type": "Transport.InProfile",
                "cross_section": {
                    "type": "Polygon",
                    "width": 0.04814264518817268,
                    "height": 0.018000000000000002,
                    "perimeter": 0.10779335271028952,
                    "area": 0.0006199236268730841
                },
                "classifiers": [
                    "circular_oval",
                    "oval",
                    "generic_elongation"
                ],
                "temperature": 1473.15,
                "strain": 0.12962710273238837,
                "material": [
                    "C45",
                    "steel"
                ],
                "flow_stress": 100000000.0,
                "chemical_composition": {
                    "Fe": 0.95,
                    "Cr": 0.05
                },
                "t": 0.2704916661950485,
                "length": 0.0
            },
            "out_profile": {
                "type": "Transport.OutProfile",
                "cross_section": {
                    "type": "Polygon",
                    "width": 0.04814264518817268,
                    "height": 0.018000000000000002,
                    "perimeter": 0.10779335271028952,
                    "area": 0.0006199236268730841
                },
                "classifiers": [
                    "circular_oval",
                    "oval",
                    "generic_elongation"
                ],
                "temperature": 1473.15,
                "strain": 0,
                "material": [
                    "C45",
                    "steel"
                ],
                "flow_stress": 100000000.0,
                "chemical_composition": {
                    "Fe": 0.95,
                    "Cr": 0.05
                },
                "t": 1.2704916661950485,
                "length": 0
            },
            "duration": 1,
            "array_values": [
                1,
                2,
                3,
                4
            ],
            "iteration_precision": 0.01,
            "disk_elements": []
        }
    ]
}

export-toml

Exports the data to a TOML file via the pyroll.export.to_toml() function. The file can be specified by the -f/--file option, which defaults to ./export.toml. So, execute f.e.

pyroll input-py solve export-toml -f my-results.toml

Which leads to a file similar to this

type = "PassSequence"
label = ""
total_elongation = 1.4394815897291575
duration = 1.6428682404668775
iteration_precision = 0.01

[[units]]
type = "RollPass"
label = "Oval I"
gap = 0.002
roll_force = 165212.10699162082
height = 0.018000000000000002
length = 0.04228474902373194
velocity = 0.1563255150095489
duration = 0.2704916661950485
elongation = 1.1384037965007547
log_elongation = 0.12962710273238837
strain = 0.12962710273238837
iteration_precision = 0.01
disk_elements = []

[units.in_profile]
type = "RollPass.InProfile"
temperature = 1473.15
strain = 0
flow_stress = 100000000.0
t = 0
length = 0
height = 0.03
width = 0.03
classifiers = ["round", "rotated", "vertical"]
material = ["C45", "steel"]

[units.in_profile.cross_section]
type = "Polygon"
width = 0.03
height = 0.03
perimeter = 0.09420993470864258
area = 0.0007057234103728363

[units.in_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

[units.out_profile]
type = "RollPass.OutProfile"
temperature = 1473.15
strain = 0.12962710273238837
flow_stress = 100000000.0
t = 0.2704916661950485
length = 0.0
width = 0.04814264518817268
classifiers = ["circular_oval", "oval", "generic_elongation"]
material = ["C45", "steel"]

[units.out_profile.cross_section]
type = "Polygon"
width = 0.04814264518817268
height = 0.018000000000000002
perimeter = 0.10779335271028952
area = 0.0006199236268730841

