From 52c6c43549b52e9c95afe82ec1ceffd81f41e1e8 Mon Sep 17 00:00:00 2001 From: Ali Hamdan Date: Mon, 22 Jan 2024 13:44:13 +0100 Subject: [PATCH 1/4] Add lines catalogue and get_catalogue method --- .pre-commit-config.yaml | 4 +- .vscode/cspell.json | 6 +- .vscode/settings.json | 6 +- .vscode/tasks.json | 18 +- conda/environment.yml | 1 - conda/meta.yaml | 1 - doc/conf.py | 1 - doc/models/Line/Parameters.md | 51 +- .../Transformer/Center_Tapped_Transformer.md | 4 +- doc/usage/Catalogues.md | 401 +- poetry.lock | 40 +- pyproject.toml | 1 - roseau/load_flow/_compat.py | 43 + roseau/load_flow/conftest.py | 7 - roseau/load_flow/data/lines/Catalogue.csv | 3360 +++++++++++++++++ roseau/load_flow/exceptions.py | 48 +- roseau/load_flow/io/tests/test_dict.py | 25 +- roseau/load_flow/models/core.py | 2 +- roseau/load_flow/models/lines/lines.py | 26 +- roseau/load_flow/models/lines/parameters.py | 510 ++- roseau/load_flow/models/loads/loads.py | 4 +- .../models/tests/test_line_parameters.py | 172 +- .../tests/test_transformer_parameters.py | 112 +- .../models/transformers/parameters.py | 359 +- roseau/load_flow/network.py | 288 +- .../tests/test_electrical_network.py | 131 +- roseau/load_flow/tests/test_exceptions.py | 14 +- roseau/load_flow/utils/__init__.py | 4 - roseau/load_flow/utils/console.py | 25 - roseau/load_flow/utils/constants.py | 77 +- roseau/load_flow/utils/log.py | 27 - roseau/load_flow/utils/mixins.py | 111 +- roseau/load_flow/utils/tests/test_types.py | 43 +- roseau/load_flow/utils/types.py | 311 +- 34 files changed, 5086 insertions(+), 1147 deletions(-) create mode 100644 roseau/load_flow/_compat.py create mode 100644 roseau/load_flow/data/lines/Catalogue.csv delete mode 100644 roseau/load_flow/utils/console.py diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index d3c57805..16c4ede7 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,10 +1,9 @@ -exclude: ^.idea/|^conda/meta.yaml +exclude: ^.idea/|.vscode/|^conda/meta.yaml repos: - repo: https://github.com/pre-commit/pre-commit-hooks rev: v4.5.0 hooks: - id: check-json - exclude: ^.vscode/ - id: check-merge-conflict - id: check-toml - id: check-yaml @@ -35,4 +34,3 @@ repos: hooks: - id: prettier args: ["--print-width", "120"] - exclude: ^.vscode/ diff --git a/.vscode/cspell.json b/.vscode/cspell.json index 62c34947..756d6369 100644 --- a/.vscode/cspell.json +++ b/.vscode/cspell.json @@ -7,6 +7,7 @@ "words": [ "abcn", "absolufy", + "acsr", "asarray", "astype", "bysource", @@ -34,10 +35,13 @@ "susceptance", "transfo", "ureg", + "xlpe", "yesqa" ], // flagWords - list of words to be always considered incorrect // This is useful for offensive words and common spelling errors. // For example "hte" should be "the" - "flagWords": ["hte"] + "flagWords": [ + "hte" + ] } diff --git a/.vscode/settings.json b/.vscode/settings.json index da5cade4..4ad513a2 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -25,5 +25,9 @@ "[markdown][yaml][html][css]": { "editor.defaultFormatter": "esbenp.prettier-vscode", "editor.formatOnSave": true, - } + }, + // Json + "[json]": { + "editor.indentSize": 2, + }, } diff --git a/.vscode/tasks.json b/.vscode/tasks.json index 48ba0e67..689358f5 100644 --- a/.vscode/tasks.json +++ b/.vscode/tasks.json @@ -5,7 +5,7 @@ "options": { "cwd": "${workspaceFolder}" }, "presentation": { "showReuseMessage": true, - "clear": true + "clear": true, }, "tasks": [ { @@ -15,13 +15,13 @@ "command": "make -C doc html", "group": { "kind": "build", - "isDefault": true + "isDefault": true, }, "problemMatcher": [], "presentation": { "reveal": "silent", - "focus": true - } + "focus": true, + }, }, { "label": "Open docs", @@ -32,13 +32,13 @@ "reveal": "never", "close": true, "focus": false, - "panel": "dedicated" + "panel": "dedicated", }, "group": { "kind": "build", - "isDefault": true + "isDefault": true, }, - "isBackground": true - } - ] + "isBackground": true, + }, + ], } diff --git a/conda/environment.yml b/conda/environment.yml index efa95a45..dbac36a5 100644 --- a/conda/environment.yml +++ b/conda/environment.yml @@ -11,7 +11,6 @@ dependencies: - regex >=2022.1.18 - pint >=0.21.0 - typing_extensions >=4.6.2 - - rich >=13.5.1 - pyproj >=3.3.0 - matplotlib-base >=3.7.2 - networkx >=3.0.0 diff --git a/conda/meta.yaml b/conda/meta.yaml index 9bebd633..3bc3230d 100644 --- a/conda/meta.yaml +++ b/conda/meta.yaml @@ -33,7 +33,6 @@ requirements: - regex >=2022.1.18 - pint >=0.21.0 - typing_extensions >=4.6.2 - - rich >=13.5.1 - pyproj >=3.3.0 - matplotlib-base >=3.7.2 - networkx >=3.0.0 diff --git a/doc/conf.py b/doc/conf.py index c591b375..468be0e1 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -128,7 +128,6 @@ "geopandas": ("https://geopandas.org/en/stable/", None), "pint": ("https://pint.readthedocs.io/en/stable/", None), "typing_extensions": ("https://typing-extensions.readthedocs.io/en/stable/", None), - "rich": ("https://rich.readthedocs.io/en/stable/", None), "matplotlib": ("https://matplotlib.org/stable/", None), "networkx": ("https://networkx.org/documentation/stable/", None), } diff --git a/doc/models/Line/Parameters.md b/doc/models/Line/Parameters.md index fa3496b0..c8222e2b 100644 --- a/doc/models/Line/Parameters.md +++ b/doc/models/Line/Parameters.md @@ -2,8 +2,15 @@ # Parameters -The line parameters are briefly described [here](models-line_parameters). In this page, the alternative constructors -of `LineParameters` objects are detailed. +As described [in the previous page](models-line_parameters), a line parameters object contains the +impedance and shunt admittance matrices representing the line model. Sometimes you do not have +these matrices available but you have other data such as symmetric components or geometric +configurations and material types. + +This page describes how to build the impedance and shunt admittance matrices and thus the line +parameters object using these alternative data. This is achieved via the alternative constructors +of the `LineParameters` class. Note that only 3-phase lines are supported by the alternative +constructors. (models-line_parameters-alternative_constructors-symmetric)= @@ -11,16 +18,16 @@ of `LineParameters` objects are detailed. ### Definition -The `LineParameters` class has a class method called `from_sym` which converts zero and direct sequences of -impedance and admittance into a line parameters instance. This method requires the following data: +Line parameters can be built from a symmetric model of the line using the `LineParameters.from_sym` +class method. This method takes the following data: - The zero sequence of the impedance (in $\Omega$/km), noted $\underline{Z_0}$ and `z0` in the code. - The direct sequence of the impedance (in $\Omega$/km), noted $\underline{Z_1}$ and `z1` in the code. - The zero sequence of the admittance (in S/km), noted $\underline{Y_0}$ and `y0` in the code. - The direct sequence of the admittance (in S/km), noted $\underline{Y_1}$ and `y1` in the code. -Then, it combines them in order to build the series impedance matrix $\underline{Z}$ and the shunt admittance matrix -$\underline{Y}$ using the following equations: +The symmetric componenets are then used to build the series impedance matrix $\underline{Z}$ and +the shunt admittance matrix $\underline{Y}$ using the following equations: ```{math} \begin{aligned} @@ -51,8 +58,7 @@ defined as: \end{aligned} ``` -This class method also takes optional parameters which are used to add a neutral wire to the previously seen -three-phase matrices. These optional parameters are: +For lines with a neutral, this method also takes the following optional extra parameters: - The neutral impedance (in $\Omega$/km), noted $\underline{Z_{\mathrm{n}}}$ and `zn` in the code. - The phase-to-neutral reactance (in $\Omega$/km), noted $\left(\underline{X_{p\mathrm{n}}}\right)_{p\in\{\mathrm{a}, @@ -63,8 +69,9 @@ three-phase matrices. These optional parameters are: \mathrm{b},\mathrm{c}\}}$. As these are supposed to be the same, this unique value is noted `bpn` in the code. ```{note} -If any of those parameters is omitted, the neutral wire is omitted and a 3 phase line parameters is built. -If $\underline{Z_{\mathrm{n}}}$ and $\underline{X_{p\mathrm{n}}}$ are zeros, the same happens. +If any of those parameters is omitted or if $\underline{Z_{\mathrm{n}}}$ and +$\underline{X_{p\mathrm{n}}}$ are zeros, the neutral wire is omitted and a 3-phase line parameters +is built. ``` In this case, the following matrices are built: @@ -102,8 +109,8 @@ respectively the phase-to-neutral series impedance (in $\Omega$/km), the neutral the phase-to-neutral shunt admittance (in S/km). ````{note} -The computed impedance matrix may be non-invertible. In this case, the `from_sym` class method builds impedance and -shunt admittance matrices using the following definitions: +If the computed impedance matrix is be non-invertible, the `from_sym` class method builds impedance +and shunt admittance matrices using the following definitions: ```{math} \begin{aligned} @@ -204,7 +211,7 @@ matrices from dimensions and materials used for the insulator and the conductors proposed: the first one is for a twisted line and the second is for an underground line. Both of them include a neutral wire. -This class methods accepts the following arguments: +This class method accepts the following arguments: - the line type to choose between the twisted and the underground options. - the conductor type which defines the material of the conductors. @@ -231,15 +238,15 @@ where: The following resistivities are used by _Roseau Load Flow_: -| Material | Resistivity ($\Omega$m) | -| :------------ | :---------------------- | -| Copper | $1.72\times10^{-8}$ | -| Aluminium | $2.82\times10^{-8}$ | -| Almélec | $3.26\times10^{-8}$ | -| Alu-Acier | $4.0587\times10^{-8}$ | -| Almélec-Acier | $3.26\times10^{-8}$ | +| Material | Resistivity ($\Omega$m) | +| :------------------------- | :---------------------- | +| Copper -- Fr: Cuivre | $1.72\times10^{-8}$ | +| Aluminum -- Fr: Aluminium | $2.82\times10^{-8}$ | +| Al-Mg Alloy -- Fr: Almélec | $3.26\times10^{-8}$ | +| ACSR -- Fr: Alu-Acier | $4.0587\times10^{-8}$ | +| AACSR -- Fr: Almélec-Acier | $3.26\times10^{-8}$ | -These values are defined in the `utils` module: [](#roseau.load_flow.utils.constants.RHO). +These values are defined in the `utils` module: {data}`roseau.load_flow.utils.constants.RHO`. #### Inductance @@ -271,7 +278,7 @@ where: - $D_{ij}$ the distances between the center of the conductor $i$ and the center of the conductor $j$ - $GMR_i$ the _geometric mean radius_ of the conductor $i$. -The vacuum magnetic permeability is defined in the `utils` module [](#roseau.load_flow.utils.constants.MU_0). +The vacuum magnetic permeability is defined in the `utils` module {data}`roseau.load_flow.utils.constants.MU_0`. The geometric mean radius is defined for all $i\in \{\mathrm{a}, \mathrm{b}, \mathrm{c}, \mathrm{n}\}$ as diff --git a/doc/models/Transformer/Center_Tapped_Transformer.md b/doc/models/Transformer/Center_Tapped_Transformer.md index d8092f11..fed2ff3a 100644 --- a/doc/models/Transformer/Center_Tapped_Transformer.md +++ b/doc/models/Transformer/Center_Tapped_Transformer.md @@ -95,7 +95,9 @@ load_bus = Bus(id="load_bus", phases="abc") mv_load = PowerLoad("mv_load", load_bus, powers=[10000, 10000, 10000]) # Connect the two MV buses with a line -lp = LineParameters.from_name_mv("U_AL_150") # Underground, ALuminium, 150mm² +lp = LineParameters.from_catalogue( + id="U_AL_150", model="iec" +) # Underground, ALuminium, 150mm² line = Line("line", source_bus, load_bus, parameters=lp, length=1.0, ground=ground) # Create a low-voltage bus and a load diff --git a/doc/usage/Catalogues.md b/doc/usage/Catalogues.md index 976ee42f..cd664ed5 100644 --- a/doc/usage/Catalogues.md +++ b/doc/usage/Catalogues.md @@ -19,60 +19,57 @@ interactive map. All these networks are built from open data available in France. The entire France can be provided on demand. Please email us at [contact@roseautechnologies.com](mailto:contact@roseautechnologies.com). -### Printing the catalogue +### Inspecting the catalogue -This catalogue can be printed to the terminal: +This catalogue can be retrieved in the form of a dataframe using: ```pycon >>> from roseau.load_flow import ElectricalNetwork ->>> ElectricalNetwork.print_catalogue() +>>> ElectricalNetwork.get_catalogue() ``` | Name | Nb buses | Nb branches | Nb loads | Nb sources | Nb grounds | Nb potential refs | Available load points | -| :-------------------------------------------------------------------------------- | -------: | ----------: | -------: | ---------: | ---------: | ----------------: | --------------------: | -| LVFeeder00939 | 8 | 7 | 12 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder02639 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder04790 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder06713 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder06926 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder06975 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder18498 | 18 | 17 | 32 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder18769 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder19558 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder20256 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder23832 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder24400 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder27429 | 11 | 10 | 18 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder27681 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder30216 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder31441 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder36284 | 5 | 4 | 6 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder36360 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder37263 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder38211 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder004 | 17 | 16 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder011 | 50 | 49 | 68 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder015 | 30 | 29 | 20 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder032 | 53 | 52 | 40 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder041 | 88 | 87 | 62 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder063 | 39 | 38 | 38 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder078 | 69 | 68 | 46 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder115 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder128 | 49 | 48 | 32 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder151 | 59 | 58 | 44 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder159 | 8 | 7 | 0 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder176 | 33 | 32 | 20 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder210 | 128 | 127 | 82 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder217 | 44 | 43 | 44 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder232 | 66 | 65 | 38 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder251 | 125 | 124 | 106 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder290 | 12 | 11 | 16 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder312 | 11 | 10 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder320 | 20 | 19 | 12 | 1 | 1 | 1 | 'Summer', 'Winter' | -| MVFeeder339 | 33 | 32 | 28 | 1 | 1 | 1 | 'Summer', 'Winter' | - -The table is printed using the [Rich Python library](https://rich.readthedocs.io/en/stable/index.html). Links to the -map of each network have been added in the documentation. +| :-------------------------------------------------------------------------------- | -------: | ----------: | -------: | ---------: | ---------: | ----------------: | :-------------------- | +| LVFeeder00939 | 8 | 7 | 12 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder02639 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder04790 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder06713 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder06926 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder06975 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder18498 | 18 | 17 | 32 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder18769 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder19558 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder20256 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder23832 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder24400 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder27429 | 11 | 10 | 18 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder27681 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder30216 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder31441 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder36284 | 5 | 4 | 6 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder36360 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder37263 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder38211 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder004 | 17 | 16 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder011 | 50 | 49 | 68 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder015 | 30 | 29 | 20 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder032 | 53 | 52 | 40 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder041 | 88 | 87 | 62 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder063 | 39 | 38 | 38 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder078 | 69 | 68 | 46 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder115 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder128 | 49 | 48 | 32 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder151 | 59 | 58 | 44 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder159 | 8 | 7 | 0 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder176 | 33 | 32 | 20 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder210 | 128 | 127 | 82 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder217 | 44 | 43 | 44 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder232 | 66 | 65 | 38 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder251 | 125 | 124 | 106 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder290 | 12 | 11 | 16 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder312 | 11 | 10 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder320 | 20 | 19 | 12 | 1 | 1 | 1 | 'Summer', 'Winter' | +| MVFeeder339 | 33 | 32 | 28 | 1 | 1 | 1 | 'Summer', 'Winter' | There are MV networks whose names start with "MVFeeder" and LV networks whose names with "LVFeeder". For each network, there are two available load points: @@ -80,62 +77,62 @@ network, there are two available load points: - "Winter": it contains power loads without production. - "Summer": it contains power loads with production and 20% of the "Winter" load. -The arguments of the method `print_catalogue` can be used to filter the output. If you want to print the LV networks +The arguments of the method `get_catalogue` can be used to filter the output. If you want to get the LV networks only, you can call: ```pycon ->>> ElectricalNetwork.print_catalogue(name="LVFeeder") +>>> ElectricalNetwork.get_catalogue(name="LVFeeder") ``` | Name | Nb buses | Nb branches | Nb loads | Nb sources | Nb grounds | Nb potential refs | Available load points | -| :------------ | -------: | ----------: | -------: | ---------: | ---------: | ----------------: | --------------------: | -| LVFeeder00939 | 8 | 7 | 12 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder02639 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder04790 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder06713 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder06926 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder06975 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder18498 | 18 | 17 | 32 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder18769 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder19558 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder20256 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder23832 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder24400 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder27429 | 11 | 10 | 18 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder27681 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder30216 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder31441 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder36284 | 5 | 4 | 6 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder36360 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder37263 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | -| LVFeeder38211 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | +| :------------ | -------: | ----------: | -------: | ---------: | ---------: | ----------------: | :-------------------- | +| LVFeeder00939 | 8 | 7 | 12 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder02639 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder04790 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder06713 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder06926 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder06975 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder18498 | 18 | 17 | 32 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder18769 | 7 | 6 | 10 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder19558 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder20256 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder23832 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder24400 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder27429 | 11 | 10 | 18 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder27681 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder30216 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder31441 | 4 | 3 | 4 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder36284 | 5 | 4 | 6 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder36360 | 9 | 8 | 14 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder37263 | 3 | 2 | 2 | 1 | 1 | 1 | 'Summer', 'Winter' | +| LVFeeder38211 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | A regular expression can also be used: ```pycon ->>> ElectricalNetwork.print_catalogue(name=r"LVFeeder38[0-9]+") +>>> ElectricalNetwork.get_catalogue(name=r"LVFeeder38[0-9]+") ``` | Name | Nb buses | Nb branches | Nb loads | Nb sources | Nb grounds | Nb potential refs | Available load points | -| :------------ | -------: | ----------: | -------: | ---------: | ---------: | ----------------: | --------------------: | -| LVFeeder38211 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | +| :------------ | -------: | ----------: | -------: | ---------: | ---------: | ----------------: | :-------------------- | +| LVFeeder38211 | 6 | 5 | 8 | 1 | 1 | 1 | 'Summer', 'Winter' | ### Getting an instance -To build a network from the catalogue, the class method `from_catalogue` can be used. The name of the network and -the name of the load point must be provided: +You can build an `ElectricalNetwork` instance from the catalogue using the class method +`from_catalogue`. The name of the network and the name of the load point must be provided: ```pycon >>> en = ElectricalNetwork.from_catalogue(name="LVFeeder38211", load_point_name="Summer") ``` -In case of mistakes, an error is raised: +In case no or several results match the parameters, an error is raised: ```pycon >>> ElectricalNetwork.from_catalogue(name="LVFeeder38211", load_point_name="Unknown") -RoseauLoadFlowException: No load point matching the name 'Unknown' has been found for the network 'LVFeeder38211'. -Please look at the catalogue using the `print_catalogue` class method. [catalogue_not_found] +RoseauLoadFlowException: No load points for network 'LVFeeder38211' matching the query (load_point_name='Unknown') +have been found. Please look at the catalogue using the `get_catalogue` class method. [catalogue_not_found] ``` (catalogues-transformers)= @@ -159,13 +156,13 @@ The available transformers data come from the following data sheets: Pull requests to add some other sources are welcome! -### Printing the catalogue +### Inspecting the catalogue -This catalogue can be printed to the terminal: +This catalogue can be retrieved in the form of a dataframe using: ```pycon >>> from roseau.load_flow import TransformerParameters ->>> TransformerParameters.print_catalogue() +>>> TransformerParameters.get_catalogue() ``` | Id | Manufacturer | Product range | Efficiency | Type | Nominal power (kVA) | High voltage (kV) | Low voltage (kV) | @@ -313,11 +310,11 @@ The following data are available in this table: - the primary side phase to phase voltage, noted **uhv**. - the secondary side phase to phase volage, noted **ulv**. -The `print_catalogue` method accepts arguments (in bold above) that can be used to filter the printed table. The -following command only prints transformer parameters of transformers with an efficiency of "A0Ak": +The `get_catalogue` method accepts arguments (in bold above) that can be used to filter the returned table. The +following command only retrieves transformer parameters of transformers with an efficiency of "A0Ak": ```pycon ->>> TransformerParameters.print_catalogue(efficiency="A0Ak") +>>> TransformerParameters.get_catalogue(efficiency="A0Ak") ``` | Id | Manufacturer | Product range | Efficiency | Type | Nominal power (kVA) | High voltage (kV) | Low voltage (kV) | @@ -340,7 +337,7 @@ following command only prints transformer parameters of transformers with an eff or only transformers with a wye winding on the primary side (using a regular expression) ```pycon ->>> TransformerParameters.print_catalogue(type=r"^y.*$") +>>> TransformerParameters.get_catalogue(type=r"^y.*$") ``` | Id | Manufacturer | Product range | Efficiency | Type | Nominal power (kVA) | High voltage (kV) | Low voltage (kV) | @@ -353,22 +350,23 @@ or only transformers with a wye winding on the primary side (using a regular exp or only transformers meeting both criteria ```pycon ->>> TransformerParameters.print_catalogue(efficiency="A0Ak", type=r"^y.*$") +>>> TransformerParameters.get_catalogue(efficiency="A0Ak", type=r"^y.*$") ``` | Id | Manufacturer | Product range | Efficiency | Type | Nominal power (kVA) | High voltage (kV) | Low voltage (kV) | | :------------------- | :----------- | :------------ | :--------- | :---- | ------------------: | ----------------: | ---------------: | | SE_Minera_A0Ak_50kVA | SE | Minera | A0Ak | Yzn11 | 50.0 | 20.0 | 0.4 | -Among all the possible filters, the nominal power and voltages are expected in their default unit (VA and V). The -[Pint](https://pint.readthedocs.io/en/stable/) library can also be used. For instance, if we want to print -transformer parameters with a nominal power of 3150 kVA, the following two commands print the same table: +Among all the possible filters, the nominal power and voltages are expected in their default unit +(VA and V). You can also use the [Pint](https://pint.readthedocs.io/en/stable/) library to express +the values in different units. For instance, if you want to get transformer parameters with a +nominal power of 3150 kVA, the following two commands return the same table: ```pycon ->>> TransformerParameters.print_catalogue(sn=3150e3) # in VA by default +>>> TransformerParameters.get_catalogue(sn=3150e3) # in VA by default ->>> from roseau.load_flow.units import Q_ -... TransformerParameters.print_catalogue(sn=Q_(3150, "kVA")) +>>> from roseau.load_flow import Q_ +... TransformerParameters.get_catalogue(sn=Q_(3150, "kVA")) ``` | Id | Manufacturer | Product range | Efficiency | Type | Nominal power (kVA) | High voltage (kV) | Low voltage (kV) | @@ -379,11 +377,11 @@ transformer parameters with a nominal power of 3150 kVA, the following two comma ### Getting an instance -To build a transformer parameters from the catalogue, the class method `from_catalogue` can be used. The same filter -as the one used for the method `print_catalogue` can be used. The filter must lead to a single transformer in the -catalogue. +You can build a `TransformerParameters` instance from the catalogue using the class method `from_catalogue`. +You must filter the data to get a single transformer. You can apply the same filtering technique used for +the method `get_catalogue` to narrow down the result to a single transformer in the catalogue. -For instance, this filter leads to a single transformer parameters in the catalogue: +For instance, these parameters filter the catalogue down to a single transformer parameters: ```pycon >>> TransformerParameters.from_catalogue(efficiency="A0Ak", type=r"^y.*$") @@ -397,19 +395,218 @@ The `id` filter can be directly used: TransformerParameters(id='SE_Minera_A0Ak_50kVA') ``` -In case of mistakes, an error is raised: +In case no or several results match the parameters, an error is raised: ```pycon >>> TransformerParameters.from_catalogue(manufacturer="ft") -RoseauLoadFlowException: Several transformers matching the query ("manufacturer='ft'") -have been found. Please look at the catalogue using the `print_catalogue` class method. - [catalogue_several_found] +RoseauLoadFlowException: Several transformers matching the query (manufacturer='ft') have been found: +'FT_Standard_Standard_100kVA', 'FT_Standard_Standard_160kVA', 'FT_Standard_Standard_250kVA', +'FT_Standard_Standard_315kVA', 'FT_Standard_Standard_400kVA', 'FT_Standard_Standard_500kVA', +'FT_Standard_Standard_630kVA', 'FT_Standard_Standard_800kVA', 'FT_Standard_Standard_1000kVA', +'FT_Standard_Standard_1250kVA', 'FT_Standard_Standard_1600kVA', 'FT_Standard_Standard_2000kVA', +'FT_Standard_Standard_2500kVA', 'FT_Standard_Standard_3150kVA'. [catalogue_several_found] ``` or if no results: ```pycon >>> TransformerParameters.from_catalogue(manufacturer="unknown") -RoseauLoadFlowException: No manufacturer matching the name 'unknown' has been found. -Available manufacturers are 'FT', 'SE'. [catalogue_not_found] +RoseauLoadFlowException: No manufacturer matching 'unknown' has been found. Available manufacturers +are 'FT', 'SE'. [catalogue_not_found] +``` + +(catalogues-lines)= + +## Lines + +_Roseau Load Flow_ is provided with a catalogue of line parameters. These parameters are available +through the class `LineParameters`. + +### Source of data + +The available lines data are based on the following sources: + +- IEC standards including: IEC-60228, IEC-60287, IEC-60364 +- Technique de l'ingénieur (French technical and scientific documentation) +- A model of cables used in the French public grid based on the work of Alain Coiffier + +### Inspecting the catalogue + +This catalogue can be retrieved in the form of a dataframe using: + +```pycon +>>> from roseau.load_flow import LineParameters +>>> LineParameters.get_catalogue() +``` + +_Truncated to the first 50 lines_ + +| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | +| :---------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :------- | +| U_CU_75_PC | 0.24 | 0.1 | 4.68097e-05 | 290.782 | UNDERGROUND | Cu | 75 | PC | coiffier | +| U_AL_147_PC | 0.204082 | 0.1 | 5.58575e-05 | 364.1 | UNDERGROUND | Al | 147 | PC | coiffier | +| U_CU_95_PP | 0.189474 | 0.1 | 4.9323e-05 | 336.681 | UNDERGROUND | Cu | 95 | PP | coiffier | +| U_AL_116_PP | 0.258621 | 0.1 | 5.19619e-05 | 314.375 | UNDERGROUND | Al | 116 | PP | coiffier | +| U_CU_75_PU | 0.24 | 0.1 | 0.000105715 | 290.782 | UNDERGROUND | Cu | 75 | PU | coiffier | +| U_CU_150_PU | 0.12 | 0.1 | 0.000141058 | 446.896 | UNDERGROUND | Cu | 150 | PU | coiffier | +| U_CU_150_PC | 0.12 | 0.1 | 5.62345e-05 | 446.896 | UNDERGROUND | Cu | 150 | PC | coiffier | +| U_AL_50_PP | 0.6 | 0.1 | 4.36681e-05 | 186.572 | UNDERGROUND | Al | 50 | PP | coiffier | +| U_AL_147_PP | 0.204082 | 0.1 | 5.58575e-05 | 364.1 | UNDERGROUND | Al | 147 | PP | coiffier | +| U_AL_50_SR | 0.6 | 0.1 | 4.86947e-05 | 186.572 | UNDERGROUND | Al | 50 | SR | coiffier | +| U_CU_95_PM | 0.189474 | 0.1 | 0.000115139 | 336.681 | UNDERGROUND | Cu | 95 | PM | coiffier | +| U_CU_150 | 0.124 | 0.0960503 | 3.41234e-05 | 420 | UNDERGROUND | Cu | 150 | | iec | +| O_AL_55 | 0.5915 | 0.359804 | 3.18697e-06 | 195.25 | OVERHEAD | Al | 55 | | iec | +| O_AA_37 | 1.09695 | 0.35 | 1.5708e-06 | 133.221 | OVERHEAD | AA | 37 | | coiffier | +| U_AL_2440 | 0.0122951 | 0.1 | 0.00122019 | 2078.1 | UNDERGROUND | Al | 2440 | | coiffier | +| U_CU_38 | 0.4966 | 0.118845 | 2.65816e-05 | 198.6 | UNDERGROUND | Cu | 38 | | iec | +| U_CU_35_SE | 0.514286 | 0.1 | 4.63385e-05 | 181.281 | UNDERGROUND | Cu | 35 | SE | coiffier | +| U_CU_150_SE | 0.12 | 0.1 | 6.44026e-05 | 446.896 | UNDERGROUND | Cu | 150 | SE | coiffier | +| O_CU_33 | 0.5646 | 0.375852 | 3.04496e-06 | 183.4 | OVERHEAD | Cu | 33 | | iec | +| O_LA_37 | 1.28057 | 0.35 | 1.5708e-06 | 127.592 | OVERHEAD | LA | 37 | | coiffier | +| O_AM_148 | 0.223649 | 0.35 | 1.5708e-06 | 363.418 | OVERHEAD | AM | 148 | | coiffier | +| T_AL_95 | 0.32 | 0.102817 | 3.14727e-05 | 227 | TWISTED | Al | 95 | | iec | +| O_CU_12 | 1.60333 | 0.407632 | 2.79805e-06 | 90 | OVERHEAD | Cu | 12 | | iec | +| O_AA_80 | 0.507337 | 0.35 | 1.5708e-06 | 183.105 | OVERHEAD | AA | 80 | | coiffier | +| T_AL_50 | 0.641 | 0.113705 | 2.79758e-05 | 146 | TWISTED | Al | 50 | | iec | +| O_CU_29 | 0.6458 | 0.379911 | 3.01102e-06 | 170.2 | OVERHEAD | Cu | 29 | | iec | +| O_CU_22 | 0.868 | 0.38859 | 2.94094e-06 | 144.667 | OVERHEAD | Cu | 22 | | iec | +| O_AM_43 | 0.769767 | 0.35 | 1.5708e-06 | 168.886 | OVERHEAD | AM | 43 | | coiffier | +| O_AM_117 | 0.282906 | 0.35 | 1.5708e-06 | 314.137 | OVERHEAD | AM | 117 | | coiffier | +| O_AM_34 | 0.973529 | 0.35 | 1.5708e-06 | 146.003 | OVERHEAD | AM | 34 | | coiffier | +| O_LA_147 | 0.32232 | 0.35 | 1.5708e-06 | 344.24 | OVERHEAD | LA | 147 | | coiffier | +| O_AA_116 | 0.349888 | 0.35 | 1.5708e-06 | 299.133 | OVERHEAD | AA | 116 | | coiffier | +| O_AA_147 | 0.276102 | 0.35 | 1.5708e-06 | 346.447 | OVERHEAD | AA | 147 | | coiffier | +| O_AA_22 | 1.84486 | 0.35 | 1.5708e-06 | 96.514 | OVERHEAD | AA | 22 | | coiffier | +| O_CU_38 | 0.4966 | 0.37142 | 3.0829e-06 | 198.6 | OVERHEAD | Cu | 38 | | iec | +| T_AL_150 | 0.206 | 0.0960503 | 3.41234e-05 | 304 | TWISTED | Al | 150 | | iec | +| U_AL_70 | 0.443 | 0.107797 | 2.97707e-05 | 214 | UNDERGROUND | Al | 70 | | iec | +| O_AM_22 | 1.50455 | 0.35 | 1.5708e-06 | 111.467 | OVERHEAD | AM | 22 | | coiffier | +| U_CU_16 | 1.15 | 0.136834 | 2.26339e-05 | 126 | UNDERGROUND | Cu | 16 | | iec | +| O_LA_228 | 0.207811 | 0.35 | 1.5708e-06 | 451.902 | OVERHEAD | LA | 228 | | coiffier | +| U_AL_29 | 1.0672 | 0.124182 | 2.52738e-05 | 134.6 | UNDERGROUND | Al | 29 | | iec | +| O_AM_55 | 0.601818 | 0.35 | 1.5708e-06 | 196.729 | OVERHEAD | AM | 55 | | coiffier | +| O_LA_60 | 0.789683 | 0.35 | 1.5708e-06 | 153.193 | OVERHEAD | LA | 60 | | coiffier | +| O_AA_38 | 1.06808 | 0.35 | 1.5708e-06 | 135.442 | OVERHEAD | AA | 38 | | coiffier | +| O_AA_55 | 0.737945 | 0.35 | 1.5708e-06 | 145.148 | OVERHEAD | AA | 55 | | coiffier | +| O_LA_38 | 1.24687 | 0.35 | 1.5708e-06 | 129.719 | OVERHEAD | LA | 38 | | coiffier | +| O_CU_14 | 1.37667 | 0.402789 | 2.83305e-06 | 105 | OVERHEAD | Cu | 14 | | iec | +| O_AA_60 | 0.67645 | 0.35 | 1.5708e-06 | 153.193 | OVERHEAD | AA | 60 | | coiffier | +| O_AM_76 | 0.435526 | 0.35 | 1.5708e-06 | 240.408 | OVERHEAD | AM | 76 | | coiffier | +| O_CU_7 | 2.7675 | 0.424565 | 2.68217e-06 | 59.25 | OVERHEAD | Cu | 7 | | iec | + +The following data are available in this table: + +- the **name**. A name that contains the type of the line, the material of the conductor, the + cross-section area, and optionally the insulator type. It is in the form + `{line_type}_{conductor_material}_{cross_section}_{insulator_type}`. +- the **line type**. It can be `"OVERHEAD"`, `"UNDERGROUND"` or `"TWISTED"`. +- the **conductor material**. See the {class}`~roseau.load_flow.ConductorType` class. +- the **insulator type**. See the {class}`~roseau.load_flow.InsulatorType` class. +- the **cross-section** of the conductor in mm². +- the **model** of the line parameters. It can be either `"iec"` or `"coiffier"`. + +in addition to the following physical parameters: + +- the _resistance_ of the line in ohm/km. +- the _reactance_ of the line in ohm/km. +- the _susceptance_ of the line in µS/km. +- the _maximal current_ of the line in A. + +The `get_catalogue` method accepts arguments (in bold above) that can be used to filter the returned +table. The following command only returns line parameters made of Aluminum using the IEC model: + +```pycon +>>> LineParameters.get_catalogue(conductor_type="al", model="iec") +``` + +_Truncated to the first 10 lines_ + +| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | +| :------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :---- | +| O_AL_55 | 0.5915 | 0.359804 | 3.18697e-06 | 195.25 | OVERHEAD | Al | 55 | | iec | +| T_AL_95 | 0.32 | 0.102817 | 3.14727e-05 | 227 | TWISTED | Al | 95 | | iec | +| T_AL_50 | 0.641 | 0.113705 | 2.79758e-05 | 146 | TWISTED | Al | 50 | | iec | +| T_AL_150 | 0.206 | 0.0960503 | 3.41234e-05 | 304 | TWISTED | Al | 150 | | iec | +| U_AL_70 | 0.443 | 0.107797 | 2.97707e-05 | 214 | UNDERGROUND | Al | 70 | | iec | +| U_AL_29 | 1.0672 | 0.124182 | 2.52738e-05 | 134.6 | UNDERGROUND | Al | 29 | | iec | +| U_AL_150 | 0.206 | 0.0960503 | 3.41234e-05 | 325 | UNDERGROUND | Al | 150 | | iec | +| U_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | UNDERGROUND | Al | 240 | | iec | +| U_AL_50 | 0.641 | 0.113705 | 2.79758e-05 | 175 | UNDERGROUND | Al | 50 | | iec | +| U_AL_95 | 0.32 | 0.102817 | 3.14727e-05 | 252 | UNDERGROUND | Al | 95 | | iec | + +or only lines with a cross section of 240 mm² (using a regular expression) + +```pycon +>>> LineParameters.get_catalogue(section=240) +``` + +_Truncated to the first 10 lines_ + +| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | +| :---------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :------- | +| U_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | UNDERGROUND | Al | 240 | | iec | +| U_CU_240 | 0.0775 | 0.0899296 | 3.69374e-05 | 549 | UNDERGROUND | Cu | 240 | | iec | +| U_AL_240_S3 | 0.125 | 0.1 | 7.85398e-05 | 493.418 | UNDERGROUND | Al | 240 | S3 | coiffier | +| U_AL_240_SC | 0.125 | 0.1 | 9.80177e-05 | 493.418 | UNDERGROUND | Al | 240 | SC | coiffier | +| U_AL_240_S6 | 0.125 | 0.1 | 7.85398e-05 | 493.418 | UNDERGROUND | Al | 240 | S6 | coiffier | +| U_AL_240_SO | 0.125 | 0.1 | 0.000115611 | 493.418 | UNDERGROUND | Al | 240 | SO | coiffier | +| T_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 409 | TWISTED | Al | 240 | | iec | +| U_CU_240_SO | 0.075 | 0.1 | 0.000115611 | 598.082 | UNDERGROUND | Cu | 240 | SO | coiffier | +| U_CU_240_S6 | 0.075 | 0.1 | 7.85398e-05 | 598.082 | UNDERGROUND | Cu | 240 | S6 | coiffier | +| U_AL_240_PU | 0.125 | 0.1 | 0.000183469 | 493.418 | UNDERGROUND | Al | 240 | PU | coiffier | + +or only lines meeting both criteria + +```pycon +>>> LineParameters.get_catalogue(conductor_type="al", model="iec", section=240) +``` + +| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | +| :------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :---- | +| U_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | UNDERGROUND | Al | 240 | | iec | +| T_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 409 | TWISTED | Al | 240 | | iec | +| O_AL_240 | 0.125 | 0.313518 | 3.68228e-06 | 490 | OVERHEAD | Al | 240 | | iec | + +When filtering by the cross-section area, it is expected to provide a numeric value in mm² or to use a pint quantity. + +### Getting an instance + +You can build a `LineParameters` instance from the catalogue using the class method `from_catalogue`. +You must filter the data to get a single line. You can apply the same filtering technique used for +the method `get_catalogue` to narrow down the result to a single line in the catalogue. + +For instance, these parameters filter the results down to a single line parameters: + +```pycon +>>> LineParameters.from_catalogue(line_type="underground", conductor_type="al", model="iec", section=240) +LineParameters(id='U_AL_240') +``` + +Or you can use the `id` filter directly: + +```pycon +>>> LineParameters.from_catalogue(id="U_AL_240", model="iec") +LineParameters(id='U_AL_240') +``` + +In case no or several results match the parameters, an error is raised: + +```pycon +>>> LineParameters.from_catalogue(id= r"^U_AL", model="iec") +RoseauLoadFlowException: Several line parameters matching the query (id='^U_AL', model='iec') have been found: +'U_AL_70', 'U_AL_29', 'U_AL_150', 'U_AL_240', 'U_AL_50', 'U_AL_95', 'U_AL_75', 'U_AL_147', 'U_AL_116', +'U_AL_40', 'U_AL_38', 'U_AL_22', 'U_AL_37', 'U_AL_630', 'U_AL_120', 'U_AL_35', 'U_AL_60', 'U_AL_34', +'U_AL_25', 'U_AL_16', 'U_AL_600', 'U_AL_239', 'U_AL_149', 'U_AL_80', 'U_AL_500'. [catalogue_several_found] +``` + +or if no results: + +```pycon +>>> LineParameters.from_catalogue(id="unknown") +RoseauLoadFlowException: No id matching 'unknown' has been found. Available ids are 'U_CU_75_PC', +'U_AL_147_PC', 'U_CU_95_PP', 'U_AL_116_PP', 'U_CU_75_PU', 'U_CU_150_PU', 'U_CU_150_PC', 'U_AL_50_PP', +'U_AL_147_PP', 'U_AL_50_SR', 'U_CU_95_PM', 'U_CU_150', 'O_AL_55', 'O_AA_37', 'U_AL_2440', 'U_CU_38', +'U_CU_35_SE', 'U_CU_150_SE', 'O_CU_33', 'O_LA_37', 'O_AM_148', 'T_AL_95', 'O_CU_12', 'O_AA_80', +'T_AL_50', 'O_CU_29', 'O_CU_22', 'O_AM_43', 'O_AM_117', 'O_AM_34', 'O_LA_147', 'O_AA_116', 'O_AA_147', +'O_AA_22', 'O_CU_38', 'T_AL_150', 'U_AL_70', 'O_AM_22', 'U_CU_16', 'O_LA_228', [...]. [catalogue_not_found] ``` diff --git a/poetry.lock b/poetry.lock index 5b656fed..dde1d9ae 100644 --- a/poetry.lock +++ b/poetry.lock @@ -868,16 +868,6 @@ files = [ {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-win32.whl", hash = "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007"}, - {file = "MarkupSafe-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"}, @@ -1528,7 +1518,6 @@ files = [ {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"}, {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d"}, {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"}, - {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"}, {file = "PyYAML-6.0.1-cp310-cp310-win32.whl", hash = "sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924"}, {file = "PyYAML-6.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d"}, {file = "PyYAML-6.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007"}, @@ -1536,15 +1525,8 @@ files = [ {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42f8152b8dbc4fe7d96729ec2b99c7097d656dc1213a3229ca5383f973a5ed6d"}, {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc"}, {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673"}, - {file = "PyYAML-6.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b"}, {file = "PyYAML-6.0.1-cp311-cp311-win32.whl", hash = "sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741"}, {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"}, - {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"}, - {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"}, - {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"}, - {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"}, - {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"}, - {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"}, {file = "PyYAML-6.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47"}, {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"}, {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"}, @@ -1561,7 +1543,6 @@ files = [ {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5"}, {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"}, {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"}, - {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"}, {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"}, {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"}, {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"}, @@ -1569,7 +1550,6 @@ files = [ {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"}, {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"}, {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"}, - {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"}, {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"}, {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"}, {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"}, @@ -1698,24 +1678,6 @@ urllib3 = ">=1.21.1,<3" socks = ["PySocks (>=1.5.6,!=1.5.7)"] use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] -[[package]] -name = "rich" -version = "13.7.0" -description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal" -optional = false -python-versions = ">=3.7.0" -files = [ - {file = "rich-13.7.0-py3-none-any.whl", hash = "sha256:6da14c108c4866ee9520bbffa71f6fe3962e193b7da68720583850cd4548e235"}, - {file = "rich-13.7.0.tar.gz", hash = "sha256:5cb5123b5cf9ee70584244246816e9114227e0b98ad9176eede6ad54bf5403fa"}, -] - -[package.dependencies] -markdown-it-py = ">=2.2.0" -pygments = ">=2.13.0,<3.0.0" - -[package.extras] -jupyter = ["ipywidgets (>=7.5.1,<9)"] - [[package]] name = "ruff" version = "0.1.11" @@ -2184,4 +2146,4 @@ plot = ["matplotlib"] [metadata] lock-version = "2.0" python-versions = "^3.10" -content-hash = "c467c96774a04a058c3b480f1a8d5c6a250bc6f82b8fe6f13dde61e2e7d765f3" +content-hash = "3d6286235226a2f20c7bf0dd6e466fb22f42972cc2deb79ea2b5cb8682862f18" diff --git a/pyproject.toml b/pyproject.toml index efdb04cf..9bcdb7d2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -45,7 +45,6 @@ shapely = ">=2.0.0" regex = ">=2022.1.18" pint = ">=0.21.0" typing-extensions = ">=4.6.2" -rich = ">=13.5.1" pyproj = ">=3.3.0" certifi = ">=2023.5.7" platformdirs = ">=4.0.0" diff --git a/roseau/load_flow/_compat.py b/roseau/load_flow/_compat.py new file mode 100644 index 00000000..02739487 --- /dev/null +++ b/roseau/load_flow/_compat.py @@ -0,0 +1,43 @@ +import sys +from enum import Enum + +from typing_extensions import Self + +if sys.version_info >= (3, 11): + from enum import StrEnum as StrEnum + from importlib.resources.abc import Traversable as Traversable +else: + from importlib.abc import Traversable as Traversable # deprecated in 3.12 + + class StrEnum(str, Enum): + """ + Enum where members are also (and must be) strings. This is a backport of + `enum.StrEnum` from Python 3.11. + """ + + def __new__(cls, *values) -> Self: + "values must already be of type `str`" + if len(values) > 3: + raise TypeError(f"too many arguments for str(): {values!r}") + if len(values) == 1 and not isinstance(values[0], str): + # it must be a string + raise TypeError(f"{values[0]!r} is not a string") + if len(values) >= 2 and not isinstance(values[1], str): + # check that encoding argument is a string + raise TypeError(f"encoding must be a string, not {values[1]!r}") + if len(values) == 3 and not isinstance(values[2], str): + # check that errors argument is a string + raise TypeError(f"errors must be a string, not {values[2]!r}") + value = str(*values) + member = str.__new__(cls, value) + member._value_ = value + return member + + def __str__(self) -> str: + return str.__str__(self) + + def _generate_next_value_(name, start, count, last_values) -> str: # noqa: N805 + """ + Return the lower-cased version of the member name. + """ + return name.lower() diff --git a/roseau/load_flow/conftest.py b/roseau/load_flow/conftest.py index e2181a46..d8079b39 100644 --- a/roseau/load_flow/conftest.py +++ b/roseau/load_flow/conftest.py @@ -4,8 +4,6 @@ import pytest from pandas.testing import assert_frame_equal -from roseau.load_flow.utils import console - # Variable to test the network HERE = Path(__file__).parent.expanduser().absolute() TEST_ALL_NETWORKS_DATA_FOLDER = HERE / "tests" / "data" / "networks" @@ -80,11 +78,6 @@ def dgs_network_path(request) -> Path: return request.param -@pytest.fixture(autouse=True, scope="session") -def _set_console_width() -> None: - console.width = 210 - - # # Utils # diff --git a/roseau/load_flow/data/lines/Catalogue.csv b/roseau/load_flow/data/lines/Catalogue.csv new file mode 100644 index 00000000..4dab71d8 --- /dev/null +++ b/roseau/load_flow/data/lines/Catalogue.csv @@ -0,0 +1,3360 @@ +name,type,material,insulator,section,r,x,b,maximal_current,model +O_AL_12,overhead,al,,12,2.69,0.4076321334737694,2.7980481818132223e-06,70.0,iec +O_AL_13,overhead,al,,13,2.495,0.4051175176483943,2.8161166040159044e-06,76.0,iec +O_AL_14,overhead,al,,14,2.3,0.4027893470382212,2.833054643889003e-06,82.0,iec +O_AL_19,overhead,al,,19,1.6733333333333333,0.3931954995652874,2.9050567407083395e-06,103.0,iec +O_AL_20,overhead,al,,20,1.5944444444444443,0.3915840731961466,2.9175110705055386e-06,106.0,iec +O_AL_22,overhead,al,,22,1.4366666666666665,0.38858981558766076,2.9409388122059127e-06,113.0,iec +O_AL_25,overhead,al,,25,1.2,0.3845738117772839,2.9729580992283036e-06,122.0,iec +O_AL_28,overhead,al,,28,1.1004,0.3810134861233309,3.0019330211137513e-06,130.0,iec +O_AL_29,overhead,al,,29,1.0672,0.37991105979749223,3.011019736802039e-06,132.0,iec +O_AL_33,overhead,al,,33,0.9344,0.3758517535315304,3.044957990397582e-06,142.0,iec +O_AL_34,overhead,al,,34,0.9012,0.37491389503383055,3.0529081367452834e-06,144.0,iec +O_AL_37,overhead,al,,37,0.8377333333333333,0.37225744634202756,3.0756536298990673e-06,152.0,iec +O_AL_38,overhead,al,,38,0.8226,0.37141963865039707,3.0828977167433124e-06,155.0,iec +O_AL_40,overhead,al,,40,0.7923333333333333,0.3698082122812564,3.0969272541076222e-06,160.0,iec +O_AL_43,overhead,al,,43,0.7469333333333333,0.3675361916888065,3.116926452370947e-06,167.0,iec +O_AL_48,overhead,al,,48,0.6712666666666667,0.36408041164398885,3.147845694939479e-06,180.0,iec +O_AL_50,overhead,al,,50,0.641,0.3627979508623935,3.1594766517364516e-06,185.0,iec +O_AL_54,overhead,al,,54,0.6014,0.36038014844661853,3.181639711623001e-06,193.0,iec +O_AL_55,overhead,al,,55,0.5915,0.3598036932539076,3.186969835112824e-06,195.0,iec +O_AL_59,overhead,al,,59,0.5519000000000001,0.35759816141972106,3.20752896042296e-06,203.0,iec +O_AL_60,overhead,al,,60,0.542,0.357070150225126,3.2124902925881594e-06,206.0,iec +O_AL_69,overhead,al,,69,0.45289999999999997,0.3526793993085635,3.2543491660366725e-06,224.0,iec +O_AL_70,overhead,al,,70,0.443,0.3522273637895779,3.2587206269746947e-06,226.0,iec +O_AL_74,overhead,al,,74,0.42332000000000003,0.3504815854271372,3.2757142118433723e-06,232.0,iec +O_AL_75,overhead,al,,75,0.4184,0.3500598888062633,3.2798456599033603e-06,234.0,iec +O_AL_79,overhead,al,,79,0.39872,0.348427525464303,3.295936988550553e-06,240.0,iec +O_AL_80,overhead,al,,80,0.3938,0.34803235136636607,3.2998562583152355e-06,242.0,iec +O_AL_90,overhead,al,,90,0.3446,0.34433208816899574,3.337012193453139e-06,258.0,iec +O_AL_93,overhead,al,,93,0.32984,0.34330196550350284,3.3475054621703136e-06,263.0,iec +O_AL_95,overhead,al,,95,0.32,0.342633516316644,3.3543499479664983e-06,266.0,iec +O_AL_100,overhead,al,,100,0.3066,0.34102208994750327,3.370965543522683e-06,276.0,iec +O_AL_116,overhead,al,,116,0.26372,0.3363593379677118,3.419984439128561e-06,310.0,iec +O_AL_117,overhead,al,,117,0.26104,0.3360896717063532,3.422863050464158e-06,312.0,iec +O_AL_120,overhead,al,,120,0.253,0.33529428931023575,3.431381828624812e-06,318.0,iec +O_AL_147,overhead,al,,147,0.2107,0.32891871466063194,3.5012294660478997e-06,356.0,iec +O_AL_148,overhead,al,,148,0.20913333333333334,0.32870572451224694,3.503611998691454e-06,357.0,iec +O_AL_150,overhead,al,,150,0.206,0.32828402789137306,3.508338724464657e-06,360.0,iec +O_AL_228,overhead,al,,228,0.1335090909090909,0.31512985476448613,3.662466716710077e-06,474.0,iec +O_AL_240,overhead,al,,240,0.125,0.3135184283953455,3.6822840036581755e-06,490.0,iec +O_AL_288,overhead,al,,288,0.10500000000000001,0.307790627758078,3.754494344180057e-06,552.0,iec +O_CU_3,overhead,cu,,3,6.476666666666667,0.45118385530355,2.5182168104061384e-06,35.0,iec +O_CU_7,overhead,cu,,7,2.7675,0.4245652079531115,2.682165293894956e-06,59.0,iec +O_CU_12,overhead,cu,,12,1.6033333333333333,0.4076321334737694,2.7980481818132223e-06,90.0,iec +O_CU_13,overhead,cu,,13,1.49,0.4051175176483943,2.8161166040159044e-06,98.0,iec +O_CU_14,overhead,cu,,14,1.3766666666666667,0.4027893470382212,2.833054643889003e-06,105.0,iec +O_CU_19,overhead,cu,,19,1.009,0.3931954995652874,2.9050567407083395e-06,132.0,iec +O_CU_20,overhead,cu,,20,0.962,0.3915840731961466,2.9175110705055386e-06,136.0,iec +O_CU_22,overhead,cu,,22,0.8679999999999999,0.38858981558766076,2.9409388122059127e-06,145.0,iec +O_CU_25,overhead,cu,,25,0.727,0.3845738117772839,2.9729580992283036e-06,157.0,iec +O_CU_28,overhead,cu,,28,0.6661,0.3810134861233309,3.0019330211137513e-06,167.0,iec +O_CU_29,overhead,cu,,29,0.6458,0.37991105979749223,3.011019736802039e-06,170.0,iec +O_CU_33,overhead,cu,,33,0.5646,0.3758517535315304,3.044957990397582e-06,183.0,iec +O_CU_34,overhead,cu,,34,0.5443,0.37491389503383055,3.0529081367452834e-06,187.0,iec +O_CU_37,overhead,cu,,37,0.5057333333333334,0.37225744634202756,3.0756536298990673e-06,196.0,iec +O_CU_38,overhead,cu,,38,0.49660000000000004,0.37141963865039707,3.0828977167433124e-06,199.0,iec +O_CU_40,overhead,cu,,40,0.47833333333333333,0.3698082122812564,3.0969272541076222e-06,204.0,iec +O_CU_43,overhead,cu,,43,0.45093333333333335,0.3675361916888065,3.116926452370947e-06,213.0,iec +O_CU_48,overhead,cu,,48,0.40526666666666666,0.36408041164398885,3.147845694939479e-06,227.0,iec +O_CU_50,overhead,cu,,50,0.387,0.3627979508623935,3.1594766517364516e-06,233.0,iec +O_CU_54,overhead,cu,,54,0.3632,0.36038014844661853,3.181639711623001e-06,245.0,iec +O_CU_55,overhead,cu,,55,0.35725,0.3598036932539076,3.186969835112824e-06,248.0,iec +O_CU_59,overhead,cu,,59,0.33345,0.35759816141972106,3.20752896042296e-06,260.0,iec +O_CU_60,overhead,cu,,60,0.3275,0.357070150225126,3.2124902925881594e-06,262.0,iec +O_CU_69,overhead,cu,,69,0.27395,0.3526793993085635,3.2543491660366725e-06,289.0,iec +O_CU_70,overhead,cu,,70,0.268,0.3522273637895779,3.2587206269746947e-06,292.0,iec +O_CU_74,overhead,cu,,74,0.256,0.3504815854271372,3.2757142118433723e-06,302.0,iec +O_CU_75,overhead,cu,,75,0.253,0.3500598888062633,3.2798456599033603e-06,305.0,iec +O_CU_79,overhead,cu,,79,0.24100000000000002,0.348427525464303,3.295936988550553e-06,315.0,iec +O_CU_80,overhead,cu,,80,0.23800000000000002,0.34803235136636607,3.2998562583152355e-06,318.0,iec +O_CU_90,overhead,cu,,90,0.20800000000000002,0.34433208816899574,3.337012193453139e-06,343.0,iec +O_CU_93,overhead,cu,,93,0.199,0.34330196550350284,3.3475054621703136e-06,351.0,iec +O_CU_95,overhead,cu,,95,0.193,0.342633516316644,3.3543499479664983e-06,356.0,iec +O_CU_100,overhead,cu,,100,0.185,0.34102208994750327,3.370965543522683e-06,367.0,iec +O_CU_116,overhead,cu,,116,0.1594,0.3363593379677118,3.419984439128561e-06,401.0,iec +O_CU_117,overhead,cu,,117,0.1578,0.3360896717063532,3.422863050464158e-06,403.0,iec +O_CU_120,overhead,cu,,120,0.153,0.33529428931023575,3.431381828624812e-06,409.0,iec +O_CU_147,overhead,cu,,147,0.1269,0.32891871466063194,3.5012294660478997e-06,459.0,iec +O_CU_148,overhead,cu,,148,0.12593333333333334,0.32870572451224694,3.503611998691454e-06,461.0,iec +O_CU_150,overhead,cu,,150,0.124,0.32828402789137306,3.508338724464657e-06,465.0,iec +O_CU_228,overhead,cu,,228,0.08262727272727273,0.31512985476448613,3.662466716710077e-06,609.0,iec +O_CU_240,overhead,cu,,240,0.0775,0.3135184283953455,3.6822840036581755e-06,630.0,iec +O_CU_288,overhead,cu,,288,0.06509999999999999,0.307790627758078,3.754494344180057e-06,705.0,iec +U_AL_19,underground,al,,19,1.6733333333333333,0.13305441777240162,2.3362928103367316e-05,107.0,iec +U_AL_20,underground,al,,20,1.5944444444444443,0.1319453157692601,2.3585850165879955e-05,110.0,iec +U_AL_22,underground,al,,22,1.4366666666666665,0.12990816967645857,2.4006583402933402e-05,116.0,iec +U_AL_25,underground,al,,25,1.2,0.12722510238010787,2.458417424989445e-05,125.0,iec +U_AL_28,underground,al,,28,1.1004,0.12489452899250672,2.5108920329114293e-05,132.0,iec +U_AL_29,underground,al,,29,1.0672,0.12418217716161,2.5273810995086093e-05,135.0,iec +U_AL_33,underground,al,,33,0.9344,0.12159757461907804,2.5890705847462484e-05,144.0,iec +U_AL_34,underground,al,,34,0.9012,0.12100909318082233,2.6035397550470924e-05,147.0,iec +U_AL_37,underground,al,,37,0.8377333333333333,0.1193600759945014,2.6449598639938626e-05,152.0,iec +U_AL_38,underground,al,,38,0.8226,0.11884549772293926,2.6581562127573864e-05,154.0,iec +U_AL_40,underground,al,,40,0.7923333333333333,0.11786322609997654,2.683715653798671e-05,158.0,iec +U_AL_43,underground,al,,43,0.7469333333333333,0.11649504699872291,2.720146945742332e-05,163.0,iec +U_AL_48,underground,al,,48,0.6712666666666667,0.11445193853094575,2.7764294201325276e-05,172.0,iec +U_AL_50,underground,al,,50,0.641,0.11370544802922959,2.797578719995109e-05,175.0,iec +U_AL_54,underground,al,,54,0.6014,0.11231546502945026,2.8378301165303553e-05,183.0,iec +U_AL_55,underground,al,,55,0.5915,0.11198742514238966,2.8474990682764775e-05,185.0,iec +U_AL_59,underground,al,,59,0.5519000000000001,0.11074433135452565,2.884744898207782e-05,193.0,iec +U_AL_60,underground,al,,60,0.542,0.11044955876496192,2.8937202982893553e-05,194.0,iec +U_AL_69,underground,al,,69,0.45289999999999997,0.10804083110671535,2.96921003755031e-05,212.0,iec +U_AL_70,underground,al,,70,0.443,0.10779716768646379,2.9770664185216755e-05,214.0,iec +U_AL_74,underground,al,,74,0.42332000000000003,0.1068637229134425,3.0075518985217793e-05,220.0,iec +U_AL_75,underground,al,,75,0.4184,0.10664005770946469,3.014949558424496e-05,222.0,iec +U_AL_79,underground,al,,79,0.39872,0.10578091217073479,3.043707143186793e-05,228.0,iec +U_AL_80,underground,al,,80,0.3938,0.10557451420602962,3.050697674736234e-05,229.0,iec +U_AL_90,underground,al,,90,0.3446,0.10367199176331253,3.1166794276410674e-05,244.0,iec +U_AL_93,underground,al,,93,0.32984,0.10315203475577754,3.135211722412201e-05,249.0,iec +U_AL_95,underground,al,,95,0.32,0.10281689206206217,3.1472741288344394e-05,252.0,iec +U_AL_100,underground,al,,100,0.3066,0.10201627436570433,3.176469038699257e-05,260.0,iec +U_AL_116,underground,al,,116,0.26372,0.09975781155079604,3.2618224016606966e-05,285.0,iec +U_AL_117,underground,al,,117,0.26104,0.09962983738559598,3.26679642069107e-05,286.0,iec +U_AL_120,underground,al,,120,0.253,0.0992540572458628,3.281490072507963e-05,291.0,iec +U_AL_147,underground,al,,147,0.2107,0.09633235912878875,3.400405982074701e-05,322.0,iec +U_AL_148,underground,al,,148,0.20913333333333334,0.09623752087170614,3.4044105809616624e-05,323.0,iec +U_AL_150,underground,al,,150,0.206,0.09605027767345979,3.4123447901029795e-05,325.0,iec +U_AL_228,underground,al,,228,0.1335090909090909,0.09055692821467139,3.662785159203555e-05,415.0,iec +U_AL_240,underground,al,,240,0.125,0.08992964645640192,3.693741049940491e-05,428.0,iec +U_AL_288,underground,al,,288,0.10500000000000001,0.08777886771325095,3.8039716595742034e-05,474.0,iec +U_CU_19,underground,cu,,19,1.009,0.13305441777240162,2.3362928103367316e-05,138.0,iec +U_CU_20,underground,cu,,20,0.962,0.1319453157692601,2.3585850165879955e-05,142.0,iec +U_CU_22,underground,cu,,22,0.8679999999999999,0.12990816967645857,2.4006583402933402e-05,149.0,iec +U_CU_25,underground,cu,,25,0.727,0.12722510238010787,2.458417424989445e-05,161.0,iec +U_CU_28,underground,cu,,28,0.6661,0.12489452899250672,2.5108920329114293e-05,170.0,iec +U_CU_29,underground,cu,,29,0.6458,0.12418217716161,2.5273810995086093e-05,173.0,iec +U_CU_33,underground,cu,,33,0.5646,0.12159757461907804,2.5890705847462484e-05,186.0,iec +U_CU_34,underground,cu,,34,0.5443,0.12100909318082233,2.6035397550470924e-05,189.0,iec +U_CU_37,underground,cu,,37,0.5057333333333334,0.1193600759945014,2.6449598639938626e-05,196.0,iec +U_CU_38,underground,cu,,38,0.49660000000000004,0.11884549772293926,2.6581562127573864e-05,199.0,iec +U_CU_40,underground,cu,,40,0.47833333333333333,0.11786322609997654,2.683715653798671e-05,203.0,iec +U_CU_43,underground,cu,,43,0.45093333333333335,0.11649504699872291,2.720146945742332e-05,210.0,iec +U_CU_48,underground,cu,,48,0.40526666666666666,0.11445193853094575,2.7764294201325276e-05,221.0,iec +U_CU_50,underground,cu,,50,0.387,0.11370544802922959,2.797578719995109e-05,225.0,iec +U_CU_54,underground,cu,,54,0.3632,0.11231546502945026,2.8378301165303553e-05,235.0,iec +U_CU_55,underground,cu,,55,0.35725,0.11198742514238966,2.8474990682764775e-05,238.0,iec +U_CU_59,underground,cu,,59,0.33345,0.11074433135452565,2.884744898207782e-05,248.0,iec +U_CU_60,underground,cu,,60,0.3275,0.11044955876496192,2.8937202982893553e-05,250.0,iec +U_CU_69,underground,cu,,69,0.27395,0.10804083110671535,2.96921003755031e-05,273.0,iec +U_CU_70,underground,cu,,70,0.268,0.10779716768646379,2.9770664185216755e-05,276.0,iec +U_CU_74,underground,cu,,74,0.256,0.1068637229134425,3.0075518985217793e-05,285.0,iec +U_CU_75,underground,cu,,75,0.253,0.10664005770946469,3.014949558424496e-05,287.0,iec +U_CU_79,underground,cu,,79,0.24100000000000002,0.10578091217073479,3.043707143186793e-05,295.0,iec +U_CU_80,underground,cu,,80,0.23800000000000002,0.10557451420602962,3.050697674736234e-05,298.0,iec +U_CU_90,underground,cu,,90,0.20800000000000002,0.10367199176331253,3.1166794276410674e-05,319.0,iec +U_CU_93,underground,cu,,93,0.199,0.10315203475577754,3.135211722412201e-05,326.0,iec +U_CU_95,underground,cu,,95,0.193,0.10281689206206217,3.1472741288344394e-05,330.0,iec +U_CU_100,underground,cu,,100,0.185,0.10201627436570433,3.176469038699257e-05,339.0,iec +U_CU_116,underground,cu,,116,0.1594,0.09975781155079604,3.2618224016606966e-05,368.0,iec +U_CU_117,underground,cu,,117,0.1578,0.09962983738559598,3.26679642069107e-05,370.0,iec +U_CU_120,underground,cu,,120,0.153,0.0992540572458628,3.281490072507963e-05,375.0,iec +U_CU_147,underground,cu,,147,0.1269,0.09633235912878875,3.400405982074701e-05,416.0,iec +U_CU_148,underground,cu,,148,0.12593333333333334,0.09623752087170614,3.4044105809616624e-05,417.0,iec +U_CU_150,underground,cu,,150,0.124,0.09605027767345979,3.4123447901029795e-05,420.0,iec +U_CU_228,underground,cu,,228,0.08262727272727273,0.09055692821467139,3.662785159203555e-05,533.0,iec +U_CU_240,underground,cu,,240,0.0775,0.08992964645640192,3.693741049940491e-05,549.0,iec +U_CU_288,underground,cu,,288,0.06509999999999999,0.08777886771325095,3.8039716595742034e-05,605.0,iec +T_AL_12,twisted,al,,12,2.69,0.14337378189199143,2.147447773651877e-05,64.0,iec +T_AL_13,twisted,al,,13,2.495,0.14152824778017292,2.1789465747812568e-05,68.0,iec +T_AL_14,twisted,al,,14,2.3,0.13983722576440719,2.208630523233714e-05,71.0,iec +T_AL_19,twisted,al,,19,1.6733333333333333,0.13305441777240162,2.3362928103367316e-05,84.0,iec +T_AL_20,twisted,al,,20,1.5944444444444443,0.1319453157692601,2.3585850165879955e-05,86.0,iec +T_AL_22,twisted,al,,22,1.4366666666666665,0.12990816967645857,2.4006583402933402e-05,90.0,iec +T_AL_25,twisted,al,,25,1.2,0.12722510238010787,2.458417424989445e-05,97.0,iec +T_AL_28,twisted,al,,28,1.1004,0.12489452899250672,2.5108920329114293e-05,104.0,iec +T_AL_29,twisted,al,,29,1.0672,0.12418217716161,2.5273810995086093e-05,106.0,iec +T_AL_33,twisted,al,,33,0.9344,0.12159757461907804,2.5890705847462484e-05,115.0,iec +T_AL_34,twisted,al,,34,0.9012,0.12100909318082233,2.6035397550470924e-05,118.0,iec +T_AL_37,twisted,al,,37,0.8377333333333333,0.1193600759945014,2.6449598639938626e-05,123.0,iec +T_AL_38,twisted,al,,38,0.8226,0.11884549772293926,2.6581562127573864e-05,125.0,iec +T_AL_40,twisted,al,,40,0.7923333333333333,0.11786322609997654,2.683715653798671e-05,129.0,iec +T_AL_43,twisted,al,,43,0.7469333333333333,0.11649504699872291,2.720146945742332e-05,134.0,iec +T_AL_48,twisted,al,,48,0.6712666666666667,0.11445193853094575,2.7764294201325276e-05,143.0,iec +T_AL_50,twisted,al,,50,0.641,0.11370544802922959,2.797578719995109e-05,146.0,iec +T_AL_54,twisted,al,,54,0.6014,0.11231546502945026,2.8378301165303553e-05,154.0,iec +T_AL_55,twisted,al,,55,0.5915,0.11198742514238966,2.8474990682764775e-05,156.0,iec +T_AL_59,twisted,al,,59,0.5519000000000001,0.11074433135452565,2.884744898207782e-05,164.0,iec +T_AL_60,twisted,al,,60,0.542,0.11044955876496192,2.8937202982893553e-05,166.0,iec +T_AL_69,twisted,al,,69,0.45289999999999997,0.10804083110671535,2.96921003755031e-05,185.0,iec +T_AL_70,twisted,al,,70,0.443,0.10779716768646379,2.9770664185216755e-05,187.0,iec +T_AL_74,twisted,al,,74,0.42332000000000003,0.1068637229134425,3.0075518985217793e-05,193.0,iec +T_AL_75,twisted,al,,75,0.4184,0.10664005770946469,3.014949558424496e-05,195.0,iec +T_AL_79,twisted,al,,79,0.39872,0.10578091217073479,3.043707143186793e-05,201.0,iec +T_AL_80,twisted,al,,80,0.3938,0.10557451420602962,3.050697674736234e-05,203.0,iec +T_AL_90,twisted,al,,90,0.3446,0.10367199176331253,3.1166794276410674e-05,219.0,iec +T_AL_93,twisted,al,,93,0.32984,0.10315203475577754,3.135211722412201e-05,224.0,iec +T_AL_95,twisted,al,,95,0.32,0.10281689206206217,3.1472741288344394e-05,227.0,iec +T_AL_100,twisted,al,,100,0.3066,0.10201627436570433,3.176469038699257e-05,234.0,iec +T_AL_116,twisted,al,,116,0.26372,0.09975781155079604,3.2618224016606966e-05,257.0,iec +T_AL_117,twisted,al,,117,0.26104,0.09962983738559598,3.26679642069107e-05,259.0,iec +T_AL_120,twisted,al,,120,0.253,0.0992540572458628,3.281490072507963e-05,263.0,iec +T_AL_147,twisted,al,,147,0.2107,0.09633235912878875,3.400405982074701e-05,300.0,iec +T_AL_148,twisted,al,,148,0.20913333333333334,0.09623752087170614,3.4044105809616624e-05,301.0,iec +T_AL_150,twisted,al,,150,0.206,0.09605027767345979,3.4123447901029795e-05,304.0,iec +T_AL_228,twisted,al,,228,0.1335090909090909,0.09055692821467139,3.662785159203555e-05,395.0,iec +T_AL_240,twisted,al,,240,0.125,0.08992964645640192,3.693741049940491e-05,409.0,iec +T_AL_288,twisted,al,,288,0.10500000000000001,0.08777886771325095,3.8039716595742034e-05,459.0,iec +T_CU_3,twisted,cu,,3,6.476666666666667,0.17809657805524112,1.68826908420166e-05,35.0,iec +T_CU_7,twisted,cu,,7,2.7675,0.1562894945027357,1.9501543023890314e-05,59.0,iec +T_CU_12,twisted,cu,,12,1.6033333333333333,0.14337378189199143,2.147447773651877e-05,83.0,iec +T_CU_13,twisted,cu,,13,1.49,0.14152824778017292,2.1789465747812568e-05,88.0,iec +T_CU_14,twisted,cu,,14,1.3766666666666667,0.13983722576440719,2.208630523233714e-05,92.0,iec +T_CU_19,twisted,cu,,19,1.009,0.13305441777240162,2.3362928103367316e-05,109.0,iec +T_CU_20,twisted,cu,,20,0.962,0.1319453157692601,2.3585850165879955e-05,112.0,iec +T_CU_22,twisted,cu,,22,0.8679999999999999,0.12990816967645857,2.4006583402933402e-05,118.0,iec +T_CU_25,twisted,cu,,25,0.727,0.12722510238010787,2.458417424989445e-05,127.0,iec +T_CU_28,twisted,cu,,28,0.6661,0.12489452899250672,2.5108920329114293e-05,136.0,iec +T_CU_29,twisted,cu,,29,0.6458,0.12418217716161,2.5273810995086093e-05,139.0,iec +T_CU_33,twisted,cu,,33,0.5646,0.12159757461907804,2.5890705847462484e-05,152.0,iec +T_CU_34,twisted,cu,,34,0.5443,0.12100909318082233,2.6035397550470924e-05,155.0,iec +T_CU_37,twisted,cu,,37,0.5057333333333334,0.1193600759945014,2.6449598639938626e-05,163.0,iec +T_CU_38,twisted,cu,,38,0.49660000000000004,0.11884549772293926,2.6581562127573864e-05,165.0,iec +T_CU_40,twisted,cu,,40,0.47833333333333333,0.11786322609997654,2.683715653798671e-05,169.0,iec +T_CU_43,twisted,cu,,43,0.45093333333333335,0.11649504699872291,2.720146945742332e-05,176.0,iec +T_CU_48,twisted,cu,,48,0.40526666666666666,0.11445193853094575,2.7764294201325276e-05,187.0,iec +T_CU_50,twisted,cu,,50,0.387,0.11370544802922959,2.797578719995109e-05,192.0,iec +T_CU_54,twisted,cu,,54,0.3632,0.11231546502945026,2.8378301165303553e-05,203.0,iec +T_CU_55,twisted,cu,,55,0.35725,0.11198742514238966,2.8474990682764775e-05,206.0,iec +T_CU_59,twisted,cu,,59,0.33345,0.11074433135452565,2.884744898207782e-05,216.0,iec +T_CU_60,twisted,cu,,60,0.3275,0.11044955876496192,2.8937202982893553e-05,219.0,iec +T_CU_69,twisted,cu,,69,0.27395,0.10804083110671535,2.96921003755031e-05,243.0,iec +T_CU_70,twisted,cu,,70,0.268,0.10779716768646379,2.9770664185216755e-05,246.0,iec +T_CU_74,twisted,cu,,74,0.256,0.1068637229134425,3.0075518985217793e-05,254.0,iec +T_CU_75,twisted,cu,,75,0.253,0.10664005770946469,3.014949558424496e-05,256.0,iec +T_CU_79,twisted,cu,,79,0.24100000000000002,0.10578091217073479,3.043707143186793e-05,265.0,iec +T_CU_80,twisted,cu,,80,0.23800000000000002,0.10557451420602962,3.050697674736234e-05,267.0,iec +T_CU_90,twisted,cu,,90,0.20800000000000002,0.10367199176331253,3.1166794276410674e-05,288.0,iec +T_CU_93,twisted,cu,,93,0.199,0.10315203475577754,3.135211722412201e-05,294.0,iec +T_CU_95,twisted,cu,,95,0.193,0.10281689206206217,3.1472741288344394e-05,298.0,iec +T_CU_100,twisted,cu,,100,0.185,0.10201627436570433,3.176469038699257e-05,308.0,iec +T_CU_116,twisted,cu,,116,0.1594,0.09975781155079604,3.2618224016606966e-05,338.0,iec +T_CU_117,twisted,cu,,117,0.1578,0.09962983738559598,3.26679642069107e-05,340.0,iec +T_CU_120,twisted,cu,,120,0.153,0.0992540572458628,3.281490072507963e-05,346.0,iec +T_CU_147,twisted,cu,,147,0.1269,0.09633235912878875,3.400405982074701e-05,394.0,iec +T_CU_148,twisted,cu,,148,0.12593333333333334,0.09623752087170614,3.4044105809616624e-05,395.0,iec +T_CU_150,twisted,cu,,150,0.124,0.09605027767345979,3.4123447901029795e-05,399.0,iec +T_CU_228,twisted,cu,,228,0.08262727272727273,0.09055692821467139,3.662785159203555e-05,520.0,iec +T_CU_240,twisted,cu,,240,0.0775,0.08992964645640192,3.693741049940491e-05,538.0,iec +T_CU_288,twisted,cu,,288,0.06509999999999999,0.08777886771325095,3.8039716595742034e-05,604.0,iec +O_AA_7,overhead,aa,,7,5.798142857142857,0.35,1.5707963267948965e-06,47.45141080273927,coiffier +O_AA_10,overhead,aa,,10,4.0587,0.35,1.5707963267948965e-06,59.19545245278762,coiffier +O_AA_11,overhead,aa,,11,3.6897272727272727,0.35,1.5707963267948965e-06,62.79886711505215,coiffier +O_AA_12,overhead,aa,,12,3.38225,0.35,1.5707963267948965e-06,66.2797279156846,coiffier +O_AA_13,overhead,aa,,13,3.1220769230769227,0.35,1.5707963267948965e-06,69.65194089446842,coiffier +O_AA_14,overhead,aa,,14,2.8990714285714283,0.35,1.5707963267948965e-06,72.92689557983186,coiffier +O_AA_16,overhead,aa,,16,2.5366874999999998,0.35,1.5707963267948965e-06,79.22144024870302,coiffier +O_AA_18,overhead,aa,,18,2.254833333333333,0.35,1.5707963267948965e-06,85.22309409022323,coiffier +O_AA_22,overhead,aa,,22,1.8448636363636364,0.35,1.5707963267948965e-06,96.51402028212756,coiffier +O_AA_25,overhead,aa,,25,1.6234799999999998,0.35,1.5707963267948965e-06,104.47470409499063,coiffier +O_AA_28,overhead,aa,,28,1.4495357142857141,0.35,1.5707963267948965e-06,112.07953586502606,coiffier +O_AA_29,overhead,aa,,29,1.399551724137931,0.35,1.5707963267948965e-06,114.54472741913618,coiffier +O_AA_34,overhead,aa,,34,1.193735294117647,0.35,1.5707963267948965e-06,126.41693976598687,coiffier +O_AA_35,overhead,aa,,35,1.1596285714285715,0.35,1.5707963267948965e-06,128.709478863193,coiffier +O_AA_37,overhead,aa,,37,1.0969459459459459,0.35,1.5707963267948965e-06,133.22122209415986,coiffier +O_AA_38,overhead,aa,,38,1.068078947368421,0.35,1.5707963267948965e-06,135.44225452763547,coiffier +O_AA_40,overhead,aa,,40,1.014675,0.35,1.5707963267948965e-06,139.81878987348577,coiffier +O_AA_43,overhead,aa,,43,0.9438837209302325,0.35,1.5707963267948965e-06,146.23077673391862,coiffier +O_AA_48,overhead,aa,,48,0.8455625,0.35,1.5707963267948965e-06,156.551744539939,coiffier +O_AA_50,overhead,aa,,50,0.8117399999999999,0.35,1.5707963267948965e-06,160.56457979600017,coiffier +O_AA_52,overhead,aa,,52,0.7805192307692307,0.35,1.5707963267948965e-06,140.1869036215995,coiffier +O_AA_54,overhead,aa,,54,0.7516111111111111,0.35,1.5707963267948965e-06,143.50581563799906,coiffier +O_AA_55,overhead,aa,,55,0.7379454545454545,0.35,1.5707963267948965e-06,145.1477265298985,coiffier +O_AA_59,overhead,aa,,59,0.687915254237288,0.35,1.5707963267948965e-06,151.60503238730468,coiffier +O_AA_60,overhead,aa,,60,0.67645,0.35,1.5707963267948965e-06,153.19307917381175,coiffier +O_AA_69,overhead,aa,,69,0.5882173913043478,0.35,1.5707963267948965e-06,167.05974208048102,coiffier +O_AA_70,overhead,aa,,70,0.5798142857142857,0.35,1.5707963267948965e-06,168.55675241566195,coiffier +O_AA_74,overhead,aa,,74,0.5484729729729729,0.35,1.5707963267948965e-06,174.46528994888783,coiffier +O_AA_75,overhead,aa,,75,0.54116,0.35,1.5707963267948965e-06,175.92329619971161,coiffier +O_AA_76,overhead,aa,,76,0.5340394736842105,0.35,1.5707963267948965e-06,177.3739336424454,coiffier +O_AA_79,overhead,aa,,79,0.513759493670886,0.35,1.5707963267948965e-06,181.68294747940183,coiffier +O_AA_80,overhead,aa,,80,0.5073375,0.35,1.5707963267948965e-06,183.10540417005885,coiffier +O_AA_88,overhead,aa,,88,0.4612159090909091,0.35,1.5707963267948965e-06,194.25161001505174,coiffier +O_AA_93,overhead,aa,,93,0.43641935483870964,0.35,1.5707963267948965e-06,201.02255955593546,coiffier +O_AA_95,overhead,aa,,95,0.4272315789473684,0.35,1.5707963267948965e-06,203.69201555694198,coiffier +O_AA_100,overhead,aa,,100,0.40586999999999995,0.35,1.5707963267948965e-06,210.2739002786744,coiffier +O_AA_116,overhead,aa,,116,0.34988793103448274,0.35,1.5707963267948965e-06,299.1325035285772,coiffier +O_AA_117,overhead,aa,,117,0.3468974358974359,0.35,1.5707963267948965e-06,300.72870677385066,coiffier +O_AA_120,overhead,aa,,120,0.338225,0.35,1.5707963267948965e-06,305.4865015569369,coiffier +O_AA_147,overhead,aa,,147,0.2761020408163265,0.35,1.5707963267948965e-06,346.44667689653136,coiffier +O_AA_148,overhead,aa,,148,0.27423648648648646,0.35,1.5707963267948965e-06,347.90599782338865,coiffier +O_AA_150,overhead,aa,,150,0.27058,0.35,1.5707963267948965e-06,350.81344789368165,coiffier +O_AA_182,overhead,aa,,182,0.2230054945054945,0.35,1.5707963267948965e-06,395.49765514051415,coiffier +O_AA_185,overhead,aa,,185,0.21938918918918918,0.35,1.5707963267948965e-06,399.5269906109645,coiffier +O_AA_228,overhead,aa,,228,0.17801315789473685,0.35,1.5707963267948965e-06,454.7987449491295,coiffier +O_AA_240,overhead,aa,,240,0.1691125,0.35,1.5707963267948965e-06,469.49462246135806,coiffier +O_AA_288,overhead,aa,,288,0.14092708333333331,0.35,1.5707963267948965e-06,525.6818648262646,coiffier +O_AA_630,overhead,aa,,630,0.06442380952380952,0.35,1.5707963267948965e-06,854.064741277254,coiffier +O_AL_7,overhead,al,,7,4.285714285714285,0.35,1.5707963267948965e-06,54.80303782851578,coiffier +O_AL_10,overhead,al,,10,2.9999999999999996,0.35,1.5707963267948965e-06,68.366578889135,coiffier +O_AL_11,overhead,al,,11,2.727272727272727,0.35,1.5707963267948965e-06,72.52826906245458,coiffier +O_AL_12,overhead,al,,12,2.4999999999999996,0.35,1.5707963267948965e-06,76.54841815614277,coiffier +O_AL_13,overhead,al,,13,2.3076923076923075,0.35,1.5707963267948965e-06,80.44308666685086,coiffier +O_AL_14,overhead,al,,14,2.1428571428571423,0.35,1.5707963267948965e-06,84.22542869783399,coiffier +O_AL_16,overhead,al,,16,1.8749999999999998,0.35,1.5707963267948965e-06,91.49518451258659,coiffier +O_AL_18,overhead,al,,18,1.6666666666666665,0.35,1.5707963267948965e-06,98.42667204786343,coiffier +O_AL_22,overhead,al,,22,1.3636363636363635,0.35,1.5707963267948965e-06,111.46689666386564,coiffier +O_AL_25,overhead,al,,25,1.2,0.35,1.5707963267948965e-06,120.66092585618637,coiffier +O_AL_28,overhead,al,,28,1.0714285714285712,0.35,1.5707963267948965e-06,129.44397099904418,coiffier +O_AL_29,overhead,al,,29,1.0344827586206895,0.35,1.5707963267948965e-06,132.29109363900236,coiffier +O_AL_34,overhead,al,,34,0.8823529411764705,0.35,1.5707963267948965e-06,146.00266282832285,coiffier +O_AL_35,overhead,al,,35,0.8571428571428571,0.35,1.5707963267948965e-06,148.65038403918066,coiffier +O_AL_37,overhead,al,,37,0.8108108108108107,0.35,1.5707963267948965e-06,153.86112974255082,coiffier +O_AL_38,overhead,al,,38,0.7894736842105262,0.35,1.5707963267948965e-06,156.4262657924804,coiffier +O_AL_40,overhead,al,,40,0.7499999999999999,0.35,1.5707963267948965e-06,161.480855910223,coiffier +O_AL_43,overhead,al,,43,0.6976744186046511,0.35,1.5707963267948965e-06,168.8862491856525,coiffier +O_AL_48,overhead,al,,48,0.6249999999999999,0.35,1.5707963267948965e-06,180.8062401728873,coiffier +O_AL_50,overhead,al,,50,0.6,0.35,1.5707963267948965e-06,185.44078229960581,coiffier +O_AL_52,overhead,al,,52,0.5769230769230769,0.35,1.5707963267948965e-06,190.00539003258115,coiffier +O_AL_54,overhead,al,,54,0.5555555555555556,0.35,1.5707963267948965e-06,194.50375012092434,coiffier +O_AL_55,overhead,al,,55,0.5454545454545453,0.35,1.5707963267948965e-06,196.7291500074657,coiffier +O_AL_59,overhead,al,,59,0.5084745762711864,0.35,1.5707963267948965e-06,205.4812009216361,coiffier +O_AL_60,overhead,al,,60,0.49999999999999994,0.35,1.5707963267948965e-06,207.6335949132655,coiffier +O_AL_69,overhead,al,,69,0.43478260869565216,0.35,1.5707963267948965e-06,226.42808017519738,coiffier +O_AL_70,overhead,al,,70,0.42857142857142855,0.35,1.5707963267948965e-06,228.45708591874842,coiffier +O_AL_74,overhead,al,,74,0.4054054054054054,0.35,1.5707963267948965e-06,236.4653516662612,coiffier +O_AL_75,overhead,al,,75,0.39999999999999997,0.35,1.5707963267948965e-06,238.44149236985703,coiffier +O_AL_76,overhead,al,,76,0.3947368421052631,0.35,1.5707963267948965e-06,240.40764559802514,coiffier +O_AL_79,overhead,al,,79,0.37974683544303794,0.35,1.5707963267948965e-06,246.24796187290826,coiffier +O_AL_80,overhead,al,,80,0.37499999999999994,0.35,1.5707963267948965e-06,248.17591970156735,coiffier +O_AL_88,overhead,al,,88,0.3409090909090909,0.35,1.5707963267948965e-06,263.28317390469823,coiffier +O_AL_93,overhead,al,,93,0.3225806451612903,0.35,1.5707963267948965e-06,272.46032865432574,coiffier +O_AL_95,overhead,al,,95,0.3157894736842105,0.35,1.5707963267948965e-06,276.07843430858253,coiffier +O_AL_100,overhead,al,,100,0.3,0.35,1.5707963267948965e-06,284.99933591489753,coiffier +O_AL_116,overhead,al,,116,0.2586206896551724,0.35,1.5707963267948965e-06,312.4696215202972,coiffier +O_AL_117,overhead,al,,117,0.2564102564102564,0.35,1.5707963267948965e-06,314.1369930631306,coiffier +O_AL_120,overhead,al,,120,0.24999999999999997,0.35,1.5707963267948965e-06,319.10691882380667,coiffier +O_AL_147,overhead,al,,147,0.2040816326530612,0.35,1.5707963267948965e-06,361.89334401930665,coiffier +O_AL_148,overhead,al,,148,0.2027027027027027,0.35,1.5707963267948965e-06,363.4177302104187,coiffier +O_AL_150,overhead,al,,150,0.19999999999999998,0.35,1.5707963267948965e-06,366.45481181250824,coiffier +O_AL_182,overhead,al,,182,0.1648351648351648,0.35,1.5707963267948965e-06,413.1313085544224,coiffier +O_AL_185,overhead,al,,185,0.16216216216216214,0.35,1.5707963267948965e-06,417.34029592482915,coiffier +O_AL_228,overhead,al,,228,0.13157894736842105,0.35,1.5707963267948965e-06,475.0763959978168,coiffier +O_AL_240,overhead,al,,240,0.12499999999999999,0.35,1.5707963267948965e-06,490.42750371759695,coiffier +O_AL_288,overhead,al,,288,0.10416666666666666,0.35,1.5707963267948965e-06,549.1199097548241,coiffier +O_AL_630,overhead,al,,630,0.047619047619047616,0.35,1.5707963267948965e-06,892.1440609520359,coiffier +O_AM_7,overhead,am,,7,4.728571428571429,0.35,1.5707963267948965e-06,54.80303782851578,coiffier +O_AM_10,overhead,am,,10,3.31,0.35,1.5707963267948965e-06,68.366578889135,coiffier +O_AM_11,overhead,am,,11,3.009090909090909,0.35,1.5707963267948965e-06,72.52826906245458,coiffier +O_AM_12,overhead,am,,12,2.7583333333333333,0.35,1.5707963267948965e-06,76.54841815614277,coiffier +O_AM_13,overhead,am,,13,2.5461538461538464,0.35,1.5707963267948965e-06,80.44308666685086,coiffier +O_AM_14,overhead,am,,14,2.3642857142857143,0.35,1.5707963267948965e-06,84.22542869783399,coiffier +O_AM_16,overhead,am,,16,2.06875,0.35,1.5707963267948965e-06,91.49518451258659,coiffier +O_AM_18,overhead,am,,18,1.8388888888888888,0.35,1.5707963267948965e-06,98.42667204786343,coiffier +O_AM_22,overhead,am,,22,1.5045454545454544,0.35,1.5707963267948965e-06,111.46689666386564,coiffier +O_AM_25,overhead,am,,25,1.324,0.35,1.5707963267948965e-06,120.66092585618637,coiffier +O_AM_28,overhead,am,,28,1.1821428571428572,0.35,1.5707963267948965e-06,129.44397099904418,coiffier +O_AM_29,overhead,am,,29,1.1413793103448275,0.35,1.5707963267948965e-06,132.29109363900236,coiffier +O_AM_34,overhead,am,,34,0.9735294117647058,0.35,1.5707963267948965e-06,146.00266282832285,coiffier +O_AM_35,overhead,am,,35,0.9457142857142857,0.35,1.5707963267948965e-06,148.65038403918066,coiffier +O_AM_37,overhead,am,,37,0.8945945945945946,0.35,1.5707963267948965e-06,153.86112974255082,coiffier +O_AM_38,overhead,am,,38,0.8710526315789473,0.35,1.5707963267948965e-06,156.4262657924804,coiffier +O_AM_40,overhead,am,,40,0.8275,0.35,1.5707963267948965e-06,161.480855910223,coiffier +O_AM_43,overhead,am,,43,0.7697674418604651,0.35,1.5707963267948965e-06,168.8862491856525,coiffier +O_AM_48,overhead,am,,48,0.6895833333333333,0.35,1.5707963267948965e-06,180.8062401728873,coiffier +O_AM_50,overhead,am,,50,0.662,0.35,1.5707963267948965e-06,185.44078229960581,coiffier +O_AM_52,overhead,am,,52,0.6365384615384616,0.35,1.5707963267948965e-06,190.00539003258115,coiffier +O_AM_54,overhead,am,,54,0.6129629629629629,0.35,1.5707963267948965e-06,194.50375012092434,coiffier +O_AM_55,overhead,am,,55,0.6018181818181818,0.35,1.5707963267948965e-06,196.7291500074657,coiffier +O_AM_59,overhead,am,,59,0.5610169491525423,0.35,1.5707963267948965e-06,205.4812009216361,coiffier +O_AM_60,overhead,am,,60,0.5516666666666666,0.35,1.5707963267948965e-06,207.6335949132655,coiffier +O_AM_69,overhead,am,,69,0.4797101449275362,0.35,1.5707963267948965e-06,226.42808017519738,coiffier +O_AM_70,overhead,am,,70,0.47285714285714286,0.35,1.5707963267948965e-06,228.45708591874842,coiffier +O_AM_74,overhead,am,,74,0.4472972972972973,0.35,1.5707963267948965e-06,236.4653516662612,coiffier +O_AM_75,overhead,am,,75,0.4413333333333333,0.35,1.5707963267948965e-06,238.44149236985703,coiffier +O_AM_76,overhead,am,,76,0.43552631578947365,0.35,1.5707963267948965e-06,240.40764559802514,coiffier +O_AM_79,overhead,am,,79,0.41898734177215186,0.35,1.5707963267948965e-06,246.24796187290826,coiffier +O_AM_80,overhead,am,,80,0.41375,0.35,1.5707963267948965e-06,248.17591970156735,coiffier +O_AM_88,overhead,am,,88,0.3761363636363636,0.35,1.5707963267948965e-06,263.28317390469823,coiffier +O_AM_93,overhead,am,,93,0.35591397849462364,0.35,1.5707963267948965e-06,272.46032865432574,coiffier +O_AM_95,overhead,am,,95,0.34842105263157896,0.35,1.5707963267948965e-06,276.07843430858253,coiffier +O_AM_100,overhead,am,,100,0.331,0.35,1.5707963267948965e-06,284.99933591489753,coiffier +O_AM_116,overhead,am,,116,0.2853448275862069,0.35,1.5707963267948965e-06,312.4696215202972,coiffier +O_AM_117,overhead,am,,117,0.2829059829059829,0.35,1.5707963267948965e-06,314.1369930631306,coiffier +O_AM_120,overhead,am,,120,0.2758333333333333,0.35,1.5707963267948965e-06,319.10691882380667,coiffier +O_AM_147,overhead,am,,147,0.22517006802721087,0.35,1.5707963267948965e-06,361.89334401930665,coiffier +O_AM_148,overhead,am,,148,0.22364864864864864,0.35,1.5707963267948965e-06,363.4177302104187,coiffier +O_AM_150,overhead,am,,150,0.22066666666666665,0.35,1.5707963267948965e-06,366.45481181250824,coiffier +O_AM_182,overhead,am,,182,0.18186813186813186,0.35,1.5707963267948965e-06,413.1313085544224,coiffier +O_AM_185,overhead,am,,185,0.17891891891891892,0.35,1.5707963267948965e-06,417.34029592482915,coiffier +O_AM_228,overhead,am,,228,0.1451754385964912,0.35,1.5707963267948965e-06,475.0763959978168,coiffier +O_AM_240,overhead,am,,240,0.13791666666666666,0.35,1.5707963267948965e-06,490.42750371759695,coiffier +O_AM_288,overhead,am,,288,0.11493055555555555,0.35,1.5707963267948965e-06,549.1199097548241,coiffier +O_AM_630,overhead,am,,630,0.05253968253968254,0.35,1.5707963267948965e-06,892.1440609520359,coiffier +O_CU_7,overhead,cu,,7,2.571428571428571,0.35,1.5707963267948965e-06,70.17462160968483,coiffier +O_CU_10,overhead,cu,,10,1.8,0.35,1.5707963267948965e-06,87.54257052877043,coiffier +O_CU_11,overhead,cu,,11,1.6363636363636362,0.35,1.5707963267948965e-06,92.87156404338698,coiffier +O_CU_12,overhead,cu,,12,1.5,0.35,1.5707963267948965e-06,98.01931593164623,coiffier +O_CU_13,overhead,cu,,13,1.3846153846153846,0.35,1.5707963267948965e-06,103.0063914636505,coiffier +O_CU_14,overhead,cu,,14,1.2857142857142856,0.35,1.5707963267948965e-06,107.84963430820207,coiffier +O_CU_16,overhead,cu,,16,1.125,0.35,1.5707963267948965e-06,117.15846797343406,coiffier +O_CU_18,overhead,cu,,18,0.9999999999999999,0.35,1.5707963267948965e-06,126.03415323202027,coiffier +O_CU_22,overhead,cu,,22,0.8181818181818181,0.35,1.5707963267948965e-06,142.7320018256816,coiffier +O_CU_25,overhead,cu,,25,0.72,0.35,1.5707963267948965e-06,154.5048440841411,coiffier +O_CU_28,overhead,cu,,28,0.6428571428571428,0.35,1.5707963267948965e-06,165.75142627926388,coiffier +O_CU_29,overhead,cu,,29,0.6206896551724138,0.35,1.5707963267948965e-06,169.39713209872252,coiffier +O_CU_34,overhead,cu,,34,0.5294117647058824,0.35,1.5707963267948965e-06,186.95462923138902,coiffier +O_CU_35,overhead,cu,,35,0.5142857142857142,0.35,1.5707963267948965e-06,190.3450039526094,coiffier +O_CU_37,overhead,cu,,37,0.48648648648648646,0.35,1.5707963267948965e-06,197.01730028009558,coiffier +O_CU_38,overhead,cu,,38,0.4736842105263158,0.35,1.5707963267948965e-06,200.30192570988345,coiffier +O_CU_40,overhead,cu,,40,0.45,0.35,1.5707963267948965e-06,206.77426671430993,coiffier +O_CU_43,overhead,cu,,43,0.41860465116279066,0.35,1.5707963267948965e-06,216.25678249382332,coiffier +O_CU_48,overhead,cu,,48,0.375,0.35,1.5707963267948965e-06,231.52018558723375,coiffier +O_CU_50,overhead,cu,,50,0.36,0.35,1.5707963267948965e-06,237.4546602616904,coiffier +O_CU_52,overhead,cu,,52,0.34615384615384615,0.35,1.5707963267948965e-06,243.29958479781735,coiffier +O_CU_54,overhead,cu,,54,0.3333333333333333,0.35,1.5707963267948965e-06,249.05968003289095,coiffier +O_CU_55,overhead,cu,,55,0.32727272727272727,0.35,1.5707963267948965e-06,251.90927744858416,coiffier +O_CU_59,overhead,cu,,59,0.30508474576271183,0.35,1.5707963267948965e-06,263.1161719118511,coiffier +O_CU_60,overhead,cu,,60,0.3,0.35,1.5707963267948965e-06,265.87228616942537,coiffier +O_CU_69,overhead,cu,,69,0.2608695652173913,0.35,1.5707963267948965e-06,289.9383953462894,coiffier +O_CU_70,overhead,cu,,70,0.2571428571428571,0.35,1.5707963267948965e-06,292.53651245693396,coiffier +O_CU_74,overhead,cu,,74,0.24324324324324323,0.35,1.5707963267948965e-06,302.7909990848467,coiffier +O_CU_75,overhead,cu,,75,0.24,0.35,1.5707963267948965e-06,305.32142315652425,coiffier +O_CU_76,overhead,cu,,76,0.2368421052631579,0.35,1.5707963267948965e-06,307.8390583877151,coiffier +O_CU_79,overhead,cu,,79,0.22784810126582278,0.35,1.5707963267948965e-06,315.31751215433377,coiffier +O_CU_80,overhead,cu,,80,0.225,0.35,1.5707963267948965e-06,317.7862386422509,coiffier +O_CU_88,overhead,cu,,88,0.20454545454545453,0.35,1.5707963267948965e-06,337.13089341455265,coiffier +O_CU_93,overhead,cu,,93,0.1935483870967742,0.35,1.5707963267948965e-06,348.8821281549293,coiffier +O_CU_95,overhead,cu,,95,0.1894736842105263,0.35,1.5707963267948965e-06,353.51506832196543,coiffier +O_CU_100,overhead,cu,,100,0.18,0.35,1.5707963267948965e-06,364.9381740373688,coiffier +O_CU_116,overhead,cu,,116,0.15517241379310345,0.35,1.5707963267948965e-06,400.1135397516001,coiffier +O_CU_117,overhead,cu,,117,0.15384615384615385,0.35,1.5707963267948965e-06,402.24858867839896,coiffier +O_CU_120,overhead,cu,,120,0.15,0.35,1.5707963267948965e-06,408.6125180060939,coiffier +O_CU_147,overhead,cu,,147,0.12244897959183673,0.35,1.5707963267948965e-06,463.4000136832585,coiffier +O_CU_148,overhead,cu,,148,0.12162162162162161,0.35,1.5707963267948965e-06,465.35197161090207,coiffier +O_CU_150,overhead,cu,,150,0.12,0.35,1.5707963267948965e-06,469.24091756479714,coiffier +O_CU_182,overhead,cu,,182,0.0989010989010989,0.35,1.5707963267948965e-06,529.0096024172483,coiffier +O_CU_185,overhead,cu,,185,0.09729729729729729,0.35,1.5707963267948965e-06,534.3991594159398,coiffier +O_CU_228,overhead,cu,,228,0.07894736842105263,0.35,1.5707963267948965e-06,608.3295314606191,coiffier +O_CU_240,overhead,cu,,240,0.075,0.35,1.5707963267948965e-06,627.9864376871668,coiffier +O_CU_288,overhead,cu,,288,0.06249999999999999,0.35,1.5707963267948965e-06,703.1413478567871,coiffier +O_CU_630,overhead,cu,,630,0.02857142857142857,0.35,1.5707963267948965e-06,1142.3795902434608,coiffier +O_LA_7,overhead,la,,7,6.768714285714285,0.35,1.5707963267948965e-06,45.44642161389113,coiffier +O_LA_10,overhead,la,,10,4.738099999999999,0.35,1.5707963267948965e-06,56.69423615196561,coiffier +O_LA_11,overhead,la,,11,4.307363636363637,0.35,1.5707963267948965e-06,60.14539385666966,coiffier +O_LA_12,overhead,la,,12,3.9484166666666667,0.35,1.5707963267948965e-06,63.479176031923274,coiffier +O_LA_13,overhead,la,,13,3.6446923076923072,0.35,1.5707963267948965e-06,66.70890113836413,coiffier +O_LA_14,overhead,la,,14,3.3843571428571426,0.35,1.5707963267948965e-06,69.84547745674038,coiffier +O_LA_16,overhead,la,,16,2.9613125,0.35,1.5707963267948965e-06,75.87405544946205,coiffier +O_LA_18,overhead,la,,18,2.6322777777777775,0.35,1.5707963267948965e-06,81.62211828359408,coiffier +O_LA_22,overhead,la,,22,2.1536818181818185,0.35,1.5707963267948965e-06,92.43596308710809,coiffier +O_LA_25,overhead,la,,25,1.8952400000000003,0.35,1.5707963267948965e-06,100.0602799783009,coiffier +O_LA_28,overhead,la,,28,1.6921785714285713,0.35,1.5707963267948965e-06,107.34378082847566,coiffier +O_LA_29,overhead,la,,29,1.6338275862068965,0.35,1.5707963267948965e-06,109.70480935917269,coiffier +O_LA_34,overhead,la,,34,1.3935588235294118,0.35,1.5707963267948965e-06,121.07537893080432,coiffier +O_LA_35,overhead,la,,35,1.3537428571428571,0.35,1.5707963267948965e-06,123.27105017883275,coiffier +O_LA_37,overhead,la,,37,1.2805675675675674,0.35,1.5707963267948965e-06,127.59215637187143,coiffier +O_LA_38,overhead,la,,38,1.2468684210526317,0.35,1.5707963267948965e-06,129.71934236449596,coiffier +O_LA_40,overhead,la,,40,1.1845249999999998,0.35,1.5707963267948965e-06,133.91095368164835,coiffier +O_LA_43,overhead,la,,43,1.1018837209302326,0.35,1.5707963267948965e-06,140.05201151980938,coiffier +O_LA_48,overhead,la,,48,0.9871041666666667,0.35,1.5707963267948965e-06,149.93688209458946,coiffier +O_LA_50,overhead,la,,50,0.9476200000000001,0.35,1.5707963267948965e-06,153.78016093138046,coiffier +O_LA_52,overhead,la,,52,0.9111730769230768,0.35,1.5707963267948965e-06,140.1869036215995,coiffier +O_LA_54,overhead,la,,54,0.8774259259259259,0.35,1.5707963267948965e-06,143.50581563799906,coiffier +O_LA_55,overhead,la,,55,0.8614727272727273,0.35,1.5707963267948965e-06,145.1477265298985,coiffier +O_LA_59,overhead,la,,59,0.8030677966101695,0.35,1.5707963267948965e-06,151.60503238730468,coiffier +O_LA_60,overhead,la,,60,0.7896833333333333,0.35,1.5707963267948965e-06,153.19307917381175,coiffier +O_LA_69,overhead,la,,69,0.6866811594202898,0.35,1.5707963267948965e-06,167.05974208048102,coiffier +O_LA_70,overhead,la,,70,0.6768714285714286,0.35,1.5707963267948965e-06,168.55675241566195,coiffier +O_LA_74,overhead,la,,74,0.6402837837837837,0.35,1.5707963267948965e-06,174.46528994888783,coiffier +O_LA_75,overhead,la,,75,0.6317466666666666,0.35,1.5707963267948965e-06,175.92329619971161,coiffier +O_LA_76,overhead,la,,76,0.6234342105263159,0.35,1.5707963267948965e-06,177.3739336424454,coiffier +O_LA_79,overhead,la,,79,0.599759493670886,0.35,1.5707963267948965e-06,181.68294747940183,coiffier +O_LA_80,overhead,la,,80,0.5922624999999999,0.35,1.5707963267948965e-06,183.10540417005885,coiffier +O_LA_88,overhead,la,,88,0.5384204545454546,0.35,1.5707963267948965e-06,194.25161001505174,coiffier +O_LA_93,overhead,la,,93,0.5094731182795699,0.35,1.5707963267948965e-06,201.02255955593546,coiffier +O_LA_95,overhead,la,,95,0.49874736842105266,0.35,1.5707963267948965e-06,203.69201555694198,coiffier +O_LA_100,overhead,la,,100,0.47381000000000006,0.35,1.5707963267948965e-06,210.2739002786744,coiffier +O_LA_116,overhead,la,,116,0.4084568965517241,0.35,1.5707963267948965e-06,297.2272009583315,coiffier +O_LA_117,overhead,la,,117,0.40496581196581194,0.35,1.5707963267948965e-06,298.81323730395354,coiffier +O_LA_120,overhead,la,,120,0.39484166666666665,0.35,1.5707963267948965e-06,303.5407276616698,coiffier +O_LA_147,overhead,la,,147,0.3223197278911564,0.35,1.5707963267948965e-06,344.24001016470635,coiffier +O_LA_148,overhead,la,,148,0.32014189189189185,0.35,1.5707963267948965e-06,345.69003605381295,coiffier +O_LA_150,overhead,la,,150,0.3158733333333333,0.35,1.5707963267948965e-06,348.57896733384933,coiffier +O_LA_182,overhead,la,,182,0.26033516483516483,0.35,1.5707963267948965e-06,392.97856179567015,coiffier +O_LA_185,overhead,la,,185,0.2561135135135135,0.35,1.5707963267948965e-06,396.9822327089838,coiffier +O_LA_228,overhead,la,,228,0.20781140350877192,0.35,1.5707963267948965e-06,451.9019376564599,coiffier +O_LA_240,overhead,la,,240,0.19742083333333332,0.35,1.5707963267948965e-06,466.5042108533239,coiffier +O_LA_288,overhead,la,,288,0.1645173611111111,0.35,1.5707963267948965e-06,522.3335726936132,coiffier +O_LA_630,overhead,la,,630,0.07520793650793652,0.35,1.5707963267948965e-06,848.6248384665708,coiffier +T_AA_7,twisted,aa,,7,5.798142857142857,0.1,5.6077428866577815e-05,40.09978377696277,coiffier +T_AA_10,twisted,aa,,10,4.0587,0.1,5.654866776461628e-05,50.02432601644024,coiffier +T_AA_11,twisted,aa,,11,3.6897272727272727,0.1,5.670574739729577e-05,53.0694651676497,coiffier +T_AA_12,twisted,aa,,12,3.38225,0.1,5.6862827029975264e-05,56.01103767522642,coiffier +T_AA_13,twisted,aa,,13,3.1220769230769227,0.1,5.7019906662654755e-05,58.860795122086,coiffier +T_AA_14,twisted,aa,,14,2.8990714285714283,0.1,5.717698629533424e-05,61.62836246182975,coiffier +T_AA_16,twisted,aa,,16,2.5366874999999998,0.1,5.749114556069321e-05,66.94769598481946,coiffier +T_AA_18,twisted,aa,,18,2.254833333333333,0.1,5.780530482605219e-05,72.01951613258301,coiffier +T_AA_22,twisted,aa,,22,1.8448636363636364,0.1,5.8433623356770154e-05,81.5611439003895,coiffier +T_AA_25,twisted,aa,,25,1.6234799999999998,0.1,5.890486225480862e-05,88.2884823337949,coiffier +T_AA_28,twisted,aa,,28,1.4495357142857141,0.1,5.937610115284709e-05,94.71510073100794,coiffier +T_AA_29,twisted,aa,,29,1.399551724137931,0.1,5.953318078552658e-05,96.79836119927002,coiffier +T_AA_34,twisted,aa,,34,1.193735294117647,0.1,6.031857894892403e-05,106.83121670365088,coiffier +T_AA_35,twisted,aa,,35,1.1596285714285715,0.1,6.047565858160352e-05,108.76857368720536,coiffier +T_AA_37,twisted,aa,,37,1.0969459459459459,0.1,6.07898178469625e-05,112.5813144457689,coiffier +T_AA_38,twisted,aa,,38,1.068078947368421,0.1,6.0946897479641984e-05,114.45824326279055,coiffier +T_AA_40,twisted,aa,,40,1.014675,0.1,6.126105674500097e-05,118.15672383674854,coiffier +T_AA_43,twisted,aa,,43,0.9438837209302325,0.1,6.173229564303944e-05,123.57530428218476,coiffier +T_AA_48,twisted,aa,,48,0.8455625,0.1,6.251769380643689e-05,132.29724890699072,coiffier +T_AA_50,twisted,aa,,50,0.8117399999999999,0.1,6.283185307179587e-05,135.68837729239453,coiffier +T_AA_52,twisted,aa,,52,0.7805192307692307,0.1,6.314601233715485e-05,139.02833417018132,coiffier +T_AA_54,twisted,aa,,54,0.7516111111111111,0.1,6.346017160251382e-05,142.31981716165197,coiffier +T_AA_55,twisted,aa,,55,0.7379454545454545,0.1,6.361725123519332e-05,143.9481585420481,coiffier +T_AA_59,twisted,aa,,59,0.687915254237288,0.1,6.424556976591127e-05,150.35209823534348,coiffier +T_AA_60,twisted,aa,,60,0.67645,0.1,6.440264939859077e-05,151.92702066824307,coiffier +T_AA_69,twisted,aa,,69,0.5882173913043478,0.1,6.581636609270617e-05,165.6790830550225,coiffier +T_AA_70,twisted,aa,,70,0.5798142857142857,0.1,6.597344572538565e-05,167.16372140396226,coiffier +T_AA_74,twisted,aa,,74,0.5484729729729729,0.1,6.660176425610361e-05,173.02342804848382,coiffier +T_AA_75,twisted,aa,,75,0.54116,0.1,6.675884388878311e-05,174.46938466087101,coiffier +T_AA_76,twisted,aa,,76,0.5340394736842105,0.1,6.69159235214626e-05,175.90803336440865,coiffier +T_AA_79,twisted,aa,,79,0.513759493670886,0.1,6.738716241950106e-05,180.18143551676215,coiffier +T_AA_80,twisted,aa,,80,0.5073375,0.1,6.754424205218055e-05,181.5921363670005,coiffier +T_AA_88,twisted,aa,,88,0.4612159090909091,0.1,6.880087911361648e-05,192.6462248083158,coiffier +T_AA_93,twisted,aa,,93,0.43641935483870964,0.1,6.958627727701391e-05,199.36121608853102,coiffier +T_AA_95,twisted,aa,,95,0.4272315789473684,0.1,6.99004365423729e-05,202.00861046969453,coiffier +T_AA_100,twisted,aa,,100,0.40586999999999995,0.1,7.068583470577034e-05,208.53609944992502,coiffier +T_AA_116,twisted,aa,,116,0.34988793103448274,0.1,7.319910882864217e-05,228.63630842948578,coiffier +T_AA_117,twisted,aa,,117,0.3468974358974359,0.1,7.335618846132167e-05,229.85633638765654,coiffier +T_AA_120,twisted,aa,,120,0.338225,0.1,7.382742735936014e-05,233.49286743205369,coiffier +T_AA_147,twisted,aa,,147,0.2761020408163265,0.1,7.806857744170636e-05,264.80000781900486,coiffier +T_AA_148,twisted,aa,,148,0.27423648648648646,0.1,7.822565707438585e-05,265.91541234908686,coiffier +T_AA_150,twisted,aa,,150,0.27058,0.1,7.853981633974483e-05,268.1376671798841,coiffier +T_AA_182,twisted,aa,,182,0.2230054945054945,0.1,8.35663645854885e-05,302.29120138128474,coiffier +T_AA_185,twisted,aa,,185,0.21938918918918918,0.1,8.403760348352698e-05,305.3709482376799,coiffier +T_AA_228,twisted,aa,,228,0.17801315789473685,0.1,9.079202768874504e-05,347.61687512035377,coiffier +T_AA_240,twisted,aa,,240,0.1691125,0.1,9.26769832808989e-05,358.84939296409533,coiffier +T_AA_288,twisted,aa,,288,0.14092708333333331,0.1,0.0001002168056495144,401.79505591816405,coiffier +T_AA_630,twisted,aa,,630,0.06442380952380952,0.1,0.00015393804002589986,652.7883372819776,coiffier +T_AL_7,twisted,al,,7,4.285714285714285,0.1,5.6077428866577815e-05,40.09978377696277,coiffier +T_AL_10,twisted,al,,10,2.9999999999999996,0.1,5.654866776461628e-05,50.02432601644024,coiffier +T_AL_11,twisted,al,,11,2.727272727272727,0.1,5.670574739729577e-05,53.0694651676497,coiffier +T_AL_12,twisted,al,,12,2.4999999999999996,0.1,5.6862827029975264e-05,56.01103767522642,coiffier +T_AL_13,twisted,al,,13,2.3076923076923075,0.1,5.7019906662654755e-05,58.860795122086,coiffier +T_AL_14,twisted,al,,14,2.1428571428571423,0.1,5.717698629533424e-05,61.62836246182975,coiffier +T_AL_16,twisted,al,,16,1.8749999999999998,0.1,5.749114556069321e-05,66.94769598481946,coiffier +T_AL_18,twisted,al,,18,1.6666666666666665,0.1,5.780530482605219e-05,72.01951613258301,coiffier +T_AL_22,twisted,al,,22,1.3636363636363635,0.1,5.8433623356770154e-05,81.5611439003895,coiffier +T_AL_25,twisted,al,,25,1.2,0.1,5.890486225480862e-05,88.2884823337949,coiffier +T_AL_28,twisted,al,,28,1.0714285714285712,0.1,5.937610115284709e-05,94.71510073100794,coiffier +T_AL_29,twisted,al,,29,1.0344827586206895,0.1,5.953318078552658e-05,96.79836119927002,coiffier +T_AL_34,twisted,al,,34,0.8823529411764705,0.1,6.031857894892403e-05,106.83121670365088,coiffier +T_AL_35,twisted,al,,35,0.8571428571428571,0.1,6.047565858160352e-05,108.76857368720536,coiffier +T_AL_37,twisted,al,,37,0.8108108108108107,0.1,6.07898178469625e-05,112.5813144457689,coiffier +T_AL_38,twisted,al,,38,0.7894736842105262,0.1,6.0946897479641984e-05,114.45824326279055,coiffier +T_AL_40,twisted,al,,40,0.7499999999999999,0.1,6.126105674500097e-05,118.15672383674854,coiffier +T_AL_43,twisted,al,,43,0.6976744186046511,0.1,6.173229564303944e-05,123.57530428218476,coiffier +T_AL_48,twisted,al,,48,0.6249999999999999,0.1,6.251769380643689e-05,132.29724890699072,coiffier +T_AL_50,twisted,al,,50,0.6,0.1,6.283185307179587e-05,135.68837729239453,coiffier +T_AL_52,twisted,al,,52,0.5769230769230769,0.1,6.314601233715485e-05,139.02833417018132,coiffier +T_AL_54,twisted,al,,54,0.5555555555555556,0.1,6.346017160251382e-05,142.31981716165197,coiffier +T_AL_55,twisted,al,,55,0.5454545454545453,0.1,6.361725123519332e-05,143.9481585420481,coiffier +T_AL_59,twisted,al,,59,0.5084745762711864,0.1,6.424556976591127e-05,150.35209823534348,coiffier +T_AL_60,twisted,al,,60,0.49999999999999994,0.1,6.440264939859077e-05,151.92702066824307,coiffier +T_AL_69,twisted,al,,69,0.43478260869565216,0.1,6.581636609270617e-05,165.6790830550225,coiffier +T_AL_70,twisted,al,,70,0.42857142857142855,0.1,6.597344572538565e-05,167.16372140396226,coiffier +T_AL_74,twisted,al,,74,0.4054054054054054,0.1,6.660176425610361e-05,173.02342804848382,coiffier +T_AL_75,twisted,al,,75,0.39999999999999997,0.1,6.675884388878311e-05,174.46938466087101,coiffier +T_AL_76,twisted,al,,76,0.3947368421052631,0.1,6.69159235214626e-05,175.90803336440865,coiffier +T_AL_79,twisted,al,,79,0.37974683544303794,0.1,6.738716241950106e-05,180.18143551676215,coiffier +T_AL_80,twisted,al,,80,0.37499999999999994,0.1,6.754424205218055e-05,181.5921363670005,coiffier +T_AL_88,twisted,al,,88,0.3409090909090909,0.1,6.880087911361648e-05,192.6462248083158,coiffier +T_AL_93,twisted,al,,93,0.3225806451612903,0.1,6.958627727701391e-05,199.36121608853102,coiffier +T_AL_95,twisted,al,,95,0.3157894736842105,0.1,6.99004365423729e-05,202.00861046969453,coiffier +T_AL_100,twisted,al,,100,0.3,0.1,7.068583470577034e-05,208.53609944992502,coiffier +T_AL_116,twisted,al,,116,0.2586206896551724,0.1,7.319910882864217e-05,228.63630842948578,coiffier +T_AL_117,twisted,al,,117,0.2564102564102564,0.1,7.335618846132167e-05,229.85633638765654,coiffier +T_AL_120,twisted,al,,120,0.24999999999999997,0.1,7.382742735936014e-05,233.49286743205369,coiffier +T_AL_147,twisted,al,,147,0.2040816326530612,0.1,7.806857744170636e-05,264.80000781900486,coiffier +T_AL_148,twisted,al,,148,0.2027027027027027,0.1,7.822565707438585e-05,265.91541234908686,coiffier +T_AL_150,twisted,al,,150,0.19999999999999998,0.1,7.853981633974483e-05,268.1376671798841,coiffier +T_AL_182,twisted,al,,182,0.1648351648351648,0.1,8.35663645854885e-05,302.29120138128474,coiffier +T_AL_185,twisted,al,,185,0.16216216216216214,0.1,8.403760348352698e-05,305.3709482376799,coiffier +T_AL_228,twisted,al,,228,0.13157894736842105,0.1,9.079202768874504e-05,347.61687512035377,coiffier +T_AL_240,twisted,al,,240,0.12499999999999999,0.1,9.26769832808989e-05,358.84939296409533,coiffier +T_AL_288,twisted,al,,288,0.10416666666666666,0.1,0.0001002168056495144,401.79505591816405,coiffier +T_AL_630,twisted,al,,630,0.047619047619047616,0.1,0.00015393804002589986,652.7883372819776,coiffier +T_AM_7,twisted,am,,7,4.728571428571429,0.1,5.6077428866577815e-05,40.09978377696277,coiffier +T_AM_10,twisted,am,,10,3.31,0.1,5.654866776461628e-05,50.02432601644024,coiffier +T_AM_11,twisted,am,,11,3.009090909090909,0.1,5.670574739729577e-05,53.0694651676497,coiffier +T_AM_12,twisted,am,,12,2.7583333333333333,0.1,5.6862827029975264e-05,56.01103767522642,coiffier +T_AM_13,twisted,am,,13,2.5461538461538464,0.1,5.7019906662654755e-05,58.860795122086,coiffier +T_AM_14,twisted,am,,14,2.3642857142857143,0.1,5.717698629533424e-05,61.62836246182975,coiffier +T_AM_16,twisted,am,,16,2.06875,0.1,5.749114556069321e-05,66.94769598481946,coiffier +T_AM_18,twisted,am,,18,1.8388888888888888,0.1,5.780530482605219e-05,72.01951613258301,coiffier +T_AM_22,twisted,am,,22,1.5045454545454544,0.1,5.8433623356770154e-05,81.5611439003895,coiffier +T_AM_25,twisted,am,,25,1.324,0.1,5.890486225480862e-05,88.2884823337949,coiffier +T_AM_28,twisted,am,,28,1.1821428571428572,0.1,5.937610115284709e-05,94.71510073100794,coiffier +T_AM_29,twisted,am,,29,1.1413793103448275,0.1,5.953318078552658e-05,96.79836119927002,coiffier +T_AM_34,twisted,am,,34,0.9735294117647058,0.1,6.031857894892403e-05,106.83121670365088,coiffier +T_AM_35,twisted,am,,35,0.9457142857142857,0.1,6.047565858160352e-05,108.76857368720536,coiffier +T_AM_37,twisted,am,,37,0.8945945945945946,0.1,6.07898178469625e-05,112.5813144457689,coiffier +T_AM_38,twisted,am,,38,0.8710526315789473,0.1,6.0946897479641984e-05,114.45824326279055,coiffier +T_AM_40,twisted,am,,40,0.8275,0.1,6.126105674500097e-05,118.15672383674854,coiffier +T_AM_43,twisted,am,,43,0.7697674418604651,0.1,6.173229564303944e-05,123.57530428218476,coiffier +T_AM_48,twisted,am,,48,0.6895833333333333,0.1,6.251769380643689e-05,132.29724890699072,coiffier +T_AM_50,twisted,am,,50,0.662,0.1,6.283185307179587e-05,135.68837729239453,coiffier +T_AM_52,twisted,am,,52,0.6365384615384616,0.1,6.314601233715485e-05,139.02833417018132,coiffier +T_AM_54,twisted,am,,54,0.6129629629629629,0.1,6.346017160251382e-05,142.31981716165197,coiffier +T_AM_55,twisted,am,,55,0.6018181818181818,0.1,6.361725123519332e-05,143.9481585420481,coiffier +T_AM_59,twisted,am,,59,0.5610169491525423,0.1,6.424556976591127e-05,150.35209823534348,coiffier +T_AM_60,twisted,am,,60,0.5516666666666666,0.1,6.440264939859077e-05,151.92702066824307,coiffier +T_AM_69,twisted,am,,69,0.4797101449275362,0.1,6.581636609270617e-05,165.6790830550225,coiffier +T_AM_70,twisted,am,,70,0.47285714285714286,0.1,6.597344572538565e-05,167.16372140396226,coiffier +T_AM_74,twisted,am,,74,0.4472972972972973,0.1,6.660176425610361e-05,173.02342804848382,coiffier +T_AM_75,twisted,am,,75,0.4413333333333333,0.1,6.675884388878311e-05,174.46938466087101,coiffier +T_AM_76,twisted,am,,76,0.43552631578947365,0.1,6.69159235214626e-05,175.90803336440865,coiffier +T_AM_79,twisted,am,,79,0.41898734177215186,0.1,6.738716241950106e-05,180.18143551676215,coiffier +T_AM_80,twisted,am,,80,0.41375,0.1,6.754424205218055e-05,181.5921363670005,coiffier +T_AM_88,twisted,am,,88,0.3761363636363636,0.1,6.880087911361648e-05,192.6462248083158,coiffier +T_AM_93,twisted,am,,93,0.35591397849462364,0.1,6.958627727701391e-05,199.36121608853102,coiffier +T_AM_95,twisted,am,,95,0.34842105263157896,0.1,6.99004365423729e-05,202.00861046969453,coiffier +T_AM_100,twisted,am,,100,0.331,0.1,7.068583470577034e-05,208.53609944992502,coiffier +T_AM_116,twisted,am,,116,0.2853448275862069,0.1,7.319910882864217e-05,228.63630842948578,coiffier +T_AM_117,twisted,am,,117,0.2829059829059829,0.1,7.335618846132167e-05,229.85633638765654,coiffier +T_AM_120,twisted,am,,120,0.2758333333333333,0.1,7.382742735936014e-05,233.49286743205369,coiffier +T_AM_147,twisted,am,,147,0.22517006802721087,0.1,7.806857744170636e-05,264.80000781900486,coiffier +T_AM_148,twisted,am,,148,0.22364864864864864,0.1,7.822565707438585e-05,265.91541234908686,coiffier +T_AM_150,twisted,am,,150,0.22066666666666665,0.1,7.853981633974483e-05,268.1376671798841,coiffier +T_AM_182,twisted,am,,182,0.18186813186813186,0.1,8.35663645854885e-05,302.29120138128474,coiffier +T_AM_185,twisted,am,,185,0.17891891891891892,0.1,8.403760348352698e-05,305.3709482376799,coiffier +T_AM_228,twisted,am,,228,0.1451754385964912,0.1,9.079202768874504e-05,347.61687512035377,coiffier +T_AM_240,twisted,am,,240,0.13791666666666666,0.1,9.26769832808989e-05,358.84939296409533,coiffier +T_AM_288,twisted,am,,288,0.11493055555555555,0.1,0.0001002168056495144,401.79505591816405,coiffier +T_AM_630,twisted,am,,630,0.05253968253968254,0.1,0.00015393804002589986,652.7883372819776,coiffier +T_CU_7,twisted,cu,,7,2.571428571428571,0.1,5.6077428866577815e-05,40.09978377696277,coiffier +T_CU_10,twisted,cu,,10,1.8,0.1,5.654866776461628e-05,50.02432601644024,coiffier +T_CU_11,twisted,cu,,11,1.6363636363636362,0.1,5.670574739729577e-05,53.0694651676497,coiffier +T_CU_12,twisted,cu,,12,1.5,0.1,5.6862827029975264e-05,56.01103767522642,coiffier +T_CU_13,twisted,cu,,13,1.3846153846153846,0.1,5.7019906662654755e-05,58.860795122086,coiffier +T_CU_14,twisted,cu,,14,1.2857142857142856,0.1,5.717698629533424e-05,61.62836246182975,coiffier +T_CU_16,twisted,cu,,16,1.125,0.1,5.749114556069321e-05,66.94769598481946,coiffier +T_CU_18,twisted,cu,,18,0.9999999999999999,0.1,5.780530482605219e-05,72.01951613258301,coiffier +T_CU_22,twisted,cu,,22,0.8181818181818181,0.1,5.8433623356770154e-05,81.5611439003895,coiffier +T_CU_25,twisted,cu,,25,0.72,0.1,5.890486225480862e-05,88.2884823337949,coiffier +T_CU_28,twisted,cu,,28,0.6428571428571428,0.1,5.937610115284709e-05,94.71510073100794,coiffier +T_CU_29,twisted,cu,,29,0.6206896551724138,0.1,5.953318078552658e-05,96.79836119927002,coiffier +T_CU_34,twisted,cu,,34,0.5294117647058824,0.1,6.031857894892403e-05,106.83121670365088,coiffier +T_CU_35,twisted,cu,,35,0.5142857142857142,0.1,6.047565858160352e-05,108.76857368720536,coiffier +T_CU_37,twisted,cu,,37,0.48648648648648646,0.1,6.07898178469625e-05,112.5813144457689,coiffier +T_CU_38,twisted,cu,,38,0.4736842105263158,0.1,6.0946897479641984e-05,114.45824326279055,coiffier +T_CU_40,twisted,cu,,40,0.45,0.1,6.126105674500097e-05,118.15672383674854,coiffier +T_CU_43,twisted,cu,,43,0.41860465116279066,0.1,6.173229564303944e-05,123.57530428218476,coiffier +T_CU_48,twisted,cu,,48,0.375,0.1,6.251769380643689e-05,132.29724890699072,coiffier +T_CU_50,twisted,cu,,50,0.36,0.1,6.283185307179587e-05,135.68837729239453,coiffier +T_CU_52,twisted,cu,,52,0.34615384615384615,0.1,6.314601233715485e-05,139.02833417018132,coiffier +T_CU_54,twisted,cu,,54,0.3333333333333333,0.1,6.346017160251382e-05,142.31981716165197,coiffier +T_CU_55,twisted,cu,,55,0.32727272727272727,0.1,6.361725123519332e-05,143.9481585420481,coiffier +T_CU_59,twisted,cu,,59,0.30508474576271183,0.1,6.424556976591127e-05,150.35209823534348,coiffier +T_CU_60,twisted,cu,,60,0.3,0.1,6.440264939859077e-05,151.92702066824307,coiffier +T_CU_69,twisted,cu,,69,0.2608695652173913,0.1,6.581636609270617e-05,165.6790830550225,coiffier +T_CU_70,twisted,cu,,70,0.2571428571428571,0.1,6.597344572538565e-05,167.16372140396226,coiffier +T_CU_74,twisted,cu,,74,0.24324324324324323,0.1,6.660176425610361e-05,173.02342804848382,coiffier +T_CU_75,twisted,cu,,75,0.24,0.1,6.675884388878311e-05,174.46938466087101,coiffier +T_CU_76,twisted,cu,,76,0.2368421052631579,0.1,6.69159235214626e-05,175.90803336440865,coiffier +T_CU_79,twisted,cu,,79,0.22784810126582278,0.1,6.738716241950106e-05,180.18143551676215,coiffier +T_CU_80,twisted,cu,,80,0.225,0.1,6.754424205218055e-05,181.5921363670005,coiffier +T_CU_88,twisted,cu,,88,0.20454545454545453,0.1,6.880087911361648e-05,192.6462248083158,coiffier +T_CU_93,twisted,cu,,93,0.1935483870967742,0.1,6.958627727701391e-05,199.36121608853102,coiffier +T_CU_95,twisted,cu,,95,0.1894736842105263,0.1,6.99004365423729e-05,202.00861046969453,coiffier +T_CU_100,twisted,cu,,100,0.18,0.1,7.068583470577034e-05,208.53609944992502,coiffier +T_CU_116,twisted,cu,,116,0.15517241379310345,0.1,7.319910882864217e-05,228.63630842948578,coiffier +T_CU_117,twisted,cu,,117,0.15384615384615385,0.1,7.335618846132167e-05,229.85633638765654,coiffier +T_CU_120,twisted,cu,,120,0.15,0.1,7.382742735936014e-05,233.49286743205369,coiffier +T_CU_147,twisted,cu,,147,0.12244897959183673,0.1,7.806857744170636e-05,264.80000781900486,coiffier +T_CU_148,twisted,cu,,148,0.12162162162162161,0.1,7.822565707438585e-05,265.91541234908686,coiffier +T_CU_150,twisted,cu,,150,0.12,0.1,7.853981633974483e-05,268.1376671798841,coiffier +T_CU_182,twisted,cu,,182,0.0989010989010989,0.1,8.35663645854885e-05,302.29120138128474,coiffier +T_CU_185,twisted,cu,,185,0.09729729729729729,0.1,8.403760348352698e-05,305.3709482376799,coiffier +T_CU_228,twisted,cu,,228,0.07894736842105263,0.1,9.079202768874504e-05,347.61687512035377,coiffier +T_CU_240,twisted,cu,,240,0.075,0.1,9.26769832808989e-05,358.84939296409533,coiffier +T_CU_288,twisted,cu,,288,0.06249999999999999,0.1,0.0001002168056495144,401.79505591816405,coiffier +T_CU_630,twisted,cu,,630,0.02857142857142857,0.1,0.00015393804002589986,652.7883372819776,coiffier +T_LA_7,twisted,la,,7,6.768714285714285,0.1,5.6077428866577815e-05,40.09978377696277,coiffier +T_LA_10,twisted,la,,10,4.738099999999999,0.1,5.654866776461628e-05,50.02432601644024,coiffier +T_LA_11,twisted,la,,11,4.307363636363637,0.1,5.670574739729577e-05,53.0694651676497,coiffier +T_LA_12,twisted,la,,12,3.9484166666666667,0.1,5.6862827029975264e-05,56.01103767522642,coiffier +T_LA_13,twisted,la,,13,3.6446923076923072,0.1,5.7019906662654755e-05,58.860795122086,coiffier +T_LA_14,twisted,la,,14,3.3843571428571426,0.1,5.717698629533424e-05,61.62836246182975,coiffier +T_LA_16,twisted,la,,16,2.9613125,0.1,5.749114556069321e-05,66.94769598481946,coiffier +T_LA_18,twisted,la,,18,2.6322777777777775,0.1,5.780530482605219e-05,72.01951613258301,coiffier +T_LA_22,twisted,la,,22,2.1536818181818185,0.1,5.8433623356770154e-05,81.5611439003895,coiffier +T_LA_25,twisted,la,,25,1.8952400000000003,0.1,5.890486225480862e-05,88.2884823337949,coiffier +T_LA_28,twisted,la,,28,1.6921785714285713,0.1,5.937610115284709e-05,94.71510073100794,coiffier +T_LA_29,twisted,la,,29,1.6338275862068965,0.1,5.953318078552658e-05,96.79836119927002,coiffier +T_LA_34,twisted,la,,34,1.3935588235294118,0.1,6.031857894892403e-05,106.83121670365088,coiffier +T_LA_35,twisted,la,,35,1.3537428571428571,0.1,6.047565858160352e-05,108.76857368720536,coiffier +T_LA_37,twisted,la,,37,1.2805675675675674,0.1,6.07898178469625e-05,112.5813144457689,coiffier +T_LA_38,twisted,la,,38,1.2468684210526317,0.1,6.0946897479641984e-05,114.45824326279055,coiffier +T_LA_40,twisted,la,,40,1.1845249999999998,0.1,6.126105674500097e-05,118.15672383674854,coiffier +T_LA_43,twisted,la,,43,1.1018837209302326,0.1,6.173229564303944e-05,123.57530428218476,coiffier +T_LA_48,twisted,la,,48,0.9871041666666667,0.1,6.251769380643689e-05,132.29724890699072,coiffier +T_LA_50,twisted,la,,50,0.9476200000000001,0.1,6.283185307179587e-05,135.68837729239453,coiffier +T_LA_52,twisted,la,,52,0.9111730769230768,0.1,6.314601233715485e-05,139.02833417018132,coiffier +T_LA_54,twisted,la,,54,0.8774259259259259,0.1,6.346017160251382e-05,142.31981716165197,coiffier +T_LA_55,twisted,la,,55,0.8614727272727273,0.1,6.361725123519332e-05,143.9481585420481,coiffier +T_LA_59,twisted,la,,59,0.8030677966101695,0.1,6.424556976591127e-05,150.35209823534348,coiffier +T_LA_60,twisted,la,,60,0.7896833333333333,0.1,6.440264939859077e-05,151.92702066824307,coiffier +T_LA_69,twisted,la,,69,0.6866811594202898,0.1,6.581636609270617e-05,165.6790830550225,coiffier +T_LA_70,twisted,la,,70,0.6768714285714286,0.1,6.597344572538565e-05,167.16372140396226,coiffier +T_LA_74,twisted,la,,74,0.6402837837837837,0.1,6.660176425610361e-05,173.02342804848382,coiffier +T_LA_75,twisted,la,,75,0.6317466666666666,0.1,6.675884388878311e-05,174.46938466087101,coiffier +T_LA_76,twisted,la,,76,0.6234342105263159,0.1,6.69159235214626e-05,175.90803336440865,coiffier +T_LA_79,twisted,la,,79,0.599759493670886,0.1,6.738716241950106e-05,180.18143551676215,coiffier +T_LA_80,twisted,la,,80,0.5922624999999999,0.1,6.754424205218055e-05,181.5921363670005,coiffier +T_LA_88,twisted,la,,88,0.5384204545454546,0.1,6.880087911361648e-05,192.6462248083158,coiffier +T_LA_93,twisted,la,,93,0.5094731182795699,0.1,6.958627727701391e-05,199.36121608853102,coiffier +T_LA_95,twisted,la,,95,0.49874736842105266,0.1,6.99004365423729e-05,202.00861046969453,coiffier +T_LA_100,twisted,la,,100,0.47381000000000006,0.1,7.068583470577034e-05,208.53609944992502,coiffier +T_LA_116,twisted,la,,116,0.4084568965517241,0.1,7.319910882864217e-05,228.63630842948578,coiffier +T_LA_117,twisted,la,,117,0.40496581196581194,0.1,7.335618846132167e-05,229.85633638765654,coiffier +T_LA_120,twisted,la,,120,0.39484166666666665,0.1,7.382742735936014e-05,233.49286743205369,coiffier +T_LA_147,twisted,la,,147,0.3223197278911564,0.1,7.806857744170636e-05,264.80000781900486,coiffier +T_LA_148,twisted,la,,148,0.32014189189189185,0.1,7.822565707438585e-05,265.91541234908686,coiffier +T_LA_150,twisted,la,,150,0.3158733333333333,0.1,7.853981633974483e-05,268.1376671798841,coiffier +T_LA_182,twisted,la,,182,0.26033516483516483,0.1,8.35663645854885e-05,302.29120138128474,coiffier +T_LA_185,twisted,la,,185,0.2561135135135135,0.1,8.403760348352698e-05,305.3709482376799,coiffier +T_LA_228,twisted,la,,228,0.20781140350877192,0.1,9.079202768874504e-05,347.61687512035377,coiffier +T_LA_240,twisted,la,,240,0.19742083333333332,0.1,9.26769832808989e-05,358.84939296409533,coiffier +T_LA_288,twisted,la,,288,0.1645173611111111,0.1,0.0001002168056495144,401.79505591816405,coiffier +T_LA_630,twisted,la,,630,0.07520793650793652,0.1,0.00015393804002589986,652.7883372819776,coiffier +U_AA_7_PC,underground,aa,pc,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_PM,underground,aa,pm,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_PP,underground,aa,pp,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_PU,underground,aa,pu,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_S3,underground,aa,s3,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_S6,underground,aa,s6,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_SC,underground,aa,sc,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_SE,underground,aa,se,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_SO,underground,aa,so,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7_SR,underground,aa,sr,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_7,underground,aa,,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AA_10_PC,underground,aa,pc,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_PM,underground,aa,pm,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_PP,underground,aa,pp,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_PU,underground,aa,pu,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_S3,underground,aa,s3,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_S6,underground,aa,s6,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_SC,underground,aa,sc,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_SE,underground,aa,se,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_SO,underground,aa,so,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10_SR,underground,aa,sr,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_10,underground,aa,,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AA_11_PC,underground,aa,pc,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_PM,underground,aa,pm,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_PP,underground,aa,pp,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_PU,underground,aa,pu,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_S3,underground,aa,s3,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_S6,underground,aa,s6,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_SC,underground,aa,sc,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_SE,underground,aa,se,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_SO,underground,aa,so,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11_SR,underground,aa,sr,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_11,underground,aa,,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AA_12_PC,underground,aa,pc,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_PM,underground,aa,pm,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_PP,underground,aa,pp,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_PU,underground,aa,pu,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_S3,underground,aa,s3,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_S6,underground,aa,s6,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_SC,underground,aa,sc,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_SE,underground,aa,se,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_SO,underground,aa,so,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12_SR,underground,aa,sr,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_12,underground,aa,,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AA_13_PC,underground,aa,pc,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_PM,underground,aa,pm,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_PP,underground,aa,pp,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_PU,underground,aa,pu,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_S3,underground,aa,s3,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_S6,underground,aa,s6,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_SC,underground,aa,sc,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_SE,underground,aa,se,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_SO,underground,aa,so,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13_SR,underground,aa,sr,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_13,underground,aa,,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AA_14_PC,underground,aa,pc,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_PM,underground,aa,pm,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_PP,underground,aa,pp,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_PU,underground,aa,pu,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_S3,underground,aa,s3,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_S6,underground,aa,s6,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_SC,underground,aa,sc,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_SE,underground,aa,se,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_SO,underground,aa,so,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14_SR,underground,aa,sr,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_14,underground,aa,,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AA_16_PC,underground,aa,pc,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_PM,underground,aa,pm,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_PP,underground,aa,pp,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_PU,underground,aa,pu,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_S3,underground,aa,s3,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_S6,underground,aa,s6,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_SC,underground,aa,sc,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_SE,underground,aa,se,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_SO,underground,aa,so,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16_SR,underground,aa,sr,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_16,underground,aa,,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AA_18_PC,underground,aa,pc,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_PM,underground,aa,pm,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_PP,underground,aa,pp,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_PU,underground,aa,pu,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_S3,underground,aa,s3,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_S6,underground,aa,s6,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_SC,underground,aa,sc,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_SE,underground,aa,se,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_SO,underground,aa,so,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18_SR,underground,aa,sr,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_18,underground,aa,,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AA_22_PC,underground,aa,pc,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_PM,underground,aa,pm,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_PP,underground,aa,pp,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_PU,underground,aa,pu,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_S3,underground,aa,s3,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_S6,underground,aa,s6,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_SC,underground,aa,sc,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_SE,underground,aa,se,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_SO,underground,aa,so,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22_SR,underground,aa,sr,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_22,underground,aa,,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AA_25_PC,underground,aa,pc,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_PM,underground,aa,pm,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_PP,underground,aa,pp,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_PU,underground,aa,pu,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_S3,underground,aa,s3,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_S6,underground,aa,s6,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_SC,underground,aa,sc,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_SE,underground,aa,se,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_SO,underground,aa,so,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25_SR,underground,aa,sr,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_25,underground,aa,,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AA_28_PC,underground,aa,pc,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_PM,underground,aa,pm,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_PP,underground,aa,pp,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_PU,underground,aa,pu,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_S3,underground,aa,s3,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_S6,underground,aa,s6,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_SC,underground,aa,sc,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_SE,underground,aa,se,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_SO,underground,aa,so,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28_SR,underground,aa,sr,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_28,underground,aa,,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AA_29_PC,underground,aa,pc,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_PM,underground,aa,pm,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_PP,underground,aa,pp,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_PU,underground,aa,pu,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_S3,underground,aa,s3,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_S6,underground,aa,s6,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_SC,underground,aa,sc,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_SE,underground,aa,se,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_SO,underground,aa,so,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29_SR,underground,aa,sr,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_29,underground,aa,,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AA_34_PC,underground,aa,pc,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_PM,underground,aa,pm,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_PP,underground,aa,pp,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_PU,underground,aa,pu,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_S3,underground,aa,s3,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_S6,underground,aa,s6,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_SC,underground,aa,sc,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_SE,underground,aa,se,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_SO,underground,aa,so,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34_SR,underground,aa,sr,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_34,underground,aa,,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AA_35_PC,underground,aa,pc,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_PM,underground,aa,pm,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_PP,underground,aa,pp,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_PU,underground,aa,pu,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_S3,underground,aa,s3,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_S6,underground,aa,s6,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_SC,underground,aa,sc,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_SE,underground,aa,se,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_SO,underground,aa,so,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35_SR,underground,aa,sr,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_35,underground,aa,,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AA_37_PC,underground,aa,pc,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_PM,underground,aa,pm,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_PP,underground,aa,pp,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_PU,underground,aa,pu,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_S3,underground,aa,s3,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_S6,underground,aa,s6,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_SC,underground,aa,sc,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_SE,underground,aa,se,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_SO,underground,aa,so,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37_SR,underground,aa,sr,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_37,underground,aa,,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AA_38_PC,underground,aa,pc,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_PM,underground,aa,pm,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_PP,underground,aa,pp,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_PU,underground,aa,pu,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_S3,underground,aa,s3,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_S6,underground,aa,s6,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_SC,underground,aa,sc,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_SE,underground,aa,se,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_SO,underground,aa,so,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38_SR,underground,aa,sr,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_38,underground,aa,,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AA_40_PC,underground,aa,pc,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_PM,underground,aa,pm,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_PP,underground,aa,pp,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_PU,underground,aa,pu,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_S3,underground,aa,s3,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_S6,underground,aa,s6,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_SC,underground,aa,sc,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_SE,underground,aa,se,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_SO,underground,aa,so,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40_SR,underground,aa,sr,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_40,underground,aa,,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AA_43_PC,underground,aa,pc,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_PM,underground,aa,pm,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_PP,underground,aa,pp,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_PU,underground,aa,pu,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_S3,underground,aa,s3,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_S6,underground,aa,s6,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_SC,underground,aa,sc,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_SE,underground,aa,se,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_SO,underground,aa,so,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43_SR,underground,aa,sr,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_43,underground,aa,,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AA_48_PC,underground,aa,pc,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_PM,underground,aa,pm,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_PP,underground,aa,pp,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_PU,underground,aa,pu,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_S3,underground,aa,s3,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_S6,underground,aa,s6,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_SC,underground,aa,sc,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_SE,underground,aa,se,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_SO,underground,aa,so,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48_SR,underground,aa,sr,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_48,underground,aa,,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AA_50_PC,underground,aa,pc,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_PM,underground,aa,pm,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_PP,underground,aa,pp,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_PU,underground,aa,pu,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_S3,underground,aa,s3,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_S6,underground,aa,s6,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_SC,underground,aa,sc,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_SE,underground,aa,se,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_SO,underground,aa,so,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50_SR,underground,aa,sr,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_50,underground,aa,,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AA_52_PC,underground,aa,pc,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_PM,underground,aa,pm,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_PP,underground,aa,pp,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_PU,underground,aa,pu,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_S3,underground,aa,s3,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_S6,underground,aa,s6,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_SC,underground,aa,sc,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_SE,underground,aa,se,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_SO,underground,aa,so,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52_SR,underground,aa,sr,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_52,underground,aa,,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AA_54_PC,underground,aa,pc,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_PM,underground,aa,pm,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_PP,underground,aa,pp,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_PU,underground,aa,pu,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_S3,underground,aa,s3,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_S6,underground,aa,s6,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_SC,underground,aa,sc,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_SE,underground,aa,se,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_SO,underground,aa,so,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54_SR,underground,aa,sr,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_54,underground,aa,,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AA_55_PC,underground,aa,pc,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_PM,underground,aa,pm,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_PP,underground,aa,pp,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_PU,underground,aa,pu,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_S3,underground,aa,s3,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_S6,underground,aa,s6,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_SC,underground,aa,sc,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_SE,underground,aa,se,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_SO,underground,aa,so,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55_SR,underground,aa,sr,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_55,underground,aa,,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AA_59_PC,underground,aa,pc,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_PM,underground,aa,pm,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_PP,underground,aa,pp,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_PU,underground,aa,pu,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_S3,underground,aa,s3,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_S6,underground,aa,s6,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_SC,underground,aa,sc,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_SE,underground,aa,se,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_SO,underground,aa,so,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59_SR,underground,aa,sr,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_59,underground,aa,,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AA_60_PC,underground,aa,pc,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_PM,underground,aa,pm,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_PP,underground,aa,pp,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_PU,underground,aa,pu,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_S3,underground,aa,s3,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_S6,underground,aa,s6,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_SC,underground,aa,sc,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_SE,underground,aa,se,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_SO,underground,aa,so,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60_SR,underground,aa,sr,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_60,underground,aa,,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AA_69_PC,underground,aa,pc,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_PM,underground,aa,pm,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_PP,underground,aa,pp,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_PU,underground,aa,pu,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_S3,underground,aa,s3,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_S6,underground,aa,s6,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_SC,underground,aa,sc,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_SE,underground,aa,se,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_SO,underground,aa,so,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69_SR,underground,aa,sr,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_69,underground,aa,,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AA_70_PC,underground,aa,pc,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_PM,underground,aa,pm,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_PP,underground,aa,pp,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_PU,underground,aa,pu,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_S3,underground,aa,s3,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_S6,underground,aa,s6,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_SC,underground,aa,sc,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_SE,underground,aa,se,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_SO,underground,aa,so,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70_SR,underground,aa,sr,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_70,underground,aa,,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AA_74_PC,underground,aa,pc,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_PM,underground,aa,pm,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_PP,underground,aa,pp,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_PU,underground,aa,pu,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_S3,underground,aa,s3,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_S6,underground,aa,s6,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_SC,underground,aa,sc,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_SE,underground,aa,se,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_SO,underground,aa,so,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74_SR,underground,aa,sr,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_74,underground,aa,,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AA_75_PC,underground,aa,pc,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_PM,underground,aa,pm,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_PP,underground,aa,pp,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_PU,underground,aa,pu,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_S3,underground,aa,s3,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_S6,underground,aa,s6,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_SC,underground,aa,sc,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_SE,underground,aa,se,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_SO,underground,aa,so,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75_SR,underground,aa,sr,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_75,underground,aa,,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AA_76_PC,underground,aa,pc,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_PM,underground,aa,pm,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_PP,underground,aa,pp,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_PU,underground,aa,pu,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_S3,underground,aa,s3,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_S6,underground,aa,s6,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_SC,underground,aa,sc,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_SE,underground,aa,se,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_SO,underground,aa,so,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76_SR,underground,aa,sr,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_76,underground,aa,,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AA_79_PC,underground,aa,pc,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_PM,underground,aa,pm,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_PP,underground,aa,pp,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_PU,underground,aa,pu,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_S3,underground,aa,s3,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_S6,underground,aa,s6,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_SC,underground,aa,sc,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_SE,underground,aa,se,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_SO,underground,aa,so,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79_SR,underground,aa,sr,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_79,underground,aa,,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AA_80_PC,underground,aa,pc,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_PM,underground,aa,pm,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_PP,underground,aa,pp,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_PU,underground,aa,pu,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_S3,underground,aa,s3,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_S6,underground,aa,s6,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_SC,underground,aa,sc,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_SE,underground,aa,se,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_SO,underground,aa,so,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80_SR,underground,aa,sr,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_80,underground,aa,,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AA_88_PC,underground,aa,pc,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_PM,underground,aa,pm,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_PP,underground,aa,pp,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_PU,underground,aa,pu,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_S3,underground,aa,s3,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_S6,underground,aa,s6,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_SC,underground,aa,sc,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_SE,underground,aa,se,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_SO,underground,aa,so,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88_SR,underground,aa,sr,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_88,underground,aa,,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AA_93_PC,underground,aa,pc,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_PM,underground,aa,pm,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_PP,underground,aa,pp,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_PU,underground,aa,pu,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_S3,underground,aa,s3,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_S6,underground,aa,s6,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_SC,underground,aa,sc,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_SE,underground,aa,se,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_SO,underground,aa,so,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93_SR,underground,aa,sr,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_93,underground,aa,,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AA_95_PC,underground,aa,pc,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_PM,underground,aa,pm,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_PP,underground,aa,pp,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_PU,underground,aa,pu,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_S3,underground,aa,s3,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_S6,underground,aa,s6,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_SC,underground,aa,sc,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_SE,underground,aa,se,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_SO,underground,aa,so,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95_SR,underground,aa,sr,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_95,underground,aa,,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AA_100_PC,underground,aa,pc,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_PM,underground,aa,pm,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_PP,underground,aa,pp,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_PU,underground,aa,pu,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_S3,underground,aa,s3,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_S6,underground,aa,s6,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_SC,underground,aa,sc,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_SE,underground,aa,se,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_SO,underground,aa,so,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100_SR,underground,aa,sr,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_100,underground,aa,,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AA_116_PC,underground,aa,pc,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_PM,underground,aa,pm,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_PP,underground,aa,pp,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_PU,underground,aa,pu,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_S3,underground,aa,s3,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_S6,underground,aa,s6,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_SC,underground,aa,sc,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_SE,underground,aa,se,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_SO,underground,aa,so,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116_SR,underground,aa,sr,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_116,underground,aa,,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AA_117_PC,underground,aa,pc,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_PM,underground,aa,pm,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_PP,underground,aa,pp,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_PU,underground,aa,pu,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_S3,underground,aa,s3,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_S6,underground,aa,s6,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_SC,underground,aa,sc,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_SE,underground,aa,se,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_SO,underground,aa,so,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117_SR,underground,aa,sr,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_117,underground,aa,,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AA_120_PC,underground,aa,pc,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_PM,underground,aa,pm,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_PP,underground,aa,pp,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_PU,underground,aa,pu,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_S3,underground,aa,s3,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_S6,underground,aa,s6,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_SC,underground,aa,sc,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_SE,underground,aa,se,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_SO,underground,aa,so,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120_SR,underground,aa,sr,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_120,underground,aa,,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AA_147_PC,underground,aa,pc,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_PM,underground,aa,pm,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_PP,underground,aa,pp,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_PU,underground,aa,pu,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_S3,underground,aa,s3,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_S6,underground,aa,s6,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_SC,underground,aa,sc,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_SE,underground,aa,se,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_SO,underground,aa,so,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147_SR,underground,aa,sr,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_147,underground,aa,,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AA_148_PC,underground,aa,pc,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_PM,underground,aa,pm,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_PP,underground,aa,pp,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_PU,underground,aa,pu,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_S3,underground,aa,s3,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_S6,underground,aa,s6,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_SC,underground,aa,sc,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_SE,underground,aa,se,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_SO,underground,aa,so,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148_SR,underground,aa,sr,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_148,underground,aa,,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AA_150_PC,underground,aa,pc,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_PM,underground,aa,pm,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_PP,underground,aa,pp,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_PU,underground,aa,pu,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_S3,underground,aa,s3,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_S6,underground,aa,s6,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_SC,underground,aa,sc,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_SE,underground,aa,se,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_SO,underground,aa,so,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150_SR,underground,aa,sr,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_150,underground,aa,,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AA_182_PC,underground,aa,pc,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_PM,underground,aa,pm,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_PP,underground,aa,pp,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_PU,underground,aa,pu,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_S3,underground,aa,s3,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_S6,underground,aa,s6,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_SC,underground,aa,sc,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_SE,underground,aa,se,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_SO,underground,aa,so,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182_SR,underground,aa,sr,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_182,underground,aa,,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AA_185_PC,underground,aa,pc,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_PM,underground,aa,pm,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_PP,underground,aa,pp,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_PU,underground,aa,pu,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_S3,underground,aa,s3,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_S6,underground,aa,s6,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_SC,underground,aa,sc,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_SE,underground,aa,se,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_SO,underground,aa,so,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185_SR,underground,aa,sr,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_185,underground,aa,,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AA_228_PC,underground,aa,pc,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_PM,underground,aa,pm,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_PP,underground,aa,pp,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_PU,underground,aa,pu,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_S3,underground,aa,s3,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_S6,underground,aa,s6,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_SC,underground,aa,sc,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_SE,underground,aa,se,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_SO,underground,aa,so,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228_SR,underground,aa,sr,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_228,underground,aa,,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AA_240_PC,underground,aa,pc,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_PM,underground,aa,pm,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_PP,underground,aa,pp,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_PU,underground,aa,pu,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_S3,underground,aa,s3,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_S6,underground,aa,s6,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_SC,underground,aa,sc,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_SE,underground,aa,se,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_SO,underground,aa,so,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240_SR,underground,aa,sr,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_240,underground,aa,,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AA_288_PC,underground,aa,pc,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_PM,underground,aa,pm,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_PP,underground,aa,pp,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_PU,underground,aa,pu,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_S3,underground,aa,s3,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_S6,underground,aa,s6,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_SC,underground,aa,sc,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_SE,underground,aa,se,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_SO,underground,aa,so,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288_SR,underground,aa,sr,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_288,underground,aa,,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AA_630_PC,underground,aa,pc,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_PM,underground,aa,pm,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_PP,underground,aa,pp,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_PU,underground,aa,pu,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_S3,underground,aa,s3,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_S6,underground,aa,s6,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_SC,underground,aa,sc,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_SE,underground,aa,se,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_SO,underground,aa,so,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630_SR,underground,aa,sr,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AA_630,underground,aa,,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AL_7_PC,underground,al,pc,7,4.285714285714285,0.1,3.8264598520723676e-05,55.1372026933238,coiffier +U_AL_7_PM,underground,al,pm,7,4.285714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AL_7_PP,underground,al,pp,7,4.285714285714285,0.1,3.8264598520723676e-05,55.1372026933238,coiffier +U_AL_7_PU,underground,al,pu,7,4.285714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AL_7_S3,underground,al,s3,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier +U_AL_7_S6,underground,al,s6,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier +U_AL_7_SC,underground,al,sc,7,4.285714285714285,0.1,4.6778314611952015e-05,55.1372026933238,coiffier +U_AL_7_SE,underground,al,se,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier +U_AL_7_SO,underground,al,so,7,4.285714285714285,0.1,7.169114435491908e-05,55.1372026933238,coiffier +U_AL_7_SR,underground,al,sr,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier +U_AL_7,underground,al,,7,4.285714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AL_10_PC,underground,al,pc,10,2.9999999999999996,0.1,3.8641589639154456e-05,68.78344827260534,coiffier +U_AL_10_PM,underground,al,pm,10,2.9999999999999996,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AL_10_PP,underground,al,pp,10,2.9999999999999996,0.1,3.8641589639154456e-05,68.78344827260534,coiffier +U_AL_10_PU,underground,al,pu,10,2.9999999999999996,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AL_10_S3,underground,al,s3,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier +U_AL_10_S6,underground,al,s6,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier +U_AL_10_SC,underground,al,sc,10,2.9999999999999996,0.1,4.7438049069205874e-05,68.78344827260534,coiffier +U_AL_10_SE,underground,al,se,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier +U_AL_10_SO,underground,al,so,10,2.9999999999999996,0.1,7.225663103256525e-05,68.78344827260534,coiffier +U_AL_10_SR,underground,al,sr,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier +U_AL_10,underground,al,,10,2.9999999999999996,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AL_11_PC,underground,al,pc,11,2.727272727272727,0.1,3.876725334529805e-05,72.97051460551835,coiffier +U_AL_11_PM,underground,al,pm,11,2.727272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AL_11_PP,underground,al,pp,11,2.727272727272727,0.1,3.876725334529805e-05,72.97051460551835,coiffier +U_AL_11_PU,underground,al,pu,11,2.727272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AL_11_S3,underground,al,s3,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier +U_AL_11_S6,underground,al,s6,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier +U_AL_11_SC,underground,al,sc,11,2.727272727272727,0.1,4.765796055495716e-05,72.97051460551835,coiffier +U_AL_11_SE,underground,al,se,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier +U_AL_11_SO,underground,al,so,11,2.727272727272727,0.1,7.244512659178063e-05,72.97051460551835,coiffier +U_AL_11_SR,underground,al,sr,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier +U_AL_11,underground,al,,11,2.727272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AL_12_PC,underground,al,pc,12,2.4999999999999996,0.1,3.889291705144164e-05,77.01517680343633,coiffier +U_AL_12_PM,underground,al,pm,12,2.4999999999999996,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AL_12_PP,underground,al,pp,12,2.4999999999999996,0.1,3.889291705144164e-05,77.01517680343633,coiffier +U_AL_12_PU,underground,al,pu,12,2.4999999999999996,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AL_12_S3,underground,al,s3,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier +U_AL_12_S6,underground,al,s6,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier +U_AL_12_SC,underground,al,sc,12,2.4999999999999996,0.1,4.787787204070845e-05,77.01517680343633,coiffier +U_AL_12_SE,underground,al,se,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier +U_AL_12_SO,underground,al,so,12,2.4999999999999996,0.1,7.263362215099601e-05,77.01517680343633,coiffier +U_AL_12_SR,underground,al,sr,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier +U_AL_12,underground,al,,12,2.4999999999999996,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AL_13_PC,underground,al,pc,13,2.3076923076923075,0.1,3.901858075758523e-05,80.93359329286825,coiffier +U_AL_13_PM,underground,al,pm,13,2.3076923076923075,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AL_13_PP,underground,al,pp,13,2.3076923076923075,0.1,3.901858075758523e-05,80.93359329286825,coiffier +U_AL_13_PU,underground,al,pu,13,2.3076923076923075,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AL_13_S3,underground,al,s3,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier +U_AL_13_S6,underground,al,s6,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier +U_AL_13_SC,underground,al,sc,13,2.3076923076923075,0.1,4.8097783526459734e-05,80.93359329286825,coiffier +U_AL_13_SE,underground,al,se,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier +U_AL_13_SO,underground,al,so,13,2.3076923076923075,0.1,7.282211771021141e-05,80.93359329286825,coiffier +U_AL_13_SR,underground,al,sr,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier +U_AL_13,underground,al,,13,2.3076923076923075,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AL_14_PC,underground,al,pc,14,2.1428571428571423,0.1,3.9144244463728825e-05,84.7389983850159,coiffier +U_AL_14_PM,underground,al,pm,14,2.1428571428571423,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AL_14_PP,underground,al,pp,14,2.1428571428571423,0.1,3.9144244463728825e-05,84.7389983850159,coiffier +U_AL_14_PU,underground,al,pu,14,2.1428571428571423,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AL_14_S3,underground,al,s3,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier +U_AL_14_S6,underground,al,s6,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier +U_AL_14_SC,underground,al,sc,14,2.1428571428571423,0.1,4.831769501221102e-05,84.7389983850159,coiffier +U_AL_14_SE,underground,al,se,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier +U_AL_14_SO,underground,al,so,14,2.1428571428571423,0.1,7.30106132694268e-05,84.7389983850159,coiffier +U_AL_14_SR,underground,al,sr,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier +U_AL_14,underground,al,,14,2.1428571428571423,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AL_16_PC,underground,al,pc,16,1.8749999999999998,0.1,3.939557187601601e-05,92.05308197912676,coiffier +U_AL_16_PM,underground,al,pm,16,1.8749999999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AL_16_PP,underground,al,pp,16,1.8749999999999998,0.1,3.939557187601601e-05,92.05308197912676,coiffier +U_AL_16_PU,underground,al,pu,16,1.8749999999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AL_16_S3,underground,al,s3,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier +U_AL_16_S6,underground,al,s6,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier +U_AL_16_SC,underground,al,sc,16,1.8749999999999998,0.1,4.875751798371359e-05,92.05308197912676,coiffier +U_AL_16_SE,underground,al,se,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier +U_AL_16_SO,underground,al,so,16,1.8749999999999998,0.1,7.338760438785756e-05,92.05308197912676,coiffier +U_AL_16_SR,underground,al,sr,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier +U_AL_16,underground,al,,16,1.8749999999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AL_18_PC,underground,al,pc,18,1.6666666666666665,0.1,3.9646899288303194e-05,99.02683468230164,coiffier +U_AL_18_PM,underground,al,pm,18,1.6666666666666665,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AL_18_PP,underground,al,pp,18,1.6666666666666665,0.1,3.9646899288303194e-05,99.02683468230164,coiffier +U_AL_18_PU,underground,al,pu,18,1.6666666666666665,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AL_18_S3,underground,al,s3,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier +U_AL_18_S6,underground,al,s6,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier +U_AL_18_SC,underground,al,sc,18,1.6666666666666665,0.1,4.9197340955216165e-05,99.02683468230164,coiffier +U_AL_18_SE,underground,al,se,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier +U_AL_18_SO,underground,al,so,18,1.6666666666666665,0.1,7.376459550628834e-05,99.02683468230164,coiffier +U_AL_18_SR,underground,al,sr,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier +U_AL_18,underground,al,,18,1.6666666666666665,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AL_22_PC,underground,al,pc,22,1.3636363636363635,0.1,4.0149554112877555e-05,112.14657286303556,coiffier +U_AL_22_PM,underground,al,pm,22,1.3636363636363635,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AL_22_PP,underground,al,pp,22,1.3636363636363635,0.1,4.0149554112877555e-05,112.14657286303556,coiffier +U_AL_22_PU,underground,al,pu,22,1.3636363636363635,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AL_22_S3,underground,al,s3,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier +U_AL_22_S6,underground,al,s6,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier +U_AL_22_SC,underground,al,sc,22,1.3636363636363635,0.1,5.007698689822131e-05,112.14657286303556,coiffier +U_AL_22_SE,underground,al,se,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier +U_AL_22_SO,underground,al,so,22,1.3636363636363635,0.1,7.45185777431499e-05,112.14657286303556,coiffier +U_AL_22_SR,underground,al,sr,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier +U_AL_22,underground,al,,22,1.3636363636363635,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AL_25_PC,underground,al,pc,25,1.2,0.1,4.052654523130833e-05,121.396663208968,coiffier +U_AL_25_PM,underground,al,pm,25,1.2,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AL_25_PP,underground,al,pp,25,1.2,0.1,4.052654523130833e-05,121.396663208968,coiffier +U_AL_25_PU,underground,al,pu,25,1.2,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AL_25_S3,underground,al,s3,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier +U_AL_25_S6,underground,al,s6,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier +U_AL_25_SC,underground,al,sc,25,1.2,0.1,5.073672135547516e-05,121.396663208968,coiffier +U_AL_25_SE,underground,al,se,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier +U_AL_25_SO,underground,al,so,25,1.2,0.1,7.508406442079606e-05,121.396663208968,coiffier +U_AL_25_SR,underground,al,sr,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier +U_AL_25,underground,al,,25,1.2,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AL_28_PC,underground,al,pc,28,1.0714285714285712,0.1,4.090353634973911e-05,130.2332635051359,coiffier +U_AL_28_PM,underground,al,pm,28,1.0714285714285712,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AL_28_PP,underground,al,pp,28,1.0714285714285712,0.1,4.090353634973911e-05,130.2332635051359,coiffier +U_AL_28_PU,underground,al,pu,28,1.0714285714285712,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AL_28_S3,underground,al,s3,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier +U_AL_28_S6,underground,al,s6,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier +U_AL_28_SC,underground,al,sc,28,1.0714285714285712,0.1,5.139645581272901e-05,130.2332635051359,coiffier +U_AL_28_SE,underground,al,se,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier +U_AL_28_SO,underground,al,so,28,1.0714285714285712,0.1,7.564955109844222e-05,130.2332635051359,coiffier +U_AL_28_SR,underground,al,sr,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier +U_AL_28,underground,al,,28,1.0714285714285712,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AL_29_PC,underground,al,pc,29,1.0344827586206895,0.1,4.10292000558827e-05,133.09774664899626,coiffier +U_AL_29_PM,underground,al,pm,29,1.0344827586206895,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AL_29_PP,underground,al,pp,29,1.0344827586206895,0.1,4.10292000558827e-05,133.09774664899626,coiffier +U_AL_29_PU,underground,al,pu,29,1.0344827586206895,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AL_29_S3,underground,al,s3,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier +U_AL_29_S6,underground,al,s6,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier +U_AL_29_SC,underground,al,sc,29,1.0344827586206895,0.1,5.16163672984803e-05,133.09774664899626,coiffier +U_AL_29_SE,underground,al,se,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier +U_AL_29_SO,underground,al,so,29,1.0344827586206895,0.1,7.583804665765761e-05,133.09774664899626,coiffier +U_AL_29_SR,underground,al,sr,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier +U_AL_29,underground,al,,29,1.0344827586206895,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AL_34_PC,underground,al,pc,34,0.8823529411764705,0.1,4.1657518586600655e-05,146.89292296751995,coiffier +U_AL_34_PM,underground,al,pm,34,0.8823529411764705,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AL_34_PP,underground,al,pp,34,0.8823529411764705,0.1,4.1657518586600655e-05,146.89292296751995,coiffier +U_AL_34_PU,underground,al,pu,34,0.8823529411764705,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AL_34_S3,underground,al,s3,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier +U_AL_34_S6,underground,al,s6,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier +U_AL_34_SC,underground,al,sc,34,0.8823529411764705,0.1,5.271592472723673e-05,146.89292296751995,coiffier +U_AL_34_SE,underground,al,se,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier +U_AL_34_SO,underground,al,so,34,0.8823529411764705,0.1,7.678052445373454e-05,146.89292296751995,coiffier +U_AL_34_SR,underground,al,sr,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier +U_AL_34,underground,al,,34,0.8823529411764705,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AL_35_PC,underground,al,pc,35,0.8571428571428571,0.1,4.178318229274425e-05,149.55678881990738,coiffier +U_AL_35_PM,underground,al,pm,35,0.8571428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AL_35_PP,underground,al,pp,35,0.8571428571428571,0.1,4.178318229274425e-05,149.55678881990738,coiffier +U_AL_35_PU,underground,al,pu,35,0.8571428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AL_35_S3,underground,al,s3,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier +U_AL_35_S6,underground,al,s6,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier +U_AL_35_SC,underground,al,sc,35,0.8571428571428571,0.1,5.293583621298802e-05,149.55678881990738,coiffier +U_AL_35_SE,underground,al,se,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier +U_AL_35_SO,underground,al,so,35,0.8571428571428571,0.1,7.696902001294993e-05,149.55678881990738,coiffier +U_AL_35_SR,underground,al,sr,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier +U_AL_35,underground,al,,35,0.8571428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AL_37_PC,underground,al,pc,37,0.8108108108108107,0.1,4.203450970503143e-05,154.79930736293224,coiffier +U_AL_37_PM,underground,al,pm,37,0.8108108108108107,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AL_37_PP,underground,al,pp,37,0.8108108108108107,0.1,4.203450970503143e-05,154.79930736293224,coiffier +U_AL_37_PU,underground,al,pu,37,0.8108108108108107,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AL_37_S3,underground,al,s3,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier +U_AL_37_S6,underground,al,s6,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier +U_AL_37_SC,underground,al,sc,37,0.8108108108108107,0.1,5.3375659184490585e-05,154.79930736293224,coiffier +U_AL_37_SE,underground,al,se,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier +U_AL_37_SO,underground,al,so,37,0.8108108108108107,0.1,7.73460111313807e-05,154.79930736293224,coiffier +U_AL_37_SR,underground,al,sr,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier +U_AL_37,underground,al,,37,0.8108108108108107,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AL_38_PC,underground,al,pc,38,0.7894736842105262,0.1,4.216017341117503e-05,157.380084486337,coiffier +U_AL_38_PM,underground,al,pm,38,0.7894736842105262,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AL_38_PP,underground,al,pp,38,0.7894736842105262,0.1,4.216017341117503e-05,157.380084486337,coiffier +U_AL_38_PU,underground,al,pu,38,0.7894736842105262,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AL_38_S3,underground,al,s3,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier +U_AL_38_S6,underground,al,s6,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier +U_AL_38_SC,underground,al,sc,38,0.7894736842105262,0.1,5.3595570670241874e-05,157.380084486337,coiffier +U_AL_38_SE,underground,al,se,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier +U_AL_38_SO,underground,al,so,38,0.7894736842105262,0.1,7.75345066905961e-05,157.380084486337,coiffier +U_AL_38_SR,underground,al,sr,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier +U_AL_38,underground,al,,38,0.7894736842105262,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AL_40_PC,underground,al,pc,40,0.7499999999999999,0.1,4.241150082346221e-05,162.46549527552924,coiffier +U_AL_40_PM,underground,al,pm,40,0.7499999999999999,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AL_40_PP,underground,al,pp,40,0.7499999999999999,0.1,4.241150082346221e-05,162.46549527552924,coiffier +U_AL_40_PU,underground,al,pu,40,0.7499999999999999,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AL_40_S3,underground,al,s3,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier +U_AL_40_S6,underground,al,s6,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier +U_AL_40_SC,underground,al,sc,40,0.7499999999999999,0.1,5.4035393641744445e-05,162.46549527552924,coiffier +U_AL_40_SE,underground,al,se,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier +U_AL_40_SO,underground,al,so,40,0.7499999999999999,0.1,7.791149780902686e-05,162.46549527552924,coiffier +U_AL_40_SR,underground,al,sr,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier +U_AL_40,underground,al,,40,0.7499999999999999,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AL_43_PC,underground,al,pc,43,0.6976744186046511,0.1,4.278849194189299e-05,169.91604338800406,coiffier +U_AL_43_PM,underground,al,pm,43,0.6976744186046511,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AL_43_PP,underground,al,pp,43,0.6976744186046511,0.1,4.278849194189299e-05,169.91604338800406,coiffier +U_AL_43_PU,underground,al,pu,43,0.6976744186046511,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AL_43_S3,underground,al,s3,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier +U_AL_43_S6,underground,al,s6,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier +U_AL_43_SC,underground,al,sc,43,0.6976744186046511,0.1,5.46951280989983e-05,169.91604338800406,coiffier +U_AL_43_SE,underground,al,se,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier +U_AL_43_SO,underground,al,so,43,0.6976744186046511,0.1,7.847698448667305e-05,169.91604338800406,coiffier +U_AL_43_SR,underground,al,sr,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier +U_AL_43,underground,al,,43,0.6976744186046511,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AL_48_PC,underground,al,pc,48,0.6249999999999999,0.1,4.3416810472610945e-05,181.90871724711224,coiffier +U_AL_48_PM,underground,al,pm,48,0.6249999999999999,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AL_48_PP,underground,al,pp,48,0.6249999999999999,0.1,4.3416810472610945e-05,181.90871724711224,coiffier +U_AL_48_PU,underground,al,pu,48,0.6249999999999999,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AL_48_S3,underground,al,s3,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier +U_AL_48_S6,underground,al,s6,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier +U_AL_48_SC,underground,al,sc,48,0.6249999999999999,0.1,5.579468552775473e-05,181.90871724711224,coiffier +U_AL_48_SE,underground,al,se,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier +U_AL_48_SO,underground,al,so,48,0.6249999999999999,0.1,7.941946228274997e-05,181.90871724711224,coiffier +U_AL_48_SR,underground,al,sr,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier +U_AL_48,underground,al,,48,0.6249999999999999,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AL_50_PC,underground,al,pc,50,0.6,0.1,4.366813788489813e-05,186.57151877704246,coiffier +U_AL_50_PM,underground,al,pm,50,0.6,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AL_50_PP,underground,al,pp,50,0.6,0.1,4.366813788489813e-05,186.57151877704246,coiffier +U_AL_50_PU,underground,al,pu,50,0.6,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AL_50_S3,underground,al,s3,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier +U_AL_50_S6,underground,al,s6,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier +U_AL_50_SC,underground,al,sc,50,0.6,0.1,5.6234508499257306e-05,186.57151877704246,coiffier +U_AL_50_SE,underground,al,se,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier +U_AL_50_SO,underground,al,so,50,0.6,0.1,7.979645340118076e-05,186.57151877704246,coiffier +U_AL_50_SR,underground,al,sr,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier +U_AL_50,underground,al,,50,0.6,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AL_52_PC,underground,al,pc,52,0.5769230769230769,0.1,4.391946529718531e-05,191.16395948399935,coiffier +U_AL_52_PM,underground,al,pm,52,0.5769230769230769,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AL_52_PP,underground,al,pp,52,0.5769230769230769,0.1,4.391946529718531e-05,191.16395948399935,coiffier +U_AL_52_PU,underground,al,pu,52,0.5769230769230769,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AL_52_S3,underground,al,s3,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier +U_AL_52_S6,underground,al,s6,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier +U_AL_52_SC,underground,al,sc,52,0.5769230769230769,0.1,5.667433147075987e-05,191.16395948399935,coiffier +U_AL_52_SE,underground,al,se,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier +U_AL_52_SO,underground,al,so,52,0.5769230769230769,0.1,8.017344451961153e-05,191.16395948399935,coiffier +U_AL_52_SR,underground,al,sr,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier +U_AL_52,underground,al,,52,0.5769230769230769,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AL_54_PC,underground,al,pc,54,0.5555555555555556,0.1,4.417079270947249e-05,195.68974859727146,coiffier +U_AL_54_PM,underground,al,pm,54,0.5555555555555556,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AL_54_PP,underground,al,pp,54,0.5555555555555556,0.1,4.417079270947249e-05,195.68974859727146,coiffier +U_AL_54_PU,underground,al,pu,54,0.5555555555555556,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AL_54_S3,underground,al,s3,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier +U_AL_54_S6,underground,al,s6,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier +U_AL_54_SC,underground,al,sc,54,0.5555555555555556,0.1,5.711415444226244e-05,195.68974859727146,coiffier +U_AL_54_SE,underground,al,se,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier +U_AL_54_SO,underground,al,so,54,0.5555555555555556,0.1,8.05504356380423e-05,195.68974859727146,coiffier +U_AL_54_SR,underground,al,sr,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier +U_AL_54,underground,al,,54,0.5555555555555556,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AL_55_PC,underground,al,pc,55,0.5454545454545453,0.1,4.429645641561609e-05,197.92871799531613,coiffier +U_AL_55_PM,underground,al,pm,55,0.5454545454545453,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AL_55_PP,underground,al,pp,55,0.5454545454545453,0.1,4.429645641561609e-05,197.92871799531613,coiffier +U_AL_55_PU,underground,al,pu,55,0.5454545454545453,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AL_55_S3,underground,al,s3,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier +U_AL_55_S6,underground,al,s6,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier +U_AL_55_SC,underground,al,sc,55,0.5454545454545453,0.1,5.733406592801372e-05,197.92871799531613,coiffier +U_AL_55_SE,underground,al,se,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier +U_AL_55_SO,underground,al,so,55,0.5454545454545453,0.1,8.073893119725768e-05,197.92871799531613,coiffier +U_AL_55_SR,underground,al,sr,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier +U_AL_55,underground,al,,55,0.5454545454545453,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AL_59_PC,underground,al,pc,59,0.5084745762711864,0.1,4.4799111240190456e-05,206.7341350735973,coiffier +U_AL_59_PM,underground,al,pm,59,0.5084745762711864,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AL_59_PP,underground,al,pp,59,0.5084745762711864,0.1,4.4799111240190456e-05,206.7341350735973,coiffier +U_AL_59_PU,underground,al,pu,59,0.5084745762711864,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AL_59_S3,underground,al,s3,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier +U_AL_59_S6,underground,al,s6,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier +U_AL_59_SC,underground,al,sc,59,0.5084745762711864,0.1,5.821371187101887e-05,206.7341350735973,coiffier +U_AL_59_SE,underground,al,se,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier +U_AL_59_SO,underground,al,so,59,0.5084745762711864,0.1,8.149291343411923e-05,206.7341350735973,coiffier +U_AL_59_SR,underground,al,sr,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier +U_AL_59,underground,al,,59,0.5084745762711864,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AL_60_PC,underground,al,pc,60,0.49999999999999994,0.1,4.4924774946334044e-05,208.89965341883422,coiffier +U_AL_60_PM,underground,al,pm,60,0.49999999999999994,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AL_60_PP,underground,al,pp,60,0.49999999999999994,0.1,4.4924774946334044e-05,208.89965341883422,coiffier +U_AL_60_PU,underground,al,pu,60,0.49999999999999994,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AL_60_S3,underground,al,s3,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier +U_AL_60_S6,underground,al,s6,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier +U_AL_60_SC,underground,al,sc,60,0.49999999999999994,0.1,5.8433623356770154e-05,208.89965341883422,coiffier +U_AL_60_SE,underground,al,se,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier +U_AL_60_SO,underground,al,so,60,0.49999999999999994,0.1,8.168140899333462e-05,208.89965341883422,coiffier +U_AL_60_SR,underground,al,sr,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier +U_AL_60,underground,al,,60,0.49999999999999994,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AL_69_PC,underground,al,pc,69,0.43478260869565216,0.1,4.605574830162637e-05,227.80873920065594,coiffier +U_AL_69_PM,underground,al,pm,69,0.43478260869565216,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AL_69_PP,underground,al,pp,69,0.43478260869565216,0.1,4.605574830162637e-05,227.80873920065594,coiffier +U_AL_69_PU,underground,al,pu,69,0.43478260869565216,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AL_69_S3,underground,al,s3,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier +U_AL_69_S6,underground,al,s6,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier +U_AL_69_SC,underground,al,sc,69,0.43478260869565216,0.1,6.0412826728531727e-05,227.80873920065594,coiffier +U_AL_69_SE,underground,al,se,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier +U_AL_69_SO,underground,al,so,69,0.43478260869565216,0.1,8.337786902627311e-05,227.80873920065594,coiffier +U_AL_69_SR,underground,al,sr,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier +U_AL_69,underground,al,,69,0.43478260869565216,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AL_70_PC,underground,al,pc,70,0.42857142857142855,0.1,4.618141200776996e-05,229.8501169304481,coiffier +U_AL_70_PM,underground,al,pm,70,0.42857142857142855,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AL_70_PP,underground,al,pp,70,0.42857142857142855,0.1,4.618141200776996e-05,229.8501169304481,coiffier +U_AL_70_PU,underground,al,pu,70,0.42857142857142855,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AL_70_S3,underground,al,s3,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier +U_AL_70_S6,underground,al,s6,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier +U_AL_70_SC,underground,al,sc,70,0.42857142857142855,0.1,6.063273821428301e-05,229.8501169304481,coiffier +U_AL_70_SE,underground,al,se,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier +U_AL_70_SO,underground,al,so,70,0.42857142857142855,0.1,8.35663645854885e-05,229.8501169304481,coiffier +U_AL_70_SR,underground,al,sr,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier +U_AL_70,underground,al,,70,0.42857142857142855,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AL_74_PC,underground,al,pc,74,0.4054054054054054,0.1,4.668406683234433e-05,237.90721356666523,coiffier +U_AL_74_PM,underground,al,pm,74,0.4054054054054054,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AL_74_PP,underground,al,pp,74,0.4054054054054054,0.1,4.668406683234433e-05,237.90721356666523,coiffier +U_AL_74_PU,underground,al,pu,74,0.4054054054054054,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AL_74_S3,underground,al,s3,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier +U_AL_74_S6,underground,al,s6,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier +U_AL_74_SC,underground,al,sc,74,0.4054054054054054,0.1,6.151238415728815e-05,237.90721356666523,coiffier +U_AL_74_SE,underground,al,se,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier +U_AL_74_SO,underground,al,so,74,0.4054054054054054,0.1,8.432034682235006e-05,237.90721356666523,coiffier +U_AL_74_SR,underground,al,sr,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier +U_AL_74,underground,al,,74,0.4054054054054054,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AL_75_PC,underground,al,pc,75,0.39999999999999997,0.1,4.680973053848792e-05,239.89540390869763,coiffier +U_AL_75_PM,underground,al,pm,75,0.39999999999999997,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AL_75_PP,underground,al,pp,75,0.39999999999999997,0.1,4.680973053848792e-05,239.89540390869763,coiffier +U_AL_75_PU,underground,al,pu,75,0.39999999999999997,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AL_75_S3,underground,al,s3,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier +U_AL_75_S6,underground,al,s6,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier +U_AL_75_SC,underground,al,sc,75,0.39999999999999997,0.1,6.173229564303944e-05,239.89540390869763,coiffier +U_AL_75_SE,underground,al,se,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier +U_AL_75_SO,underground,al,so,75,0.39999999999999997,0.1,8.450884238156543e-05,239.89540390869763,coiffier +U_AL_75_SR,underground,al,sr,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier +U_AL_75,underground,al,,75,0.39999999999999997,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AL_76_PC,underground,al,pc,76,0.3947368421052631,0.1,4.6935394244631506e-05,241.87354587606188,coiffier +U_AL_76_PM,underground,al,pm,76,0.3947368421052631,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AL_76_PP,underground,al,pp,76,0.3947368421052631,0.1,4.6935394244631506e-05,241.87354587606188,coiffier +U_AL_76_PU,underground,al,pu,76,0.3947368421052631,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AL_76_S3,underground,al,s3,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier +U_AL_76_S6,underground,al,s6,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier +U_AL_76_SC,underground,al,sc,76,0.3947368421052631,0.1,6.195220712879073e-05,241.87354587606188,coiffier +U_AL_76_SE,underground,al,se,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier +U_AL_76_SO,underground,al,so,76,0.3947368421052631,0.1,8.469733794078082e-05,241.87354587606188,coiffier +U_AL_76_SR,underground,al,sr,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier +U_AL_76,underground,al,,76,0.3947368421052631,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AL_79_PC,underground,al,pc,79,0.37974683544303794,0.1,4.7312385363062286e-05,247.74947383554795,coiffier +U_AL_79_PM,underground,al,pm,79,0.37974683544303794,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AL_79_PP,underground,al,pp,79,0.37974683544303794,0.1,4.7312385363062286e-05,247.74947383554795,coiffier +U_AL_79_PU,underground,al,pu,79,0.37974683544303794,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AL_79_S3,underground,al,s3,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier +U_AL_79_S6,underground,al,s6,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier +U_AL_79_SC,underground,al,sc,79,0.37974683544303794,0.1,6.261194158604458e-05,247.74947383554795,coiffier +U_AL_79_SE,underground,al,se,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier +U_AL_79_SO,underground,al,so,79,0.37974683544303794,0.1,8.526282461842701e-05,247.74947383554795,coiffier +U_AL_79_SR,underground,al,sr,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier +U_AL_79,underground,al,,79,0.37974683544303794,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AL_80_PC,underground,al,pc,80,0.37499999999999994,0.1,4.7438049069205874e-05,249.6891875046257,coiffier +U_AL_80_PM,underground,al,pm,80,0.37499999999999994,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AL_80_PP,underground,al,pp,80,0.37499999999999994,0.1,4.7438049069205874e-05,249.6891875046257,coiffier +U_AL_80_PU,underground,al,pu,80,0.37499999999999994,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AL_80_S3,underground,al,s3,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier +U_AL_80_S6,underground,al,s6,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier +U_AL_80_SC,underground,al,sc,80,0.37499999999999994,0.1,6.283185307179587e-05,249.6891875046257,coiffier +U_AL_80_SE,underground,al,se,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier +U_AL_80_SO,underground,al,so,80,0.37499999999999994,0.1,8.545132017764238e-05,249.6891875046257,coiffier +U_AL_80_SR,underground,al,sr,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier +U_AL_80,underground,al,,80,0.37499999999999994,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AL_88_PC,underground,al,pc,88,0.3409090909090909,0.1,4.844335871835461e-05,264.88855911143423,coiffier +U_AL_88_PM,underground,al,pm,88,0.3409090909090909,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AL_88_PP,underground,al,pp,88,0.3409090909090909,0.1,4.844335871835461e-05,264.88855911143423,coiffier +U_AL_88_PU,underground,al,pu,88,0.3409090909090909,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AL_88_S3,underground,al,s3,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier +U_AL_88_S6,underground,al,s6,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier +U_AL_88_SC,underground,al,sc,88,0.3409090909090909,0.1,6.459114495780615e-05,264.88855911143423,coiffier +U_AL_88_SE,underground,al,se,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier +U_AL_88_SO,underground,al,so,88,0.3409090909090909,0.1,8.695928465136547e-05,264.88855911143423,coiffier +U_AL_88_SR,underground,al,sr,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier +U_AL_88,underground,al,,88,0.3409090909090909,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AL_93_PC,underground,al,pc,93,0.3225806451612903,0.1,4.907167724907257e-05,274.12167212173017,coiffier +U_AL_93_PM,underground,al,pm,93,0.3225806451612903,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AL_93_PP,underground,al,pp,93,0.3225806451612903,0.1,4.907167724907257e-05,274.12167212173017,coiffier +U_AL_93_PU,underground,al,pu,93,0.3225806451612903,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AL_93_S3,underground,al,s3,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier +U_AL_93_S6,underground,al,s6,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier +U_AL_93_SC,underground,al,sc,93,0.3225806451612903,0.1,6.569070238656257e-05,274.12167212173017,coiffier +U_AL_93_SE,underground,al,se,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier +U_AL_93_SO,underground,al,so,93,0.3225806451612903,0.1,8.79017624474424e-05,274.12167212173017,coiffier +U_AL_93_SR,underground,al,sr,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier +U_AL_93,underground,al,,93,0.3225806451612903,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AL_95_PC,underground,al,pc,95,0.3157894736842105,0.1,4.9323004661359754e-05,277.76183939583,coiffier +U_AL_95_PM,underground,al,pm,95,0.3157894736842105,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AL_95_PP,underground,al,pp,95,0.3157894736842105,0.1,4.9323004661359754e-05,277.76183939583,coiffier +U_AL_95_PU,underground,al,pu,95,0.3157894736842105,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AL_95_S3,underground,al,s3,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier +U_AL_95_S6,underground,al,s6,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier +U_AL_95_SC,underground,al,sc,95,0.3157894736842105,0.1,6.613052535806515e-05,277.76183939583,coiffier +U_AL_95_SE,underground,al,se,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier +U_AL_95_SO,underground,al,so,95,0.3157894736842105,0.1,8.827875356587319e-05,277.76183939583,coiffier +U_AL_95_SR,underground,al,sr,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier +U_AL_95,underground,al,,95,0.3157894736842105,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AL_100_PC,underground,al,pc,100,0.3,0.1,4.995132319207771e-05,286.73713674364694,coiffier +U_AL_100_PM,underground,al,pm,100,0.3,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AL_100_PP,underground,al,pp,100,0.3,0.1,4.995132319207771e-05,286.73713674364694,coiffier +U_AL_100_PU,underground,al,pu,100,0.3,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AL_100_S3,underground,al,s3,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier +U_AL_100_S6,underground,al,s6,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier +U_AL_100_SC,underground,al,sc,100,0.3,0.1,6.723008278682158e-05,286.73713674364694,coiffier +U_AL_100_SE,underground,al,se,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier +U_AL_100_SO,underground,al,so,100,0.3,0.1,8.922123136195012e-05,286.73713674364694,coiffier +U_AL_100_SR,underground,al,sr,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier +U_AL_100,underground,al,,100,0.3,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AL_116_PC,underground,al,pc,116,0.2586206896551724,0.1,5.1961942490375186e-05,314.37492409054295,coiffier +U_AL_116_PM,underground,al,pm,116,0.2586206896551724,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AL_116_PP,underground,al,pp,116,0.2586206896551724,0.1,5.1961942490375186e-05,314.37492409054295,coiffier +U_AL_116_PU,underground,al,pu,116,0.2586206896551724,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AL_116_S3,underground,al,s3,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier +U_AL_116_S6,underground,al,s6,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier +U_AL_116_SC,underground,al,sc,116,0.2586206896551724,0.1,7.074866655884215e-05,314.37492409054295,coiffier +U_AL_116_SE,underground,al,se,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier +U_AL_116_SO,underground,al,so,116,0.2586206896551724,0.1,9.223716030939634e-05,314.37492409054295,coiffier +U_AL_116_SR,underground,al,sr,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier +U_AL_116,underground,al,,116,0.2586206896551724,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AL_117_PC,underground,al,pc,117,0.2564102564102564,0.1,5.208760619651877e-05,316.0524625330278,coiffier +U_AL_117_PM,underground,al,pm,117,0.2564102564102564,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AL_117_PP,underground,al,pp,117,0.2564102564102564,0.1,5.208760619651877e-05,316.0524625330278,coiffier +U_AL_117_PU,underground,al,pu,117,0.2564102564102564,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AL_117_S3,underground,al,s3,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier +U_AL_117_S6,underground,al,s6,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier +U_AL_117_SC,underground,al,sc,117,0.2564102564102564,0.1,7.096857804459342e-05,316.0524625330278,coiffier +U_AL_117_SE,underground,al,se,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier +U_AL_117_SO,underground,al,so,117,0.2564102564102564,0.1,9.242565586861172e-05,316.0524625330278,coiffier +U_AL_117_SR,underground,al,sr,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier +U_AL_117,underground,al,,117,0.2564102564102564,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AL_120_PC,underground,al,pc,120,0.24999999999999997,0.1,5.246459731494955e-05,321.0526927190738,coiffier +U_AL_120_PM,underground,al,pm,120,0.24999999999999997,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AL_120_PP,underground,al,pp,120,0.24999999999999997,0.1,5.246459731494955e-05,321.0526927190738,coiffier +U_AL_120_PU,underground,al,pu,120,0.24999999999999997,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AL_120_S3,underground,al,s3,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier +U_AL_120_S6,underground,al,s6,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier +U_AL_120_SC,underground,al,sc,120,0.24999999999999997,0.1,7.162831250184729e-05,321.0526927190738,coiffier +U_AL_120_SE,underground,al,se,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier +U_AL_120_SO,underground,al,so,120,0.24999999999999997,0.1,9.299114254625788e-05,321.0526927190738,coiffier +U_AL_120_SR,underground,al,sr,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier +U_AL_120,underground,al,,120,0.24999999999999997,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AL_147_PC,underground,al,pc,147,0.2040816326530612,0.1,5.5857517380826526e-05,364.1000107511317,coiffier +U_AL_147_PM,underground,al,pm,147,0.2040816326530612,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AL_147_PP,underground,al,pp,147,0.2040816326530612,0.1,5.5857517380826526e-05,364.1000107511317,coiffier +U_AL_147_PU,underground,al,pu,147,0.2040816326530612,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AL_147_S3,underground,al,s3,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier +U_AL_147_S6,underground,al,s6,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier +U_AL_147_SC,underground,al,sc,147,0.2040816326530612,0.1,7.7565922617132e-05,364.1000107511317,coiffier +U_AL_147_SE,underground,al,se,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier +U_AL_147_SO,underground,al,so,147,0.2040816326530612,0.1,9.808052264507335e-05,364.1000107511317,coiffier +U_AL_147_SR,underground,al,sr,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier +U_AL_147,underground,al,,147,0.2040816326530612,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AL_148_PC,underground,al,pc,148,0.2027027027027027,0.1,5.598318108697011e-05,365.63369197999447,coiffier +U_AL_148_PM,underground,al,pm,148,0.2027027027027027,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AL_148_PP,underground,al,pp,148,0.2027027027027027,0.1,5.598318108697011e-05,365.63369197999447,coiffier +U_AL_148_PU,underground,al,pu,148,0.2027027027027027,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AL_148_S3,underground,al,s3,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier +U_AL_148_S6,underground,al,s6,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier +U_AL_148_SC,underground,al,sc,148,0.2027027027027027,0.1,7.778583410288328e-05,365.63369197999447,coiffier +U_AL_148_SE,underground,al,se,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier +U_AL_148_SO,underground,al,so,148,0.2027027027027027,0.1,9.826901820428873e-05,365.63369197999447,coiffier +U_AL_148_SR,underground,al,sr,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier +U_AL_148,underground,al,,148,0.2027027027027027,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AL_150_PC,underground,al,pc,150,0.19999999999999998,0.1,5.6234508499257306e-05,368.6892923723406,coiffier +U_AL_150_PM,underground,al,pm,150,0.19999999999999998,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AL_150_PP,underground,al,pp,150,0.19999999999999998,0.1,5.6234508499257306e-05,368.6892923723406,coiffier +U_AL_150_PU,underground,al,pu,150,0.19999999999999998,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AL_150_S3,underground,al,s3,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier +U_AL_150_S6,underground,al,s6,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier +U_AL_150_SC,underground,al,sc,150,0.19999999999999998,0.1,7.822565707438585e-05,368.6892923723406,coiffier +U_AL_150_SE,underground,al,se,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier +U_AL_150_SO,underground,al,so,150,0.19999999999999998,0.1,9.864600932271951e-05,368.6892923723406,coiffier +U_AL_150_SR,underground,al,sr,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier +U_AL_150,underground,al,,150,0.19999999999999998,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AL_182_PC,underground,al,pc,182,0.1648351648351648,0.1,6.0255747095852235e-05,415.6504018992665,coiffier +U_AL_182_PM,underground,al,pm,182,0.1648351648351648,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AL_182_PP,underground,al,pp,182,0.1648351648351648,0.1,6.0255747095852235e-05,415.6504018992665,coiffier +U_AL_182_PU,underground,al,pu,182,0.1648351648351648,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AL_182_S3,underground,al,s3,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier +U_AL_182_S6,underground,al,s6,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier +U_AL_182_SC,underground,al,sc,182,0.1648351648351648,0.1,8.526282461842701e-05,415.6504018992665,coiffier +U_AL_182_SE,underground,al,se,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier +U_AL_182_SO,underground,al,so,182,0.1648351648351648,0.1,0.0001046778672176119,415.6504018992665,coiffier +U_AL_182_SR,underground,al,sr,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier +U_AL_182,underground,al,,182,0.1648351648351648,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AL_185_PC,underground,al,pc,185,0.16216216216216214,0.1,6.063273821428301e-05,419.88505382680984,coiffier +U_AL_185_PM,underground,al,pm,185,0.16216216216216214,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AL_185_PP,underground,al,pp,185,0.16216216216216214,0.1,6.063273821428301e-05,419.88505382680984,coiffier +U_AL_185_PU,underground,al,pu,185,0.16216216216216214,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AL_185_S3,underground,al,s3,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier +U_AL_185_S6,underground,al,s6,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier +U_AL_185_SC,underground,al,sc,185,0.16216216216216214,0.1,8.592255907568085e-05,419.88505382680984,coiffier +U_AL_185_SE,underground,al,se,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier +U_AL_185_SO,underground,al,so,185,0.16216216216216214,0.1,0.00010524335389525808,419.88505382680984,coiffier +U_AL_185_SR,underground,al,sr,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier +U_AL_185,underground,al,,185,0.16216216216216214,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AL_228_PC,underground,al,pc,228,0.13157894736842105,0.1,6.603627757845746e-05,477.9732032904864,coiffier +U_AL_228_PM,underground,al,pm,228,0.13157894736842105,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AL_228_PP,underground,al,pp,228,0.13157894736842105,0.1,6.603627757845746e-05,477.9732032904864,coiffier +U_AL_228_PU,underground,al,pu,228,0.13157894736842105,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AL_228_S3,underground,al,s3,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier +U_AL_228_S6,underground,al,s6,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier +U_AL_228_SC,underground,al,sc,228,0.13157894736842105,0.1,9.537875296298613e-05,477.9732032904864,coiffier +U_AL_228_SE,underground,al,se,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier +U_AL_228_SO,underground,al,so,228,0.13157894736842105,0.1,0.00011334866294151974,477.9732032904864,coiffier +U_AL_228_SR,underground,al,sr,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier +U_AL_228,underground,al,,228,0.13157894736842105,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AL_240_PC,underground,al,pc,240,0.12499999999999999,0.1,6.754424205218055e-05,493.4179153256311,coiffier +U_AL_240_PM,underground,al,pm,240,0.12499999999999999,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AL_240_PP,underground,al,pp,240,0.12499999999999999,0.1,6.754424205218055e-05,493.4179153256311,coiffier +U_AL_240_PU,underground,al,pu,240,0.12499999999999999,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AL_240_S3,underground,al,s3,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier +U_AL_240_S6,underground,al,s6,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier +U_AL_240_SC,underground,al,sc,240,0.12499999999999999,0.1,9.801769079200154e-05,493.4179153256311,coiffier +U_AL_240_SE,underground,al,se,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier +U_AL_240_SO,underground,al,so,240,0.12499999999999999,0.1,0.00011561060965210438,493.4179153256311,coiffier +U_AL_240_SR,underground,al,sr,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier +U_AL_240,underground,al,,240,0.12499999999999999,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AL_288_PC,underground,al,pc,288,0.10416666666666666,0.1,7.357609994707296e-05,552.4682018874755,coiffier +U_AL_288_PM,underground,al,pm,288,0.10416666666666666,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AL_288_PP,underground,al,pp,288,0.10416666666666666,0.1,7.357609994707296e-05,552.4682018874755,coiffier +U_AL_288_PU,underground,al,pu,288,0.10416666666666666,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AL_288_S3,underground,al,s3,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier +U_AL_288_S6,underground,al,s6,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier +U_AL_288_SC,underground,al,sc,288,0.10416666666666666,0.1,0.00010857344210806326,552.4682018874755,coiffier +U_AL_288_SE,underground,al,se,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier +U_AL_288_SO,underground,al,so,288,0.10416666666666666,0.1,0.000124658396494443,552.4682018874755,coiffier +U_AL_288_SR,underground,al,sr,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier +U_AL_288,underground,al,,288,0.10416666666666666,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AL_630_PC,underground,al,pc,630,0.047619047619047616,0.1,0.00011655308744818133,897.5839637627192,coiffier +U_AL_630_PM,underground,al,pm,630,0.047619047619047616,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AL_630_PP,underground,al,pp,630,0.047619047619047616,0.1,0.00011655308744818133,897.5839637627192,coiffier +U_AL_630_PU,underground,al,pu,630,0.047619047619047616,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AL_630_S3,underground,al,s3,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier +U_AL_630_S6,underground,al,s6,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier +U_AL_630_SC,underground,al,sc,630,0.047619047619047616,0.1,0.00018378317023500293,897.5839637627192,coiffier +U_AL_630_SE,underground,al,se,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier +U_AL_630_SO,underground,al,so,630,0.047619047619047616,0.1,0.00018912387774610553,897.5839637627192,coiffier +U_AL_630_SR,underground,al,sr,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier +U_AL_630,underground,al,,630,0.047619047619047616,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AL_2440,underground,al,,2440,0.012295081967213113,0.1,0.0012201945866542757,2078.0961441886916,coiffier +U_AM_7_PC,underground,am,pc,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_PM,underground,am,pm,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_PP,underground,am,pp,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_PU,underground,am,pu,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_S3,underground,am,s3,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_S6,underground,am,s6,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_SC,underground,am,sc,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_SE,underground,am,se,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_SO,underground,am,so,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7_SR,underground,am,sr,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_7,underground,am,,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_AM_10_PC,underground,am,pc,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_PM,underground,am,pm,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_PP,underground,am,pp,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_PU,underground,am,pu,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_S3,underground,am,s3,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_S6,underground,am,s6,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_SC,underground,am,sc,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_SE,underground,am,se,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_SO,underground,am,so,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10_SR,underground,am,sr,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_10,underground,am,,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_AM_11_PC,underground,am,pc,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_PM,underground,am,pm,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_PP,underground,am,pp,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_PU,underground,am,pu,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_S3,underground,am,s3,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_S6,underground,am,s6,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_SC,underground,am,sc,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_SE,underground,am,se,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_SO,underground,am,so,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11_SR,underground,am,sr,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_11,underground,am,,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_AM_12_PC,underground,am,pc,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_PM,underground,am,pm,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_PP,underground,am,pp,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_PU,underground,am,pu,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_S3,underground,am,s3,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_S6,underground,am,s6,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_SC,underground,am,sc,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_SE,underground,am,se,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_SO,underground,am,so,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12_SR,underground,am,sr,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_12,underground,am,,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_AM_13_PC,underground,am,pc,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_PM,underground,am,pm,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_PP,underground,am,pp,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_PU,underground,am,pu,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_S3,underground,am,s3,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_S6,underground,am,s6,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_SC,underground,am,sc,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_SE,underground,am,se,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_SO,underground,am,so,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13_SR,underground,am,sr,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_13,underground,am,,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_AM_14_PC,underground,am,pc,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_PM,underground,am,pm,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_PP,underground,am,pp,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_PU,underground,am,pu,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_S3,underground,am,s3,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_S6,underground,am,s6,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_SC,underground,am,sc,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_SE,underground,am,se,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_SO,underground,am,so,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14_SR,underground,am,sr,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_14,underground,am,,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_AM_16_PC,underground,am,pc,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_PM,underground,am,pm,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_PP,underground,am,pp,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_PU,underground,am,pu,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_S3,underground,am,s3,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_S6,underground,am,s6,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_SC,underground,am,sc,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_SE,underground,am,se,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_SO,underground,am,so,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16_SR,underground,am,sr,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_16,underground,am,,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_AM_18_PC,underground,am,pc,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_PM,underground,am,pm,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_PP,underground,am,pp,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_PU,underground,am,pu,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_S3,underground,am,s3,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_S6,underground,am,s6,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_SC,underground,am,sc,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_SE,underground,am,se,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_SO,underground,am,so,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18_SR,underground,am,sr,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_18,underground,am,,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_AM_22_PC,underground,am,pc,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_PM,underground,am,pm,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_PP,underground,am,pp,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_PU,underground,am,pu,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_S3,underground,am,s3,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_S6,underground,am,s6,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_SC,underground,am,sc,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_SE,underground,am,se,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_SO,underground,am,so,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22_SR,underground,am,sr,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_22,underground,am,,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_AM_25_PC,underground,am,pc,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_PM,underground,am,pm,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_PP,underground,am,pp,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_PU,underground,am,pu,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_S3,underground,am,s3,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_S6,underground,am,s6,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_SC,underground,am,sc,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_SE,underground,am,se,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_SO,underground,am,so,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25_SR,underground,am,sr,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_25,underground,am,,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_AM_28_PC,underground,am,pc,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_PM,underground,am,pm,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_PP,underground,am,pp,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_PU,underground,am,pu,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_S3,underground,am,s3,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_S6,underground,am,s6,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_SC,underground,am,sc,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_SE,underground,am,se,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_SO,underground,am,so,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28_SR,underground,am,sr,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_28,underground,am,,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_AM_29_PC,underground,am,pc,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_PM,underground,am,pm,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_PP,underground,am,pp,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_PU,underground,am,pu,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_S3,underground,am,s3,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_S6,underground,am,s6,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_SC,underground,am,sc,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_SE,underground,am,se,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_SO,underground,am,so,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29_SR,underground,am,sr,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_29,underground,am,,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_AM_34_PC,underground,am,pc,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_PM,underground,am,pm,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_PP,underground,am,pp,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_PU,underground,am,pu,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_S3,underground,am,s3,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_S6,underground,am,s6,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_SC,underground,am,sc,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_SE,underground,am,se,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_SO,underground,am,so,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34_SR,underground,am,sr,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_34,underground,am,,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_AM_35_PC,underground,am,pc,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_PM,underground,am,pm,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_PP,underground,am,pp,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_PU,underground,am,pu,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_S3,underground,am,s3,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_S6,underground,am,s6,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_SC,underground,am,sc,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_SE,underground,am,se,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_SO,underground,am,so,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35_SR,underground,am,sr,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_35,underground,am,,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_AM_37_PC,underground,am,pc,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_PM,underground,am,pm,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_PP,underground,am,pp,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_PU,underground,am,pu,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_S3,underground,am,s3,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_S6,underground,am,s6,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_SC,underground,am,sc,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_SE,underground,am,se,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_SO,underground,am,so,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37_SR,underground,am,sr,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_37,underground,am,,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_AM_38_PC,underground,am,pc,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_PM,underground,am,pm,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_PP,underground,am,pp,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_PU,underground,am,pu,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_S3,underground,am,s3,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_S6,underground,am,s6,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_SC,underground,am,sc,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_SE,underground,am,se,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_SO,underground,am,so,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38_SR,underground,am,sr,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_38,underground,am,,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_AM_40_PC,underground,am,pc,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_PM,underground,am,pm,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_PP,underground,am,pp,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_PU,underground,am,pu,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_S3,underground,am,s3,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_S6,underground,am,s6,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_SC,underground,am,sc,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_SE,underground,am,se,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_SO,underground,am,so,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40_SR,underground,am,sr,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_40,underground,am,,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_AM_43_PC,underground,am,pc,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_PM,underground,am,pm,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_PP,underground,am,pp,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_PU,underground,am,pu,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_S3,underground,am,s3,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_S6,underground,am,s6,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_SC,underground,am,sc,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_SE,underground,am,se,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_SO,underground,am,so,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43_SR,underground,am,sr,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_43,underground,am,,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_AM_48_PC,underground,am,pc,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_PM,underground,am,pm,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_PP,underground,am,pp,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_PU,underground,am,pu,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_S3,underground,am,s3,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_S6,underground,am,s6,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_SC,underground,am,sc,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_SE,underground,am,se,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_SO,underground,am,so,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48_SR,underground,am,sr,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_48,underground,am,,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_AM_50_PC,underground,am,pc,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_PM,underground,am,pm,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_PP,underground,am,pp,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_PU,underground,am,pu,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_S3,underground,am,s3,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_S6,underground,am,s6,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_SC,underground,am,sc,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_SE,underground,am,se,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_SO,underground,am,so,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50_SR,underground,am,sr,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_50,underground,am,,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_AM_52_PC,underground,am,pc,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_PM,underground,am,pm,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_PP,underground,am,pp,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_PU,underground,am,pu,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_S3,underground,am,s3,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_S6,underground,am,s6,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_SC,underground,am,sc,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_SE,underground,am,se,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_SO,underground,am,so,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52_SR,underground,am,sr,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_52,underground,am,,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_AM_54_PC,underground,am,pc,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_PM,underground,am,pm,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_PP,underground,am,pp,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_PU,underground,am,pu,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_S3,underground,am,s3,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_S6,underground,am,s6,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_SC,underground,am,sc,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_SE,underground,am,se,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_SO,underground,am,so,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54_SR,underground,am,sr,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_54,underground,am,,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_AM_55_PC,underground,am,pc,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_PM,underground,am,pm,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_PP,underground,am,pp,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_PU,underground,am,pu,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_S3,underground,am,s3,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_S6,underground,am,s6,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_SC,underground,am,sc,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_SE,underground,am,se,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_SO,underground,am,so,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55_SR,underground,am,sr,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_55,underground,am,,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_AM_59_PC,underground,am,pc,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_PM,underground,am,pm,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_PP,underground,am,pp,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_PU,underground,am,pu,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_S3,underground,am,s3,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_S6,underground,am,s6,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_SC,underground,am,sc,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_SE,underground,am,se,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_SO,underground,am,so,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59_SR,underground,am,sr,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_59,underground,am,,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_AM_60_PC,underground,am,pc,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_PM,underground,am,pm,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_PP,underground,am,pp,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_PU,underground,am,pu,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_S3,underground,am,s3,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_S6,underground,am,s6,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_SC,underground,am,sc,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_SE,underground,am,se,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_SO,underground,am,so,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60_SR,underground,am,sr,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_60,underground,am,,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_AM_69_PC,underground,am,pc,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_PM,underground,am,pm,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_PP,underground,am,pp,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_PU,underground,am,pu,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_S3,underground,am,s3,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_S6,underground,am,s6,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_SC,underground,am,sc,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_SE,underground,am,se,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_SO,underground,am,so,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69_SR,underground,am,sr,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_69,underground,am,,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_AM_70_PC,underground,am,pc,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_PM,underground,am,pm,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_PP,underground,am,pp,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_PU,underground,am,pu,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_S3,underground,am,s3,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_S6,underground,am,s6,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_SC,underground,am,sc,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_SE,underground,am,se,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_SO,underground,am,so,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70_SR,underground,am,sr,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_70,underground,am,,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_AM_74_PC,underground,am,pc,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_PM,underground,am,pm,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_PP,underground,am,pp,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_PU,underground,am,pu,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_S3,underground,am,s3,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_S6,underground,am,s6,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_SC,underground,am,sc,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_SE,underground,am,se,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_SO,underground,am,so,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74_SR,underground,am,sr,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_74,underground,am,,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_AM_75_PC,underground,am,pc,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_PM,underground,am,pm,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_PP,underground,am,pp,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_PU,underground,am,pu,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_S3,underground,am,s3,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_S6,underground,am,s6,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_SC,underground,am,sc,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_SE,underground,am,se,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_SO,underground,am,so,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75_SR,underground,am,sr,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_75,underground,am,,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_AM_76_PC,underground,am,pc,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_PM,underground,am,pm,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_PP,underground,am,pp,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_PU,underground,am,pu,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_S3,underground,am,s3,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_S6,underground,am,s6,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_SC,underground,am,sc,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_SE,underground,am,se,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_SO,underground,am,so,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76_SR,underground,am,sr,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_76,underground,am,,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_AM_79_PC,underground,am,pc,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_PM,underground,am,pm,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_PP,underground,am,pp,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_PU,underground,am,pu,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_S3,underground,am,s3,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_S6,underground,am,s6,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_SC,underground,am,sc,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_SE,underground,am,se,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_SO,underground,am,so,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79_SR,underground,am,sr,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_79,underground,am,,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_AM_80_PC,underground,am,pc,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_PM,underground,am,pm,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_PP,underground,am,pp,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_PU,underground,am,pu,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_S3,underground,am,s3,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_S6,underground,am,s6,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_SC,underground,am,sc,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_SE,underground,am,se,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_SO,underground,am,so,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80_SR,underground,am,sr,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_80,underground,am,,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_AM_88_PC,underground,am,pc,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_PM,underground,am,pm,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_PP,underground,am,pp,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_PU,underground,am,pu,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_S3,underground,am,s3,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_S6,underground,am,s6,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_SC,underground,am,sc,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_SE,underground,am,se,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_SO,underground,am,so,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88_SR,underground,am,sr,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_88,underground,am,,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_AM_93_PC,underground,am,pc,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_PM,underground,am,pm,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_PP,underground,am,pp,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_PU,underground,am,pu,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_S3,underground,am,s3,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_S6,underground,am,s6,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_SC,underground,am,sc,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_SE,underground,am,se,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_SO,underground,am,so,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93_SR,underground,am,sr,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_93,underground,am,,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_AM_95_PC,underground,am,pc,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_PM,underground,am,pm,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_PP,underground,am,pp,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_PU,underground,am,pu,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_S3,underground,am,s3,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_S6,underground,am,s6,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_SC,underground,am,sc,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_SE,underground,am,se,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_SO,underground,am,so,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95_SR,underground,am,sr,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_95,underground,am,,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier +U_AM_100_PC,underground,am,pc,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_PM,underground,am,pm,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_PP,underground,am,pp,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_PU,underground,am,pu,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_S3,underground,am,s3,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_S6,underground,am,s6,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_SC,underground,am,sc,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_SE,underground,am,se,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_SO,underground,am,so,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100_SR,underground,am,sr,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_100,underground,am,,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_AM_116_PC,underground,am,pc,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_PM,underground,am,pm,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_PP,underground,am,pp,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_PU,underground,am,pu,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_S3,underground,am,s3,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_S6,underground,am,s6,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_SC,underground,am,sc,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_SE,underground,am,se,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_SO,underground,am,so,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116_SR,underground,am,sr,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_116,underground,am,,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_AM_117_PC,underground,am,pc,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_PM,underground,am,pm,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_PP,underground,am,pp,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_PU,underground,am,pu,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_S3,underground,am,s3,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_S6,underground,am,s6,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_SC,underground,am,sc,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_SE,underground,am,se,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_SO,underground,am,so,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117_SR,underground,am,sr,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_117,underground,am,,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_AM_120_PC,underground,am,pc,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_PM,underground,am,pm,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_PP,underground,am,pp,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_PU,underground,am,pu,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_S3,underground,am,s3,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_S6,underground,am,s6,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_SC,underground,am,sc,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_SE,underground,am,se,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_SO,underground,am,so,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120_SR,underground,am,sr,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_120,underground,am,,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_AM_147_PC,underground,am,pc,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_PM,underground,am,pm,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_PP,underground,am,pp,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_PU,underground,am,pu,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_S3,underground,am,s3,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_S6,underground,am,s6,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_SC,underground,am,sc,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_SE,underground,am,se,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_SO,underground,am,so,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147_SR,underground,am,sr,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_147,underground,am,,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_AM_148_PC,underground,am,pc,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_PM,underground,am,pm,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_PP,underground,am,pp,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_PU,underground,am,pu,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_S3,underground,am,s3,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_S6,underground,am,s6,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_SC,underground,am,sc,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_SE,underground,am,se,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_SO,underground,am,so,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148_SR,underground,am,sr,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_148,underground,am,,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_AM_150_PC,underground,am,pc,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_PM,underground,am,pm,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_PP,underground,am,pp,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_PU,underground,am,pu,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_S3,underground,am,s3,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_S6,underground,am,s6,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_SC,underground,am,sc,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_SE,underground,am,se,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_SO,underground,am,so,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150_SR,underground,am,sr,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_150,underground,am,,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_AM_182_PC,underground,am,pc,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_PM,underground,am,pm,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_PP,underground,am,pp,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_PU,underground,am,pu,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_S3,underground,am,s3,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_S6,underground,am,s6,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_SC,underground,am,sc,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_SE,underground,am,se,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_SO,underground,am,so,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182_SR,underground,am,sr,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_182,underground,am,,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_AM_185_PC,underground,am,pc,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_PM,underground,am,pm,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_PP,underground,am,pp,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_PU,underground,am,pu,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_S3,underground,am,s3,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_S6,underground,am,s6,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_SC,underground,am,sc,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_SE,underground,am,se,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_SO,underground,am,so,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185_SR,underground,am,sr,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_185,underground,am,,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_AM_228_PC,underground,am,pc,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_PM,underground,am,pm,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_PP,underground,am,pp,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_PU,underground,am,pu,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_S3,underground,am,s3,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_S6,underground,am,s6,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_SC,underground,am,sc,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_SE,underground,am,se,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_SO,underground,am,so,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228_SR,underground,am,sr,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_228,underground,am,,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_AM_240_PC,underground,am,pc,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_PM,underground,am,pm,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_PP,underground,am,pp,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_PU,underground,am,pu,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_S3,underground,am,s3,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_S6,underground,am,s6,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_SC,underground,am,sc,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_SE,underground,am,se,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_SO,underground,am,so,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240_SR,underground,am,sr,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_240,underground,am,,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_AM_288_PC,underground,am,pc,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_PM,underground,am,pm,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_PP,underground,am,pp,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_PU,underground,am,pu,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_S3,underground,am,s3,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_S6,underground,am,s6,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_SC,underground,am,sc,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_SE,underground,am,se,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_SO,underground,am,so,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288_SR,underground,am,sr,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_288,underground,am,,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_AM_630_PC,underground,am,pc,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_PM,underground,am,pm,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_PP,underground,am,pp,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_PU,underground,am,pu,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_S3,underground,am,s3,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_S6,underground,am,s6,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_SC,underground,am,sc,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_SE,underground,am,se,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_SO,underground,am,so,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630_SR,underground,am,sr,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_AM_630,underground,am,,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_CU_7_PC,underground,cu,pc,7,2.571428571428571,0.1,3.8264598520723676e-05,66.83297296160461,coiffier +U_CU_7_PM,underground,cu,pm,7,2.571428571428571,0.1,4.24429167499981e-05,66.83297296160461,coiffier +U_CU_7_PP,underground,cu,pp,7,2.571428571428571,0.1,3.8264598520723676e-05,66.83297296160461,coiffier +U_CU_7_PU,underground,cu,pu,7,2.571428571428571,0.1,4.24429167499981e-05,66.83297296160461,coiffier +U_CU_7_S3,underground,cu,s3,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier +U_CU_7_S6,underground,cu,s6,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier +U_CU_7_SC,underground,cu,sc,7,2.571428571428571,0.1,4.6778314611952015e-05,66.83297296160461,coiffier +U_CU_7_SE,underground,cu,se,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier +U_CU_7_SO,underground,cu,so,7,2.571428571428571,0.1,7.169114435491908e-05,66.83297296160461,coiffier +U_CU_7_SR,underground,cu,sr,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier +U_CU_7,underground,cu,,7,2.571428571428571,0.1,4.24429167499981e-05,66.83297296160461,coiffier +U_CU_10_PC,underground,cu,pc,10,1.8,0.1,3.8641589639154456e-05,83.37387669406708,coiffier +U_CU_10_PM,underground,cu,pm,10,1.8,0.1,4.555309347705201e-05,83.37387669406708,coiffier +U_CU_10_PP,underground,cu,pp,10,1.8,0.1,3.8641589639154456e-05,83.37387669406708,coiffier +U_CU_10_PU,underground,cu,pu,10,1.8,0.1,4.555309347705201e-05,83.37387669406708,coiffier +U_CU_10_S3,underground,cu,s3,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier +U_CU_10_S6,underground,cu,s6,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier +U_CU_10_SC,underground,cu,sc,10,1.8,0.1,4.7438049069205874e-05,83.37387669406708,coiffier +U_CU_10_SE,underground,cu,se,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier +U_CU_10_SO,underground,cu,so,10,1.8,0.1,7.225663103256525e-05,83.37387669406708,coiffier +U_CU_10_SR,underground,cu,sr,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier +U_CU_10,underground,cu,,10,1.8,0.1,4.555309347705201e-05,83.37387669406708,coiffier +U_CU_11_PC,underground,cu,pc,11,1.6363636363636362,0.1,3.876725334529805e-05,88.44910861274951,coiffier +U_CU_11_PM,underground,cu,pm,11,1.6363636363636362,0.1,4.6589819052736635e-05,88.44910861274951,coiffier +U_CU_11_PP,underground,cu,pp,11,1.6363636363636362,0.1,3.876725334529805e-05,88.44910861274951,coiffier +U_CU_11_PU,underground,cu,pu,11,1.6363636363636362,0.1,4.6589819052736635e-05,88.44910861274951,coiffier +U_CU_11_S3,underground,cu,s3,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier +U_CU_11_S6,underground,cu,s6,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier +U_CU_11_SC,underground,cu,sc,11,1.6363636363636362,0.1,4.765796055495716e-05,88.44910861274951,coiffier +U_CU_11_SE,underground,cu,se,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier +U_CU_11_SO,underground,cu,so,11,1.6363636363636362,0.1,7.244512659178063e-05,88.44910861274951,coiffier +U_CU_11_SR,underground,cu,sr,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier +U_CU_11,underground,cu,,11,1.6363636363636362,0.1,4.6589819052736635e-05,88.44910861274951,coiffier +U_CU_12_PC,underground,cu,pc,12,1.5,0.1,3.889291705144164e-05,93.35172945871071,coiffier +U_CU_12_PM,underground,cu,pm,12,1.5,0.1,4.762654462842127e-05,93.35172945871071,coiffier +U_CU_12_PP,underground,cu,pp,12,1.5,0.1,3.889291705144164e-05,93.35172945871071,coiffier +U_CU_12_PU,underground,cu,pu,12,1.5,0.1,4.762654462842127e-05,93.35172945871071,coiffier +U_CU_12_S3,underground,cu,s3,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier +U_CU_12_S6,underground,cu,s6,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier +U_CU_12_SC,underground,cu,sc,12,1.5,0.1,4.787787204070845e-05,93.35172945871071,coiffier +U_CU_12_SE,underground,cu,se,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier +U_CU_12_SO,underground,cu,so,12,1.5,0.1,7.263362215099601e-05,93.35172945871071,coiffier +U_CU_12_SR,underground,cu,sr,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier +U_CU_12,underground,cu,,12,1.5,0.1,4.762654462842127e-05,93.35172945871071,coiffier +U_CU_13_PC,underground,cu,pc,13,1.3846153846153846,0.1,3.901858075758523e-05,98.10132520347666,coiffier +U_CU_13_PM,underground,cu,pm,13,1.3846153846153846,0.1,4.8663270204105894e-05,98.10132520347666,coiffier +U_CU_13_PP,underground,cu,pp,13,1.3846153846153846,0.1,3.901858075758523e-05,98.10132520347666,coiffier +U_CU_13_PU,underground,cu,pu,13,1.3846153846153846,0.1,4.8663270204105894e-05,98.10132520347666,coiffier +U_CU_13_S3,underground,cu,s3,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier +U_CU_13_S6,underground,cu,s6,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier +U_CU_13_SC,underground,cu,sc,13,1.3846153846153846,0.1,4.8097783526459734e-05,98.10132520347666,coiffier +U_CU_13_SE,underground,cu,se,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier +U_CU_13_SO,underground,cu,so,13,1.3846153846153846,0.1,7.282211771021141e-05,98.10132520347666,coiffier +U_CU_13_SR,underground,cu,sr,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier +U_CU_13,underground,cu,,13,1.3846153846153846,0.1,4.8663270204105894e-05,98.10132520347666,coiffier +U_CU_14_PC,underground,cu,pc,14,1.2857142857142856,0.1,3.9144244463728825e-05,102.71393743638292,coiffier +U_CU_14_PM,underground,cu,pm,14,1.2857142857142856,0.1,4.9699995779790534e-05,102.71393743638292,coiffier +U_CU_14_PP,underground,cu,pp,14,1.2857142857142856,0.1,3.9144244463728825e-05,102.71393743638292,coiffier +U_CU_14_PU,underground,cu,pu,14,1.2857142857142856,0.1,4.9699995779790534e-05,102.71393743638292,coiffier +U_CU_14_S3,underground,cu,s3,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier +U_CU_14_S6,underground,cu,s6,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier +U_CU_14_SC,underground,cu,sc,14,1.2857142857142856,0.1,4.831769501221102e-05,102.71393743638292,coiffier +U_CU_14_SE,underground,cu,se,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier +U_CU_14_SO,underground,cu,so,14,1.2857142857142856,0.1,7.30106132694268e-05,102.71393743638292,coiffier +U_CU_14_SR,underground,cu,sr,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier +U_CU_14,underground,cu,,14,1.2857142857142856,0.1,4.9699995779790534e-05,102.71393743638292,coiffier +U_CU_16_PC,underground,cu,pc,16,1.125,0.1,3.939557187601601e-05,111.57949330803243,coiffier +U_CU_16_PM,underground,cu,pm,16,1.125,0.1,5.177344693115979e-05,111.57949330803243,coiffier +U_CU_16_PP,underground,cu,pp,16,1.125,0.1,3.939557187601601e-05,111.57949330803243,coiffier +U_CU_16_PU,underground,cu,pu,16,1.125,0.1,5.177344693115979e-05,111.57949330803243,coiffier +U_CU_16_S3,underground,cu,s3,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier +U_CU_16_S6,underground,cu,s6,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier +U_CU_16_SC,underground,cu,sc,16,1.125,0.1,4.875751798371359e-05,111.57949330803243,coiffier +U_CU_16_SE,underground,cu,se,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier +U_CU_16_SO,underground,cu,so,16,1.125,0.1,7.338760438785756e-05,111.57949330803243,coiffier +U_CU_16_SR,underground,cu,sr,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier +U_CU_16,underground,cu,,16,1.125,0.1,5.177344693115979e-05,111.57949330803243,coiffier +U_CU_18_PC,underground,cu,pc,18,0.9999999999999999,0.1,3.9646899288303194e-05,120.03252688763835,coiffier +U_CU_18_PM,underground,cu,pm,18,0.9999999999999999,0.1,5.384689808252906e-05,120.03252688763835,coiffier +U_CU_18_PP,underground,cu,pp,18,0.9999999999999999,0.1,3.9646899288303194e-05,120.03252688763835,coiffier +U_CU_18_PU,underground,cu,pu,18,0.9999999999999999,0.1,5.384689808252906e-05,120.03252688763835,coiffier +U_CU_18_S3,underground,cu,s3,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier +U_CU_18_S6,underground,cu,s6,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier +U_CU_18_SC,underground,cu,sc,18,0.9999999999999999,0.1,4.9197340955216165e-05,120.03252688763835,coiffier +U_CU_18_SE,underground,cu,se,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier +U_CU_18_SO,underground,cu,so,18,0.9999999999999999,0.1,7.376459550628834e-05,120.03252688763835,coiffier +U_CU_18_SR,underground,cu,sr,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier +U_CU_18,underground,cu,,18,0.9999999999999999,0.1,5.384689808252906e-05,120.03252688763835,coiffier +U_CU_22_PC,underground,cu,pc,22,0.8181818181818181,0.1,4.0149554112877555e-05,135.9352398339825,coiffier +U_CU_22_PM,underground,cu,pm,22,0.8181818181818181,0.1,5.799380038526759e-05,135.9352398339825,coiffier +U_CU_22_PP,underground,cu,pp,22,0.8181818181818181,0.1,4.0149554112877555e-05,135.9352398339825,coiffier +U_CU_22_PU,underground,cu,pu,22,0.8181818181818181,0.1,5.799380038526759e-05,135.9352398339825,coiffier +U_CU_22_S3,underground,cu,s3,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier +U_CU_22_S6,underground,cu,s6,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier +U_CU_22_SC,underground,cu,sc,22,0.8181818181818181,0.1,5.007698689822131e-05,135.9352398339825,coiffier +U_CU_22_SE,underground,cu,se,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier +U_CU_22_SO,underground,cu,so,22,0.8181818181818181,0.1,7.45185777431499e-05,135.9352398339825,coiffier +U_CU_22_SR,underground,cu,sr,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier +U_CU_22,underground,cu,,22,0.8181818181818181,0.1,5.799380038526759e-05,135.9352398339825,coiffier +U_CU_25_PC,underground,cu,pc,25,0.72,0.1,4.052654523130833e-05,147.14747055632483,coiffier +U_CU_25_PM,underground,cu,pm,25,0.72,0.1,6.110397711232148e-05,147.14747055632483,coiffier +U_CU_25_PP,underground,cu,pp,25,0.72,0.1,4.052654523130833e-05,147.14747055632483,coiffier +U_CU_25_PU,underground,cu,pu,25,0.72,0.1,6.110397711232148e-05,147.14747055632483,coiffier +U_CU_25_S3,underground,cu,s3,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier +U_CU_25_S6,underground,cu,s6,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier +U_CU_25_SC,underground,cu,sc,25,0.72,0.1,5.073672135547516e-05,147.14747055632483,coiffier +U_CU_25_SE,underground,cu,se,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier +U_CU_25_SO,underground,cu,so,25,0.72,0.1,7.508406442079606e-05,147.14747055632483,coiffier +U_CU_25_SR,underground,cu,sr,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier +U_CU_25,underground,cu,,25,0.72,0.1,6.110397711232148e-05,147.14747055632483,coiffier +U_CU_28_PC,underground,cu,pc,28,0.6428571428571428,0.1,4.090353634973911e-05,157.85850121834656,coiffier +U_CU_28_PM,underground,cu,pm,28,0.6428571428571428,0.1,6.421415383937537e-05,157.85850121834656,coiffier +U_CU_28_PP,underground,cu,pp,28,0.6428571428571428,0.1,4.090353634973911e-05,157.85850121834656,coiffier +U_CU_28_PU,underground,cu,pu,28,0.6428571428571428,0.1,6.421415383937537e-05,157.85850121834656,coiffier +U_CU_28_S3,underground,cu,s3,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier +U_CU_28_S6,underground,cu,s6,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier +U_CU_28_SC,underground,cu,sc,28,0.6428571428571428,0.1,5.139645581272901e-05,157.85850121834656,coiffier +U_CU_28_SE,underground,cu,se,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier +U_CU_28_SO,underground,cu,so,28,0.6428571428571428,0.1,7.564955109844222e-05,157.85850121834656,coiffier +U_CU_28_SR,underground,cu,sr,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier +U_CU_28,underground,cu,,28,0.6428571428571428,0.1,6.421415383937537e-05,157.85850121834656,coiffier +U_CU_29_PC,underground,cu,pc,29,0.6206896551724138,0.1,4.10292000558827e-05,161.33060199878338,coiffier +U_CU_29_PM,underground,cu,pm,29,0.6206896551724138,0.1,6.525087941506e-05,161.33060199878338,coiffier +U_CU_29_PP,underground,cu,pp,29,0.6206896551724138,0.1,4.10292000558827e-05,161.33060199878338,coiffier +U_CU_29_PU,underground,cu,pu,29,0.6206896551724138,0.1,6.525087941506e-05,161.33060199878338,coiffier +U_CU_29_S3,underground,cu,s3,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier +U_CU_29_S6,underground,cu,s6,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier +U_CU_29_SC,underground,cu,sc,29,0.6206896551724138,0.1,5.16163672984803e-05,161.33060199878338,coiffier +U_CU_29_SE,underground,cu,se,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier +U_CU_29_SO,underground,cu,so,29,0.6206896551724138,0.1,7.583804665765761e-05,161.33060199878338,coiffier +U_CU_29_SR,underground,cu,sr,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier +U_CU_29,underground,cu,,29,0.6206896551724138,0.1,6.525087941506e-05,161.33060199878338,coiffier +U_CU_34_PC,underground,cu,pc,34,0.5294117647058824,0.1,4.1657518586600655e-05,178.05202783941812,coiffier +U_CU_34_PM,underground,cu,pm,34,0.5294117647058824,0.1,7.043450729348316e-05,178.05202783941812,coiffier +U_CU_34_PP,underground,cu,pp,34,0.5294117647058824,0.1,4.1657518586600655e-05,178.05202783941812,coiffier +U_CU_34_PU,underground,cu,pu,34,0.5294117647058824,0.1,7.043450729348316e-05,178.05202783941812,coiffier +U_CU_34_S3,underground,cu,s3,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier +U_CU_34_S6,underground,cu,s6,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier +U_CU_34_SC,underground,cu,sc,34,0.5294117647058824,0.1,5.271592472723673e-05,178.05202783941812,coiffier +U_CU_34_SE,underground,cu,se,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier +U_CU_34_SO,underground,cu,so,34,0.5294117647058824,0.1,7.678052445373454e-05,178.05202783941812,coiffier +U_CU_34_SR,underground,cu,sr,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier +U_CU_34,underground,cu,,34,0.5294117647058824,0.1,7.043450729348316e-05,178.05202783941812,coiffier +U_CU_35_PC,underground,cu,pc,35,0.5142857142857142,0.1,4.178318229274425e-05,181.2809561453423,coiffier +U_CU_35_PM,underground,cu,pm,35,0.5142857142857142,0.1,7.147123286916779e-05,181.2809561453423,coiffier +U_CU_35_PP,underground,cu,pp,35,0.5142857142857142,0.1,4.178318229274425e-05,181.2809561453423,coiffier +U_CU_35_PU,underground,cu,pu,35,0.5142857142857142,0.1,7.147123286916779e-05,181.2809561453423,coiffier +U_CU_35_S3,underground,cu,s3,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier +U_CU_35_S6,underground,cu,s6,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier +U_CU_35_SC,underground,cu,sc,35,0.5142857142857142,0.1,5.293583621298802e-05,181.2809561453423,coiffier +U_CU_35_SE,underground,cu,se,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier +U_CU_35_SO,underground,cu,so,35,0.5142857142857142,0.1,7.696902001294993e-05,181.2809561453423,coiffier +U_CU_35_SR,underground,cu,sr,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier +U_CU_35,underground,cu,,35,0.5142857142857142,0.1,7.147123286916779e-05,181.2809561453423,coiffier +U_CU_37_PC,underground,cu,pc,37,0.48648648648648646,0.1,4.203450970503143e-05,187.6355240762815,coiffier +U_CU_37_PM,underground,cu,pm,37,0.48648648648648646,0.1,7.354468402053706e-05,187.6355240762815,coiffier +U_CU_37_PP,underground,cu,pp,37,0.48648648648648646,0.1,4.203450970503143e-05,187.6355240762815,coiffier +U_CU_37_PU,underground,cu,pu,37,0.48648648648648646,0.1,7.354468402053706e-05,187.6355240762815,coiffier +U_CU_37_S3,underground,cu,s3,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier +U_CU_37_S6,underground,cu,s6,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier +U_CU_37_SC,underground,cu,sc,37,0.48648648648648646,0.1,5.3375659184490585e-05,187.6355240762815,coiffier +U_CU_37_SE,underground,cu,se,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier +U_CU_37_SO,underground,cu,so,37,0.48648648648648646,0.1,7.73460111313807e-05,187.6355240762815,coiffier +U_CU_37_SR,underground,cu,sr,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier +U_CU_37,underground,cu,,37,0.48648648648648646,0.1,7.354468402053706e-05,187.6355240762815,coiffier +U_CU_38_PC,underground,cu,pc,38,0.4736842105263158,0.1,4.216017341117503e-05,190.76373877131758,coiffier +U_CU_38_PM,underground,cu,pm,38,0.4736842105263158,0.1,7.458140959622168e-05,190.76373877131758,coiffier +U_CU_38_PP,underground,cu,pp,38,0.4736842105263158,0.1,4.216017341117503e-05,190.76373877131758,coiffier +U_CU_38_PU,underground,cu,pu,38,0.4736842105263158,0.1,7.458140959622168e-05,190.76373877131758,coiffier +U_CU_38_S3,underground,cu,s3,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier +U_CU_38_S6,underground,cu,s6,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier +U_CU_38_SC,underground,cu,sc,38,0.4736842105263158,0.1,5.3595570670241874e-05,190.76373877131758,coiffier +U_CU_38_SE,underground,cu,se,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier +U_CU_38_SO,underground,cu,so,38,0.4736842105263158,0.1,7.75345066905961e-05,190.76373877131758,coiffier +U_CU_38_SR,underground,cu,sr,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier +U_CU_38,underground,cu,,38,0.4736842105263158,0.1,7.458140959622168e-05,190.76373877131758,coiffier +U_CU_40_PC,underground,cu,pc,40,0.45,0.1,4.241150082346221e-05,196.92787306124757,coiffier +U_CU_40_PM,underground,cu,pm,40,0.45,0.1,7.665486074759096e-05,196.92787306124757,coiffier +U_CU_40_PP,underground,cu,pp,40,0.45,0.1,4.241150082346221e-05,196.92787306124757,coiffier +U_CU_40_PU,underground,cu,pu,40,0.45,0.1,7.665486074759096e-05,196.92787306124757,coiffier +U_CU_40_S3,underground,cu,s3,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier +U_CU_40_S6,underground,cu,s6,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier +U_CU_40_SC,underground,cu,sc,40,0.45,0.1,5.4035393641744445e-05,196.92787306124757,coiffier +U_CU_40_SE,underground,cu,se,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier +U_CU_40_SO,underground,cu,so,40,0.45,0.1,7.791149780902686e-05,196.92787306124757,coiffier +U_CU_40_SR,underground,cu,sr,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier +U_CU_40,underground,cu,,40,0.45,0.1,7.665486074759096e-05,196.92787306124757,coiffier +U_CU_43_PC,underground,cu,pc,43,0.41860465116279066,0.1,4.278849194189299e-05,205.95884047030793,coiffier +U_CU_43_PM,underground,cu,pm,43,0.41860465116279066,0.1,7.976503747464485e-05,205.95884047030793,coiffier +U_CU_43_PP,underground,cu,pp,43,0.41860465116279066,0.1,4.278849194189299e-05,205.95884047030793,coiffier +U_CU_43_PU,underground,cu,pu,43,0.41860465116279066,0.1,7.976503747464485e-05,205.95884047030793,coiffier +U_CU_43_S3,underground,cu,s3,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier +U_CU_43_S6,underground,cu,s6,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier +U_CU_43_SC,underground,cu,sc,43,0.41860465116279066,0.1,5.46951280989983e-05,205.95884047030793,coiffier +U_CU_43_SE,underground,cu,se,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier +U_CU_43_SO,underground,cu,so,43,0.41860465116279066,0.1,7.847698448667305e-05,205.95884047030793,coiffier +U_CU_43_SR,underground,cu,sr,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier +U_CU_43,underground,cu,,43,0.41860465116279066,0.1,7.976503747464485e-05,205.95884047030793,coiffier +U_CU_48_PC,underground,cu,pc,48,0.375,0.1,4.3416810472610945e-05,220.4954148449845,coiffier +U_CU_48_PM,underground,cu,pm,48,0.375,0.1,8.494866535306802e-05,220.4954148449845,coiffier +U_CU_48_PP,underground,cu,pp,48,0.375,0.1,4.3416810472610945e-05,220.4954148449845,coiffier +U_CU_48_PU,underground,cu,pu,48,0.375,0.1,8.494866535306802e-05,220.4954148449845,coiffier +U_CU_48_S3,underground,cu,s3,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier +U_CU_48_S6,underground,cu,s6,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier +U_CU_48_SC,underground,cu,sc,48,0.375,0.1,5.579468552775473e-05,220.4954148449845,coiffier +U_CU_48_SE,underground,cu,se,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier +U_CU_48_SO,underground,cu,so,48,0.375,0.1,7.941946228274997e-05,220.4954148449845,coiffier +U_CU_48_SR,underground,cu,sr,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier +U_CU_48,underground,cu,,48,0.375,0.1,8.494866535306802e-05,220.4954148449845,coiffier +U_CU_50_PC,underground,cu,pc,50,0.36,0.1,4.366813788489813e-05,226.1472954873242,coiffier +U_CU_50_PM,underground,cu,pm,50,0.36,0.1,8.702211650443728e-05,226.1472954873242,coiffier +U_CU_50_PP,underground,cu,pp,50,0.36,0.1,4.366813788489813e-05,226.1472954873242,coiffier +U_CU_50_PU,underground,cu,pu,50,0.36,0.1,8.702211650443728e-05,226.1472954873242,coiffier +U_CU_50_S3,underground,cu,s3,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier +U_CU_50_S6,underground,cu,s6,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier +U_CU_50_SC,underground,cu,sc,50,0.36,0.1,5.6234508499257306e-05,226.1472954873242,coiffier +U_CU_50_SE,underground,cu,se,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier +U_CU_50_SO,underground,cu,so,50,0.36,0.1,7.979645340118076e-05,226.1472954873242,coiffier +U_CU_50_SR,underground,cu,sr,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier +U_CU_50,underground,cu,,50,0.36,0.1,8.702211650443728e-05,226.1472954873242,coiffier +U_CU_52_PC,underground,cu,pc,52,0.34615384615384615,0.1,4.391946529718531e-05,231.71389028363558,coiffier +U_CU_52_PM,underground,cu,pm,52,0.34615384615384615,0.1,9.487609813841175e-05,231.71389028363558,coiffier +U_CU_52_PP,underground,cu,pp,52,0.34615384615384615,0.1,4.391946529718531e-05,231.71389028363558,coiffier +U_CU_52_PU,underground,cu,pu,52,0.34615384615384615,0.1,9.487609813841175e-05,231.71389028363558,coiffier +U_CU_52_S3,underground,cu,s3,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier +U_CU_52_S6,underground,cu,s6,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier +U_CU_52_SC,underground,cu,sc,52,0.34615384615384615,0.1,5.667433147075987e-05,231.71389028363558,coiffier +U_CU_52_SE,underground,cu,se,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier +U_CU_52_SO,underground,cu,so,52,0.34615384615384615,0.1,8.017344451961153e-05,231.71389028363558,coiffier +U_CU_52_SR,underground,cu,sr,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier +U_CU_52,underground,cu,,52,0.34615384615384615,0.1,9.487609813841175e-05,231.71389028363558,coiffier +U_CU_54_PC,underground,cu,pc,54,0.3333333333333333,0.1,4.417079270947249e-05,237.19969526941995,coiffier +U_CU_54_PM,underground,cu,pm,54,0.3333333333333333,0.1,9.581857593448868e-05,237.19969526941995,coiffier +U_CU_54_PP,underground,cu,pp,54,0.3333333333333333,0.1,4.417079270947249e-05,237.19969526941995,coiffier +U_CU_54_PU,underground,cu,pu,54,0.3333333333333333,0.1,9.581857593448868e-05,237.19969526941995,coiffier +U_CU_54_S3,underground,cu,s3,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier +U_CU_54_S6,underground,cu,s6,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier +U_CU_54_SC,underground,cu,sc,54,0.3333333333333333,0.1,5.711415444226244e-05,237.19969526941995,coiffier +U_CU_54_SE,underground,cu,se,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier +U_CU_54_SO,underground,cu,so,54,0.3333333333333333,0.1,8.05504356380423e-05,237.19969526941995,coiffier +U_CU_54_SR,underground,cu,sr,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier +U_CU_54,underground,cu,,54,0.3333333333333333,0.1,9.581857593448868e-05,237.19969526941995,coiffier +U_CU_55_PC,underground,cu,pc,55,0.32727272727272727,0.1,4.429645641561609e-05,239.91359757008016,coiffier +U_CU_55_PM,underground,cu,pm,55,0.32727272727272727,0.1,9.628981483252715e-05,239.91359757008016,coiffier +U_CU_55_PP,underground,cu,pp,55,0.32727272727272727,0.1,4.429645641561609e-05,239.91359757008016,coiffier +U_CU_55_PU,underground,cu,pu,55,0.32727272727272727,0.1,9.628981483252715e-05,239.91359757008016,coiffier +U_CU_55_S3,underground,cu,s3,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier +U_CU_55_S6,underground,cu,s6,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier +U_CU_55_SC,underground,cu,sc,55,0.32727272727272727,0.1,5.733406592801372e-05,239.91359757008016,coiffier +U_CU_55_SE,underground,cu,se,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier +U_CU_55_SO,underground,cu,so,55,0.32727272727272727,0.1,8.073893119725768e-05,239.91359757008016,coiffier +U_CU_55_SR,underground,cu,sr,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier +U_CU_55,underground,cu,,55,0.32727272727272727,0.1,9.628981483252715e-05,239.91359757008016,coiffier +U_CU_59_PC,underground,cu,pc,59,0.30508474576271183,0.1,4.4799111240190456e-05,250.58683039223916,coiffier +U_CU_59_PM,underground,cu,pm,59,0.30508474576271183,0.1,9.817477042468104e-05,250.58683039223916,coiffier +U_CU_59_PP,underground,cu,pp,59,0.30508474576271183,0.1,4.4799111240190456e-05,250.58683039223916,coiffier +U_CU_59_PU,underground,cu,pu,59,0.30508474576271183,0.1,9.817477042468104e-05,250.58683039223916,coiffier +U_CU_59_S3,underground,cu,s3,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier +U_CU_59_S6,underground,cu,s6,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier +U_CU_59_SC,underground,cu,sc,59,0.30508474576271183,0.1,5.821371187101887e-05,250.58683039223916,coiffier +U_CU_59_SE,underground,cu,se,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier +U_CU_59_SO,underground,cu,so,59,0.30508474576271183,0.1,8.149291343411923e-05,250.58683039223916,coiffier +U_CU_59_SR,underground,cu,sr,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier +U_CU_59,underground,cu,,59,0.30508474576271183,0.1,9.817477042468104e-05,250.58683039223916,coiffier +U_CU_60_PC,underground,cu,pc,60,0.3,0.1,4.4924774946334044e-05,253.21170111373846,coiffier +U_CU_60_PM,underground,cu,pm,60,0.3,0.1,9.864600932271951e-05,253.21170111373846,coiffier +U_CU_60_PP,underground,cu,pp,60,0.3,0.1,4.4924774946334044e-05,253.21170111373846,coiffier +U_CU_60_PU,underground,cu,pu,60,0.3,0.1,9.864600932271951e-05,253.21170111373846,coiffier +U_CU_60_S3,underground,cu,s3,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier +U_CU_60_S6,underground,cu,s6,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier +U_CU_60_SC,underground,cu,sc,60,0.3,0.1,5.8433623356770154e-05,253.21170111373846,coiffier +U_CU_60_SE,underground,cu,se,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier +U_CU_60_SO,underground,cu,so,60,0.3,0.1,8.168140899333462e-05,253.21170111373846,coiffier +U_CU_60_SR,underground,cu,sr,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier +U_CU_60,underground,cu,,60,0.3,0.1,9.864600932271951e-05,253.21170111373846,coiffier +U_CU_69_PC,underground,cu,pc,69,0.2608695652173913,0.1,4.605574830162637e-05,276.13180509170417,coiffier +U_CU_69_PM,underground,cu,pm,69,0.2608695652173913,0.1,0.00010288715940506573,276.13180509170417,coiffier +U_CU_69_PP,underground,cu,pp,69,0.2608695652173913,0.1,4.605574830162637e-05,276.13180509170417,coiffier +U_CU_69_PU,underground,cu,pu,69,0.2608695652173913,0.1,0.00010288715940506573,276.13180509170417,coiffier +U_CU_69_S3,underground,cu,s3,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier +U_CU_69_S6,underground,cu,s6,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier +U_CU_69_SC,underground,cu,sc,69,0.2608695652173913,0.1,6.0412826728531727e-05,276.13180509170417,coiffier +U_CU_69_SE,underground,cu,se,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier +U_CU_69_SO,underground,cu,so,69,0.2608695652173913,0.1,8.337786902627311e-05,276.13180509170417,coiffier +U_CU_69_SR,underground,cu,sr,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier +U_CU_69,underground,cu,,69,0.2608695652173913,0.1,0.00010288715940506573,276.13180509170417,coiffier +U_CU_70_PC,underground,cu,pc,70,0.2571428571428571,0.1,4.618141200776996e-05,278.6062023399371,coiffier +U_CU_70_PM,underground,cu,pm,70,0.2571428571428571,0.1,0.0001033583983031042,278.6062023399371,coiffier +U_CU_70_PP,underground,cu,pp,70,0.2571428571428571,0.1,4.618141200776996e-05,278.6062023399371,coiffier +U_CU_70_PU,underground,cu,pu,70,0.2571428571428571,0.1,0.0001033583983031042,278.6062023399371,coiffier +U_CU_70_S3,underground,cu,s3,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier +U_CU_70_S6,underground,cu,s6,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier +U_CU_70_SC,underground,cu,sc,70,0.2571428571428571,0.1,6.063273821428301e-05,278.6062023399371,coiffier +U_CU_70_SE,underground,cu,se,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier +U_CU_70_SO,underground,cu,so,70,0.2571428571428571,0.1,8.35663645854885e-05,278.6062023399371,coiffier +U_CU_70_SR,underground,cu,sr,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier +U_CU_70,underground,cu,,70,0.2571428571428571,0.1,0.0001033583983031042,278.6062023399371,coiffier +U_CU_74_PC,underground,cu,pc,74,0.24324324324324323,0.1,4.668406683234433e-05,288.37238008080635,coiffier +U_CU_74_PM,underground,cu,pm,74,0.24324324324324323,0.1,0.00010524335389525808,288.37238008080635,coiffier +U_CU_74_PP,underground,cu,pp,74,0.24324324324324323,0.1,4.668406683234433e-05,288.37238008080635,coiffier +U_CU_74_PU,underground,cu,pu,74,0.24324324324324323,0.1,0.00010524335389525808,288.37238008080635,coiffier +U_CU_74_S3,underground,cu,s3,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier +U_CU_74_S6,underground,cu,s6,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier +U_CU_74_SC,underground,cu,sc,74,0.24324324324324323,0.1,6.151238415728815e-05,288.37238008080635,coiffier +U_CU_74_SE,underground,cu,se,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier +U_CU_74_SO,underground,cu,so,74,0.24324324324324323,0.1,8.432034682235006e-05,288.37238008080635,coiffier +U_CU_74_SR,underground,cu,sr,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier +U_CU_74,underground,cu,,74,0.24324324324324323,0.1,0.00010524335389525808,288.37238008080635,coiffier +U_CU_75_PC,underground,cu,pc,75,0.24,0.1,4.680973053848792e-05,290.78230776811836,coiffier +U_CU_75_PM,underground,cu,pm,75,0.24,0.1,0.00010571459279329654,290.78230776811836,coiffier +U_CU_75_PP,underground,cu,pp,75,0.24,0.1,4.680973053848792e-05,290.78230776811836,coiffier +U_CU_75_PU,underground,cu,pu,75,0.24,0.1,0.00010571459279329654,290.78230776811836,coiffier +U_CU_75_S3,underground,cu,s3,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier +U_CU_75_S6,underground,cu,s6,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier +U_CU_75_SC,underground,cu,sc,75,0.24,0.1,6.173229564303944e-05,290.78230776811836,coiffier +U_CU_75_SE,underground,cu,se,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier +U_CU_75_SO,underground,cu,so,75,0.24,0.1,8.450884238156543e-05,290.78230776811836,coiffier +U_CU_75_SR,underground,cu,sr,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier +U_CU_75,underground,cu,,75,0.24,0.1,0.00010571459279329654,290.78230776811836,coiffier +U_CU_76_PC,underground,cu,pc,76,0.2368421052631579,0.1,4.6935394244631506e-05,293.18005560734775,coiffier +U_CU_76_PM,underground,cu,pm,76,0.2368421052631579,0.1,0.00010618583169133502,293.18005560734775,coiffier +U_CU_76_PP,underground,cu,pp,76,0.2368421052631579,0.1,4.6935394244631506e-05,293.18005560734775,coiffier +U_CU_76_PU,underground,cu,pu,76,0.2368421052631579,0.1,0.00010618583169133502,293.18005560734775,coiffier +U_CU_76_S3,underground,cu,s3,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier +U_CU_76_S6,underground,cu,s6,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier +U_CU_76_SC,underground,cu,sc,76,0.2368421052631579,0.1,6.195220712879073e-05,293.18005560734775,coiffier +U_CU_76_SE,underground,cu,se,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier +U_CU_76_SO,underground,cu,so,76,0.2368421052631579,0.1,8.469733794078082e-05,293.18005560734775,coiffier +U_CU_76_SR,underground,cu,sr,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier +U_CU_76,underground,cu,,76,0.2368421052631579,0.1,0.00010618583169133502,293.18005560734775,coiffier +U_CU_79_PC,underground,cu,pc,79,0.22784810126582278,0.1,4.7312385363062286e-05,300.30239252793695,coiffier +U_CU_79_PM,underground,cu,pm,79,0.22784810126582278,0.1,0.00010759954838545042,300.30239252793695,coiffier +U_CU_79_PP,underground,cu,pp,79,0.22784810126582278,0.1,4.7312385363062286e-05,300.30239252793695,coiffier +U_CU_79_PU,underground,cu,pu,79,0.22784810126582278,0.1,0.00010759954838545042,300.30239252793695,coiffier +U_CU_79_S3,underground,cu,s3,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier +U_CU_79_S6,underground,cu,s6,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier +U_CU_79_SC,underground,cu,sc,79,0.22784810126582278,0.1,6.261194158604458e-05,300.30239252793695,coiffier +U_CU_79_SE,underground,cu,se,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier +U_CU_79_SO,underground,cu,so,79,0.22784810126582278,0.1,8.526282461842701e-05,300.30239252793695,coiffier +U_CU_79_SR,underground,cu,sr,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier +U_CU_79,underground,cu,,79,0.22784810126582278,0.1,0.00010759954838545042,300.30239252793695,coiffier +U_CU_80_PC,underground,cu,pc,80,0.225,0.1,4.7438049069205874e-05,302.6535606116675,coiffier +U_CU_80_PM,underground,cu,pm,80,0.225,0.1,0.00010807078728348889,302.6535606116675,coiffier +U_CU_80_PP,underground,cu,pp,80,0.225,0.1,4.7438049069205874e-05,302.6535606116675,coiffier +U_CU_80_PU,underground,cu,pu,80,0.225,0.1,0.00010807078728348889,302.6535606116675,coiffier +U_CU_80_S3,underground,cu,s3,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier +U_CU_80_S6,underground,cu,s6,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier +U_CU_80_SC,underground,cu,sc,80,0.225,0.1,6.283185307179587e-05,302.6535606116675,coiffier +U_CU_80_SE,underground,cu,se,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier +U_CU_80_SO,underground,cu,so,80,0.225,0.1,8.545132017764238e-05,302.6535606116675,coiffier +U_CU_80_SR,underground,cu,sr,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier +U_CU_80,underground,cu,,80,0.225,0.1,0.00010807078728348889,302.6535606116675,coiffier +U_CU_88_PC,underground,cu,pc,88,0.20454545454545453,0.1,4.844335871835461e-05,321.077041347193,coiffier +U_CU_88_PM,underground,cu,pm,88,0.20454545454545453,0.1,0.00011184069846779665,321.077041347193,coiffier +U_CU_88_PP,underground,cu,pp,88,0.20454545454545453,0.1,4.844335871835461e-05,321.077041347193,coiffier +U_CU_88_PU,underground,cu,pu,88,0.20454545454545453,0.1,0.00011184069846779665,321.077041347193,coiffier +U_CU_88_S3,underground,cu,s3,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier +U_CU_88_S6,underground,cu,s6,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier +U_CU_88_SC,underground,cu,sc,88,0.20454545454545453,0.1,6.459114495780615e-05,321.077041347193,coiffier +U_CU_88_SE,underground,cu,se,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier +U_CU_88_SO,underground,cu,so,88,0.20454545454545453,0.1,8.695928465136547e-05,321.077041347193,coiffier +U_CU_88_SR,underground,cu,sr,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier +U_CU_88,underground,cu,,88,0.20454545454545453,0.1,0.00011184069846779665,321.077041347193,coiffier +U_CU_93_PC,underground,cu,pc,93,0.1935483870967742,0.1,4.907167724907257e-05,332.2686934808851,coiffier +U_CU_93_PM,underground,cu,pm,93,0.1935483870967742,0.1,0.00011419689295798898,332.2686934808851,coiffier +U_CU_93_PP,underground,cu,pp,93,0.1935483870967742,0.1,4.907167724907257e-05,332.2686934808851,coiffier +U_CU_93_PU,underground,cu,pu,93,0.1935483870967742,0.1,0.00011419689295798898,332.2686934808851,coiffier +U_CU_93_S3,underground,cu,s3,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier +U_CU_93_S6,underground,cu,s6,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier +U_CU_93_SC,underground,cu,sc,93,0.1935483870967742,0.1,6.569070238656257e-05,332.2686934808851,coiffier +U_CU_93_SE,underground,cu,se,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier +U_CU_93_SO,underground,cu,so,93,0.1935483870967742,0.1,8.79017624474424e-05,332.2686934808851,coiffier +U_CU_93_SR,underground,cu,sr,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier +U_CU_93,underground,cu,,93,0.1935483870967742,0.1,0.00011419689295798898,332.2686934808851,coiffier +U_CU_95_PC,underground,cu,pc,95,0.1894736842105263,0.1,4.9323004661359754e-05,336.6810174494909,coiffier +U_CU_95_PM,underground,cu,pm,95,0.1894736842105263,0.1,0.00011513937075406591,336.6810174494909,coiffier +U_CU_95_PP,underground,cu,pp,95,0.1894736842105263,0.1,4.9323004661359754e-05,336.6810174494909,coiffier +U_CU_95_PU,underground,cu,pu,95,0.1894736842105263,0.1,0.00011513937075406591,336.6810174494909,coiffier +U_CU_95_S3,underground,cu,s3,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier +U_CU_95_S6,underground,cu,s6,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier +U_CU_95_SC,underground,cu,sc,95,0.1894736842105263,0.1,6.613052535806515e-05,336.6810174494909,coiffier +U_CU_95_SE,underground,cu,se,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier +U_CU_95_SO,underground,cu,so,95,0.1894736842105263,0.1,8.827875356587319e-05,336.6810174494909,coiffier +U_CU_95_SR,underground,cu,sr,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier +U_CU_95,underground,cu,,95,0.1894736842105263,0.1,0.00011513937075406591,336.6810174494909,coiffier +U_CU_100_PC,underground,cu,pc,100,0.18,0.1,4.995132319207771e-05,347.56016574987507,coiffier +U_CU_100_PM,underground,cu,pm,100,0.18,0.1,0.00011749556524425827,347.56016574987507,coiffier +U_CU_100_PP,underground,cu,pp,100,0.18,0.1,4.995132319207771e-05,347.56016574987507,coiffier +U_CU_100_PU,underground,cu,pu,100,0.18,0.1,0.00011749556524425827,347.56016574987507,coiffier +U_CU_100_S3,underground,cu,s3,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier +U_CU_100_S6,underground,cu,s6,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier +U_CU_100_SC,underground,cu,sc,100,0.18,0.1,6.723008278682158e-05,347.56016574987507,coiffier +U_CU_100_SE,underground,cu,se,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier +U_CU_100_SO,underground,cu,so,100,0.18,0.1,8.922123136195012e-05,347.56016574987507,coiffier +U_CU_100_SR,underground,cu,sr,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier +U_CU_100,underground,cu,,100,0.18,0.1,0.00011749556524425827,347.56016574987507,coiffier +U_CU_116_PC,underground,cu,pc,116,0.15517241379310345,0.1,5.1961942490375186e-05,381.06051404914297,coiffier +U_CU_116_PM,underground,cu,pm,116,0.15517241379310345,0.1,0.00012503538761287378,381.06051404914297,coiffier +U_CU_116_PP,underground,cu,pp,116,0.15517241379310345,0.1,5.1961942490375186e-05,381.06051404914297,coiffier +U_CU_116_PU,underground,cu,pu,116,0.15517241379310345,0.1,0.00012503538761287378,381.06051404914297,coiffier +U_CU_116_S3,underground,cu,s3,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier +U_CU_116_S6,underground,cu,s6,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier +U_CU_116_SC,underground,cu,sc,116,0.15517241379310345,0.1,7.074866655884215e-05,381.06051404914297,coiffier +U_CU_116_SE,underground,cu,se,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier +U_CU_116_SO,underground,cu,so,116,0.15517241379310345,0.1,9.223716030939634e-05,381.06051404914297,coiffier +U_CU_116_SR,underground,cu,sr,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier +U_CU_116,underground,cu,,116,0.15517241379310345,0.1,0.00012503538761287378,381.06051404914297,coiffier +U_CU_117_PC,underground,cu,pc,117,0.15384615384615385,0.1,5.208760619651877e-05,383.0938939794276,coiffier +U_CU_117_PM,underground,cu,pm,117,0.15384615384615385,0.1,0.00012550662651091224,383.0938939794276,coiffier +U_CU_117_PP,underground,cu,pp,117,0.15384615384615385,0.1,5.208760619651877e-05,383.0938939794276,coiffier +U_CU_117_PU,underground,cu,pu,117,0.15384615384615385,0.1,0.00012550662651091224,383.0938939794276,coiffier +U_CU_117_S3,underground,cu,s3,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier +U_CU_117_S6,underground,cu,s6,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier +U_CU_117_SC,underground,cu,sc,117,0.15384615384615385,0.1,7.096857804459342e-05,383.0938939794276,coiffier +U_CU_117_SE,underground,cu,se,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier +U_CU_117_SO,underground,cu,so,117,0.15384615384615385,0.1,9.242565586861172e-05,383.0938939794276,coiffier +U_CU_117_SR,underground,cu,sr,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier +U_CU_117,underground,cu,,117,0.15384615384615385,0.1,0.00012550662651091224,383.0938939794276,coiffier +U_CU_120_PC,underground,cu,pc,120,0.15,0.1,5.246459731494955e-05,389.15477905342277,coiffier +U_CU_120_PM,underground,cu,pm,120,0.15,0.1,0.00012692034320502764,389.15477905342277,coiffier +U_CU_120_PP,underground,cu,pp,120,0.15,0.1,5.246459731494955e-05,389.15477905342277,coiffier +U_CU_120_PU,underground,cu,pu,120,0.15,0.1,0.00012692034320502764,389.15477905342277,coiffier +U_CU_120_S3,underground,cu,s3,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier +U_CU_120_S6,underground,cu,s6,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier +U_CU_120_SC,underground,cu,sc,120,0.15,0.1,7.162831250184729e-05,389.15477905342277,coiffier +U_CU_120_SE,underground,cu,se,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier +U_CU_120_SO,underground,cu,so,120,0.15,0.1,9.299114254625788e-05,389.15477905342277,coiffier +U_CU_120_SR,underground,cu,sr,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier +U_CU_120,underground,cu,,120,0.15,0.1,0.00012692034320502764,389.15477905342277,coiffier +U_CU_147_PC,underground,cu,pc,147,0.12244897959183673,0.1,5.5857517380826526e-05,441.33334636500814,coiffier +U_CU_147_PM,underground,cu,pm,147,0.12244897959183673,0.1,0.00013964379345206632,441.33334636500814,coiffier +U_CU_147_PP,underground,cu,pp,147,0.12244897959183673,0.1,5.5857517380826526e-05,441.33334636500814,coiffier +U_CU_147_PU,underground,cu,pu,147,0.12244897959183673,0.1,0.00013964379345206632,441.33334636500814,coiffier +U_CU_147_S3,underground,cu,s3,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier +U_CU_147_S6,underground,cu,s6,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier +U_CU_147_SC,underground,cu,sc,147,0.12244897959183673,0.1,7.7565922617132e-05,441.33334636500814,coiffier +U_CU_147_SE,underground,cu,se,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier +U_CU_147_SO,underground,cu,so,147,0.12244897959183673,0.1,9.808052264507335e-05,441.33334636500814,coiffier +U_CU_147_SR,underground,cu,sr,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier +U_CU_147,underground,cu,,147,0.12244897959183673,0.1,0.00013964379345206632,441.33334636500814,coiffier +U_CU_148_PC,underground,cu,pc,148,0.12162162162162161,0.1,5.598318108697011e-05,443.19235391514485,coiffier +U_CU_148_PM,underground,cu,pm,148,0.12162162162162161,0.1,0.00014011503235010476,443.19235391514485,coiffier +U_CU_148_PP,underground,cu,pp,148,0.12162162162162161,0.1,5.598318108697011e-05,443.19235391514485,coiffier +U_CU_148_PU,underground,cu,pu,148,0.12162162162162161,0.1,0.00014011503235010476,443.19235391514485,coiffier +U_CU_148_S3,underground,cu,s3,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier +U_CU_148_S6,underground,cu,s6,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier +U_CU_148_SC,underground,cu,sc,148,0.12162162162162161,0.1,7.778583410288328e-05,443.19235391514485,coiffier +U_CU_148_SE,underground,cu,se,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier +U_CU_148_SO,underground,cu,so,148,0.12162162162162161,0.1,9.826901820428873e-05,443.19235391514485,coiffier +U_CU_148_SR,underground,cu,sr,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier +U_CU_148,underground,cu,,148,0.12162162162162161,0.1,0.00014011503235010476,443.19235391514485,coiffier +U_CU_150_PC,underground,cu,pc,150,0.12,0.1,5.6234508499257306e-05,446.8961119664735,coiffier +U_CU_150_PM,underground,cu,pm,150,0.12,0.1,0.00014105751014618172,446.8961119664735,coiffier +U_CU_150_PP,underground,cu,pp,150,0.12,0.1,5.6234508499257306e-05,446.8961119664735,coiffier +U_CU_150_PU,underground,cu,pu,150,0.12,0.1,0.00014105751014618172,446.8961119664735,coiffier +U_CU_150_S3,underground,cu,s3,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier +U_CU_150_S6,underground,cu,s6,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier +U_CU_150_SC,underground,cu,sc,150,0.12,0.1,7.822565707438585e-05,446.8961119664735,coiffier +U_CU_150_SE,underground,cu,se,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier +U_CU_150_SO,underground,cu,so,150,0.12,0.1,9.864600932271951e-05,446.8961119664735,coiffier +U_CU_150_SR,underground,cu,sr,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier +U_CU_150,underground,cu,,150,0.12,0.1,0.00014105751014618172,446.8961119664735,coiffier +U_CU_182_PC,underground,cu,pc,182,0.0989010989010989,0.1,6.0255747095852235e-05,503.81866896880786,coiffier +U_CU_182_PM,underground,cu,pm,182,0.0989010989010989,0.1,0.00015613715488341272,503.81866896880786,coiffier +U_CU_182_PP,underground,cu,pp,182,0.0989010989010989,0.1,6.0255747095852235e-05,503.81866896880786,coiffier +U_CU_182_PU,underground,cu,pu,182,0.0989010989010989,0.1,0.00015613715488341272,503.81866896880786,coiffier +U_CU_182_S3,underground,cu,s3,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier +U_CU_182_S6,underground,cu,s6,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier +U_CU_182_SC,underground,cu,sc,182,0.0989010989010989,0.1,8.526282461842701e-05,503.81866896880786,coiffier +U_CU_182_SE,underground,cu,se,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier +U_CU_182_SO,underground,cu,so,182,0.0989010989010989,0.1,0.0001046778672176119,503.81866896880786,coiffier +U_CU_182_SR,underground,cu,sr,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier +U_CU_182,underground,cu,,182,0.0989010989010989,0.1,0.00015613715488341272,503.81866896880786,coiffier +U_CU_185_PC,underground,cu,pc,185,0.09729729729729729,0.1,6.063273821428301e-05,508.9515803961331,coiffier +U_CU_185_PM,underground,cu,pm,185,0.09729729729729729,0.1,0.00015755087157752815,508.9515803961331,coiffier +U_CU_185_PP,underground,cu,pp,185,0.09729729729729729,0.1,6.063273821428301e-05,508.9515803961331,coiffier +U_CU_185_PU,underground,cu,pu,185,0.09729729729729729,0.1,0.00015755087157752815,508.9515803961331,coiffier +U_CU_185_S3,underground,cu,s3,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier +U_CU_185_S6,underground,cu,s6,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier +U_CU_185_SC,underground,cu,sc,185,0.09729729729729729,0.1,8.592255907568085e-05,508.9515803961331,coiffier +U_CU_185_SE,underground,cu,se,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier +U_CU_185_SO,underground,cu,so,185,0.09729729729729729,0.1,0.00010524335389525808,508.9515803961331,coiffier +U_CU_185_SR,underground,cu,sr,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier +U_CU_185,underground,cu,,185,0.09729729729729729,0.1,0.00015755087157752815,508.9515803961331,coiffier +U_CU_228_PC,underground,cu,pc,228,0.07894736842105263,0.1,6.603627757845746e-05,579.3614585339229,coiffier +U_CU_228_PM,underground,cu,pm,228,0.07894736842105263,0.1,0.0001778141441931823,579.3614585339229,coiffier +U_CU_228_PP,underground,cu,pp,228,0.07894736842105263,0.1,6.603627757845746e-05,579.3614585339229,coiffier +U_CU_228_PU,underground,cu,pu,228,0.07894736842105263,0.1,0.0001778141441931823,579.3614585339229,coiffier +U_CU_228_S3,underground,cu,s3,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier +U_CU_228_S6,underground,cu,s6,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier +U_CU_228_SC,underground,cu,sc,228,0.07894736842105263,0.1,9.537875296298613e-05,579.3614585339229,coiffier +U_CU_228_SE,underground,cu,se,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier +U_CU_228_SO,underground,cu,so,228,0.07894736842105263,0.1,0.00011334866294151974,579.3614585339229,coiffier +U_CU_228_SR,underground,cu,sr,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier +U_CU_228,underground,cu,,228,0.07894736842105263,0.1,0.0001778141441931823,579.3614585339229,coiffier +U_CU_240_PC,underground,cu,pc,240,0.075,0.1,6.754424205218055e-05,598.0823216068255,coiffier +U_CU_240_PM,underground,cu,pm,240,0.075,0.1,0.00018346901096964396,598.0823216068255,coiffier +U_CU_240_PP,underground,cu,pp,240,0.075,0.1,6.754424205218055e-05,598.0823216068255,coiffier +U_CU_240_PU,underground,cu,pu,240,0.075,0.1,0.00018346901096964396,598.0823216068255,coiffier +U_CU_240_S3,underground,cu,s3,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier +U_CU_240_S6,underground,cu,s6,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier +U_CU_240_SC,underground,cu,sc,240,0.075,0.1,9.801769079200154e-05,598.0823216068255,coiffier +U_CU_240_SE,underground,cu,se,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier +U_CU_240_SO,underground,cu,so,240,0.075,0.1,0.00011561060965210438,598.0823216068255,coiffier +U_CU_240_SR,underground,cu,sr,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier +U_CU_240,underground,cu,,240,0.075,0.1,0.00018346901096964396,598.0823216068255,coiffier +U_CU_288_PC,underground,cu,pc,288,0.06249999999999999,0.1,7.357609994707296e-05,669.6584265302733,coiffier +U_CU_288_PM,underground,cu,pm,288,0.06249999999999999,0.1,0.00020608847807549046,669.6584265302733,coiffier +U_CU_288_PP,underground,cu,pp,288,0.06249999999999999,0.1,7.357609994707296e-05,669.6584265302733,coiffier +U_CU_288_PU,underground,cu,pu,288,0.06249999999999999,0.1,0.00020608847807549046,669.6584265302733,coiffier +U_CU_288_S3,underground,cu,s3,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier +U_CU_288_S6,underground,cu,s6,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier +U_CU_288_SC,underground,cu,sc,288,0.06249999999999999,0.1,0.00010857344210806326,669.6584265302733,coiffier +U_CU_288_SE,underground,cu,se,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier +U_CU_288_SO,underground,cu,so,288,0.06249999999999999,0.1,0.000124658396494443,669.6584265302733,coiffier +U_CU_288_SR,underground,cu,sr,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier +U_CU_288,underground,cu,,288,0.06249999999999999,0.1,0.00020608847807549046,669.6584265302733,coiffier +U_CU_630_PC,underground,cu,pc,630,0.02857142857142857,0.1,0.00011655308744818133,1087.9805621366293,coiffier +U_CU_630_PM,underground,cu,pm,630,0.02857142857142857,0.1,0.0003672521812046468,1087.9805621366293,coiffier +U_CU_630_PP,underground,cu,pp,630,0.02857142857142857,0.1,0.00011655308744818133,1087.9805621366293,coiffier +U_CU_630_PU,underground,cu,pu,630,0.02857142857142857,0.1,0.0003672521812046468,1087.9805621366293,coiffier +U_CU_630_S3,underground,cu,s3,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier +U_CU_630_S6,underground,cu,s6,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier +U_CU_630_SC,underground,cu,sc,630,0.02857142857142857,0.1,0.00018378317023500293,1087.9805621366293,coiffier +U_CU_630_SE,underground,cu,se,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier +U_CU_630_SO,underground,cu,so,630,0.02857142857142857,0.1,0.00018912387774610553,1087.9805621366293,coiffier +U_CU_630_SR,underground,cu,sr,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier +U_CU_630,underground,cu,,630,0.02857142857142857,0.1,0.0003672521812046468,1087.9805621366293,coiffier +U_LA_7_PC,underground,la,pc,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_PM,underground,la,pm,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_PP,underground,la,pp,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_PU,underground,la,pu,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_S3,underground,la,s3,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_S6,underground,la,s6,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_SC,underground,la,sc,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_SE,underground,la,se,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_SO,underground,la,so,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7_SR,underground,la,sr,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_7,underground,la,,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier +U_LA_10_PC,underground,la,pc,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_PM,underground,la,pm,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_PP,underground,la,pp,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_PU,underground,la,pu,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_S3,underground,la,s3,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_S6,underground,la,s6,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_SC,underground,la,sc,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_SE,underground,la,se,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_SO,underground,la,so,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10_SR,underground,la,sr,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_10,underground,la,,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier +U_LA_11_PC,underground,la,pc,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_PM,underground,la,pm,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_PP,underground,la,pp,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_PU,underground,la,pu,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_S3,underground,la,s3,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_S6,underground,la,s6,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_SC,underground,la,sc,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_SE,underground,la,se,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_SO,underground,la,so,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11_SR,underground,la,sr,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_11,underground,la,,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier +U_LA_12_PC,underground,la,pc,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_PM,underground,la,pm,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_PP,underground,la,pp,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_PU,underground,la,pu,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_S3,underground,la,s3,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_S6,underground,la,s6,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_SC,underground,la,sc,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_SE,underground,la,se,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_SO,underground,la,so,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12_SR,underground,la,sr,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_12,underground,la,,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier +U_LA_13_PC,underground,la,pc,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_PM,underground,la,pm,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_PP,underground,la,pp,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_PU,underground,la,pu,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_S3,underground,la,s3,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_S6,underground,la,s6,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_SC,underground,la,sc,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_SE,underground,la,se,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_SO,underground,la,so,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13_SR,underground,la,sr,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_13,underground,la,,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier +U_LA_14_PC,underground,la,pc,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_PM,underground,la,pm,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_PP,underground,la,pp,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_PU,underground,la,pu,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_S3,underground,la,s3,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_S6,underground,la,s6,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_SC,underground,la,sc,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_SE,underground,la,se,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_SO,underground,la,so,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14_SR,underground,la,sr,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_14,underground,la,,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier +U_LA_16_PC,underground,la,pc,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_PM,underground,la,pm,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_PP,underground,la,pp,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_PU,underground,la,pu,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_S3,underground,la,s3,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_S6,underground,la,s6,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_SC,underground,la,sc,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_SE,underground,la,se,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_SO,underground,la,so,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16_SR,underground,la,sr,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_16,underground,la,,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier +U_LA_18_PC,underground,la,pc,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_PM,underground,la,pm,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_PP,underground,la,pp,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_PU,underground,la,pu,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_S3,underground,la,s3,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_S6,underground,la,s6,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_SC,underground,la,sc,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_SE,underground,la,se,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_SO,underground,la,so,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18_SR,underground,la,sr,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_18,underground,la,,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier +U_LA_22_PC,underground,la,pc,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_PM,underground,la,pm,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_PP,underground,la,pp,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_PU,underground,la,pu,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_S3,underground,la,s3,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_S6,underground,la,s6,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_SC,underground,la,sc,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_SE,underground,la,se,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_SO,underground,la,so,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22_SR,underground,la,sr,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_22,underground,la,,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier +U_LA_25_PC,underground,la,pc,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_PM,underground,la,pm,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_PP,underground,la,pp,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_PU,underground,la,pu,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_S3,underground,la,s3,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_S6,underground,la,s6,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_SC,underground,la,sc,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_SE,underground,la,se,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_SO,underground,la,so,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25_SR,underground,la,sr,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_25,underground,la,,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier +U_LA_28_PC,underground,la,pc,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_PM,underground,la,pm,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_PP,underground,la,pp,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_PU,underground,la,pu,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_S3,underground,la,s3,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_S6,underground,la,s6,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_SC,underground,la,sc,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_SE,underground,la,se,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_SO,underground,la,so,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28_SR,underground,la,sr,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_28,underground,la,,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier +U_LA_29_PC,underground,la,pc,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_PM,underground,la,pm,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_PP,underground,la,pp,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_PU,underground,la,pu,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_S3,underground,la,s3,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_S6,underground,la,s6,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_SC,underground,la,sc,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_SE,underground,la,se,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_SO,underground,la,so,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29_SR,underground,la,sr,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_29,underground,la,,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier +U_LA_34_PC,underground,la,pc,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_PM,underground,la,pm,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_PP,underground,la,pp,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_PU,underground,la,pu,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_S3,underground,la,s3,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_S6,underground,la,s6,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_SC,underground,la,sc,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_SE,underground,la,se,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_SO,underground,la,so,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34_SR,underground,la,sr,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_34,underground,la,,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier +U_LA_35_PC,underground,la,pc,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_PM,underground,la,pm,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_PP,underground,la,pp,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_PU,underground,la,pu,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_S3,underground,la,s3,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_S6,underground,la,s6,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_SC,underground,la,sc,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_SE,underground,la,se,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_SO,underground,la,so,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35_SR,underground,la,sr,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_35,underground,la,,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier +U_LA_37_PC,underground,la,pc,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_PM,underground,la,pm,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_PP,underground,la,pp,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_PU,underground,la,pu,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_S3,underground,la,s3,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_S6,underground,la,s6,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_SC,underground,la,sc,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_SE,underground,la,se,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_SO,underground,la,so,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37_SR,underground,la,sr,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_37,underground,la,,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier +U_LA_38_PC,underground,la,pc,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_PM,underground,la,pm,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_PP,underground,la,pp,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_PU,underground,la,pu,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_S3,underground,la,s3,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_S6,underground,la,s6,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_SC,underground,la,sc,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_SE,underground,la,se,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_SO,underground,la,so,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38_SR,underground,la,sr,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_38,underground,la,,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier +U_LA_40_PC,underground,la,pc,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_PM,underground,la,pm,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_PP,underground,la,pp,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_PU,underground,la,pu,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_S3,underground,la,s3,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_S6,underground,la,s6,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_SC,underground,la,sc,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_SE,underground,la,se,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_SO,underground,la,so,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40_SR,underground,la,sr,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_40,underground,la,,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier +U_LA_43_PC,underground,la,pc,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_PM,underground,la,pm,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_PP,underground,la,pp,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_PU,underground,la,pu,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_S3,underground,la,s3,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_S6,underground,la,s6,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_SC,underground,la,sc,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_SE,underground,la,se,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_SO,underground,la,so,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43_SR,underground,la,sr,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_43,underground,la,,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier +U_LA_48_PC,underground,la,pc,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_PM,underground,la,pm,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_PP,underground,la,pp,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_PU,underground,la,pu,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_S3,underground,la,s3,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_S6,underground,la,s6,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_SC,underground,la,sc,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_SE,underground,la,se,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_SO,underground,la,so,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48_SR,underground,la,sr,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_48,underground,la,,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier +U_LA_50_PC,underground,la,pc,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_PM,underground,la,pm,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_PP,underground,la,pp,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_PU,underground,la,pu,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_S3,underground,la,s3,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_S6,underground,la,s6,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_SC,underground,la,sc,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_SE,underground,la,se,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_SO,underground,la,so,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50_SR,underground,la,sr,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_50,underground,la,,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier +U_LA_52_PC,underground,la,pc,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_PM,underground,la,pm,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_PP,underground,la,pp,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_PU,underground,la,pu,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_S3,underground,la,s3,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_S6,underground,la,s6,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_SC,underground,la,sc,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_SE,underground,la,se,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_SO,underground,la,so,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52_SR,underground,la,sr,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_52,underground,la,,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier +U_LA_54_PC,underground,la,pc,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_PM,underground,la,pm,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_PP,underground,la,pp,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_PU,underground,la,pu,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_S3,underground,la,s3,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_S6,underground,la,s6,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_SC,underground,la,sc,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_SE,underground,la,se,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_SO,underground,la,so,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54_SR,underground,la,sr,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_54,underground,la,,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier +U_LA_55_PC,underground,la,pc,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_PM,underground,la,pm,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_PP,underground,la,pp,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_PU,underground,la,pu,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_S3,underground,la,s3,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_S6,underground,la,s6,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_SC,underground,la,sc,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_SE,underground,la,se,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_SO,underground,la,so,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55_SR,underground,la,sr,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_55,underground,la,,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier +U_LA_59_PC,underground,la,pc,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_PM,underground,la,pm,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_PP,underground,la,pp,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_PU,underground,la,pu,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_S3,underground,la,s3,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_S6,underground,la,s6,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_SC,underground,la,sc,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_SE,underground,la,se,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_SO,underground,la,so,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59_SR,underground,la,sr,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_59,underground,la,,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier +U_LA_60_PC,underground,la,pc,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_PM,underground,la,pm,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_PP,underground,la,pp,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_PU,underground,la,pu,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_S3,underground,la,s3,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_S6,underground,la,s6,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_SC,underground,la,sc,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_SE,underground,la,se,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_SO,underground,la,so,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60_SR,underground,la,sr,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_60,underground,la,,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier +U_LA_69_PC,underground,la,pc,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_PM,underground,la,pm,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_PP,underground,la,pp,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_PU,underground,la,pu,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_S3,underground,la,s3,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_S6,underground,la,s6,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_SC,underground,la,sc,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_SE,underground,la,se,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_SO,underground,la,so,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69_SR,underground,la,sr,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_69,underground,la,,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier +U_LA_70_PC,underground,la,pc,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_PM,underground,la,pm,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_PP,underground,la,pp,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_PU,underground,la,pu,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_S3,underground,la,s3,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_S6,underground,la,s6,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_SC,underground,la,sc,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_SE,underground,la,se,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_SO,underground,la,so,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70_SR,underground,la,sr,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_70,underground,la,,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier +U_LA_74_PC,underground,la,pc,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_PM,underground,la,pm,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_PP,underground,la,pp,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_PU,underground,la,pu,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_S3,underground,la,s3,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_S6,underground,la,s6,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_SC,underground,la,sc,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_SE,underground,la,se,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_SO,underground,la,so,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74_SR,underground,la,sr,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_74,underground,la,,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier +U_LA_75_PC,underground,la,pc,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_PM,underground,la,pm,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_PP,underground,la,pp,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_PU,underground,la,pu,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_S3,underground,la,s3,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_S6,underground,la,s6,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_SC,underground,la,sc,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_SE,underground,la,se,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_SO,underground,la,so,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75_SR,underground,la,sr,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_75,underground,la,,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier +U_LA_76_PC,underground,la,pc,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_PM,underground,la,pm,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_PP,underground,la,pp,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_PU,underground,la,pu,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_S3,underground,la,s3,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_S6,underground,la,s6,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_SC,underground,la,sc,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_SE,underground,la,se,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_SO,underground,la,so,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76_SR,underground,la,sr,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_76,underground,la,,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier +U_LA_79_PC,underground,la,pc,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_PM,underground,la,pm,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_PP,underground,la,pp,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_PU,underground,la,pu,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_S3,underground,la,s3,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_S6,underground,la,s6,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_SC,underground,la,sc,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_SE,underground,la,se,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_SO,underground,la,so,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79_SR,underground,la,sr,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_79,underground,la,,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier +U_LA_80_PC,underground,la,pc,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_PM,underground,la,pm,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_PP,underground,la,pp,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_PU,underground,la,pu,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_S3,underground,la,s3,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_S6,underground,la,s6,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_SC,underground,la,sc,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_SE,underground,la,se,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_SO,underground,la,so,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80_SR,underground,la,sr,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_80,underground,la,,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier +U_LA_88_PC,underground,la,pc,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_PM,underground,la,pm,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_PP,underground,la,pp,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_PU,underground,la,pu,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_S3,underground,la,s3,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_S6,underground,la,s6,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_SC,underground,la,sc,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_SE,underground,la,se,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_SO,underground,la,so,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88_SR,underground,la,sr,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_88,underground,la,,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier +U_LA_93_PC,underground,la,pc,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_PM,underground,la,pm,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_PP,underground,la,pp,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_PU,underground,la,pu,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_S3,underground,la,s3,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_S6,underground,la,s6,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_SC,underground,la,sc,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_SE,underground,la,se,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_SO,underground,la,so,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93_SR,underground,la,sr,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_93,underground,la,,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier +U_LA_95_PC,underground,la,pc,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_PM,underground,la,pm,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_PP,underground,la,pp,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_PU,underground,la,pu,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_S3,underground,la,s3,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_S6,underground,la,s6,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_SC,underground,la,sc,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_SE,underground,la,se,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_SO,underground,la,so,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95_SR,underground,la,sr,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_95,underground,la,,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier +U_LA_100_PC,underground,la,pc,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_PM,underground,la,pm,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_PP,underground,la,pp,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_PU,underground,la,pu,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_S3,underground,la,s3,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_S6,underground,la,s6,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_SC,underground,la,sc,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_SE,underground,la,se,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_SO,underground,la,so,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100_SR,underground,la,sr,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_100,underground,la,,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier +U_LA_116_PC,underground,la,pc,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_PM,underground,la,pm,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_PP,underground,la,pp,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_PU,underground,la,pu,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_S3,underground,la,s3,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_S6,underground,la,s6,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_SC,underground,la,sc,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_SE,underground,la,se,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_SO,underground,la,so,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116_SR,underground,la,sr,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_116,underground,la,,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier +U_LA_117_PC,underground,la,pc,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_PM,underground,la,pm,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_PP,underground,la,pp,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_PU,underground,la,pu,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_S3,underground,la,s3,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_S6,underground,la,s6,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_SC,underground,la,sc,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_SE,underground,la,se,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_SO,underground,la,so,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117_SR,underground,la,sr,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_117,underground,la,,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier +U_LA_120_PC,underground,la,pc,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_PM,underground,la,pm,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_PP,underground,la,pp,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_PU,underground,la,pu,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_S3,underground,la,s3,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_S6,underground,la,s6,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_SC,underground,la,sc,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_SE,underground,la,se,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_SO,underground,la,so,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120_SR,underground,la,sr,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_120,underground,la,,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier +U_LA_147_PC,underground,la,pc,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_PM,underground,la,pm,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_PP,underground,la,pp,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_PU,underground,la,pu,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_S3,underground,la,s3,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_S6,underground,la,s6,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_SC,underground,la,sc,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_SE,underground,la,se,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_SO,underground,la,so,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147_SR,underground,la,sr,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_147,underground,la,,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier +U_LA_148_PC,underground,la,pc,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_PM,underground,la,pm,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_PP,underground,la,pp,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_PU,underground,la,pu,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_S3,underground,la,s3,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_S6,underground,la,s6,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_SC,underground,la,sc,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_SE,underground,la,se,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_SO,underground,la,so,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148_SR,underground,la,sr,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_148,underground,la,,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier +U_LA_150_PC,underground,la,pc,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_PM,underground,la,pm,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_PP,underground,la,pp,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_PU,underground,la,pu,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_S3,underground,la,s3,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_S6,underground,la,s6,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_SC,underground,la,sc,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_SE,underground,la,se,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_SO,underground,la,so,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150_SR,underground,la,sr,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_150,underground,la,,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier +U_LA_182_PC,underground,la,pc,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_PM,underground,la,pm,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_PP,underground,la,pp,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_PU,underground,la,pu,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_S3,underground,la,s3,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_S6,underground,la,s6,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_SC,underground,la,sc,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_SE,underground,la,se,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_SO,underground,la,so,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182_SR,underground,la,sr,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_182,underground,la,,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier +U_LA_185_PC,underground,la,pc,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_PM,underground,la,pm,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_PP,underground,la,pp,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_PU,underground,la,pu,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_S3,underground,la,s3,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_S6,underground,la,s6,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_SC,underground,la,sc,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_SE,underground,la,se,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_SO,underground,la,so,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185_SR,underground,la,sr,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_185,underground,la,,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier +U_LA_228_PC,underground,la,pc,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_PM,underground,la,pm,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_PP,underground,la,pp,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_PU,underground,la,pu,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_S3,underground,la,s3,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_S6,underground,la,s6,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_SC,underground,la,sc,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_SE,underground,la,se,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_SO,underground,la,so,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228_SR,underground,la,sr,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_228,underground,la,,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier +U_LA_240_PC,underground,la,pc,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_PM,underground,la,pm,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_PP,underground,la,pp,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_PU,underground,la,pu,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_S3,underground,la,s3,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_S6,underground,la,s6,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_SC,underground,la,sc,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_SE,underground,la,se,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_SO,underground,la,so,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240_SR,underground,la,sr,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_240,underground,la,,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier +U_LA_288_PC,underground,la,pc,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_PM,underground,la,pm,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_PP,underground,la,pp,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_PU,underground,la,pu,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_S3,underground,la,s3,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_S6,underground,la,s6,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_SC,underground,la,sc,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_SE,underground,la,se,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_SO,underground,la,so,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288_SR,underground,la,sr,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_288,underground,la,,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier +U_LA_630_PC,underground,la,pc,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_PM,underground,la,pm,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_PP,underground,la,pp,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_PU,underground,la,pu,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_S3,underground,la,s3,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_S6,underground,la,s6,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_SC,underground,la,sc,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_SE,underground,la,se,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_SO,underground,la,so,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630_SR,underground,la,sr,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +U_LA_630,underground,la,,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier diff --git a/roseau/load_flow/exceptions.py b/roseau/load_flow/exceptions.py index 933b93de..41fe31c3 100644 --- a/roseau/load_flow/exceptions.py +++ b/roseau/load_flow/exceptions.py @@ -1,14 +1,12 @@ """ This module contains the exceptions used by Roseau Load Flow. """ -import unicodedata -from enum import Enum, auto -from typing import Union +from enum import auto -from typing_extensions import Self +from roseau.load_flow._compat import StrEnum -class RoseauLoadFlowExceptionCode(Enum): +class RoseauLoadFlowExceptionCode(StrEnum): """Error codes used by Roseau Load Flow.""" # Generic @@ -110,44 +108,18 @@ class RoseauLoadFlowExceptionCode(Enum): # License errors LICENSE_ERROR = auto() - @classmethod - def package_name(cls) -> str: - return "roseau.load_flow" - - def __str__(self) -> str: - return f"{self.package_name()}.{self.name}".lower() - def __eq__(self, other) -> bool: if isinstance(other, str): - return other.lower() == str(self).lower() + return other.lower() == self.lower() return super().__eq__(other) @classmethod - def from_string(cls, string: Union[str, "RoseauLoadFlowExceptionCode"]) -> Self: - """A method to convert a string into an error code enumerated type. - - Args: - string: - The string depicted the error code. If a good element is given - - Returns: - The enumerated type value corresponding with `string`. - """ - if isinstance(string, cls): - return string - elif isinstance(string, str): - pass - else: - string = str(string) - - # Withdraw accents and make lowercase - string = unicodedata.normalize("NFKD", string.lower()).encode("ASCII", "ignore").decode() - - # Withdraw the package prefix (e.g. roseau.core) - error_str = string.removeprefix(f"{cls.package_name()}.") - - # Get the value of this string - return cls[error_str.upper()] + def _missing_(cls, value: object) -> "RoseauLoadFlowExceptionCode | None": + if isinstance(value, str): + try: + return cls[value.upper().replace(" ", "_").replace("-", "_")] + except KeyError: + return None class RoseauLoadFlowException(Exception): diff --git a/roseau/load_flow/io/tests/test_dict.py b/roseau/load_flow/io/tests/test_dict.py index 2420586f..91331f8b 100644 --- a/roseau/load_flow/io/tests/test_dict.py +++ b/roseau/load_flow/io/tests/test_dict.py @@ -17,6 +17,7 @@ VoltageSource, ) from roseau.load_flow.network import ElectricalNetwork +from roseau.load_flow.utils import ConductorType, InsulatorType, LineType def test_to_dict(): @@ -30,7 +31,15 @@ def test_to_dict(): vs = VoltageSource("vs", source_bus, phases="abcn", voltages=voltages) # Same id, different line parameters -> fail - lp1 = LineParameters("test", z_line=np.eye(4, dtype=complex), y_shunt=np.eye(4, dtype=complex)) + lp1 = LineParameters( + "test", + z_line=np.eye(4, dtype=complex), + y_shunt=np.eye(4, dtype=complex), + line_type=LineType.UNDERGROUND, + conductor_type=ConductorType.AA, + insulator_type=InsulatorType.PVC, + section=120, + ) lp2 = LineParameters("test", z_line=np.eye(4, dtype=complex), y_shunt=np.eye(4, dtype=complex) * 1.1) geom = LineString([(0.0, 0.0), (0.0, 1.0)]) @@ -66,7 +75,12 @@ def test_to_dict(): assert "geometry" in res["branches"][1] assert np.isclose(res["buses"][0]["min_voltage"], 0.9 * vn) assert np.isclose(res["buses"][1]["max_voltage"], 1.1 * vn) - assert np.isclose(res["lines_params"][0]["max_current"], 1000) + lp_dict = res["lines_params"][0] + assert np.isclose(lp_dict["max_current"], 1000) + assert lp_dict["line_type"] == "UNDERGROUND" + assert lp_dict["conductor_type"] == "AA" + assert lp_dict["insulator_type"] == "PVC" + assert np.isclose(lp_dict["section"], 120) res = en.to_dict(_lf_only=True) assert "geometry" not in res["buses"][0] @@ -75,7 +89,12 @@ def test_to_dict(): assert "geometry" not in res["branches"][1] assert "min_voltage" not in res["buses"][0] assert "max_voltage" not in res["buses"][1] - assert "max_current" not in res["lines_params"][0] + lp_dict = res["lines_params"][0] + assert "max_current" not in lp_dict + assert "line_type" not in lp_dict + assert "conductor_type" not in lp_dict + assert "insulator_type" not in lp_dict + assert "section" not in lp_dict # Same id, different transformer parameters -> fail ground = Ground("ground") diff --git a/roseau/load_flow/models/core.py b/roseau/load_flow/models/core.py index f6762aa2..66d3335c 100644 --- a/roseau/load_flow/models/core.py +++ b/roseau/load_flow/models/core.py @@ -170,7 +170,7 @@ def _res_getter(self, value: _T | None, warning: bool) -> _T: return value @staticmethod - def _parse_geometry(geometry: str | None | Any) -> BaseGeometry | None: + def _parse_geometry(geometry: str | dict[str, Any] | None) -> BaseGeometry | None: if geometry is None: return None elif isinstance(geometry, str): diff --git a/roseau/load_flow/models/lines/lines.py b/roseau/load_flow/models/lines/lines.py index 1bbf3db6..a2de8314 100644 --- a/roseau/load_flow/models/lines/lines.py +++ b/roseau/load_flow/models/lines/lines.py @@ -172,11 +172,12 @@ def __init__( The second bus (aka `"to_bus"`) to connect to the line. parameters: - Parameters defining the electrical model of the line. This is an instance of the - :class:`LineParameters` class and can be used by multiple lines. + Parameters defining the electric model of the line using its impedance and shunt + admittance matrices. This is an instance of the :class:`LineParameters` class and + can be used by multiple lines. length: - The length of the line in km. + The length of the line (in km). phases: The phases of the line. A string like ``"abc"`` or ``"an"`` etc. The order of the @@ -256,6 +257,7 @@ def phases(self) -> str: @property @ureg_wraps("km", (None,)) def length(self) -> Q_[float]: + """The length of the line (in km).""" return self._length @length.setter @@ -274,7 +276,7 @@ def length(self, value: float | Q_[float]) -> None: @property def parameters(self) -> LineParameters: - """The parameters of the line.""" + """The parameters defining the impedance and shunt admittance matrices of line model.""" return self._parameters @parameters.setter @@ -320,18 +322,18 @@ def parameters(self, value: LineParameters) -> None: @property @ureg_wraps("ohm", (None,)) def z_line(self) -> Q_[ComplexArray]: - """Impedance of the line in Ohm""" + """Impedance of the line (in Ohm).""" return self.parameters._z_line * self._length @property @ureg_wraps("S", (None,)) def y_shunt(self) -> Q_[ComplexArray]: - """Shunt admittance of the line in Siemens""" + """Shunt admittance of the line (in Siemens).""" return self.parameters._y_shunt * self._length @property def max_current(self) -> Q_[float] | None: - """The maximum current loading of the line in A.""" + """The maximum current loading of the line (in A).""" # Do not add a setter. The user must know that if they change the max_current, it changes # for all lines that share the parameters. It is better to set it on the parameters. return self.parameters.max_current @@ -353,7 +355,7 @@ def _res_series_currents_getter(self, warning: bool) -> ComplexArray: @property @ureg_wraps("A", (None,)) def res_series_currents(self) -> Q_[ComplexArray]: - """Get the current in the series elements of the line (A).""" + """Get the current in the series elements of the line (in A).""" return self._res_series_currents_getter(warning=True) def _res_series_power_losses_getter(self, warning: bool) -> ComplexArray: @@ -363,7 +365,7 @@ def _res_series_power_losses_getter(self, warning: bool) -> ComplexArray: @property @ureg_wraps("VA", (None,)) def res_series_power_losses(self) -> Q_[ComplexArray]: - """Get the power losses in the series elements of the line (VA).""" + """Get the power losses in the series elements of the line (in VA).""" return self._res_series_power_losses_getter(warning=True) def _res_shunt_values_getter(self, warning: bool) -> tuple[ComplexArray, ComplexArray, ComplexArray, ComplexArray]: @@ -387,7 +389,7 @@ def _res_shunt_currents_getter(self, warning: bool) -> tuple[ComplexArray, Compl @property @ureg_wraps(("A", "A"), (None,)) def res_shunt_currents(self) -> tuple[Q_[ComplexArray], Q_[ComplexArray]]: - """Get the currents in the shunt elements of the line (A).""" + """Get the currents in the shunt elements of the line (in A).""" return self._res_shunt_currents_getter(warning=True) def _res_shunt_power_losses_getter(self, warning: bool) -> ComplexArray: @@ -399,7 +401,7 @@ def _res_shunt_power_losses_getter(self, warning: bool) -> ComplexArray: @property @ureg_wraps("VA", (None,)) def res_shunt_power_losses(self) -> Q_[ComplexArray]: - """Get the power losses in the shunt elements of the line (VA).""" + """Get the power losses in the shunt elements of the line (in VA).""" return self._res_shunt_power_losses_getter(warning=True) def _res_power_losses_getter(self, warning: bool) -> ComplexArray: @@ -410,7 +412,7 @@ def _res_power_losses_getter(self, warning: bool) -> ComplexArray: @property @ureg_wraps("VA", (None,)) def res_power_losses(self) -> Q_[ComplexArray]: - """Get the power losses in the line (VA).""" + """Get the power losses in the line (in VA).""" return self._res_power_losses_getter(warning=True) @property diff --git a/roseau/load_flow/models/lines/parameters.py b/roseau/load_flow/models/lines/parameters.py index 887cb885..ff9b82aa 100644 --- a/roseau/load_flow/models/lines/parameters.py +++ b/roseau/load_flow/models/lines/parameters.py @@ -1,5 +1,6 @@ import logging import re +from importlib import resources from typing import NoReturn import numpy as np @@ -7,6 +8,7 @@ import pandas as pd from typing_extensions import Self, deprecated +from roseau.load_flow._compat import Traversable from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.typing import ComplexArray, ComplexArrayLike2D, Id, JsonDict from roseau.load_flow.units import Q_, ureg_wraps @@ -19,6 +21,7 @@ PI, RHO, TAN_D, + CatalogueMixin, ConductorType, Identifiable, InsulatorType, @@ -28,24 +31,38 @@ logger = logging.getLogger(__name__) +_DEFAULT_CONDUCTOR_TYPE = { + LineType.OVERHEAD: ConductorType.ACSR, + LineType.TWISTED: ConductorType.AL, + LineType.UNDERGROUND: ConductorType.AL, +} -class LineParameters(Identifiable, JsonMixin): +_DEFAULT_INSULATION_TYPE = { + LineType.OVERHEAD: InsulatorType.UNKNOWN, # Not used for overhead lines + LineType.TWISTED: InsulatorType.XLPE, + LineType.UNDERGROUND: InsulatorType.PVC, +} + + +class LineParameters(Identifiable, JsonMixin, CatalogueMixin[pd.DataFrame]): """Parameters that define electrical models of lines.""" - _type_re = "|".join("|".join(x) for x in LineType.CODES.values()) + _type_re = "|".join(x.code() for x in LineType) _material_re = "|".join(x.code() for x in ConductorType) _section_re = r"[1-9][0-9]*" - _REGEXP_LINE_TYPE_NAME: re.Pattern = re.compile( - rf"^({_type_re})_({_material_re})_{_section_re}$", flags=re.IGNORECASE - ) + _REGEXP_LINE_TYPE_NAME = re.compile(rf"^({_type_re})_({_material_re})_{_section_re}$", flags=re.IGNORECASE) - @ureg_wraps(None, (None, None, "ohm/km", "S/km", "A")) + @ureg_wraps(None, (None, None, "ohm/km", "S/km", "A", None, None, None, "mm²")) def __init__( self, id: Id, z_line: ComplexArrayLike2D, y_shunt: ComplexArrayLike2D | None = None, max_current: float | None = None, + line_type: LineType | None = None, + conductor_type: ConductorType | None = None, + insulator_type: InsulatorType | None = None, + section: float | Q_[float] | None = None, ) -> None: """LineParameters constructor. @@ -60,7 +77,27 @@ def __init__( The Y matrix of the line (Siemens/km). This field is optional if the line has no shunt part. max_current: - An optional maximum current loading of the line (A). It is not used in the load flow. + The maximum current loading of the line (A). The maximum current is optional, it is + not used in the load flow but can be used to check for overloading. + See also :meth:`Line.res_violated `. + + line_type: + The type of the line (overhead, underground, twisted). The line type is optional, + it is informative only and is not used in the load flow. This field gets + automatically filled when the line parameters are created from a geometric model or + from the catalogue. + + conductor_type: + The type of the conductor material (Aluminum, Copper, ...). The conductor type is + optional, it is informative only and is not used in the load flow. This field gets + automatically filled when the line parameters are created from a geometric model or + from the catalogue. + + insulator_type: + The type of the cable insulator (PVC, XLPE, ...). The insulator type is optional, + it is informative only and is not used in the load flow. This field gets + automatically filled when the line parameters are created from a geometric model or + from the catalogue. """ super().