[units.out_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

[units.roll]
type = "RollPass.Roll"
nominal_radius = 0.16
rotational_frequency = 1
roll_torque = 3492.976239911318
max_radius = 0.16
min_radius = 0.152
contact_length = 0.04228474902373194
working_radius = 0.1563255150095489
contact_area = 0.0016521210699162083
contour_points = [[-0.03555149183126598, 0.0], [-0.02592296279363144, 0.0], [-0.02575389999280341, 0.00000238232550822063], [-0.025584837191975376, 0.00000953498653863058], [-0.025415774391147346, 0.000021475104644488353], [-0.025246711590319316, 0.000038231444443779204], [-0.025077648789491286, 0.00005984476344224332], [-0.024908585988663252, 0.0000863683157012107], [-0.024739523187835222, 0.00011786852412895392], [-0.024570460387007192, 0.00015442584170933474], [-0.02440139758617916, 0.00019613582865082076], [-0.02423233478535113, 0.00024311048068332772], [-0.0240632719845231, 0.0002954798541404055], [-0.023894209183695066, 0.00035339404684813034], [-0.023725146382867036, 0.0004170256113273565], [-0.023556083582039006, 0.00048657250000223775], [-0.023387020781210972, 0.0005622616733019573], [-0.023217957980382942, 0.0006443535441272392], [-0.023048895179554912, 0.0007331474911749748], [-0.022879832378726882, 0.0008289887567437234], [-0.02271076957789885, 0.000932277163774491], [-0.022541706777070805, 0.0010434782608695764], [-0.021414621438217266, 0.0017848189081700674], [-0.020287536099363724, 0.0024734082883751674], [-0.019160450760510185, 0.0031123500588334935], [-0.018033365421656643, 0.0037043097058184066], [-0.016906280082803104, 0.004251588844653625], [-0.015779194743949565, 0.004756183333318412], [-0.014652109405096024, 0.005219829257817624], [-0.013525024066242484, 0.005644039687679132], [-0.012397938727388943, 0.006030134305730628], [-0.011270853388535403, 0.006379263462111151], [-0.010143768049681864, 0.006692427808994532], [-0.009016682710828323, 0.006970494388604434], [-0.007889597371974783, 0.007214209839140312], [-0.006762512033121244, 0.007424211228658599], [-0.005635426694267701, 0.007601034910385045], [-0.004508341355414162, 0.007745123703708133], [-0.0033812560165606236, 0.007856832635703415], [-0.002254170677707081, 0.007936433423075796], [-0.0011270853388535423, 0.007984117829945195], [0.0, 0.008], [0.0011270853388535423, 0.007984117829945195], [0.002254170677707081, 0.007936433423075796], [0.0033812560165606236, 0.007856832635703415], [0.004508341355414162, 0.007745123703708133], [0.005635426694267701, 0.007601034910385045], [0.006762512033121244, 0.007424211228658599], [0.007889597371974783, 0.007214209839140312], [0.009016682710828323, 0.006970494388604434], [0.010143768049681864, 0.006692427808994532], [0.011270853388535403, 0.006379263462111151], [0.012397938727388943, 0.006030134305730628], [0.013525024066242484, 0.005644039687679132], [0.014652109405096024, 0.005219829257817624], [0.015779194743949565, 0.004756183333318412], [0.016906280082803104, 0.004251588844653625], [0.018033365421656643, 0.0037043097058184066], [0.019160450760510185, 0.0031123500588334935], [0.020287536099363724, 0.0024734082883751674], [0.021414621438217266, 0.0017848189081700674], [0.022541706777070805, 0.0010434782608695764], [0.02271076957789885, 0.000932277163774491], [0.022879832378726882, 0.0008289887567437234], [0.023048895179554912, 0.0007331474911749748], [0.023217957980382942, 0.0006443535441272392], [0.023387020781210972, 0.0005622616733019573], [0.023556083582039006, 0.00048657250000223775], [0.023725146382867036, 0.0004170256113273565], [0.023894209183695066, 0.00035339404684813034], [0.0240632719845231, 0.0002954798541404055], [0.02423233478535113, 0.00024311048068332772], [0.02440139758617916, 0.00019613582865082076], [0.024570460387007192, 0.00015442584170933474], [0.024739523187835222, 0.00011786852412895392], [0.024908585988663252, 0.0000863683157012107], [0.025077648789491286, 0.00005984476344224332], [0.025246711590319316, 0.000038231444443779204], [0.025415774391147346, 0.000021475104644488353], [0.025584837191975376, 0.00000953498653863058], [0.02575389999280341, 0.00000238232550822063], [0.02592296279363144, 0.0], [0.03555149183126598, 0.0]]

[units.roll.groove]
type = "CircularOvalGroove"
r1 = 0.006
r2 = 0.04
alpha1 = 0.598668052835542
alpha2 = 0.598668052835542
depth = 0.008
usable_width = 0.04814264518817268
flank_angle = 0.598668052835542
ground_width = 0.02468853599393468
classifiers = ["circular_oval", "oval", "generic_elongation"]

[units.roll.groove.contour_line]
type = "LineString"
width = 0.07110298366253195
depth = 0.008
length = 0.07433244283174234

[[units]]
type = "Transport"
label = "I => II"
duration = 1
iteration_precision = 0.01
array_values = [1, 2, 3, 4]
disk_elements = []

[units.in_profile]
type = "Transport.InProfile"
temperature = 1473.15
strain = 0.12962710273238837
flow_stress = 100000000.0
t = 0.2704916661950485
length = 0.0
classifiers = ["circular_oval", "oval", "generic_elongation"]
material = ["C45", "steel"]

[units.in_profile.cross_section]
type = "Polygon"
width = 0.04814264518817268
height = 0.018000000000000002
perimeter = 0.10779335271028952
area = 0.0006199236268730841

[units.in_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

[units.out_profile]
type = "Transport.OutProfile"
temperature = 1473.15
strain = 0
flow_stress = 100000000.0
t = 1.2704916661950485
length = 0
classifiers = ["circular_oval", "oval", "generic_elongation"]
material = ["C45", "steel"]

[units.out_profile.cross_section]
type = "Polygon"
width = 0.04814264518817268
height = 0.018000000000000002
perimeter = 0.10779335271028952
area = 0.0006199236268730841

[units.out_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

[[units]]
type = "RollPass"
label = "Round II"
gap = 0.002
roll_force = 123500.89741440056
height = 0.025
length = 0.0574698817109208
velocity = 0.15433269889036763
duration = 0.37237657427182896
elongation = 1.2644736376968007
log_elongation = 0.23465593890486666
strain = 0.23465593890486666
iteration_precision = 0.01
disk_elements = []

[units.in_profile]
type = "RollPass.InProfile"
temperature = 1473.15
strain = 0
flow_stress = 100000000.0
t = 1.2704916661950485
length = 0
height = 0.04814264518817268
width = 0.018000000000000002
classifiers = ["generic_elongation", "vertical", "circular_oval", "oval", "rotated"]
material = ["C45", "steel"]

[units.in_profile.cross_section]
type = "Polygon"
width = 0.018000000000000002
height = 0.04814264518817268
perimeter = 0.10779335271028952
area = 0.000619923626873084

[units.in_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

[units.out_profile]
type = "RollPass.OutProfile"
temperature = 1473.15
strain = 0.23465593890486666
flow_stress = 100000000.0
t = 1.6428682404668775
length = 0.0
width = 0.024979346307209157
classifiers = ["generic_elongation", "round"]
material = ["C45", "steel"]

[units.out_profile.cross_section]
type = "Polygon"
width = 0.024979346307209157
height = 0.025
perimeter = 0.07857846976830599
area = 0.0004902621995364455