__init__(id) self._z_line = np.array(z_line, dtype=np.complex128) @@ -71,6 +108,10 @@ def __init__( self._with_shunt = not np.allclose(y_shunt, 0) self._y_shunt = np.array(y_shunt, dtype=np.complex128) self.max_current = max_current + self._line_type = line_type + self._conductor_type = conductor_type + self._insulator_type = insulator_type + self._section: float = section self._check_matrix() def __eq__(self, other: object) -> bool: @@ -110,6 +151,26 @@ def max_current(self) -> Q_[float] | None: """The maximum current loading of the line (A) if it is set.""" return None if self._max_current is None else Q_(self._max_current, "A") + @property + def line_type(self) -> LineType | None: + """The type of the line. Informative only, it has no impact on the load flow.""" + return self._line_type + + @property + def conductor_type(self) -> ConductorType | None: + """The type of the conductor material. Informative only, it has no impact on the load flow.""" + return self._conductor_type + + @property + def insulator_type(self) -> InsulatorType | None: + """The type of the cable insulator. Informative only, it has no impact on the load flow.""" + return self._insulator_type + + @property + def section(self) -> Q_[float] | None: + """The cross section area of the cable (in mm²). Informative only, it has no impact on the load flow.""" + return None if self._section is None else Q_(self._section, "mm**2") + @max_current.setter @ureg_wraps(None, (None, "A")) def max_current(self, value: float | Q_[float] | None) -> None: @@ -299,11 +360,12 @@ def _sym_to_zy( def from_geometry( cls, id: Id, + *, line_type: LineType, - conductor_type: ConductorType, - insulator_type: InsulatorType, + conductor_type: ConductorType | None = None, + insulator_type: InsulatorType | None = None, section: float | Q_[float], - section_neutral: float | Q_[float], + section_neutral: float | Q_[float] | None = None, height: float | Q_[float], external_diameter: float | Q_[float], max_current: float | Q_[float] | None = None, @@ -315,25 +377,29 @@ def from_geometry( The id of the line parameters type. line_type: - Overhead or underground. + Overhead or underground. See also :class:`~roseau.load_flow.LineType`. conductor_type: - Type of the conductor + Type of the conductor. If ``None``, ``ACSR`` is used for overhead lines and ``AL`` + for underground or twisted lines. See also :class:`~roseau.load_flow.ConductorType`. insulator_type: - Type of insulator. + Type of insulator. If ``None``, ``XLPE`` is used for twisted lines and ``PVC`` for + underground lines. See also :class:`~roseau.load_flow.InsulatorType`. section: - Surface of the phases (mm²). + Cross-section surface area of the phases (mm²). section_neutral: - Surface of the neutral (mm²). + Cross-section surface area of the neutral (mm²). If None it will be the same as the + section of the other phases. height: - Height of the line (m). + Height of the line (m). It must be positive for overhead lines and negative for + underground lines. external_diameter: - External diameter of the wire (m). + External diameter of the cable (m). max_current: An optional maximum current loading of the line (A). It is not used in the load flow. @@ -344,7 +410,7 @@ def from_geometry( See Also: :ref:`Line parameters alternative constructor documentation ` """ - z_line, y_shunt = cls._geometry_to_zy( + z_line, y_shunt, line_type, conductor_type, insulator_type, section = cls._from_geometry( id=id, line_type=line_type, conductor_type=conductor_type, @@ -354,30 +420,39 @@ def from_geometry( height=height, external_diameter=external_diameter, ) - return cls(id=id, z_line=z_line, y_shunt=y_shunt, max_current=max_current) + return cls( + id=id, + z_line=z_line, + y_shunt=y_shunt, + max_current=max_current, + line_type=line_type, + conductor_type=conductor_type, + insulator_type=insulator_type, + section=section, + ) @staticmethod - def _geometry_to_zy( + def _from_geometry( id: Id, line_type: LineType, - conductor_type: ConductorType, - insulator_type: InsulatorType, + conductor_type: ConductorType | None, + insulator_type: InsulatorType | None, section: float, - section_neutral: float, + section_neutral: float | None, height: float, external_diameter: float, - ) -> tuple[ComplexArray, ComplexArray]: - """Create impedance and admittance matrix using a geometric model. + ) -> tuple[ComplexArray, ComplexArray, LineType, ConductorType, InsulatorType, float]: + """Create impedance and admittance matrices using a geometric model. Args: id: The id of the line parameters. line_type: - Overhead or underground. + Overhead, twisted overhead, or underground. conductor_type: - Type of the conductor + Type of the conductor material (Aluminum, Copper, ...). insulator_type: Type of insulator. @@ -386,10 +461,12 @@ def _geometry_to_zy( Surface of the phases (mm²). section_neutral: - Surface of the neutral (mm²). + Surface of the neutral (mm²). If None it will be the same as the section of the + other phases. height: - Height of the line (m). + Height of the line (m). Positive for overhead lines and negative for underground + lines. external_diameter: External diameter of the wire (m). @@ -401,53 +478,87 @@ def _geometry_to_zy( # dpn = data["dpn"] # Distance phase to neutral (m) # dsh = data["dsh"] # Diameter of the sheath (mm) + if conductor_type is None: + conductor_type = _DEFAULT_CONDUCTOR_TYPE[line_type] + if insulator_type is None: + insulator_type = _DEFAULT_INSULATION_TYPE[line_type] + if section_neutral is None: + section_neutral = section + line_type = LineType(line_type) + conductor_type = ConductorType(conductor_type) + insulator_type = InsulatorType(insulator_type) + # Geometric configuration if line_type in (LineType.OVERHEAD, LineType.TWISTED): # TODO This configuration is for twisted lines... Create a overhead configuration. - # TODO Add some checks on provided geometric values... + if height <= 0: + msg = f"The height of a '{line_type}' line must be a positive number." + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_MODEL) + x = np.sqrt(3) * external_diameter / 8 coord = np.array( [ - [-np.sqrt(3) / 8 * external_diameter, height + external_diameter / 8], - [np.sqrt(3) / 8 * external_diameter, height + external_diameter / 8], + [-x, height + external_diameter / 8], + [x, height + external_diameter / 8], [0, height - external_diameter / 4], [0, height], ] ) # m coord_prim = np.array( [ - [-np.sqrt(3) / 8 * external_diameter, -height - external_diameter / 8], - [np.sqrt(3) / 8 * external_diameter, -height - external_diameter / 8], + [-x, -height - external_diameter / 8], + [x, -height - external_diameter / 8], [0, -height + external_diameter / 4], [0, -height], ] ) # m epsilon = EPSILON_0.m_as("F/m") elif line_type == LineType.UNDERGROUND: - coord = np.array( - [ - [-np.sqrt(2) / 8 * external_diameter, height - np.sqrt(2) / 8 * external_diameter], - [np.sqrt(2) / 8 * external_diameter, height - np.sqrt(2) / 8 * external_diameter], - [np.sqrt(2) / 8 * external_diameter, height + np.sqrt(2) / 8 * external_diameter], - [-np.sqrt(2) / 8 * external_diameter, height + np.sqrt(2) / 8 * external_diameter], - ] - ) # m - coord_prim = np.array( - [ - [-np.sqrt(2) * 3 / 8 * external_diameter, height - np.sqrt(2) * 3 / 8 * external_diameter], - [np.sqrt(2) * 3 / 8 * external_diameter, height - np.sqrt(2) * 3 / 8 * external_diameter], - [np.sqrt(2) * 3 / 8 * external_diameter, height + np.sqrt(2) * 3 / 8 * external_diameter], - [-np.sqrt(2) * 3 / 8 * external_diameter, height + np.sqrt(2) * 3 / 8 * external_diameter], - ] - ) # m + if height >= 0: + msg = f"The height of a '{line_type}' line must be a negative number." + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_MODEL) + x = np.sqrt(2) * external_diameter / 8 + coord = np.array([[-x, height - x], [x, height - x], [x, height + x], [-x, height + x]]) # m + xp = x * 3 + coord_prim = np.array([[-xp, height - xp], [xp, height - xp], [xp, height + xp], [-xp, height + xp]]) # m epsilon = (EPSILON_0 * EPSILON_R[insulator_type]).m_as("F/m") else: - msg = f"The line type of the line {id!r} is unknown. It should have been filled in the reading." + msg = f"The line type {line_type!r} of the line {id!r} is unknown." logger.error(msg) raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_TYPE) # Distance computation sections = np.array([section, section, section, section_neutral], dtype=np.float64) * 1e-6 # surfaces (m2) radius = np.sqrt(sections / PI) # radius (m) + phase_radius, neutral_radius = radius[0], radius[3] + if line_type == LineType.TWISTED: + max_radii = external_diameter / 4 + if phase_radius + neutral_radius > max_radii: + msg = ( + f"Conductors too big for 'twisted' line parameter of id {id!r}. Inequality " + f"`neutral_radius + phase_radius <= external_diameter / 4` is not satisfied." + ) + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_MODEL) + elif line_type == LineType.UNDERGROUND: + max_radii = external_diameter / 4 * np.sqrt(2) + if phase_radius + neutral_radius > max_radii: + msg = ( + f"Conductors too big for 'underground' line parameter of id {id!r}. Inequality " + f"`neutral_radius + phase_radius <= external_diameter * sqrt(2) / 4` is not satisfied." + ) + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_MODEL) + if phase_radius * 2 > max_radii: + msg = ( + f"Conductors too big for 'underground' line parameter of id {id!r}. Inequality " + f"`phase_radius*2 <= external_diameter * sqrt(2) / 4` is not satisfied." + ) + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_MODEL) + else: + pass # TODO Overhead lines check gmr = radius * np.exp(-0.25) # geometric mean radius (m) # distance between two wires (m) coord_new_dim = coord[:, None, :] @@ -488,7 +599,7 @@ def _geometry_to_zy( y_shunt[mask_diagonal] = np.einsum("ij->i", y) y_shunt[mask_off_diagonal] = -y[mask_off_diagonal] - return z_line, y_shunt + return z_line, y_shunt, line_type, conductor_type, insulator_type, section @classmethod @deprecated( @@ -539,8 +650,8 @@ def from_name_lv( # Check the user input and retrieve enumerated types line_type, conductor_type, section = name.split("_") - line_type = LineType.from_string(line_type) - conductor_type = ConductorType.from_string(conductor_type) + line_type = LineType(line_type) + conductor_type = ConductorType(conductor_type) insulator_type = InsulatorType.PVC section = float(section) @@ -565,13 +676,19 @@ def from_name_lv( ) @classmethod + @deprecated( + "The method LineParameters.from_name_mv() is deprecated and will be removed in a future " + "version. Use LineParameters.from_catalogue() instead.", + category=FutureWarning, + ) @ureg_wraps(None, (None, None, "A")) def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) -> Self: - """Method to get the electrical parameters of a MV line from its canonical name. + """Get the electrical parameters of a MV line from its canonical name according to Coiffier's method. Args: name: - The name of the line the parameters must be computed. E.g. "U_AL_150". + The canonical name of the line parameters. It must be in the format + `lineType_conductorType_crossSection`. E.g. "U_AL_150". max_current: An optional maximum current loading of the line (A). It is not used in the load flow. @@ -587,26 +704,29 @@ def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) - # Check the user input and retrieve enumerated types line_type, conductor_type, section = name.split("_") - line_type = LineType.from_string(string=line_type) - conductor_type = ConductorType.from_string(conductor_type) + line_type = LineType(line_type) + conductor_type = ConductorType(conductor_type) section = Q_(float(section), "mm**2") r = RHO[conductor_type] / section x = CX[line_type] - if type == LineType.OVERHEAD: + if line_type == LineType.OVERHEAD: c_b1 = Q_(50, "µF/km") c_b2 = Q_(0, "µF/(km*mm**2)") - elif type == LineType.TWISTED: - # Twisted line + elif line_type == LineType.TWISTED: c_b1 = Q_(1750, "µF/km") c_b2 = Q_(5, "µF/(km*mm**2)") - else: + elif line_type == LineType.UNDERGROUND: if section <= Q_(50, "mm**2"): c_b1 = Q_(1120, "µF/km") c_b2 = Q_(33, "µF/(km*mm**2)") else: c_b1 = Q_(2240, "µF/km") c_b2 = Q_(15, "µF/(km*mm**2)") + else: + msg = f"The line type {line_type!r} of the line {name!r} is unknown." + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_TYPE) b = (c_b1 + c_b2 * section) * 1e-4 * OMEGA b = b.to("S/km") @@ -614,6 +734,250 @@ def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) - y_shunt = b * 1j * np.eye(3, dtype=np.float64) # in siemens/km return cls(name, z_line=z_line, y_shunt=y_shunt, max_current=max_current) + # + # Catalogue Mixin + # + @classmethod + def catalogue_path(cls) -> Traversable: + return resources.files("roseau.load_flow") / "data" / "lines" + + @classmethod + def catalogue_data(cls) -> pd.DataFrame: + file = cls.catalogue_path() / "Catalogue.csv" + with file.open("rb") as f: + return pd.read_csv(f, parse_dates=False).fillna({"insulator": ""}) + + @classmethod + def _get_catalogue( + cls, + name: str | re.Pattern[str] | None, + model: str | None, + line_type: str | None, + conductor_type: str | None, + insulator_type: str | None, + section: float | None, + raise_if_not_found: bool, + ) -> tuple[pd.DataFrame, str]: + catalogue_data = cls.catalogue_data() + + # Filter on strings/regular expressions + query_msg_list = [] + for value, column_name, display_name, display_name_plural in ( + (name, "name", "name", "names"), + (model, "model", "model", "models"), + ): + if value is None: + continue + + mask = cls._filter_catalogue_str(value, strings=catalogue_data[column_name]) + if raise_if_not_found and mask.sum() == 0: + cls._raise_not_found_in_catalogue( + value=repr(value), + name=display_name, + name_plural=display_name_plural, + strings=catalogue_data[column_name], + query_msg_list=query_msg_list, + ) + catalogue_data = catalogue_data.loc[mask, :] + query_msg_list.append(f"{display_name}={value!r}") + + # Filter on enumerated types + for value, column_name, display_name, enum_class in ( + (line_type, "type", "line_type", LineType), + (conductor_type, "material", "conductor_type", ConductorType), + (insulator_type, "insulator", "insulator_type", InsulatorType), + ): + if value is None: + continue + + enum_series = catalogue_data[column_name].apply(enum_class) + try: + mask = enum_series == enum_class(value) + except RoseauLoadFlowException: + mask = pd.Series(False, index=catalogue_data.index) + if raise_if_not_found and mask.sum() == 0: + cls._raise_not_found_in_catalogue( + value=repr(value), + name=display_name, + name_plural=display_name + "s", + strings=enum_series, + query_msg_list=query_msg_list, + ) + catalogue_data = catalogue_data.loc[mask, :] + query_msg_list.append(f"{display_name}={value!r}") + + # Filter on floats + for value, column_name, display_name, display_name_plural, unit in [ + (section, "section", "cross-section", "cross-sections", "mm²"), + ]: + if value is None: + continue + + mask = np.isclose(catalogue_data[column_name], value) + if raise_if_not_found and mask.sum() == 0: + cls._raise_not_found_in_catalogue( + value=f"{value:.1f} {unit}", + name=display_name, + name_plural=display_name_plural, + strings=catalogue_data[column_name].apply(lambda x: f"{x:.1f} {unit}"), # noqa: B023 + query_msg_list=query_msg_list, + ) + catalogue_data = catalogue_data.loc[mask, :] + query_msg_list.append(f"{display_name}={value!r} {unit}") + + return catalogue_data, ", ".join(query_msg_list) + + @classmethod + @ureg_wraps(None, (None, None, None, None, None, None, "mm²", None)) + def from_catalogue( + cls, + name: str | re.Pattern[str] | None = None, + model: str | None = None, + line_type: str | None = None, + conductor_type: str | None = None, + insulator_type: str | None = None, + section: float | Q_[float] | None = None, + id: Id | None = None, + ) -> Self: + """Create line parameters from a catalogue. + + Args: + name: + The name of the line parameters to get from the catalogue. It can be a regular + expression. + + model: + The model of the line parameters to get. It can be either ``"iec"`` to use IEC + parameters or ``"coiffier"`` to use Coiffier's parameters. + + line_type: + The type of the line parameters to get. It can be ``"overhead"``, ``"twisted"``, or + ``"underground"``. See also :class:`~roseau.load_flow.LineType`. + + conductor_type: + The type of the conductor material (Al, Cu, ...). See also + :class:`~roseau.load_flow.ConductorType`. + + insulator_type: + The type of insulator. See also :class:`~roseau.load_flow.InsulatorType`. + + section: + The cross-section surface area of the phases (mm²). + + id: + A unique ID for the created line parameters object (optional). If ``None`` + (default), the id of the created object will be ``{name}_{model}``. + + Returns: + The created line parameters. + """ + catalogue_data, query_info = cls._get_catalogue( + name=name, + model=model, + line_type=line_type, + conductor_type=conductor_type, + insulator_type=insulator_type, + section=section, + raise_if_not_found=True, + ) + + cls._assert_one_found( + found_data=catalogue_data["name"].tolist(), display_name="line parameters", query_info=query_info + ) + idx = catalogue_data.index[0] + name = str(catalogue_data.at[idx, "name"]) + model = str(catalogue_data.at[idx, "model"]) + r = catalogue_data.at[idx, "r"] + x = catalogue_data.at[idx, "x"] + b = catalogue_data.at[idx, "b"] + line_type = LineType(catalogue_data.at[idx, "type"]) + conductor_type = ConductorType(catalogue_data.at[idx, "material"]) + insulator_type = InsulatorType(catalogue_data.at[idx, "insulator"]) + section = catalogue_data.at[idx, "section"] + max_current = catalogue_data.at[idx, "maximal_current"] + if pd.isna(max_current): + max_current = None + z_line = (r + x * 1j) * np.eye(3, dtype=np.complex128) + y_shunt = (b * 1j) * np.eye(3, dtype=np.complex128) + if id is None: + id = f"{name}_{model}" + return cls( + id=id, + z_line=z_line, + y_shunt=y_shunt, + max_current=max_current, + line_type=line_type, + conductor_type=conductor_type, + insulator_type=insulator_type, + section=section, + ) + + @classmethod + @ureg_wraps(None, (None, None, None, None, None, None, "mm²")) + def get_catalogue( + cls, + name: str | re.Pattern[str] | None = None, + model: str | None = None, + line_type: str | None = None, + conductor_type: str | None = None, + insulator_type: str | None = None, + section: float | Q_[float] | None = None, + ) -> pd.DataFrame: + """Get the catalogue of available lines. + + You can use the parameters below to filter the catalogue. If you do not specify any + parameter, all the catalogue will be returned. + + Args: + name: + The name of the line parameters to get from the catalogue. It can be a regular + expression. + + model: + The model of the line parameters to get. It can be either ``"iec"`` to use IEC + parameters or ``"coiffier"`` to use Coiffier's parameters. + + line_type: + The type of the line parameters to get. It can be ``"overhead"``, ``"twisted"``, or + ``"underground"``. See also :class:`~roseau.load_flow.LineType`. + + conductor_type: + The type of the conductor material (Al, Cu, ...). See also + :class:`~roseau.load_flow.ConductorType`. + + insulator_type: + The type of insulator. See also :class:`~roseau.load_flow.InsulatorType`. + + section: + The cross-section surface area of the phases (mm²). + + Returns: + The catalogue data as a dataframe. + """ + catalogue_data, _ = cls._get_catalogue( + name=name, + model=model, + line_type=line_type, + conductor_type=conductor_type, + insulator_type=insulator_type, + section=section, + raise_if_not_found=False, + ) + return catalogue_data.rename( + columns={ + "name": "Name", + "r": "Resistance (ohm/km)", + "x": "Reactance (ohm/km)", + "b": "Susceptance (µS/km)", + "maximal_current": "Maximal current (A)", + "type": "Line type", + "material": "Conductor material", + "insulator": "Insulator type", + "section": "Cross-section (mm²)", + "model": "Model", + } + ).set_index("Name") + # # Json Mixin interface # @@ -630,7 +994,19 @@ def from_dict(cls, data: JsonDict) -> Self: """ z_line = np.array(data["z_line"][0]) + 1j * np.array(data["z_line"][1]) y_shunt = np.array(data["y_shunt"][0]) + 1j * np.array(data["y_shunt"][1]) if "y_shunt" in data else None - return cls(id=data["id"], z_line=z_line, y_shunt=y_shunt, max_current=data.get("max_current")) + line_type = LineType(data["line_type"]) if "line_type" in data else None + conductor_type = ConductorType(data["conductor_type"]) if "conductor_type" in data else None + insulator_type = InsulatorType(data["insulator_type"]) if "insulator_type" in data else None + return cls( + id=data["id"], + z_line=z_line, + y_shunt=y_shunt, + max_current=data.get("max_current"), + line_type=line_type, + conductor_type=conductor_type, + insulator_type=insulator_type, + section=data.get("section"), + ) def to_dict(self, *, _lf_only: bool = False) -> JsonDict: """Return the line parameters information as a dictionary format.""" @@ -639,6 +1015,14 @@ def to_dict(self, *, _lf_only: bool = False) -> JsonDict: res["y_shunt"] = [self._y_shunt.real.tolist(), self._y_shunt.imag.tolist()] if not _lf_only and self.max_current is not None: res["max_current"] = self.max_current.magnitude + if not _lf_only and self._line_type is not None: + res["line_type"] = self._line_type.name + if not _lf_only and self._conductor_type is not None: + res["conductor_type"] = self._conductor_type.name + if not _lf_only and self._insulator_type is not None: + res["insulator_type"] = self._insulator_type.name + if not _lf_only and self._section is not None: + res["section"] = self._section return res def _results_to_dict(self, warning: bool) -> NoReturn: diff --git a/roseau/load_flow/models/loads/loads.py b/roseau/load_flow/models/loads/loads.py index 4ad0b40c..9178347a 100644 --- a/roseau/load_flow/models/loads/loads.py +++ b/roseau/load_flow/models/loads/loads.py @@ -125,9 +125,7 @@ def _validate_value(self, value: ComplexArrayLike1D) -> ComplexArray: if len(value) != self._size: msg = f"Incorrect number of {self._type}s: {len(value)} instead of {self._size}" logger.error(msg) - raise RoseauLoadFlowException( - msg=msg, code=RoseauLoadFlowExceptionCode.from_string(f"BAD_{self._symbol}_SIZE") - ) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode[f"BAD_{self._symbol}_SIZE"]) # A load cannot have any zero impedance if self._type == "impedance" and np.isclose(value, 0).any(): msg = f"An impedance of the load {self.id!r} is null" diff --git a/roseau/load_flow/models/tests/test_line_parameters.py b/roseau/load_flow/models/tests/test_line_parameters.py index 85b517b7..8e0e5863 100644 --- a/roseau/load_flow/models/tests/test_line_parameters.py +++ b/roseau/load_flow/models/tests/test_line_parameters.py @@ -1,6 +1,9 @@ +import re + import numpy as np import numpy.linalg as nplin import numpy.testing as npt +import pandas as pd import pytest from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode @@ -112,7 +115,7 @@ def test_geometry(): # line_data = {"dpp": 0, "dpn": 0, "dsh": 0.04} # Working example - z_line, y_shunt = LineParameters._geometry_to_zy( + z_line, y_shunt, line_type, conductor_type, insulator_type, section = LineParameters._from_geometry( "test", line_type=LineType.OVERHEAD, conductor_type=ConductorType.AL, @@ -139,7 +142,7 @@ def test_geometry(): ] ) - npt.assert_allclose(z_line, nplin.inv(y_line_expected)) + npt.assert_allclose(z_line, nplin.inv(y_line_expected), rtol=0.04, atol=0.02) y_shunt_expected = np.array( [ [ @@ -170,10 +173,15 @@ def test_geometry(): ) npt.assert_allclose(y_shunt, y_shunt_expected) + assert line_type == LineType.OVERHEAD + assert conductor_type == ConductorType.AL + assert insulator_type == InsulatorType.PEX + assert section == 150 + # line_data = {"dpp": 0, "dpn": 0, "dsh": 0.04} # Working example - z_line, y_shunt = LineParameters._geometry_to_zy( + z_line, y_shunt, line_type, conductor_type, insulator_type, section = LineParameters._from_geometry( "test", line_type=LineType.UNDERGROUND, conductor_type=ConductorType.AL, @@ -198,7 +206,7 @@ def test_geometry(): [-0.03859093131793137, 0.20837873067712717, -0.03859093131792582, -0.6182914857776997], ] ) - npt.assert_allclose(z_line, nplin.inv(y_line_expected)) + npt.assert_allclose(z_line, nplin.inv(y_line_expected), rtol=0.04, atol=0.02) y_shunt_expected = np.array( [ [ @@ -230,6 +238,11 @@ def test_geometry(): npt.assert_allclose(y_shunt, y_shunt_expected) + assert line_type == LineType.UNDERGROUND + assert conductor_type == ConductorType.AL + assert insulator_type == InsulatorType.PVC + assert section == 150 + def test_sym(): # With the bad model of PwF @@ -315,39 +328,154 @@ def test_sym(): def test_from_name_lv(): with pytest.raises(RoseauLoadFlowException) as e, pytest.warns(FutureWarning): - LineParameters.from_name_lv("totoS_Al_150") + LineParameters.from_name_lv("totoU_Al_150") assert "The line type name does not follow the syntax rule." in e.value.msg assert e.value.code == RoseauLoadFlowExceptionCode.BAD_TYPE_NAME_SYNTAX with pytest.warns(FutureWarning): - lp = LineParameters.from_name_lv("S_AL_150") + lp = LineParameters.from_name_lv("U_AL_150") assert lp.z_line.shape == (4, 4) assert lp.y_shunt.shape == (4, 4) assert (lp.z_line.real >= 0).all().all() - with pytest.warns(FutureWarning): - lp2 = LineParameters.from_name_lv("U_AL_150") - npt.assert_allclose(lp2.z_line.m_as("ohm/km"), lp.z_line.m_as("ohm/km")) - npt.assert_allclose(lp2.y_shunt.m_as("S/km"), lp.y_shunt.m_as("S/km"), rtol=1e-4) - def test_from_name_mv(): - with pytest.raises(RoseauLoadFlowException) as e: - LineParameters.from_name_mv("totoS_Al_150") + with pytest.raises(RoseauLoadFlowException) as e, pytest.warns(FutureWarning): + LineParameters.from_name_mv("totoU_Al_150") assert "The line type name does not follow the syntax rule." in e.value.msg assert e.value.code == RoseauLoadFlowExceptionCode.BAD_TYPE_NAME_SYNTAX - lp = LineParameters.from_name_mv("S_AL_150") - z_line_expected = (0.188 + 0.1j) * np.eye(3) + with pytest.warns(FutureWarning): + lp = LineParameters.from_name_mv("U_AL_150") + z_line_expected = (0.1767 + 0.1j) * np.eye(3) y_shunt_expected = 0.00014106j * np.eye(3) - npt.assert_allclose(lp.z_line.m_as("ohm/km"), z_line_expected) - npt.assert_allclose(lp.y_shunt.m_as("S/km"), y_shunt_expected, rtol=1e-4) - - # The same with "underground" - lp = LineParameters.from_name_mv("U_AL_150") - npt.assert_allclose(lp.z_line.m_as("ohm/km"), z_line_expected) - npt.assert_allclose(lp.y_shunt.m_as("S/km"), y_shunt_expected, rtol=1e-4) + npt.assert_allclose(lp.z_line.m_as("ohm/km"), z_line_expected, atol=1e-4) + npt.assert_allclose(lp.y_shunt.m_as("S/km"), y_shunt_expected, atol=1e-4) + + +def test_catalogue_data(): + # The catalogue data path exists + catalogue_path = LineParameters.catalogue_path() + assert catalogue_path.exists() + + catalogue_data = LineParameters.catalogue_data() + + # Check that the name+model is unique + assert (catalogue_data["name"] + catalogue_data["model"]).is_unique, "Regenerate catalogue." + + for row in catalogue_data.itertuples(): + assert re.match(r"^(?:U|O|T)_[A-Z]+_\d+(?:_\w+)?$", row.name) + assert isinstance(row.r, float) + assert isinstance(row.x, float) + assert isinstance(row.b, float) + assert isinstance(row.maximal_current, float) + LineType(row.type) # Check that the type is valid + ConductorType(row.material) # Check that the material is valid + InsulatorType(row.insulator) # Check that the insulator is valid + assert isinstance(row.section, int | float) + assert row.model in ("iec", "coiffier") + + +def test_from_catalogue(): + # Unknown strings + for field_name in ("name", "model"): + # String + with pytest.raises(RoseauLoadFlowException) as e: + LineParameters.from_catalogue(**{field_name: "unknown"}) + assert e.value.msg.startswith(f"No {field_name} matching 'unknown' has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + + # Regexp + with pytest.raises(RoseauLoadFlowException) as e: + LineParameters.from_catalogue(**{field_name: r"unknown[a-z]+"}) + assert e.value.msg.startswith(f"No {field_name} matching 'unknown[a-z]+' has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + + # Unknown enums + for field_name in ("line_type", "conductor_type", "insulator_type"): + # String + with pytest.raises(RoseauLoadFlowException) as e: + LineParameters.from_catalogue(**{field_name: "invalid"}) + assert e.value.msg.startswith(f"No {field_name} matching 'invalid' has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + + # Regexp + with pytest.raises(RoseauLoadFlowException) as e: + LineParameters.from_catalogue(**{field_name: r"invalid[a-z]+"}) + assert e.value.msg.startswith(f"No {field_name} matching 'invalid[a-z]+' has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + + # Unknown floats + for field_name, display_name, display_unit in (("section", "cross-section", "mm²"),): + # Without unit + with pytest.raises(RoseauLoadFlowException) as e: + LineParameters.from_catalogue(**{field_name: 3.1415}) + assert e.value.msg.startswith(f"No {display_name} matching 3.1 {display_unit} has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + + # With unit + with pytest.raises(RoseauLoadFlowException) as e: + LineParameters.from_catalogue(**{field_name: Q_(0.031415, "cm²")}) + assert e.value.msg.startswith(f"No {display_name} matching 3.1 {display_unit} has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + + # Several line parameters + with pytest.raises(RoseauLoadFlowException) as e: + LineParameters.from_catalogue(name="U_AL_150", model="coiffier") + assert e.value.msg == ( + "Several line parameters matching the query (name='U_AL_150', model='coiffier') have been " + "found: 'U_AL_150_PC', 'U_AL_150_PM', 'U_AL_150_PP', 'U_AL_150_PU', 'U_AL_150_S3', " + "'U_AL_150_S6', 'U_AL_150_SC', 'U_AL_150_SE', 'U_AL_150_SO', 'U_AL_150_SR', 'U_AL_150'." + ) + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND + + # Success + lp = LineParameters.from_catalogue(name="U_AL_150", model="iec") + assert lp.id == "U_AL_150_iec" + assert lp.z_line.shape == (3, 3) + assert lp.y_shunt.shape == (3, 3) + assert lp.max_current > 0 + assert lp.line_type == LineType.UNDERGROUND + assert lp.conductor_type == ConductorType.AL + assert lp.insulator_type == InsulatorType.UNKNOWN + assert lp.section.m == 150 + + lp = LineParameters.from_catalogue(name="U_AL_150", model="iec", id="lp1") + assert lp.id == "lp1" + + +def test_get_catalogue(): + # Get the entire catalogue + catalogue = LineParameters.get_catalogue() + assert isinstance(catalogue, pd.DataFrame) + assert catalogue.shape == (3359, 9) + + # Filter on a single attribute + for field_name, value, expected_size in ( + ("name", r"U_AL_150.*", 12), + ("model", "iec", 238), + ("line_type", "OvErHeAd", 322), + ("conductor_type", "Cu", 745), + ("insulator_type", InsulatorType.SE, 240), + ("section", 150, 71), + ("section", Q_(1.5, "cm²"), 71), + ): + filtered_catalogue = LineParameters.get_catalogue(**{field_name: value}) + assert filtered_catalogue.shape == (expected_size, 9) + + # Filter on two attributes + for field_name, value, expected_size in ( + ("name", r"U_AL_150.*", 1), + ("line_type", "OvErHeAd", 82), + ("section", 150, 6), + ): + filtered_catalogue = LineParameters.get_catalogue(**{field_name: value}, model="iec") + assert filtered_catalogue.shape == (expected_size, 9) + + # No results + empty_catalogue = LineParameters.get_catalogue(section=15000) + assert empty_catalogue.shape == (0, 9) def test_max_current(): diff --git a/roseau/load_flow/models/tests/test_transformer_parameters.py b/roseau/load_flow/models/tests/test_transformer_parameters.py index 3b259f6d..8f1bf8ea 100644 --- a/roseau/load_flow/models/tests/test_transformer_parameters.py +++ b/roseau/load_flow/models/tests/test_transformer_parameters.py @@ -1,13 +1,13 @@ import numbers import numpy as np +import pandas as pd import pytest from pint import DimensionalityError from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.models import TransformerParameters from roseau.load_flow.units import Q_ -from roseau.load_flow.utils import console def test_transformer_parameters(): @@ -302,7 +302,7 @@ def test_transformer_type(): else: with pytest.raises(RoseauLoadFlowException) as e: TransformerParameters.extract_windings(t) - assert e.value.args[1] == RoseauLoadFlowExceptionCode.BAD_TRANSFORMER_WINDINGS + assert e.value.code == RoseauLoadFlowExceptionCode.BAD_TRANSFORMER_WINDINGS else: with pytest.raises(RoseauLoadFlowException) as e: TransformerParameters.extract_windings(t) @@ -368,16 +368,14 @@ def test_from_catalogue(): # String with pytest.raises(RoseauLoadFlowException) as e: TransformerParameters.from_catalogue(**{field_name: "unknown"}) - assert e.value.args[0].startswith(f"No {field_name} matching the name 'unknown' has been found. Available ") - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + assert e.value.msg.startswith(f"No {field_name} matching 'unknown' has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND # Regexp with pytest.raises(RoseauLoadFlowException) as e: TransformerParameters.from_catalogue(**{field_name: r"unknown[a-z]+"}) - assert e.value.args[0].startswith( - f"No {field_name} matching the name 'unknown[a-z]+' has been found. " f"Available " - ) - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + assert e.value.msg.startswith(f"No {field_name} matching 'unknown[a-z]+' has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND # Unknown floats for field_name, display_name, display_unit in ( @@ -388,78 +386,76 @@ def test_from_catalogue(): # Without unit with pytest.raises(RoseauLoadFlowException) as e: TransformerParameters.from_catalogue(**{field_name: 3141.5}) - assert e.value.args[0].startswith(f"No {display_name} matching 3.1 {display_unit} has been found. Available ") - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + assert e.value.msg.startswith(f"No {display_name} matching 3.1 {display_unit} has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND # With unit with pytest.raises(RoseauLoadFlowException) as e: TransformerParameters.from_catalogue(**{field_name: Q_(3141.5, display_unit.removeprefix("k"))}) - assert e.value.args[0].startswith(f"No {display_name} matching 3.1 {display_unit} has been found. Available ") - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + assert e.value.msg.startswith(f"No {display_name} matching 3.1 {display_unit} has been found. Available ") + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND # Several transformers with pytest.raises(RoseauLoadFlowException) as e: TransformerParameters.from_catalogue(type="yzn", sn=50e3) - assert ( - e.value.args[0] - == "Several transformers matching the query (\"type='yzn', nominal power=50.0 kVA\") have been found. Please " - "look at the catalogue using the `print_catalogue` class method." + assert e.value.msg == ( + "Several transformers matching the query (type='yzn', nominal power=50.0 kVA) have been " + "found: 'SE_Minera_A0Ak_50kVA', 'SE_Minera_B0Bk_50kVA', 'SE_Minera_C0Bk_50kVA', " + "'SE_Minera_Standard_50kVA'." ) - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND -def test_print_catalogue(): - # Print the entire catalogue - with console.capture() as capture: - TransformerParameters.print_catalogue() - assert len(capture.get().split("\n")) == 136 +def test_get_catalogue(): + # Get the entire catalogue + catalogue = TransformerParameters.get_catalogue() + assert isinstance(catalogue, pd.DataFrame) + assert catalogue.shape == (130, 7) # Filter on a single attribute - for field_name, value, expected_lines in ( - ("id", "SE_Minera_A0Ak_50kVA", 7), - ("manufacturer", "SE", 122), - ("range", r"min.*", 62), - ("efficiency", "c0", 35), - ("type", "dy", 132), - ("sn", Q_(160, "kVA"), 16), - ("uhv", Q_(20, "kV"), 136), - ("ulv", 400, 136), + for field_name, value, expected_size in ( + ("id", "SE_Minera_A0Ak_50kVA", 1), + ("manufacturer", "SE", 116), + ("range", r"min.*", 56), + ("efficiency", "c0", 29), + ("type", "dy", 126), + ("sn", Q_(160, "kVA"), 10), + ("uhv", Q_(20, "kV"), 130), + ("ulv", 400, 130), ): - with console.capture() as capture: - TransformerParameters.print_catalogue(**{field_name: value}) - assert len(capture.get().split("\n")) == expected_lines + filtered_catalogue = TransformerParameters.get_catalogue(**{field_name: value}) + assert filtered_catalogue.shape == (expected_size, 7) # Filter on two attributes - for field_name, value, expected_lines in ( - ("id", "SE_Minera_A0Ak_50kVA", 7), - ("range", "minera", 62), - ("efficiency", "c0", 35), - ("type", r"^d.*11$", 118), - ("sn", Q_(160, "kVA"), 15), - ("uhv", Q_(20, "kV"), 122), - ("ulv", 400, 122), + for field_name, value, expected_size in ( + ("id", "SE_Minera_A0Ak_50kVA", 1), + ("range", "minera", 56), + ("efficiency", "c0", 29), + ("type", r"^d.*11$", 112), + ("sn", Q_(160, "kVA"), 9), + ("uhv", Q_(20, "kV"), 116), + ("ulv", 400, 116), ): - with console.capture() as capture: - TransformerParameters.print_catalogue(**{field_name: value}, manufacturer="se") - assert len(capture.get().split("\n")) == expected_lines + filtered_catalogue = TransformerParameters.get_catalogue(**{field_name: value}, manufacturer="se") + assert filtered_catalogue.shape == (expected_size, 7) # Filter on three attributes - for field_name, value, expected_lines in ( - ("id", "se_VEGETA_C0BK_3150kva", 7), - ("efficiency", r"c0[abc]k", 21), - ("type", "dyn", 36), - ("sn", Q_(160, "kVA"), 8), - ("uhv", Q_(20, "kV"), 36), - ("ulv", 400, 36), + for field_name, value, expected_size in ( + ("id", "se_VEGETA_C0BK_3150kva", 1), + ("efficiency", r"c0[abc]k", 15), + ("type", "dyn", 30), + ("sn", Q_(160, "kVA"), 2), + ("uhv", Q_(20, "kV"), 30), + ("ulv", 400, 30), ): - with console.capture() as capture: - TransformerParameters.print_catalogue(**{field_name: value}, manufacturer="se", range=r"^vegeta$") - assert len(capture.get().split("\n")) == expected_lines + filtered_catalogue = TransformerParameters.get_catalogue( + **{field_name: value}, manufacturer="se", range=r"^vegeta$" + ) + assert filtered_catalogue.shape == (expected_size, 7) # No results - with console.capture() as capture: - TransformerParameters.print_catalogue(ulv=250) - assert len(capture.get().split("\n")) == 2 + empty_catalogue = TransformerParameters.get_catalogue(ulv=250) + assert empty_catalogue.shape == (0, 7) def test_max_power(): diff --git a/roseau/load_flow/models/transformers/parameters.py b/roseau/load_flow/models/transformers/parameters.py index aa596ee5..35f6449c 100644 --- a/roseau/load_flow/models/transformers/parameters.py +++ b/roseau/load_flow/models/transformers/parameters.py @@ -1,21 +1,19 @@ +import json import logging import re -import textwrap from importlib import resources -from itertools import cycle -from pathlib import Path from typing import NoReturn import numpy as np import pandas as pd import regex -from rich.table import Table from typing_extensions import Self +from roseau.load_flow._compat import Traversable from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.typing import Id, JsonDict from roseau.load_flow.units import Q_, ureg_wraps -from roseau.load_flow.utils import CatalogueMixin, Identifiable, JsonMixin, console, palette +from roseau.load_flow.utils import CatalogueMixin, Identifiable, JsonMixin logger = logging.getLogger(__name__) @@ -307,12 +305,77 @@ def results_from_dict(self, data: JsonDict) -> NoReturn: # Catalogue Mixin # @classmethod - def catalogue_path(cls) -> Path: - return Path(resources.files("roseau.load_flow") / "data" / "transformers").expanduser().absolute() + def catalogue_path(cls) -> Traversable: + return resources.files("roseau.load_flow") / "data" / "transformers" @classmethod def catalogue_data(cls) -> pd.DataFrame: - return pd.read_csv(cls.catalogue_path() / "Catalogue.csv") + file = cls.catalogue_path() / "Catalogue.csv" + with file.open("rb") as f: + return pd.read_csv(f, parse_dates=False) + + @classmethod + def _get_catalogue( + cls, + id: str | re.Pattern[str] | None, + manufacturer: str | re.Pattern[str] | None, + range: str | re.Pattern[str] | None, + efficiency: str | re.Pattern[str] | None, + type: str | re.Pattern[str] | None, + sn: float | None, + uhv: float | None, + ulv: float | None, + raise_if_not_found: bool, + ) -> tuple[pd.DataFrame, str]: + # Get the catalogue data + catalogue_data = cls.catalogue_data() + + # Filter on string/regular expressions + query_msg_list = [] + for value, column_name, display_name, display_name_plural in ( + (id, "id", "id", "ids"), + (manufacturer, "manufacturer", "manufacturer", "manufacturers"), + (range, "range", "range", "ranges"), + (efficiency, "efficiency", "efficiency", "efficiencies"), + (type, "type", "type", "types"), + ): + if pd.isna(value): + continue + + mask = cls._filter_catalogue_str(value=value, strings=catalogue_data[column_name]) + if raise_if_not_found and mask.sum() == 0: + cls._raise_not_found_in_catalogue( + value=repr(value), + name=display_name, + name_plural=display_name_plural, + strings=catalogue_data[column_name], + query_msg_list=query_msg_list, + ) + catalogue_data = catalogue_data.loc[mask, :] + query_msg_list.append(f"{display_name}={value!r}") + + # Filter on float + for value, column_name, display_name, display_name_plural, display_unit in ( + (sn, "sn", "nominal power", "nominal powers", "kVA"), + (uhv, "uhv", "primary side voltage", "primary side voltages", "kV"), + (ulv, "ulv", "secondary side voltage", "secondary side voltages", "kV"), + ): + if pd.isna(value): + continue + + mask = np.isclose(catalogue_data[column_name], value) + if raise_if_not_found and mask.sum() == 0: + cls._raise_not_found_in_catalogue( + value=f"{value / 1000:.1f} {display_unit}", + name=display_name, + name_plural=display_name_plural, + strings=catalogue_data[column_name].apply(lambda x: f"{x/1000:.1f} {display_unit}"), # noqa: B023 + query_msg_list=query_msg_list, + ) + catalogue_data = catalogue_data.loc[mask, :] + query_msg_list.append(f"{display_name}={value/1000:.1f} {display_unit}") + + return catalogue_data, ", ".join(query_msg_list) @classmethod @ureg_wraps(None, (None, None, None, None, None, None, "VA", "V", "V")) @@ -323,9 +386,9 @@ def from_catalogue( range: str | re.Pattern[str] | None = None, efficiency: str | re.Pattern[str] | None = None, type: str | re.Pattern[str] | None = None, - sn: float | None = None, - uhv: float | None = None, - ulv: float | None = None, + sn: float | Q_[float] | None = None, + uhv: float | Q_[float] | None = None, + ulv: float | Q_[float] | None = None, ) -> Self: """Build a transformer parameters from one in the catalogue. @@ -359,120 +422,57 @@ def from_catalogue( raised. """ # Get the catalogue data - catalogue_data = cls.catalogue_data() - - # Filter on string/regular expressions - query_msg_list = [] - for value, column_name, display_name, display_name_plural in ( - (id, "id", "id", "ids"), - (manufacturer, "manufacturer", "manufacturer", "manufacturers"), - (range, "range", "range", "ranges"), - (efficiency, "efficiency", "efficiency", "efficiencies"), - (type, "type", "type", "types"), - ): - if pd.isna(value): - continue - - mask = cls._filter_catalogue_str(value=value, catalogue_data=catalogue_data, column_name=column_name) - if mask.sum() == 0: - available_values = catalogue_data[column_name].unique().tolist() - msg_part = textwrap.shorten(", ".join(repr(x) for x in available_values), width=500) - if query_msg_list: - query_msg_part = ", ".join(query_msg_list) - msg = ( - f"No {display_name} matching the name {value!r} has been found for the query {query_msg_part}. " - f"Available {display_name_plural} are {msg_part}." - ) - else: - msg = ( - f"No {display_name} matching the name {value!r} has been found. " - f"Available {display_name_plural} are {msg_part}." - ) - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND) - catalogue_data = catalogue_data.loc[mask, :] - query_msg_list.append(f"{display_name}={value!r}") - - # Filter on float - for value, column_name, display_name, display_name_plural, display_unit in ( - (sn, "sn", "nominal power", "nominal powers", "kVA"), - (uhv, "uhv", "primary side voltage", "primary side voltages", "kV"), - (ulv, "ulv", "secondary side voltage", "secondary side voltages", "kV"), - ): - if pd.isna(value): - continue - - mask = cls._filter_catalogue_float(value=value, catalogue_data=catalogue_data, column_name=column_name) - if mask.sum() == 0: - available_values = catalogue_data[column_name].unique().tolist() - msg_part = textwrap.shorten( - ", ".join(f"{x/1000:.1f} {display_unit}" for x in available_values), width=500 - ) - if query_msg_list: - query_msg_part = ", ".join(query_msg_list) - msg = ( - f"No {display_name} matching {value/1000:.1f} {display_unit} has been found for the query" - f" {query_msg_part}. Available {display_name_plural} are {msg_part}." - ) - else: - msg = ( - f"No {display_name} matching {value/1000:.1f} {display_unit} has been found. " - f"Available {display_name_plural} are {msg_part}." - ) - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND) - catalogue_data = catalogue_data.loc[mask, :] - query_msg_list.append(f"{display_name}={value/1000:.1f} {display_unit}") + catalogue_data, query_info = cls._get_catalogue( + id=id, + manufacturer=manufacturer, + range=range, + efficiency=efficiency, + type=type, + sn=sn, + uhv=uhv, + ulv=ulv, + raise_if_not_found=True, + ) - # Final check - if len(catalogue_data) == 0: # pragma: no cover - # This option should never happen as an error is raised when a filter is empty - query_msg_part = ", ".join(query_msg_list) - msg = ( - f"No transformers matching the query ({query_msg_part!r}) have been found. Please look at the " - f"catalogue using the `print_catalogue` class method." - ) - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND) - elif len(catalogue_data) > 1: - query_msg_part = ", ".join(query_msg_list) - msg = ( - f"Several transformers matching the query ({query_msg_part!r}) have been found. Please look at the " - f"catalogue using the `print_catalogue` class method." - ) - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND) + cls._assert_one_found( + found_data=catalogue_data["id"].tolist(), display_name="transformers", query_info=query_info + ) # A single one has been chosen idx = catalogue_data.index[0] - manufacturer = catalogue_data.at[idx, "manufacturer"] - range = catalogue_data.at[idx, "range"] - efficiency = catalogue_data.at[idx, "efficiency"] + manufacturer = str(catalogue_data.at[idx, "manufacturer"]) + range = str(catalogue_data.at[idx, "range"]) + efficiency = str(catalogue_data.at[idx, "efficiency"]) nominal_power = int(catalogue_data.at[idx, "sn"] / 1000) # Get the data from the Json file path = cls.catalogue_path() / manufacturer / range / efficiency / f"{nominal_power}.json" - if not path.exists(): # pragma: no cover + try: + json_dict = json.loads(path.read_text()) + except FileNotFoundError: msg = f"The file {path} has not been found while it should exist. Please post an issue on GitHub." logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_MISSING) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_MISSING) from None - return cls.from_json(path=path) + return cls.from_dict(json_dict) @classmethod @ureg_wraps(None, (None, None, None, None, None, None, "VA", "V", "V")) - def print_catalogue( + def get_catalogue( cls, id: str | re.Pattern[str] | None = None, manufacturer: str | re.Pattern[str] | None = None, range: str | re.Pattern[str] | None = None, efficiency: str | re.Pattern[str] | None = None, type: str | re.Pattern[str] | None = None, - sn: float | None = None, - uhv: float | None = None, - ulv: float | None = None, - ) -> None: - """Print the catalogue of available transformers. + sn: float | Q_[float] | None = None, + uhv: float | Q_[float] | None = None, + ulv: float | Q_[float] | None = None, + ) -> pd.DataFrame: + """Get the catalogue of available transformers. + + You can use the parameters below to filter the catalogue. If you do not specify any + parameter, all the catalogue will be returned. Args: id: @@ -498,122 +498,45 @@ def print_catalogue( ulv: An optional secondary side voltage to filter the output. - """ - # Get the catalogue data - catalogue_data = cls.catalogue_data() - - # Start creating a table to display the results - table = Table(title="Available Transformer Parameters") - table.add_column("Id", overflow="fold") - table.add_column("Manufacturer", overflow="fold") - table.add_column("Product range", overflow="fold") - table.add_column("Efficiency", overflow="fold") - table.add_column("Type", overflow="fold") - table.add_column("Nominal power (kVA)", justify="right", overflow="fold") - table.add_column("High voltage (kV)", justify="right", overflow="fold") - table.add_column("Low voltage (kV)", justify="right", overflow="fold") - empty_table = True - - # Match on the manufacturer, range, efficiency and type - catalogue_mask = pd.Series(True, index=catalogue_data.index) - query_msg_list = [] - for value, column_name in ( - (id, "id"), - (manufacturer, "manufacturer"), - (range, "range"), - (efficiency, "efficiency"), - (type, "type"), - ): - if pd.isna(value): - continue - catalogue_mask &= cls._filter_catalogue_str( - value=value, catalogue_data=catalogue_data, column_name=column_name - ) - query_msg_list.append(f"{column_name}={value!r}") - - # Mask on nominal power, primary and secondary voltages - for value, column_name, display_unit in ((uhv, "uhv", "kV"), (ulv, "ulv", "kV"), (sn, "sn", "kVA")): - if pd.isna(value): - continue - catalogue_mask &= cls._filter_catalogue_float( - value=value, catalogue_data=catalogue_data, column_name=column_name - ) - query_msg_list.append(f"{column_name}={value/1000:.1f} {display_unit}") - - # Iterate over the transformers - selected_index = catalogue_mask[catalogue_mask].index - cycler = cycle(palette) - for idx in selected_index: - empty_table = False - table.add_row( - catalogue_data.at[idx, "id"], - catalogue_data.at[idx, "manufacturer"], - catalogue_data.at[idx, "range"], - catalogue_data.at[idx, "efficiency"], - catalogue_data.at[idx, "type"], - f"{catalogue_data.at[idx, 'sn']/1000:.1f}", # VA to kVA - f"{catalogue_data.at[idx, 'uhv']/1000:.1f}", # V to kV - f"{catalogue_data.at[idx, 'ulv']/1000:.1f}", # V to kV - style=next(cycler), - ) - - # Handle the case of an empty table - if empty_table: - query_msg_part = ", ".join(query_msg_list) - msg = f"No transformers can be found in the catalogue matching your query: {query_msg_part}." - console.print(msg) - else: - console.print(table) - - @staticmethod - def _filter_catalogue_str( - value: str | re.Pattern[str], catalogue_data: pd.DataFrame, column_name: str - ) -> pd.Series: - """Filter the catalogue using a string/regexp value. - - Args: - value: - The string or regular expression to use as a filter. - - catalogue_data: - The catalogue data to use. - - column_name: - The name of the column to use for the filter. Returns: - The mask of matching results. + The catalogue data as a dataframe. """ - if isinstance(value, re.Pattern): - return catalogue_data[column_name].str.match(value) - else: - try: - pattern = re.compile(pattern=value, flags=re.IGNORECASE) - return catalogue_data[column_name].str.match(pattern) - except re.error: - return catalogue_data[column_name].str.lower() == value.lower() - - @staticmethod - def _filter_catalogue_float(value: float, catalogue_data: pd.DataFrame, column_name: str) -> pd.Series: - """Filter the catalogue using a float/int value. - - Args: - value: - The float or integer to use as a filter. - - catalogue_data: - The catalogue data to use. - - column_name: - The name of the column to use for the filter. - - Returns: - The mask of matching results. - """ - if isinstance(value, int): - return catalogue_data[column_name] == value - else: - return np.isclose(catalogue_data[column_name], value) + catalogue_data, _ = cls._get_catalogue( + id=id, + manufacturer=manufacturer, + range=range, + efficiency=efficiency, + type=type, + sn=sn, + uhv=uhv, + ulv=ulv, + raise_if_not_found=False, + ) + catalogue_data["sn"] /= 1000 # kVA + catalogue_data["uhv"] /= 1000 # kV + catalogue_data["ulv"] /= 1000 # kV + return ( + catalogue_data.drop(columns=["i0", "p0", "psc", "vsc"]) + .rename( + columns={ + "id": "Id", + "manufacturer": "Manufacturer", + "range": "Product range", + "efficiency": "Efficiency", + "type": "Type", + "sn": "Nominal power (kVA)", + "uhv": "High voltage (kV)", + "ulv": "Low voltage (kV)", + # # If we ever want to display these columns + # "i0": "No-load current (%)", + # "p0": "No-load losses (W)", + # "psc": "Load Losses at 75°C (W)", + # "vsc": "Impedance voltage (%)", + } + ) + .set_index("Id") + ) # # Utils diff --git a/roseau/load_flow/network.py b/roseau/load_flow/network.py index f4b2526f..df0b28b2 100644 --- a/roseau/load_flow/network.py +++ b/roseau/load_flow/network.py @@ -4,22 +4,20 @@ import json import logging import re -import textwrap import time import warnings -from collections.abc import Mapping, Sized +from collections.abc import Iterable, Mapping, Sized from importlib import resources -from itertools import chain, cycle -from pathlib import Path +from itertools import chain from typing import TYPE_CHECKING, NoReturn, TypeVar import geopandas as gpd import numpy as np import pandas as pd from pyproj import CRS -from rich.table import Table from typing_extensions import Self +from roseau.load_flow._compat import Traversable from roseau.load_flow._solvers import AbstractSolver from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.io import network_from_dgs, network_from_dict, network_to_dict @@ -37,7 +35,7 @@ VoltageSource, ) from roseau.load_flow.typing import Id, JsonDict, MapOrSeq, Solver, StrPath -from roseau.load_flow.utils import CatalogueMixin, JsonMixin, _optional_deps, console, palette +from roseau.load_flow.utils import CatalogueMixin, JsonMixin, _optional_deps from roseau.load_flow.utils.types import _DTYPES, VoltagePhaseDtype from roseau.load_flow_engine.cy_engine import CyElectricalNetwork @@ -1303,7 +1301,7 @@ def _propagate_potentials(self) -> None: elements.append((e, potentials)) @staticmethod - def _check_ref(elements: list[Element]) -> None: + def _check_ref(elements: Iterable[Element]) -> None: """Check the number of potential references to avoid having a singular jacobian matrix.""" visited_elements: set[Element] = set() for initial_element in elements: @@ -1454,13 +1452,75 @@ def from_dgs(cls, path: StrPath) -> Self: # Catalogue of networks # @classmethod - def catalogue_path(cls) -> Path: - return Path(resources.files("roseau.load_flow") / "data" / "networks").expanduser().absolute() + def catalogue_path(cls) -> Traversable: + return resources.files("roseau.load_flow") / "data" / "networks" @classmethod def catalogue_data(cls) -> JsonDict: return