[units.out_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

[units.roll]
type = "RollPass.Roll"
nominal_radius = 0.16
rotational_frequency = 1
roll_torque = 3548.7909827990825
max_radius = 0.16
min_radius = 0.1485
contact_length = 0.0574698817109208
working_radius = 0.15433269889036763
contact_area = 0.0012350089741440056
contour_points = [[-0.01834689918426052, 0.0], [-0.013351029922818688, 0.0], [-0.013301581663845286, 0.0000012233134055945113], [-0.013252133404871884, 0.0000049022767898635865], [-0.013202685145898481, 0.000011064295739862586], [-0.013153236886925077, 0.0000197561961675103], [-0.013103788627951675, 0.000031046057796098054], [-0.013054340368978273, 0.00004502601677219755], [-0.01300489211000487, 0.00006181632153374876], [-0.012955443851031468, 0.00008157109158740206], [-0.012905995592058066, 0.00010448649119935386], [-0.012856547333084663, 0.0001308124664665673], [-0.01280709907411126, 0.00016086995535589585], [-0.012757650815137857, 0.00019507687661000775], [-0.012708202556164455, 0.00023398891869609107], [-0.012658754297191053, 0.00027836681190381387], [-0.01260930603821765, 0.00032929464068613104], [-0.012559857779244248, 0.0003884064754824285], [-0.012510409520270844, 0.0004583752786104569], [-0.012460961261297442, 0.0005441735222940899], [-0.01241151300232404, 0.000657497509345915], [-0.012362064743350639, 0.0008518518518518549], [-0.011743961506183107, 0.003281281133176079], [-0.011125858269015574, 0.004697830971323894], [-0.010507755031848042, 0.005770309017369308], [-0.009889651794680512, 0.006644919056469634], [-0.009271548557512978, 0.00738381699142336], [-0.008653445320345447, 0.008020414851202327], [-0.008035342083177915, 0.008575138516298864], [-0.007417238846010383, 0.009061539042374908], [-0.006799135608842851, 0.009489125558051308], [-0.0061810323716753185, 0.009864844169167903], [-0.005562929134507787, 0.010193918860008075], [-0.004944825897340255, 0.010480361355157473], [-0.004326722660172724, 0.010727295980828142], [-0.0037086194230051914, 0.010937174790347531], [-0.0030905161858376592, 0.011111924277548776], [-0.002472412948670127, 0.011253047547906125], [-0.0018543097115025949, 0.011361696303251716], [-0.0012362064743350627, 0.011438721540126706], [-0.0006181032371675305, 0.01148470858243007], [0.0, 0.0115], [0.0006181032371675305, 0.01148470858243007], [0.0012362064743350627, 0.011438721540126706], [0.0018543097115025949, 0.011361696303251716], [0.002472412948670127, 0.011253047547906125], [0.0030905161858376592, 0.011111924277548776], [0.0037086194230051914, 0.010937174790347531], [0.004326722660172724, 0.010727295980828142], [0.004944825897340255, 0.010480361355157473], [0.005562929134507787, 0.010193918860008075], [0.0061810323716753185, 0.009864844169167903], [0.006799135608842851, 0.009489125558051308], [0.007417238846010383, 0.009061539042374908], [0.008035342083177915, 0.008575138516298864], [0.008653445320345447, 0.008020414851202327], [0.009271548557512978, 0.00738381699142336], [0.009889651794680512, 0.006644919056469634], [0.010507755031848042, 0.005770309017369308], [0.011125858269015574, 0.004697830971323894], [0.011743961506183107, 0.003281281133176079], [0.012362064743350639, 0.0008518518518518549], [0.01241151300232404, 0.000657497509345915], [0.012460961261297442, 0.0005441735222940899], [0.012510409520270844, 0.0004583752786104569], [0.012559857779244248, 0.0003884064754824285], [0.01260930603821765, 0.00032929464068613104], [0.012658754297191053, 0.00027836681190381387], [0.012708202556164455, 0.00023398891869609107], [0.012757650815137857, 0.00019507687661000775], [0.01280709907411126, 0.00016086995535589585], [0.012856547333084663, 0.0001308124664665673], [0.012905995592058066, 0.00010448649119935386], [0.012955443851031468, 0.00008157109158740206], [0.01300489211000487, 0.00006181632153374876], [0.013054340368978273, 0.00004502601677219755], [0.013103788627951675, 0.000031046057796098054], [0.013153236886925077, 0.0000197561961675103], [0.013202685145898481, 0.000011064295739862586], [0.013252133404871884, 0.0000049022767898635865], [0.013301581663845286, 0.0000012233134055945113], [0.013351029922818688, 0.0], [0.01834689918426052, 0.0]]

[units.roll.groove]
type = "RoundGroove"
r1 = 0.001
r2 = 0.0125
alpha1 = 1.4221008325273343
alpha2 = 1.4221008325273343
depth = 0.0115
usable_width = 0.024979346307209157
flank_angle = 1.4221008325273343
ground_width = 0.02153391923035272
classifiers = ["generic_elongation", "round"]

[units.roll.groove.contour_line]
type = "LineString"
width = 0.03669379836852104
depth = 0.0115
length = 0.04837185790523714

[in_profile]
type = "PassSequence.InProfile"
temperature = 1473.15
strain = 0
flow_stress = 100000000.0
t = 0
classifiers = ["round"]
material = ["C45", "steel"]

[in_profile.cross_section]
type = "Polygon"
width = 0.03
height = 0.03
perimeter = 0.09420993470864258
area = 0.000705723410372836

[in_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

[out_profile]
type = "PassSequence.OutProfile"
temperature = 1473.15
strain = 0.23465593890486666
flow_stress = 100000000.0
t = 1.6428682404668775
length = 0.0
classifiers = ["generic_elongation", "round"]
material = ["C45", "steel"]

[out_profile.cross_section]
type = "Polygon"
width = 0.024979346307209157
height = 0.025
perimeter = 0.07857846976830599
area = 0.0004902621995364455

[out_profile.chemical_composition]
Fe = 0.95
Cr = 0.05

export-yaml

Exports the data to a YAML file via the pyroll.export.to_yaml() function. The file can be specified by the -f/--file option, which defaults to ./export.yaml. So, execute f.e.

pyroll input-py solve export-yaml -f my-results.yaml

Which leads to a file similar to this

duration: 1.6428682404668775
in_profile:
  chemical_composition:
    Cr: 0.05
    Fe: 0.95
  classifiers:
  - round
  cross_section:
    area: 0.000705723410372836
    height: 0.03
    perimeter: 0.09420993470864258
    type: Polygon
    width: 0.03
  flow_stress: 100000000.0
  material:
  - C45
  - steel
  strain: 0
  t: 0
  temperature: 1473.15
  type: PassSequence.InProfile
iteration_precision: 0.01
label: ''
out_profile:
  chemical_composition:
    Cr: 0.05
    Fe: 0.95
  classifiers:
  - generic_elongation
  - round
  cross_section:
    area: 0.0004902621995364455
    height: 0.025
    perimeter: 0.07857846976830599
    type: Polygon
    width: 0.024979346307209157
  flow_stress: 100000000.0
  length: 0.0
  material:
  - C45
  - steel
  strain: 0.23465593890486666
  t: 1.6428682404668775
  temperature: 1473.15
  type: PassSequence.OutProfile
total_elongation: 1.4394815897291575
type: PassSequence
units:
- disk_elements: []
  duration: 0.2704916661950485
  elongation: 1.1384037965007547
  gap: 0.002
  height: 0.018000000000000002
  in_profile:
    chemical_composition:
      Cr: 0.05
      Fe: 0.95
    classifiers:
    - round
    - rotated
    - vertical
    cross_section:
      area: 0.0007057234103728363
      height: 0.03
      perimeter: 0.09420993470864258
      type: Polygon
      width: 0.03
    flow_stress: 100000000.0
    height: 0.03
    length: 0
    material:
    - C45
    - steel
    strain: 0
    t: 0
    temperature: 1473.15
    type: RollPass.InProfile
    width: 0.03
  iteration_precision: 0.01
  label: Oval I
  length: 0.04228474902373194
  log_elongation: 0.12962710273238837
  out_profile:
    chemical_composition:
      Cr: 0.05
      Fe: 0.95
    classifiers:
    - circular_oval
    - oval
    - generic_elongation
    cross_section:
      area: 0.0006199236268730841
      height: 0.018000000000000002
      perimeter: 0.10779335271028952
      type: Polygon
      width: 0.04814264518817268
    flow_stress: 100000000.0
    length: 0.0
    material:
    - C45
    - steel
    strain: 0.12962710273238837
    t: 0.2704916661950485
    temperature: 1473.15
    type: RollPass.OutProfile
    width: 0.04814264518817268
  roll:
    contact_area: 0.0016521210699162083
    contact_length: 0.04228474902373194
    contour_points:
    - - -0.03555149183126598
      - 0.0
    - - -0.02592296279363144
      - 0.0
    - - -0.02575389999280341
      - 2.38232550822063e-06
    - - -0.025584837191975376
      - 9.53498653863058e-06
    - - -0.025415774391147346
      - 2.1475104644488353e-05
    - - -0.025246711590319316
      - 3.8231444443779204e-05
    - - -0.025077648789491286
      - 5.984476344224332e-05
    - - -0.024908585988663252
      - 8.63683157012107e-05
    - - -0.024739523187835222
      - 0.00011786852412895392
    - - -0.024570460387007192
      - 0.00015442584170933474
    - - -0.02440139758617916
      - 0.00019613582865082076
    - - -0.02423233478535113
      - 0.00024311048068332772
    - - -0.0240632719845231
      - 0.0002954798541404055
    - - -0.023894209183695066
      - 0.00035339404684813034
    - - -0.023725146382867036
      - 0.0004170256113273565
    - - -0.023556083582039006
      - 0.00048657250000223775
    - - -0.023387020781210972
      - 0.0005622616733019573
    - - -0.023217957980382942
      - 0.0006443535441272392
    - - -0.023048895179554912
      - 0.0007331474911749748
    - - -0.022879832378726882
      - 0.0008289887567437234
    - - -0.02271076957789885
      - 0.000932277163774491
    - - -0.022541706777070805
      - 0.0010434782608695764
    - - -0.021414621438217266
      - 0.0017848189081700674
    - - -0.020287536099363724
      - 0.0024734082883751674
    - - -0.019160450760510185
      - 0.0031123500588334935
    - - -0.018033365421656643
      - 0.0037043097058184066
    - - -0.016906280082803104
      - 0.004251588844653625
    - - -0.015779194743949565
      - 0.004756183333318412
    - - -0.014652109405096024
      - 0.005219829257817624
    - - -0.013525024066242484
      - 0.005644039687679132
    - - -0.012397938727388943
      - 0.006030134305730628
    - - -0.011270853388535403
      - 0.006379263462111151
    - - -0.010143768049681864
      - 0.006692427808994532
    - - -0.009016682710828323
      - 0.006970494388604434
    - - -0.007889597371974783
      - 0.007214209839140312
    - - -0.006762512033121244
      - 0.007424211228658599
    - - -0.005635426694267701
      - 0.007601034910385045
    - - -0.004508341355414162
      - 0.007745123703708133
    - - -0.0033812560165606236
      - 0.007856832635703415
    - - -0.002254170677707081
      - 0.007936433423075796
    - - -0.0011270853388535423
      - 0.007984117829945195
    - - 0.0
      - 0.008
    - - 0.0011270853388535423
      - 0.007984117829945195
    - - 0.002254170677707081
      - 0.007936433423075796
    - - 0.0033812560165606236
      - 0.007856832635703415
    - - 0.004508341355414162
      - 0.007745123703708133
    - - 0.005635426694267701
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    - - 0.006762512033121244
      - 0.007424211228658599
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      - 0.007214209839140312
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      - 0.006970494388604434
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      - 0.006692427808994532
    - - 0.011270853388535403
      - 0.006379263462111151
    - - 0.012397938727388943
      - 0.006030134305730628
    - - 0.013525024066242484
      - 0.005644039687679132
    - - 0.014652109405096024
      - 0.005219829257817624
    - - 0.015779194743949565
      - 0.004756183333318412
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      - 0.0005622616733019573
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      - 0.00048657250000223775
    - - 0.023725146382867036
      - 0.0004170256113273565
    - - 0.023894209183695066
      - 0.00035339404684813034
    - - 0.0240632719845231
      - 0.0002954798541404055
    - - 0.02423233478535113
      - 0.00024311048068332772
    - - 0.02440139758617916
      - 0.00019613582865082076
    - - 0.024570460387007192
      - 0.00015442584170933474
    - - 0.024739523187835222
      - 0.00011786852412895392
    - - 0.024908585988663252
      - 8.63683157012107e-05
    - - 0.025077648789491286
      - 5.984476344224332e-05
    - - 0.025246711590319316
      - 3.8231444443779204e-05
    - - 0.025415774391147346
      - 2.1475104644488353e-05
    - - 0.025584837191975376
      - 9.53498653863058e-06
    - - 0.02575389999280341
      - 2.38232550822063e-06
    - - 0.02592296279363144
      - 0.0
    - - 0.03555149183126598
      - 0.0
    groove:
      alpha1: 0.598668052835542
      alpha2: 0.598668052835542
      classifiers:
      - circular_oval
      - oval
      - generic_elongation
      contour_line:
        depth: 0.008
        length: 0.07433244283174234
        type: LineString
        width: 0.07110298366253195
      depth: 0.008
      flank_angle: 0.598668052835542
      ground_width: 0.02468853599393468
      r1: 0.006
      r2: 0.04
      type: CircularOvalGroove
      usable_width: 0.04814264518817268
    max_radius: 0.16
    min_radius: 0.152
    nominal_radius: 0.16
    roll_torque: 3492.976239911318
    rotational_frequency: 1
    type: RollPass.Roll
    working_radius: 0.1563255150095489
  roll_force: 165212.10699162082
  strain: 0.12962710273238837
  type: RollPass
  velocity: 0.1563255150095489
- array_values:
  - 1
  - 2
  - 3
  - 4
  disk_elements: []
  duration: 1
  in_profile:
    chemical_composition:
      Cr: 0.05
      Fe: 0.95
    classifiers:
    - circular_oval
    - oval
    - generic_elongation
    cross_section:
      area: 0.0006199236268730841
      height: 0.018000000000000002
      perimeter: 0.10779335271028952
      type: Polygon
      width: 0.04814264518817268
    flow_stress: 100000000.0
    length: 0.0
    material:
    - C45
    - steel
    strain: 0.12962710273238837
    t: 0.2704916661950485
    temperature: 1473.15
    type: Transport.InProfile
  iteration_precision: 0.01
  label: I => II
  out_profile:
    chemical_composition:
      Cr: 0.05
      Fe: 0.95
    classifiers:
    - circular_oval
    - oval
    - generic_elongation
    cross_section:
      area: 0.0006199236268730841
      height: 0.018000000000000002
      perimeter: 0.10779335271028952
      type: Polygon
      width: 0.04814264518817268
    flow_stress: 100000000.0
    length: 0
    material:
    - C45
    - steel
    strain: 0
    t: 1.2704916661950485
    temperature: 1473.15
    type: Transport.OutProfile
  type: Transport
- disk_elements: []
  duration: 0.37237657427182896
  elongation: 1.2644736376968007
  gap: 0.002
  height: 0.025
  in_profile:
    chemical_composition:
      Cr: 0.05
      Fe: 0.95
    classifiers:
    - generic_elongation
    - vertical
    - circular_oval
    - oval
    - rotated
    cross_section:
      area: 0.000619923626873084
      height: 0.04814264518817268
      perimeter: 0.10779335271028952
      type: Polygon
      width: 0.018000000000000002
    flow_stress: 100000000.0
    height: 0.04814264518817268
    length: 0
    material:
    - C45
    - steel
    strain: 0
    t: 1.2704916661950485
    temperature: 1473.15
    type: RollPass.InProfile
    width: 0.018000000000000002
  iteration_precision: 0.01
  label: Round II
  length: 0.0574698817109208
  log_elongation: 0.23465593890486666
  out_profile:
    chemical_composition:
      Cr: 0.05
      Fe: 0.95
    classifiers:
    - generic_elongation
    - round
    cross_section:
      area: 0.0004902621995364455
      height: 0.025
      perimeter: 0.07857846976830599
      type: Polygon
      width: 0.024979346307209157
    flow_stress: 100000000.0
    length: 0.0
    material:
    - C45
    - steel
    strain: 0.23465593890486666
    t: 1.6428682404668775
    temperature: 1473.15
    type: RollPass.OutProfile
    width: 0.024979346307209157
  roll:
    contact_area: 0.0012350089741440056
    contact_length: 0.0574698817109208
    contour_points:
    - - -0.01834689918426052
      - 0.0
    - - -0.013351029922818688
      - 0.0
    - - -0.013301581663845286
      - 1.2233134055945113e-06
    - - -0.013252133404871884
      - 4.9022767898635865e-06
    - - -0.013202685145898481
      - 1.1064295739862586e-05
    - - -0.013153236886925077
      - 1.97561961675103e-05
    - - -0.013103788627951675
      - 3.1046057796098054e-05
    - - -0.013054340368978273
      - 4.502601677219755e-05
    - - -0.01300489211000487
      - 6.181632153374876e-05
    - - -0.012955443851031468
      - 8.157109158740206e-05
    - - -0.012905995592058066
      - 0.00010448649119935386
    - - -0.012856547333084663
      - 0.0001308124664665673
    - - -0.01280709907411126
      - 0.00016086995535589585
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      - 0.00019507687661000775
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      - 0.00023398891869609107
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      - 0.0005441735222940899
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      - 0.000657497509345915
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      - 0.006644919056469634
    - - -0.009271548557512978
      - 0.00738381699142336
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      - 0.008020414851202327
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      - 0.008575138516298864
    - - -0.007417238846010383
      - 0.009061539042374908
    - - -0.006799135608842851
      - 0.009489125558051308
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      - 0.009864844169167903
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      - 0.010193918860008075
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      - 0.010480361355157473
    - - -0.004326722660172724
      - 0.010727295980828142
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      - 0.010937174790347531
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      - 0.011253047547906125
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      - 0.011361696303251716
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    - - 0.0
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      - 0.009864844169167903
    - - 0.006799135608842851
      - 0.009489125558051308
    - - 0.007417238846010383
      - 0.009061539042374908
    - - 0.008035342083177915
      - 0.008575138516298864
    - - 0.008653445320345447
      - 0.008020414851202327
    - - 0.009271548557512978
      - 0.00738381699142336
    - - 0.009889651794680512
      - 0.006644919056469634
    - - 0.010507755031848042
      - 0.005770309017369308
    - - 0.011125858269015574
      - 0.004697830971323894
    - - 0.011743961506183107
      - 0.003281281133176079
    - - 0.012362064743350639
      - 0.0008518518518518549
    - - 0.01241151300232404
      - 0.000657497509345915
    - - 0.012460961261297442
      - 0.0005441735222940899
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      - 0.0004583752786104569
    - - 0.012559857779244248
      - 0.0003884064754824285
    - - 0.01260930603821765
      - 0.00032929464068613104
    - - 0.012658754297191053
      - 0.00027836681190381387
    - - 0.012708202556164455
      - 0.00023398891869609107
    - - 0.012757650815137857
      - 0.00019507687661000775
    - - 0.01280709907411126
      - 0.00016086995535589585
    - - 0.012856547333084663
      - 0.0001308124664665673
    - - 0.012905995592058066
      - 0.00010448649119935386
    - - 0.012955443851031468
      - 8.157109158740206e-05
    - - 0.01300489211000487
      - 6.181632153374876e-05
    - - 0.013054340368978273
      - 4.502601677219755e-05
    - - 0.013103788627951675
      - 3.1046057796098054e-05
    - - 0.013153236886925077
      - 1.97561961675103e-05
    - - 0.013202685145898481
      - 1.1064295739862586e-05
    - - 0.013252133404871884
      - 4.9022767898635865e-06
    - - 0.013301581663845286
      - 1.2233134055945113e-06
    - - 0.013351029922818688
      - 0.0
    - - 0.01834689918426052
      - 0.0
    groove:
      alpha1: 1.4221008325273343
      alpha2: 1.4221008325273343
      classifiers:
      - generic_elongation
      - round
      contour_line:
        depth: 0.0115
        length: 0.04837185790523714
        type: LineString
        width: 0.03669379836852104
      depth: 0.0115
      flank_angle: 1.4221008325273343
      ground_width: 0.02153391923035272
      r1: 0.001
      r2: 0.0125
      type: RoundGroove
      usable_width: 0.024979346307209157
    max_radius: 0.16
    min_radius: 0.1485
    nominal_radius: 0.16
    roll_torque: 3548.7909827990825
    rotational_frequency: 1
    type: RollPass.Roll
    working_radius: 0.15433269889036763
  roll_force: 123500.89741440056
  strain: 0.23465593890486666
  type: RollPass
  velocity: 0.15433269889036763

export-csv

Exports the data to a CSV file via the pandas.DataFrame.to_csv() method, using pyroll.export.to_pandas(). The file can be specified by the -f/--file option, which defaults to ./export.csv. So, execute f.e.

pyroll input-py solve export-csv -f my-results.csv

Which leads to a file similar to this

,duration,elongation,gap,height,in_profile.cross_section.height,in_profile.cross_section.perimeter,in_profile.cross_section.width,in_profile.flow_stress,in_profile.height,in_profile.length,in_profile.material,in_profile.strain,in_profile.temperature,in_profile.classifiers,in_profile.width,label,log_elongation,mean_flow_stress,out_profile.cross_section.height,out_profile.cross_section.perimeter,out_profile.cross_section.width,out_profile.flow_stress,out_profile.length,out_profile.material,out_profile.strain,out_profile.temperature,out_profile.classifiers,out_profile.width,roll.contact_area,roll.contact_length,roll.contour_line.depth,roll.contour_line.length,roll.contour_line.width,roll.groove.alpha1,roll.groove.alpha2,roll.groove.depth,roll.groove.r1,roll.groove.r2,roll.groove.classifiers,roll.groove.usable_width,roll.max_radius,roll.min_radius,roll.nominal_radius,roll.roll_torque,roll.rotational_frequency,roll_force
0,,1.1384603677535539,0.002,0.018000000000000002,0.03,0.09420993470864258,0.03,100000000,0.03,0,"C45, steel",0.0,1473.15,round,0.03,Oval I,0.12967679498342286,100000000,0.018000000000000002,0.10779462546810438,0.04814264518817268,100000000,0,"C45, steel",0.12967679498342286,1473.15,"oval, circular_oval",0.04814264518817268,0.0016521210699162083,0.04228474902373194,0.008,0.06025975303951582,0.05703051814598918,0.5986680528355425,0.5986680528355425,0.008,0.006,0.04,"oval, circular_oval",0.04814264518817268,0.16,0.152,0.16,3492.976239911318,1,165212.10699162082
1,1,,,,0.018000000000000002,0.10779462546810438,0.04814264518817268,100000000,,0,"C45, steel",0.12967679498342286,1473.15,"oval, circular_oval",,I => II,,,0.018000000000000002,0.10779462546810438,0.04814264518817268,100000000,0,"C45, steel",0.0,1473.15,"oval, circular_oval",,,,,,,,,,,,,,,,,,,
2,,1.2646102252632567,0.002,0.025,0.04814264518817268,0.10779462546810438,0.018000000000000002,100000000,0.04814264518817268,0,"C45, steel",0.0,1473.15,"oval, circular_oval",0.018000000000000002,Round II,0.23476395237851164,100000000,0.025,0.07857532958642108,0.02497934630720916,100000000,0,"C45, steel",0.23476395237851164,1473.15,round,0.02497934630720916,0.0012350089741440056,0.0574698817109208,0.0115,0.04104864528285382,0.029372265830201118,1.422100832527334,1.422100832527334,0.0115,0.001,0.0125,round,0.02497934630720916,0.16,0.1485,0.16,3548.7909827990825,1,123500.89741440056