json.loads((cls.catalogue_path() / "Catalogue.json").read_text()) + @classmethod + def _get_catalogue( + cls, name: str | re.Pattern[str] | None, load_point_name: str | re.Pattern[str] | None, raise_if_not_found: bool + ) -> tuple[pd.DataFrame, str]: + # Get the catalogue data + catalogue_data = cls.catalogue_data() + + catalogue_dict = { + "name": [], + "nb_buses": [], + "nb_branches": [], + "nb_loads": [], + "nb_sources": [], + "nb_grounds": [], + "nb_potential_refs": [], + "load_points": [], + } + query_msg_list = [] + + # Match on the name + available_names = list(catalogue_data) + match_names_list = available_names + if name is not None: + match_names_list = cls._filter_catalogue_str(name, strings=available_names) + if isinstance(name, re.Pattern): + name = name.pattern + query_msg_list.append(f"{name=!r}") + if raise_if_not_found: + cls._assert_one_found(found_data=match_names_list, display_name="networks", query_info=f"{name=!r}") + + if load_point_name is not None: + load_point_name_str = load_point_name if isinstance(load_point_name, str) else load_point_name.pattern + query_msg_list.append(f"load_point_name={load_point_name_str!r}") + + for name in match_names_list: + network_data = catalogue_data[name] + + # Match on the load point + available_load_points: list[str] = network_data["load_points"] + match_load_point_names_list = available_load_points + if load_point_name is not None: + match_load_point_names_list = cls._filter_catalogue_str(load_point_name, strings=available_load_points) + if raise_if_not_found: + cls._assert_one_found( + found_data=match_load_point_names_list, + display_name=f"load points for network {name!r}", + query_info=query_msg_list[-1], + ) + elif not match_load_point_names_list: + continue + + catalogue_dict["name"].append(name) + catalogue_dict["nb_buses"].append(network_data["nb_buses"]) + catalogue_dict["nb_branches"].append(network_data["nb_branches"]) + catalogue_dict["nb_loads"].append(network_data["nb_loads"]) + catalogue_dict["nb_sources"].append(network_data["nb_sources"]) + catalogue_dict["nb_grounds"].append(network_data["nb_grounds"]) + catalogue_dict["nb_potential_refs"].append(network_data["nb_potential_refs"]) + catalogue_dict["load_points"].append(match_load_point_names_list) + + return pd.DataFrame(catalogue_dict), ", ".join(query_msg_list) + @classmethod def from_catalogue(cls, name: str | re.Pattern[str], load_point_name: str | re.Pattern[str]) -> Self: """Build a network from one in the catalogue. @@ -1477,188 +1537,62 @@ def from_catalogue(cls, name: str | re.Pattern[str], load_point_name: str | re.P The selected network """ # Get the catalogue data - catalogue_data = cls.catalogue_data() + catalogue_data, _ = cls._get_catalogue( + name=name, + load_point_name=load_point_name, + raise_if_not_found=True, + ) - # Match on the name - if isinstance(name, re.Pattern): - name_pattern = name - name = name.pattern - match_names_list = [k for k in catalogue_data if name_pattern.match(k)] - else: - try: - name_pattern = re.compile(pattern=name, flags=re.IGNORECASE) - match_names_list = [k for k in catalogue_data if name_pattern.match(k)] - except re.error: - name_pattern = name.lower() - match_names_list = [k for k in catalogue_data if k.lower() == name_pattern] - if not match_names_list: - msg = ( - f"No network matching the name {name!r} has been found. " - f"Please look at the catalogue using the `print_catalogue` class method." - ) - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND) - elif len(match_names_list) > 1: - msg_part = textwrap.shorten(", ".join(repr(x) for x in sorted(match_names_list)), width=500) - msg = f"Several networks matching the name {name!r} have been found: {msg_part}." - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND) - name = match_names_list[0] - - # Match on the load point - c_data = catalogue_data[name] - available_load_points = c_data["load_points"] - if isinstance(load_point_name, re.Pattern): - load_point_name_pattern = load_point_name - load_point_name = load_point_name.pattern - match_load_point_names_list = [k for k in available_load_points if load_point_name_pattern.match(k)] - else: - try: - load_point_name_pattern = re.compile(pattern=load_point_name, flags=re.IGNORECASE) - match_load_point_names_list = [k for k in available_load_points if load_point_name_pattern.match(k)] - except re.error: - load_point_name_pattern = load_point_name.lower() - match_load_point_names_list = [k for k in available_load_points if k.lower() == load_point_name_pattern] - if not match_load_point_names_list: - msg_part = textwrap.shorten(", ".join(repr(x) for x in sorted(available_load_points)), width=500) - msg = ( - f"No load point matching the name {load_point_name!r} has been found for the network {name!r}. " - f"Available load points are {msg_part}." - ) - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND) - elif len(match_load_point_names_list) > 1: - msg_part = textwrap.shorten(", ".join(repr(x) for x in sorted(match_load_point_names_list)), width=500) - msg = ( - f"Several load points matching the name {load_point_name!r} have been found for the network " - f"{name!r}: {msg_part}." - ) - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND) - load_point_name = match_load_point_names_list[0] + name = catalogue_data["name"].item() + load_point_name = catalogue_data["load_points"].item()[0] # Get the data from the Json file path = cls.catalogue_path() / f"{name}_{load_point_name}.json" - if not path.exists(): # pragma: no cover + try: + json_dict = json.loads(path.read_text()) + except FileNotFoundError: msg = f"The file {path} has not been found while it should exist. Please post an issue on GitHub." logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_MISSING) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_MISSING) from None - return cls.from_json(path=path) + return cls.from_dict(json_dict) @classmethod - def print_catalogue( - cls, - name: str | re.Pattern[str] | None = None, - load_point_name: str | re.Pattern[str] | None = None, - ) -> None: - """Print the catalogue of available networks. + def get_catalogue( + cls, name: str | re.Pattern[str] | None = None, load_point_name: str | re.Pattern[str] | None = None + ) -> pd.DataFrame: + """Read a network dictionary from the catalogue. Args: name: - The name of the networks to display. It can be a regular expression. For instance, `name="lv"` will - match all the network name starting with "lv" (ignoring case). + The name of the network to get from the catalogue. It can be a regular expression. load_point_name: - Only networks having a load point matching this string or regular expression will be displayed. - """ - # Get the catalogue data - catalogue_data = cls.catalogue_data() - - # Start creating a table to display the results - table = Table(title="Available Networks") - table.add_column("Name", overflow="fold") - table.add_column("Nb buses", justify="right", overflow="fold") - table.add_column("Nb branches", justify="right", overflow="fold") - table.add_column("Nb loads", justify="right", overflow="fold") - table.add_column("Nb sources", justify="right", overflow="fold") - table.add_column("Nb grounds", justify="right", overflow="fold") - table.add_column("Nb potential refs", justify="right", overflow="fold") - table.add_column("Available load points", overflow="fold") - empty_table = True - - # Match on the name - match_names_list = cls._filter_name(name=name, catalogue_data=catalogue_data) - - # Match on load point name - if load_point_name is None: - load_point_name_pattern = None - - def match_load_point_function(x: str) -> bool: - return True - - elif isinstance(load_point_name, re.Pattern): - load_point_name_pattern = load_point_name - load_point_name = load_point_name.pattern - match_load_point_function = load_point_name_pattern.match - else: - try: - load_point_name_pattern = re.compile(pattern=load_point_name, flags=re.IGNORECASE) - match_load_point_function = load_point_name_pattern.match - except re.error: - load_point_name_pattern = name.lower() - - def match_load_point_function(x: str) -> bool: - nonlocal load_point_name_pattern - return x.lower() == load_point_name_pattern - - # Iterate over the networks - cycler = cycle(palette) - for c_name in match_names_list: - c_data = catalogue_data[c_name] - available_load_points = c_data["load_points"] - if any(match_load_point_function(x) for x in available_load_points): - empty_table = False - table.add_row( - c_name, - str(c_data["nb_buses"]), - str(c_data["nb_branches"]), - str(c_data["nb_loads"]), - str(c_data["nb_sources"]), - str(c_data["nb_grounds"]), - str(c_data["nb_potential_refs"]), - ", ".join(repr(x) for x in sorted(c_data["load_points"])), - style=next(cycler), - ) - - # Handle the case of an empty table - if empty_table: - msg = "No networks can be found in the catalogue" - if name is not None and load_point_name is not None: - msg += f" with the name {name!r} and having a load point named {load_point_name!r}" - elif name is not None: - msg += f" with the name {name!r}" - elif load_point_name is not None: - msg += f" having a load point named {load_point_name!r}" - msg += "!" - console.print(msg) - else: - console.print(table) - - @staticmethod - def _filter_name(name: str | re.Pattern[str] | None, catalogue_data: JsonDict) -> list[str]: - """Filter the catalogue using the network name. - - Args: - name: - The optional name to use as a filter. - - catalogue_data: - The catalogue of available networks. It avoids an additional read. + The name of the load point to get. For each network, several load points may be available. It can be + a regular expression. Returns: - The list of network names matching the provided one. + The dictionary containing the network data. """ - if name is None: - match_names_list = list(catalogue_data) - elif isinstance(name, re.Pattern): - match_names_list = [k for k in catalogue_data if name.match(k)] - else: - try: - name_pattern = re.compile(pattern=name, flags=re.IGNORECASE) - match_names_list = [k for k in catalogue_data if name_pattern.match(k)] - except re.error: - name_pattern = name.lower() - match_names_list = [k for k in catalogue_data if k.lower() == name_pattern] - - return match_names_list + + catalogue_data, _ = cls._get_catalogue( + name=name, + load_point_name=load_point_name, + raise_if_not_found=False, + ) + return ( + catalogue_data.reset_index(drop=True) + .rename( + columns={ + "name": "Name", + "nb_buses": "Nb buses", + "nb_branches": "Nb branches", + "nb_loads": "Nb loads", + "nb_sources": "Nb sources", + "nb_grounds": "Nb grounds", + "nb_potential_refs": "Nb potential refs", + "load_points": "Available load points", + } + ) + .set_index("Name") + ) diff --git a/roseau/load_flow/tests/test_electrical_network.py b/roseau/load_flow/tests/test_electrical_network.py index cde07bc2..4ca836ce 100644 --- a/roseau/load_flow/tests/test_electrical_network.py +++ b/roseau/load_flow/tests/test_electrical_network.py @@ -27,7 +27,7 @@ ) from roseau.load_flow.network import ElectricalNetwork from roseau.load_flow.units import Q_ -from roseau.load_flow.utils import BranchTypeDtype, PhaseDtype, VoltagePhaseDtype, console +from roseau.load_flow.utils import BranchTypeDtype, PhaseDtype, VoltagePhaseDtype @pytest.fixture() @@ -202,8 +202,8 @@ def test_connect_and_disconnect(): assert load.bus is None with pytest.raises(RoseauLoadFlowException) as e: load.to_dict() - assert e.value.args[0] == "The load 'power load' is disconnected and cannot be used anymore." - assert e.value.args[1] == RoseauLoadFlowExceptionCode.DISCONNECTED_ELEMENT + assert e.value.msg == "The load 'power load' is disconnected and cannot be used anymore." + assert e.value.code == RoseauLoadFlowExceptionCode.DISCONNECTED_ELEMENT new_load = PowerLoad(id="power load", phases="abcn", bus=load_bus, powers=[100 + 0j, 100 + 0j, 100 + 0j]) assert new_load.network == en @@ -214,8 +214,8 @@ def test_connect_and_disconnect(): assert vs.bus is None with pytest.raises(RoseauLoadFlowException) as e: vs.to_dict() - assert e.value.args[0] == "The voltage source 'vs' is disconnected and cannot be used anymore." - assert e.value.args[1] == RoseauLoadFlowExceptionCode.DISCONNECTED_ELEMENT + assert e.value.msg == "The voltage source 'vs' is disconnected and cannot be used anymore." + assert e.value.code == RoseauLoadFlowExceptionCode.DISCONNECTED_ELEMENT # Bad key with pytest.raises(RoseauLoadFlowException) as e: @@ -261,7 +261,7 @@ def test_recursive_connect_disconnect(): new_load2 = PowerLoad(id="new_load2", bus=new_bus2, phases="abcn", powers=Q_([100, 0, 0], "VA")) new_bus = Bus(id="new_bus", phases="abcn") new_load = PowerLoad(id="new_load", bus=new_bus, phases="abcn", powers=Q_([100, 0, 0], "VA")) - lp = LineParameters("S_AL_240_without_shunt", z_line=Q_(0.1 * np.eye(4), "ohm/km"), y_shunt=None) + lp = LineParameters("U_AL_240_without_shunt", z_line=Q_(0.1 * np.eye(4), "ohm/km"), y_shunt=None) new_line2 = Line( id="new_line2", bus1=new_bus2, @@ -366,7 +366,7 @@ def test_recursive_connect_disconnect_ground(): assert new_load2.id not in en.loads lp = LineParameters( - "S_AL_240_with_shunt", z_line=Q_(0.1 * np.eye(4), "ohm/km"), y_shunt=Q_(0.1 * np.eye(4), "S/km") + "U_AL_240_with_shunt", z_line=Q_(0.1 * np.eye(4), "ohm/km"), y_shunt=Q_(0.1 * np.eye(4), "S/km") ) new_line2 = Line( id="new_line2", @@ -962,8 +962,8 @@ def test_network_elements(small_network: ElectricalNetwork): # Connect the two networks with pytest.raises(RoseauLoadFlowException) as e: Switch("switch2", bus1=bus2, bus2=bus_vs) - assert e.value.args[0] == "The Bus 'bus_vs' is already assigned to another network." - assert e.value.args[1] == RoseauLoadFlowExceptionCode.SEVERAL_NETWORKS + assert e.value.msg == "The Bus 'bus_vs' is already assigned to another network." + assert e.value.code == RoseauLoadFlowExceptionCode.SEVERAL_NETWORKS # Every object have their good network after this failure for element in it.chain( @@ -1003,34 +1003,34 @@ def test_network_results_warning(small_network: ElectricalNetwork, recwarn): # for bus in small_network.buses.values(): with pytest.raises(RoseauLoadFlowException) as e: _ = bus.res_potentials - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN with pytest.raises(RoseauLoadFlowException) as e: _ = bus.res_voltages - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN for branch in small_network.branches.values(): with pytest.raises(RoseauLoadFlowException) as e: _ = branch.res_currents - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN for load in small_network.loads.values(): with pytest.raises(RoseauLoadFlowException) as e: _ = load.res_currents - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN if load.is_flexible and isinstance(load, PowerLoad): with pytest.raises(RoseauLoadFlowException) as e: _ = load.res_flexible_powers - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN for source in small_network.sources.values(): with pytest.raises(RoseauLoadFlowException) as e: _ = source.res_currents - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN for ground in small_network.grounds.values(): with pytest.raises(RoseauLoadFlowException) as e: _ = ground.res_potential - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN for p_ref in small_network.potential_refs.values(): with pytest.raises(RoseauLoadFlowException) as e: _ = p_ref.res_current - assert e.value.args[1] == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN + assert e.value.code == RoseauLoadFlowExceptionCode.LOAD_FLOW_NOT_RUN # Solve a load flow small_network.solve_load_flow() @@ -1739,89 +1739,78 @@ def test_from_catalogue(): # Unknown network name with pytest.raises(RoseauLoadFlowException) as e: ElectricalNetwork.from_catalogue(name="unknown", load_point_name="winter") - assert ( - e.value.args[0] - == "No network matching the name 'unknown' has been found. Please look at the catalogue using the " - "`print_catalogue` class method." + assert e.value.msg == ( + "No networks matching the query (name='unknown') have been found. Please look at the " + "catalogue using the `get_catalogue` class method." ) - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND # Unknown load point name with pytest.raises(RoseauLoadFlowException) as e: ElectricalNetwork.from_catalogue(name="MVFeeder004", load_point_name="unknown") - assert ( - e.value.args[0] - == "No load point matching the name 'unknown' has been found for the network 'MVFeeder004'. Available " - "load points are 'Summer', 'Winter'." + assert e.value.msg == ( + "No load points for network 'MVFeeder004' matching the query (load_point_name='unknown') have " + "been found. Please look at the catalogue using the `get_catalogue` class method." ) - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND # Several network name matched with pytest.raises(RoseauLoadFlowException) as e: ElectricalNetwork.from_catalogue(name="MVFeeder", load_point_name="winter") - assert e.value.args[0] == ( - "Several networks matching the name 'MVFeeder' have been found: 'MVFeeder004', " - "'MVFeeder011', 'MVFeeder015', 'MVFeeder032', 'MVFeeder041', 'MVFeeder063', 'MVFeeder078', 'MVFeeder115', " - "'MVFeeder128', 'MVFeeder151', 'MVFeeder159', 'MVFeeder176', 'MVFeeder210', 'MVFeeder217', 'MVFeeder232'," - " 'MVFeeder251', 'MVFeeder290', 'MVFeeder312', 'MVFeeder320', 'MVFeeder339'." + assert e.value.msg == ( + "Several networks matching the query (name='MVFeeder') have been found: 'MVFeeder004', " + "'MVFeeder011', 'MVFeeder015', 'MVFeeder032', 'MVFeeder041', 'MVFeeder063', 'MVFeeder078', " + "'MVFeeder115', 'MVFeeder128', 'MVFeeder151', 'MVFeeder159', 'MVFeeder176', 'MVFeeder210', " + "'MVFeeder217', 'MVFeeder232', 'MVFeeder251', 'MVFeeder290', 'MVFeeder312', 'MVFeeder320', " + "'MVFeeder339'." ) - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND # Several load point name matched with pytest.raises(RoseauLoadFlowException) as e: ElectricalNetwork.from_catalogue(name="MVFeeder004", load_point_name=r".*") - assert e.value.args[0] == ( - "Several load points matching the name '.*' have been found for the network 'MVFeeder004': 'Summer', 'Winter'." + assert e.value.msg == ( + "Several load points for network 'MVFeeder004' matching the query (load_point_name='.*') have " + "been found: 'Summer', 'Winter'." ) - assert e.value.args[1] == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND + assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND # Both known ElectricalNetwork.from_catalogue(name="MVFeeder004", load_point_name="winter") -def test_print_catalogue(): - # Print the entire catalogue - with console.capture() as capture: - ElectricalNetwork.print_catalogue() - assert len(capture.get().split("\n")) == 46 +def test_get_catalogue(): + # Get the entire catalogue + catalogue = ElectricalNetwork.get_catalogue() + assert catalogue.shape == (40, 7) # Filter on the network name - with console.capture() as capture: - ElectricalNetwork.print_catalogue(name="MV") - assert len(capture.get().split("\n")) == 26 - with console.capture() as capture: - ElectricalNetwork.print_catalogue(name=re.compile(r"^MV")) - assert len(capture.get().split("\n")) == 26 + catalogue = ElectricalNetwork.get_catalogue(name="MV") + assert catalogue.shape == (20, 7) + catalogue = ElectricalNetwork.get_catalogue(name=re.compile(r"^MV")) + assert catalogue.shape == (20, 7) # Filter on the load point name - with console.capture() as capture: - ElectricalNetwork.print_catalogue(load_point_name="winter") - assert len(capture.get().split("\n")) == 46 - with console.capture() as capture: - ElectricalNetwork.print_catalogue(load_point_name=re.compile(r"^Winter")) - assert len(capture.get().split("\n")) == 46 + catalogue = ElectricalNetwork.get_catalogue(load_point_name="winter") + assert catalogue.shape == (40, 7) + catalogue = ElectricalNetwork.get_catalogue(load_point_name=re.compile(r"^Winter")) + assert catalogue.shape == (40, 7) # Filter on both - with console.capture() as capture: - ElectricalNetwork.print_catalogue(name="MV", load_point_name="winter") - assert len(capture.get().split("\n")) == 26 - with console.capture() as capture: - ElectricalNetwork.print_catalogue(name="MV", load_point_name=re.compile(r"^Winter")) - assert len(capture.get().split("\n")) == 26 - with console.capture() as capture: - ElectricalNetwork.print_catalogue(name=re.compile(r"^MV"), load_point_name="winter") - assert len(capture.get().split("\n")) == 26 - with console.capture() as capture: - ElectricalNetwork.print_catalogue(name=re.compile(r"^MV"), load_point_name=re.compile(r"^Winter")) - assert len(capture.get().split("\n")) == 26 + catalogue = ElectricalNetwork.get_catalogue(name="MV", load_point_name="winter") + assert catalogue.shape == (20, 7) + catalogue = ElectricalNetwork.get_catalogue(name="MV", load_point_name=re.compile(r"^Winter")) + assert catalogue.shape == (20, 7) + catalogue = ElectricalNetwork.get_catalogue(name=re.compile(r"^MV"), load_point_name="winter") + assert catalogue.shape == (20, 7) + catalogue = ElectricalNetwork.get_catalogue(name=re.compile(r"^MV"), load_point_name=re.compile(r"^Winter")) + assert catalogue.shape == (20, 7) # Regexp error - with console.capture() as capture: - ElectricalNetwork.print_catalogue(name=r"^MV[0-") - assert len(capture.get().split("\n")) == 2 - with console.capture() as capture: - ElectricalNetwork.print_catalogue(load_point_name=r"^winter[0-]") - assert len(capture.get().split("\n")) == 2 + catalogue = ElectricalNetwork.get_catalogue(name=r"^MV[0-") + assert catalogue.empty + catalogue = ElectricalNetwork.get_catalogue(load_point_name=r"^winter[0-]") + assert catalogue.empty def test_to_graph(small_network: ElectricalNetwork): diff --git a/roseau/load_flow/tests/test_exceptions.py b/roseau/load_flow/tests/test_exceptions.py index 4b54635b..fcc2e3db 100644 --- a/roseau/load_flow/tests/test_exceptions.py +++ b/roseau/load_flow/tests/test_exceptions.py @@ -3,17 +3,13 @@ def test_exceptions(): for x in RoseauLoadFlowExceptionCode: - # String starts with the package name - assert str(x).startswith("roseau.load_flow.") - - # String equality - assert str(x) == x - - # No equality without the prefix - assert str(x).removeprefix("roseau.load_flow.") != x - # Case-insensitive assert str(x).upper() == x + assert str(x).lower() == x + # Case-insensitive constructor (with or without spaces or dashes) + assert RoseauLoadFlowExceptionCode("BaD_bus_ID") == RoseauLoadFlowExceptionCode.BAD_BUS_ID + assert RoseauLoadFlowExceptionCode("bad bus id") == RoseauLoadFlowExceptionCode.BAD_BUS_ID + assert RoseauLoadFlowExceptionCode("BAD-BUS-ID") == RoseauLoadFlowExceptionCode.BAD_BUS_ID r = RoseauLoadFlowException(msg="toto", code=RoseauLoadFlowExceptionCode.BAD_TRANSFORMER_WINDINGS) assert r.msg == "toto" diff --git a/roseau/load_flow/utils/__init__.py b/roseau/load_flow/utils/__init__.py index e774d8d0..38b5dfdf 100644 --- a/roseau/load_flow/utils/__init__.py +++ b/roseau/load_flow/utils/__init__.py @@ -1,7 +1,6 @@ """ This module contains utility classes and functions for Roseau Load Flow. """ -from roseau.load_flow.utils.console import console, palette from roseau.load_flow.utils.constants import CX, DELTA_P, EPSILON_0, EPSILON_R, MU_0, MU_R, OMEGA, PI, RHO, TAN_D, F from roseau.load_flow.utils.mixins import CatalogueMixin, Identifiable, JsonMixin from roseau.load_flow.utils.types import ( @@ -38,7 +37,4 @@ "PhaseDtype", "VoltagePhaseDtype", "BranchTypeDtype", - # Console - "console", - "palette", ] diff --git a/roseau/load_flow/utils/console.py b/roseau/load_flow/utils/console.py deleted file mode 100644 index c16e9c7f..00000000 --- a/roseau/load_flow/utils/console.py +++ /dev/null @@ -1,25 +0,0 @@ -from rich.console import Console - -console = Console() - -palette = [ - "#4c72b0", - "#dd8452", - "#55a868", - "#c44e52", - "#8172b3", - "#937860", - "#da8bc3", - "#8c8c8c", - "#ccb974", - "#64b5cd", -] -"""Color palette for the catalogue tables. - -This is seaborn's default color palette. Generated with: -```python -import seaborn as sns -sns.set_theme() -list(sns.color_palette().as_hex()) -``` -""" diff --git a/roseau/load_flow/utils/constants.py b/roseau/load_flow/utils/constants.py index c1d7b586..fbef377f 100644 --- a/roseau/load_flow/utils/constants.py +++ b/roseau/load_flow/utils/constants.py @@ -4,68 +4,79 @@ from roseau.load_flow.utils.types import ConductorType, InsulatorType, LineType PI = np.pi -"""The famous constant :math:`\\pi`.""" +"""The famous mathematical constant :math:`\\pi = 3.141592\\ldots`.""" MU_0 = Q_(1.25663706212e-6, "H/m") -"""Magnetic permeability of the vacuum (H/m).""" +"""Magnetic permeability of the vacuum :math:`\\mu_0 = 4 \\pi \\times 10^{-7}` (H/m).""" EPSILON_0 = Q_(8.8541878128e-12, "F/m") -"""Permittivity of the vacuum (F/m).""" +"""Vacuum permittivity :math:`\\varepsilon_0 = 8.8541878128 \\times 10^{-12}` (F/m).""" F = Q_(50.0, "Hz") -"""Network frequency :math:`=50` (Hz).""" +"""Network frequency :math:`f = 50` (Hz).""" OMEGA = Q_(2 * PI * F, "rad/s") -"""Pulsation :math:`\\omega = 2 \\pi f` (rad/s).""" - -RHO = { - ConductorType.CU: Q_(1.72e-8, "ohm*m"), - ConductorType.AL: Q_(2.82e-8, "ohm*m"), - ConductorType.AM: Q_(3.26e-8, "ohm*m"), - ConductorType.AA: Q_(4.0587e-8, "ohm*m"), - ConductorType.LA: Q_(3.26e-8, "ohm*m"), -} -"""Resistivity of common conductor materials (ohm.m).""" +"""Angular frequency :math:`\\omega = 2 \\pi f` (rad/s).""" CX = { LineType.OVERHEAD: Q_(0.35, "ohm/km"), LineType.UNDERGROUND: Q_(0.1, "ohm/km"), LineType.TWISTED: Q_(0.1, "ohm/km"), } -"""Reactance parameter for a typical line in France (Ohm/km).""" +"""Coiffier's reactance parameter for a typical line in France (Ohm/km).""" + +RHO = { + ConductorType.CU: Q_(1.72e-8, "ohm*m"), # verified + ConductorType.AL: Q_(2.65e-8, "ohm*m"), # verified + ConductorType.AM: Q_(3.26e-8, "ohm*m"), # verified + ConductorType.AA: Q_(4.0587e-8, "ohm*m"), # verified (approx. AS 3607 ACSR/GZ) + ConductorType.LA: Q_(3.26e-8, "ohm*m"), +} +"""Resistivity of common conductor materials (Ohm.m).""" MU_R = { - ConductorType.CU: Q_(1.2566e-8, "H/m"), - ConductorType.AL: Q_(1.2566e-8, "H/m"), - ConductorType.AM: Q_(1.2566e-8, "H/m"), - ConductorType.AA: Q_(np.nan, "H/m"), # TODO - ConductorType.LA: Q_(np.nan, "H/m"), # TODO + ConductorType.CU: Q_(0.9999935849131266), + ConductorType.AL: Q_(1.0000222328028834), + ConductorType.AM: Q_(0.9999705074463784), + ConductorType.AA: Q_(1.0000222328028834), # ==AL + ConductorType.LA: Q_(0.9999705074463784), # ==AM } -"""Magnetic permeability of common conductor materials (H/m).""" +"""Relative magnetic permeability of common conductor materials.""" DELTA_P = { - ConductorType.CU: Q_(9.3, "mm"), - ConductorType.AL: Q_(112, "mm"), - ConductorType.AM: Q_(12.9, "mm"), - ConductorType.AA: Q_(np.nan, "mm"), # TODO - ConductorType.LA: Q_(np.nan, "mm"), # TODO + ConductorType.CU: Q_(9.33, "mm"), + ConductorType.AL: Q_(11.95, "mm"), + ConductorType.AM: Q_(12.85, "mm"), + ConductorType.AA: Q_(14.34, "mm"), + ConductorType.LA: Q_(12.85, "mm"), } -"""Skin effect of common conductor materials (mm).""" +"""Skin depth of common conductor materials :math:`\\sqrt{\\dfrac{\\rho}{\\pi f \\mu_r \\mu_0}}` (mm).""" +# Skin depth is the depth at which the current density is reduced to 1/e (~37%) of the surface value. +# Generated with: +# --------------- +# def delta_p(rho, mu_r): +# return np.sqrt(rho / (PI * F * mu_r * MU_0)) +# for material in ConductorType: +# print(material, delta_p(RHO[material], MU_R[material]).m_as("mm")) -TAN_D = { +TAN_D = {it: Q_(np.nan) for it in InsulatorType} +"""Loss angles of common insulator materials.""" +TAN_D |= { InsulatorType.PVC: Q_(600e-4), InsulatorType.HDPE: Q_(6e-4), + InsulatorType.MDPE: Q_(6e-4), InsulatorType.LDPE: Q_(6e-4), - InsulatorType.PEX: Q_(30e-4), + InsulatorType.XLPE: Q_(30e-4), InsulatorType.EPR: Q_(125e-4), } -"""Loss angles of common insulator materials.""" -EPSILON_R = { +EPSILON_R = {it: Q_(np.nan) for it in InsulatorType} +"""Relative permittivity of common insulator materials.""" +EPSILON_R |= { InsulatorType.PVC: Q_(6.5), InsulatorType.HDPE: Q_(2.3), + InsulatorType.MDPE: Q_(2.3), InsulatorType.LDPE: Q_(2.2), - InsulatorType.PEX: Q_(2.5), + InsulatorType.XLPE: Q_(2.5), InsulatorType.EPR: Q_(3.1), } -"""Relative permittivity of common insulator materials.""" diff --git a/roseau/load_flow/utils/log.py b/roseau/load_flow/utils/log.py index d4563ac8..624207c2 100644 --- a/roseau/load_flow/utils/log.py +++ b/roseau/load_flow/utils/log.py @@ -1,34 +1,7 @@ from typing import Literal -from rich.console import Console - from roseau.load_flow_engine.cy_engine import cy_set_logging_config -# Rich console -console = Console() - -palette = [ - "#4c72b0", - "#dd8452", - "#55a868", - "#c44e52", - "#8172b3", - "#937860", - "#da8bc3", - "#8c8c8c", - "#ccb974", - "#64b5cd", -] -"""Color palette for the catalogue tables. - -This is seaborn's default color palette. Generated with: -```python -import seaborn as sns -sns.set_theme() -list(sns.color_palette().as_hex()) -``` -""" - def set_logging_config(verbosity: Literal["trace", "debug", "info", "warning", "error", "critical"]) -> None: """Configure the logging level of the solver. diff --git a/roseau/load_flow/utils/mixins.py b/roseau/load_flow/utils/mixins.py index af01846c..013050aa 100644 --- a/roseau/load_flow/utils/mixins.py +++ b/roseau/load_flow/utils/mixins.py @@ -1,12 +1,16 @@ import json import logging import re +import textwrap from abc import ABCMeta, abstractmethod +from collections.abc import Sequence from pathlib import Path -from typing import Generic, TypeVar +from typing import Generic, NoReturn, TypeVar, overload +import pandas as pd from typing_extensions import Self +from roseau.load_flow._compat import Traversable from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.typing import Id, JsonDict, StrPath @@ -150,7 +154,7 @@ class CatalogueMixin(Generic[_T], metaclass=ABCMeta): @classmethod @abstractmethod - def catalogue_path(cls) -> Path: + def catalogue_path(cls) -> Traversable: """Get the path to the catalogue.""" raise NotImplementedError @@ -173,12 +177,101 @@ def from_catalogue(cls, **kwargs) -> Self: """ raise NotImplementedError - @classmethod - @abstractmethod - def print_catalogue(cls, **kwargs) -> None: - """Print the catalogue. + @overload + @staticmethod + def _filter_catalogue_str(value: str | re.Pattern[str], strings: pd.Series) -> "pd.Series[bool]": + ... - Keyword Args: - Arguments that can be used to filter the printed part of the catalogue. + @overload + @staticmethod + def _filter_catalogue_str(value: str | re.Pattern[str], strings: list[str]) -> list[str]: + ... + + @staticmethod + def _filter_catalogue_str( + value: str | re.Pattern[str], strings: list[str] | pd.Series + ) -> "pd.Series[bool] | list[str]": + """Filter the catalogue using a string/regexp value. + + Args: + value: + The string or regular expression to use as a filter. + + strings: + The catalogue data to filter. Either a :class:`pandas.Series` or a list of strings. + + Returns: + The mask of matching results if `strings` is a :class:`pandas.Series`, otherwise + the list of matching results. """ - raise NotImplementedError + vector = pd.Series(strings) + if isinstance(value, re.Pattern): + result = vector.str.match(value) + else: + try: + pattern = re.compile(pattern=value, flags=re.IGNORECASE) + result = vector.str.match(pattern) + except re.error: + # fallback to string comparison + result = vector.str.lower() == value.lower() + if isinstance(strings, pd.Series): + return result + else: + return vector[result].tolist() + + @staticmethod + def _raise_not_found_in_catalogue( + value: object, name: str, name_plural: str, strings: pd.Series, query_msg_list: list[str] + ) -> NoReturn: + """Raise an exception when no element has been found in the catalogue. + + Args: + value: + The value that has been searched in the catalogue. + + name: + The name of the element to display in the error message. + + name_plural: + The plural form of the name of the element to display in the error message. + + strings: + The catalogue data to filter. + + query_msg_list: + The query information to display in the error message. + """ + available_values = textwrap.shorten(", ".join(map(repr, strings.unique().tolist())), width=500) + msg = f"No {name} matching {value} has been found" + if query_msg_list: + msg += f" for the query {', '.join(query_msg_list)}" + msg += f". Available {name_plural} are {available_values}." + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND) + + @staticmethod + def _assert_one_found(found_data: Sequence[object], display_name: str, query_info: str) -> None: + """Assert that only one element has been found in the catalogue. + + Args: + found_data: + The data found in the catalogue. If multiple elements have been found, they are + displayed in the error message. + + display_name: + The name of the element to display in the error message. + + query_info: + The query information to display in the error message. + """ + if len(found_data) == 1: + return + msg_middle = f"{display_name} matching the query ({query_info}) have been found" + if len(found_data) == 0: + msg = f"No {msg_middle}. Please look at the catalogue using the `get_catalogue` class method." + code = RoseauLoadFlowExceptionCode.CATALOGUE_NOT_FOUND + else: + msg = f"Several {msg_middle}: {textwrap.shorten(', '.join(map(repr, found_data)), width=500)}." + code = RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND + logger.error(msg) + raise RoseauLoadFlowException(msg=msg, code=code) diff --git a/roseau/load_flow/utils/tests/test_types.py b/roseau/load_flow/utils/tests/test_types.py index 5e0b7f31..e38591a3 100644 --- a/roseau/load_flow/utils/tests/test_types.py +++ b/roseau/load_flow/utils/tests/test_types.py @@ -10,39 +10,40 @@ @pytest.mark.parametrize(scope="module", argnames="t", argvalues=TYPES, ids=TYPES_IDS) def test_types_basic(t): for x in t: - assert t.from_string(str(x)) == x + assert t(str(x)) == x assert "." not in str(x) def test_line_type(): with pytest.raises(RoseauLoadFlowException) as e: - LineType.from_string("") - assert "cannot be converted into a LineType" in e.value.args[0] - assert e.value.args[1] == RoseauLoadFlowExceptionCode.BAD_LINE_TYPE + LineType("") + assert "cannot be converted into a LineType" in e.value.msg + assert e.value.code == RoseauLoadFlowExceptionCode.BAD_LINE_TYPE with pytest.raises(RoseauLoadFlowException) as e: - LineType.from_string("nan") - assert "cannot be converted into a LineType" in e.value.args[0] - assert e.value.args[1] == RoseauLoadFlowExceptionCode.BAD_LINE_TYPE + LineType("nan") + assert "cannot be converted into a LineType" in e.value.msg + assert e.value.code == RoseauLoadFlowExceptionCode.BAD_LINE_TYPE - assert LineType.from_string("Aérien") == LineType.OVERHEAD - assert LineType.from_string("Aerien") == LineType.OVERHEAD - assert LineType.from_string("galerie") == LineType.OVERHEAD - assert LineType.from_string("Souterrain") == LineType.UNDERGROUND - assert LineType.from_string("torsadé") == LineType.TWISTED - assert LineType.from_string("Torsade") == LineType.TWISTED + assert LineType("oVeRhEaD") == LineType.OVERHEAD + assert LineType("o") == LineType.OVERHEAD + assert LineType("uNdErGrOuNd") == LineType.UNDERGROUND + assert LineType("u") == LineType.UNDERGROUND + assert LineType("tWiStEd") == LineType.TWISTED + assert LineType("T") == LineType.TWISTED def test_insulator_type(): - assert InsulatorType.from_string("") == InsulatorType.UNKNOWN - assert InsulatorType.from_string("nan") == InsulatorType.UNKNOWN + assert InsulatorType("") == InsulatorType.UNKNOWN + assert InsulatorType("nan") == InsulatorType.UNKNOWN + assert InsulatorType("pex") == InsulatorType.XLPE def test_conductor_type(): with pytest.raises(RoseauLoadFlowException) as e: - ConductorType.from_string("") - assert "cannot be converted into a ConductorType" in e.value.args[0] - assert e.value.args[1] == RoseauLoadFlowExceptionCode.BAD_CONDUCTOR_TYPE + ConductorType("") + assert "cannot be converted into a ConductorType" in e.value.msg + assert e.value.code == RoseauLoadFlowExceptionCode.BAD_CONDUCTOR_TYPE with pytest.raises(RoseauLoadFlowException) as e: - ConductorType.from_string("nan") - assert "cannot be converted into a ConductorType" in e.value.args[0] - assert e.value.args[1] == RoseauLoadFlowExceptionCode.BAD_CONDUCTOR_TYPE + ConductorType("nan") + assert "cannot be converted into a ConductorType" in e.value.msg + assert e.value.code == RoseauLoadFlowExceptionCode.BAD_CONDUCTOR_TYPE diff --git a/roseau/load_flow/utils/types.py b/roseau/load_flow/utils/types.py index e792f510..37234931 100644 --- a/roseau/load_flow/utils/types.py +++ b/roseau/load_flow/utils/types.py @@ -1,9 +1,9 @@ import logging -from enum import Enum, auto, unique +from enum import auto import pandas as pd -from typing_extensions import Self +from roseau.load_flow._compat import StrEnum from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode # The local logger @@ -52,198 +52,181 @@ } -@unique -class LineType(Enum): +class LineType(StrEnum): """The type of a line.""" OVERHEAD = auto() - """The line is an overhead line.""" + """An overhead line that can be vertically or horizontally configured -- Fr = Aérien.""" UNDERGROUND = auto() - """The line is an underground line.""" + """An underground or a submarine cable -- Fr = Souterrain/Sous-Marin.""" TWISTED = auto() - """The line is a twisted line.""" + """A twisted line commonly known as Aerial Cable or Aerial Bundled Conductor (ABC) -- Fr = Torsadé.""" - def __str__(self) -> str: - """Print a `LineType` - - Returns: - A printable string of the line type. - """ - return self.name.lower() + # aliases + O = OVERHEAD # noqa: E741 + U = UNDERGROUND + T = TWISTED @classmethod - def from_string(cls, string: str) -> Self: - """Convert a string into a LineType - - Args: - string: - The string to convert - - Returns: - The corresponding LineType. - """ - string = string.lower() - if string in ("overhead", "aérien", "aerien", "galerie", "a", "o"): - return cls.OVERHEAD - elif string in ("underground", "souterrain", "sous-marin", "s", "u"): - return cls.UNDERGROUND - elif string in ("twisted", "torsadé", "torsade", "t"): - return cls.TWISTED - else: - msg = f"The string {string!r} cannot be converted into a LineType." - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_LINE_TYPE) + def _missing_(cls, value: object) -> "LineType | None": + if isinstance(value, str): + try: + return cls[value.upper()] + except KeyError: + pass + msg = f"{value!r} cannot be converted into a LineType." + logger.error(msg) + raise RoseauLoadFlowException(msg, RoseauLoadFlowExceptionCode.BAD_LINE_TYPE) - # - # WordingCodeMixin - # def code(self) -> str: - """The code method is modified to retrieve a code that can be used in line type names. - - Returns: - The code of the enumerated value. - """ - if self == LineType.OVERHEAD: - return "O" - elif self == LineType.UNDERGROUND: - return "U" - elif self == LineType.TWISTED: - return "T" - else: # pragma: no cover - msg = f"There is code missing here. I do not know the LineType {self!r}." - logger.error(msg) - raise NotImplementedError(msg) - - -# Add the list of codes for each line type -LineType.CODES = {LineType.OVERHEAD: {"A", "O"}, LineType.UNDERGROUND: {"U", "S"}, LineType.TWISTED: {"T"}} + """A code that can be used in line type names.""" + return self.name[0] -@unique -class ConductorType(Enum): - """The type of conductor.""" +class ConductorType(StrEnum): + """The type of the material of the conductor.""" - AL = auto() - """The conductor is in Aluminium.""" CU = auto() - """The conductor is in Copper.""" + """Copper -- Fr = Cuivre.""" + AL = auto() + """All Aluminum Conductor (AAC) -- Fr = Aluminium.""" AM = auto() - """The conductor is in Almélec.""" + """All Aluminum Alloy Conductor (AAAC) -- Fr = Almélec.""" AA = auto() - """The conductor is in Alu-Acier.""" + """Aluminum Conductor Steel Reinforced (ACSR) -- Fr = Alu-Acier.""" LA = auto() - """The conductor is in Almélec-Acier.""" - - def __str__(self) -> str: - """Print a `ConductorType` - - Returns: - A printable string of the conductor type. - """ - if self == ConductorType.AL: - return "Al" - elif self == ConductorType.CU: - return "Cu" - elif self == ConductorType.AM: - return "AM" - elif self == ConductorType.AA: - return "AA" - elif self == ConductorType.LA: - return "LA" - else: - s = super().__str__() - msg = f"The ConductorType {s} is not known..." - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_CONDUCTOR_TYPE) + """Aluminum Alloy Conductor Steel Reinforced (AACSR) -- Fr = Almélec-Acier.""" + + # aliases + AAC = AL # 1350-H19 (Standard Round of Compact Round) + """All Aluminum Conductor (AAC) -- Fr = Aluminium.""" + # AAC/TW # 1380-H19 (Trapezoidal Wire) + + AAAC = AM + """All Aluminum Alloy Conductor (AAAC) -- Fr = Almélec.""" + # Aluminum alloy 6201-T81. + # Concentric-lay-stranded + # conforms to ASTM Specification B-399 + # Applications: Overhead + + ACSR = AA + """Aluminum Conductor Steel Reinforced (ACSR) -- Fr = Alu-Acier.""" + # Aluminum alloy 1350-H-19 + # Applications: Bare overhead transmission cable and primary and secondary distribution cable + + AACSR = LA + """Aluminum Alloy Conductor Steel Reinforced (AACSR) -- Fr = Almélec-Acier.""" @classmethod - def from_string(cls, string: str) -> Self: - """Convert a string into a ConductorType - - Args: - string: - The string to convert - - Returns: - The corresponding ConductorType. - """ - string = string.lower() - if string == "al": - return cls.AL - elif string == "cu": - return cls.CU - elif string == "am": - return cls.AM - elif string == "aa": - return cls.AA - elif string == "la": - return cls.LA - else: - msg = f"The string {string!r} cannot be converted into a ConductorType." - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_CONDUCTOR_TYPE) + def _missing_(cls, value: object) -> "ConductorType | None": + if isinstance(value, str): + try: + return cls[value.upper()] + except KeyError: + pass + msg = f"{value!r} cannot be converted into a ConductorType." + logger.error(msg) + raise RoseauLoadFlowException(msg, RoseauLoadFlowExceptionCode.BAD_CONDUCTOR_TYPE) - # - # WordingCodeMixin - # def code(self) -> str: - """The code method is modified to retrieve a code that can be used in line type names. + """A code that can be used in conductor type names.""" + return self.name - Returns: - The code of the enumerated value. - """ - return self.name.upper() - -@unique -class InsulatorType(Enum): +class InsulatorType(StrEnum): """The type of the insulator for a wire.""" UNKNOWN = auto() - """The insulator of the conductor is made with unknown material.""" + """The material of the insulator is unknown.""" + + # General insulators (IEC 60287) HDPE = auto() - """The insulator of the conductor is made with High-Density PolyEthylene.""" + """High-Density PolyEthylene (HDPE) insulation.""" + MDPE = auto() + """Medium-Density PolyEthylene (MDPE) insulation.""" LDPE = auto() - """The insulator of the conductor is made with Low-Density PolyEthylene.""" - PEX = auto() - """The insulator of the conductor is made with Cross-linked polyethylene.""" + """Low-Density PolyEthylene (LDPE) insulation.""" + XLPE = auto() + """Cross-linked polyethylene (XLPE) insulation.""" EPR = auto() - """The insulator of the conductor is made with Ethylene-Propylene Rubber.""" + """Ethylene-Propylene Rubber (EPR) insulation.""" PVC = auto() - """The insulator of the conductor is made with PolyVinyl Chloride.""" - - def __str__(self) -> str: - """Print a `InsulatorType` - - Returns: - A printable string of the insulator type. - """ - return self.name.upper() + """PolyVinyl Chloride (PVC) insulation.""" + IP = auto() + """Impregnated Paper (IP) insulation.""" + + # Coiffier's insulators (French standards) + SR = auto() # IEC equivalent -> EPR + """Synthétique HN-33S22 (Pr ou EP); équivalent à NF C 33-220. Diélectriques massifs extrudés.""" + SO = auto() # IEC equivalent -> XLPE + """SYNTHE. UTE C 33-223 (CABLE 2000). Polyéthylène réticulé.""" + SE = auto() # IEC equivalent -> PVC + """Synthétique HN-33S22 (Pe ou PVC); équivalent à NF C 33-220. Diélectriques massifs extrudés.""" + SC = auto() # IEC equivalent -> XLPE + """Synthétique NF C 33-223 SS Cablette. Polyéthylène réticulé.""" + S3 = auto() # IEC equivalent -> XLPE + """Synthétique HN-33S23 (PR); équivalent à NF C 33-223. Polyéthylène réticulé.""" + S6 = auto() # IEC equivalent -> XLPE + """Synthétique NF C 33-226. Polyethylène réticulé à gradient fixé.""" + PU = auto() # IEC equivalent -> IP + """Unipolar impregnated paper under lead -- Fr = Papier imprégné unipolaire sous plomb.""" + PP = auto() # IEC equivalent -> IP + """Tri-polar tri-lead metalized paper -- Fr = Papier métallisé tripolaire triplomb.""" + PM = auto() # IEC equivalent -> IP + """Tri-polar metallic paper radial field -- Fr = Papier métallisé tripolaire champ radial.""" + PC = auto() # IEC equivalent -> IP + """Tri-polar belt paper -- Fr = Papier ceinture tripolaire.""" + + # Aliases + PEX = XLPE + """Alias -- Cross-linked polyethylene (XLPE) insulation.""" + PE = MDPE + """Alias -- Medium-Density PolyEthylene (MDPE) insulation.""" @classmethod - def from_string(cls, string: str) -> Self: - """Convert a string into a InsulatorType - - Args: - string: - The string to convert - - Returns: - The corresponding InsulatorType. - """ - if string.lower() in ("", "unknown", "nan"): - return cls.UNKNOWN - elif string == "HDPE": - return cls.HDPE - elif string == "LDPE": - return cls.LDPE - elif string == "PEX": - return cls.PEX - elif string == "EPR": - return cls.EPR - elif string == "PVC": - return cls.PVC + def _missing_(cls, value: object) -> "InsulatorType | None": + if isinstance(value, str): + string = value.upper() + if string in {"", "NAN"}: + return cls.UNKNOWN + try: + return cls[string] + except KeyError: + pass + msg = f"{value!r} cannot be converted into a InsulatorType." + logger.error(msg) + raise RoseauLoadFlowException(msg, RoseauLoadFlowExceptionCode.BAD_INSULATOR_TYPE) + + def code(self) -> str: + """A code that can be used in insulator type names.""" + return self.name + + def is_compatible_with(self, model: str) -> bool: + """A model that can be used in insulator type names.""" + if self == InsulatorType.UNKNOWN: + return True + elif self in { + InsulatorType.HDPE, + InsulatorType.MDPE, + InsulatorType.LDPE, + InsulatorType.XLPE, + InsulatorType.EPR, + InsulatorType.PVC, + InsulatorType.IP, + }: + return model == "iec" + elif self in { + InsulatorType.SR, + InsulatorType.SO, + InsulatorType.SE, + InsulatorType.SC, + InsulatorType.S3, + InsulatorType.S6, + InsulatorType.PU, + InsulatorType.PP, + InsulatorType.PM, + InsulatorType.PC, + }: + return model == "coiffier" else: - msg = f"The string {string!r} cannot be converted into a InsulatorType." - logger.error(msg) - raise RoseauLoadFlowException(msg=msg, code=RoseauLoadFlowExceptionCode.BAD_INSULATOR_TYPE) + raise NotImplementedError(f"InsulatorType {self} is not implemented.") From a6695fbbb6bad3bf4f53b3390b43b7d7e5532503 Mon Sep 17 00:00:00 2001 From: Ali Hamdan Date: Mon, 22 Jan 2024 14:13:37 +0100 Subject: [PATCH 2/4] Use concrete file system path instead of importlib.resources traversable --- roseau/load_flow/_compat.py | 2 -- roseau/load_flow/models/lines/parameters.py | 9 ++++----- roseau/load_flow/models/transformers/parameters.py | 9 ++++----- roseau/load_flow/network.py | 6 +++--- roseau/load_flow/utils/mixins.py | 3 +-- 5 files changed, 12 insertions(+), 17 deletions(-) diff --git a/roseau/load_flow/_compat.py b/roseau/load_flow/_compat.py index 02739487..634169f3 100644 --- a/roseau/load_flow/_compat.py +++ b/roseau/load_flow/_compat.py @@ -5,9 +5,7 @@ if sys.version_info >= (3, 11): from enum import StrEnum as StrEnum - from importlib.resources.abc import Traversable as Traversable else: - from importlib.abc import Traversable as Traversable # deprecated in 3.12 class StrEnum(str, Enum): """ diff --git a/roseau/load_flow/models/lines/parameters.py b/roseau/load_flow/models/lines/parameters.py index ff9b82aa..8dcaa696 100644 --- a/roseau/load_flow/models/lines/parameters.py +++ b/roseau/load_flow/models/lines/parameters.py @@ -1,6 +1,7 @@ import logging import re from importlib import resources +from pathlib import Path from typing import NoReturn import numpy as np @@ -8,7 +9,6 @@ import pandas as pd from typing_extensions import Self, deprecated -from roseau.load_flow._compat import Traversable from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.typing import ComplexArray, ComplexArrayLike2D, Id, JsonDict from roseau.load_flow.units import Q_, ureg_wraps @@ -738,14 +738,13 @@ def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) - # Catalogue Mixin # @classmethod - def catalogue_path(cls) -> Traversable: - return resources.files("roseau.load_flow") / "data" / "lines" + def catalogue_path(cls) -> Path: + return Path(resources.files("roseau.load_flow") / "data" / "lines").expanduser().absolute() @classmethod def catalogue_data(cls) -> pd.DataFrame: file = cls.catalogue_path() / "Catalogue.csv" - with file.open("rb") as f: - return pd.read_csv(f, parse_dates=False).fillna({"insulator": ""}) + return pd.read_csv(file, parse_dates=False).fillna({"insulator": ""}) @classmethod def _get_catalogue( diff --git a/roseau/load_flow/models/transformers/parameters.py b/roseau/load_flow/models/transformers/parameters.py index 35f6449c..9ee332e2 100644 --- a/roseau/load_flow/models/transformers/parameters.py +++ b/roseau/load_flow/models/transformers/parameters.py @@ -2,6 +2,7 @@ import logging import re from importlib import resources +from pathlib import Path from typing import NoReturn import numpy as np @@ -9,7 +10,6 @@ import regex from typing_extensions import Self -from roseau.load_flow._compat import Traversable from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.typing import Id, JsonDict from roseau.load_flow.units import Q_, ureg_wraps @@ -305,14 +305,13 @@ def results_from_dict(self, data: JsonDict) -> NoReturn: # Catalogue Mixin # @classmethod - def catalogue_path(cls) -> Traversable: - return resources.files("roseau.load_flow") / "data" / "transformers" + def catalogue_path(cls) -> Path: + return Path(resources.files("roseau.load_flow") / "data" / "transformers").expanduser().absolute() @classmethod def catalogue_data(cls) -> pd.DataFrame: file = cls.catalogue_path() / "Catalogue.csv" - with file.open("rb") as f: - return pd.read_csv(f, parse_dates=False) + return pd.read_csv(file, parse_dates=False) @classmethod def _get_catalogue( diff --git a/roseau/load_flow/network.py b/roseau/load_flow/network.py index df0b28b2..53464916 100644 --- a/roseau/load_flow/network.py +++ b/roseau/load_flow/network.py @@ -9,6 +9,7 @@ from collections.abc import Iterable, Mapping, Sized from importlib import resources from itertools import chain +from pathlib import Path from typing import TYPE_CHECKING, NoReturn, TypeVar import geopandas as gpd @@ -17,7 +18,6 @@ from pyproj import CRS from typing_extensions import Self -from roseau.load_flow._compat import Traversable from roseau.load_flow._solvers import AbstractSolver from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.io import network_from_dgs, network_from_dict, network_to_dict @@ -1452,8 +1452,8 @@ def from_dgs(cls, path: StrPath) -> Self: # Catalogue of networks # @classmethod - def catalogue_path(cls) -> Traversable: - return resources.files("roseau.load_flow") / "data" / "networks" + def catalogue_path(cls) -> Path: + return Path(resources.files("roseau.load_flow") / "data" / "networks").expanduser().absolute() @classmethod def catalogue_data(cls) -> JsonDict: diff --git a/roseau/load_flow/utils/mixins.py b/roseau/load_flow/utils/mixins.py index 013050aa..99afd138 100644 --- a/roseau/load_flow/utils/mixins.py +++ b/roseau/load_flow/utils/mixins.py @@ -10,7 +10,6 @@ import pandas as pd from typing_extensions import Self -from roseau.load_flow._compat import Traversable from roseau.load_flow.exceptions import RoseauLoadFlowException, RoseauLoadFlowExceptionCode from roseau.load_flow.typing import Id, JsonDict, StrPath @@ -154,7 +153,7 @@ class CatalogueMixin(Generic[_T], metaclass=ABCMeta): @classmethod @abstractmethod - def catalogue_path(cls) -> Traversable: + def catalogue_path(cls) -> Path: """Get the path to the catalogue.""" raise NotImplementedError From 603d9cae6f14d0aee281a1f5f4544226210b8308 Mon Sep 17 00:00:00 2001 From: Ali Hamdan Date: Mon, 22 Jan 2024 14:22:53 +0100 Subject: [PATCH 3/4] Add a note in from_name_mv pointing to from_catalogue --- roseau/load_flow/models/lines/parameters.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/roseau/load_flow/models/lines/parameters.py b/roseau/load_flow/models/lines/parameters.py index 8dcaa696..ebf7db1f 100644 --- a/roseau/load_flow/models/lines/parameters.py +++ b/roseau/load_flow/models/lines/parameters.py @@ -695,6 +695,9 @@ def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) - Returns: The corresponding line parameters. + + .. deprecated:: 0.7.0 + Use :meth:`LineParameters.from_catalogue(..., model='coiffier') ` instead. """ match = cls._REGEXP_LINE_TYPE_NAME.fullmatch(string=name) if not match: From 2cfa9878f17c6489c7a9e1857affba5c8d6dd0f4 Mon Sep 17 00:00:00 2001 From: Ali Hamdan Date: Tue, 23 Jan 2024 17:03:03 +0100 Subject: [PATCH 4/4] Remove coiffier and add more IEC lines --- doc/usage/Catalogues.md | 186 +- roseau/load_flow/data/lines/Catalogue.csv | 3716 ++--------------- roseau/load_flow/models/lines/parameters.py | 48 +- .../models/tests/test_line_parameters.py | 66 +- roseau/load_flow/utils/__init__.py | 3 +- roseau/load_flow/utils/constants.py | 45 +- roseau/load_flow/utils/types.py | 54 +- 7 files changed, 505 insertions(+), 3613 deletions(-) diff --git a/doc/usage/Catalogues.md b/doc/usage/Catalogues.md index cd664ed5..65ca4c13 100644 --- a/doc/usage/Catalogues.md +++ b/doc/usage/Catalogues.md @@ -428,7 +428,6 @@ The available lines data are based on the following sources: - IEC standards including: IEC-60228, IEC-60287, IEC-60364 - Technique de l'ingénieur (French technical and scientific documentation) -- A model of cables used in the French public grid based on the work of Alain Coiffier ### Inspecting the catalogue @@ -439,60 +438,30 @@ This catalogue can be retrieved in the form of a dataframe using: >>> LineParameters.get_catalogue() ``` -_Truncated to the first 50 lines_ - -| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | -| :---------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :------- | -| U_CU_75_PC | 0.24 | 0.1 | 4.68097e-05 | 290.782 | UNDERGROUND | Cu | 75 | PC | coiffier | -| U_AL_147_PC | 0.204082 | 0.1 | 5.58575e-05 | 364.1 | UNDERGROUND | Al | 147 | PC | coiffier | -| U_CU_95_PP | 0.189474 | 0.1 | 4.9323e-05 | 336.681 | UNDERGROUND | Cu | 95 | PP | coiffier | -| U_AL_116_PP | 0.258621 | 0.1 | 5.19619e-05 | 314.375 | UNDERGROUND | Al | 116 | PP | coiffier | -| U_CU_75_PU | 0.24 | 0.1 | 0.000105715 | 290.782 | UNDERGROUND | Cu | 75 | PU | coiffier | -| U_CU_150_PU | 0.12 | 0.1 | 0.000141058 | 446.896 | UNDERGROUND | Cu | 150 | PU | coiffier | -| U_CU_150_PC | 0.12 | 0.1 | 5.62345e-05 | 446.896 | UNDERGROUND | Cu | 150 | PC | coiffier | -| U_AL_50_PP | 0.6 | 0.1 | 4.36681e-05 | 186.572 | UNDERGROUND | Al | 50 | PP | coiffier | -| U_AL_147_PP | 0.204082 | 0.1 | 5.58575e-05 | 364.1 | UNDERGROUND | Al | 147 | PP | coiffier | -| U_AL_50_SR | 0.6 | 0.1 | 4.86947e-05 | 186.572 | UNDERGROUND | Al | 50 | SR | coiffier | -| U_CU_95_PM | 0.189474 | 0.1 | 0.000115139 | 336.681 | UNDERGROUND | Cu | 95 | PM | coiffier | -| U_CU_150 | 0.124 | 0.0960503 | 3.41234e-05 | 420 | UNDERGROUND | Cu | 150 | | iec | -| O_AL_55 | 0.5915 | 0.359804 | 3.18697e-06 | 195.25 | OVERHEAD | Al | 55 | | iec | -| O_AA_37 | 1.09695 | 0.35 | 1.5708e-06 | 133.221 | OVERHEAD | AA | 37 | | coiffier | -| U_AL_2440 | 0.0122951 | 0.1 | 0.00122019 | 2078.1 | UNDERGROUND | Al | 2440 | | coiffier | -| U_CU_38 | 0.4966 | 0.118845 | 2.65816e-05 | 198.6 | UNDERGROUND | Cu | 38 | | iec | -| U_CU_35_SE | 0.514286 | 0.1 | 4.63385e-05 | 181.281 | UNDERGROUND | Cu | 35 | SE | coiffier | -| U_CU_150_SE | 0.12 | 0.1 | 6.44026e-05 | 446.896 | UNDERGROUND | Cu | 150 | SE | coiffier | -| O_CU_33 | 0.5646 | 0.375852 | 3.04496e-06 | 183.4 | OVERHEAD | Cu | 33 | | iec | -| O_LA_37 | 1.28057 | 0.35 | 1.5708e-06 | 127.592 | OVERHEAD | LA | 37 | | coiffier | -| O_AM_148 | 0.223649 | 0.35 | 1.5708e-06 | 363.418 | OVERHEAD | AM | 148 | | coiffier | -| T_AL_95 | 0.32 | 0.102817 | 3.14727e-05 | 227 | TWISTED | Al | 95 | | iec | -| O_CU_12 | 1.60333 | 0.407632 | 2.79805e-06 | 90 | OVERHEAD | Cu | 12 | | iec | -| O_AA_80 | 0.507337 | 0.35 | 1.5708e-06 | 183.105 | OVERHEAD | AA | 80 | | coiffier | -| T_AL_50 | 0.641 | 0.113705 | 2.79758e-05 | 146 | TWISTED | Al | 50 | | iec | -| O_CU_29 | 0.6458 | 0.379911 | 3.01102e-06 | 170.2 | OVERHEAD | Cu | 29 | | iec | -| O_CU_22 | 0.868 | 0.38859 | 2.94094e-06 | 144.667 | OVERHEAD | Cu | 22 | | iec | -| O_AM_43 | 0.769767 | 0.35 | 1.5708e-06 | 168.886 | OVERHEAD | AM | 43 | | coiffier | -| O_AM_117 | 0.282906 | 0.35 | 1.5708e-06 | 314.137 | OVERHEAD | AM | 117 | | coiffier | -| O_AM_34 | 0.973529 | 0.35 | 1.5708e-06 | 146.003 | OVERHEAD | AM | 34 | | coiffier | -| O_LA_147 | 0.32232 | 0.35 | 1.5708e-06 | 344.24 | OVERHEAD | LA | 147 | | coiffier | -| O_AA_116 | 0.349888 | 0.35 | 1.5708e-06 | 299.133 | OVERHEAD | AA | 116 | | coiffier | -| O_AA_147 | 0.276102 | 0.35 | 1.5708e-06 | 346.447 | OVERHEAD | AA | 147 | | coiffier | -| O_AA_22 | 1.84486 | 0.35 | 1.5708e-06 | 96.514 | OVERHEAD | AA | 22 | | coiffier | -| O_CU_38 | 0.4966 | 0.37142 | 3.0829e-06 | 198.6 | OVERHEAD | Cu | 38 | | iec | -| T_AL_150 | 0.206 | 0.0960503 | 3.41234e-05 | 304 | TWISTED | Al | 150 | | iec | -| U_AL_70 | 0.443 | 0.107797 | 2.97707e-05 | 214 | UNDERGROUND | Al | 70 | | iec | -| O_AM_22 | 1.50455 | 0.35 | 1.5708e-06 | 111.467 | OVERHEAD | AM | 22 | | coiffier | -| U_CU_16 | 1.15 | 0.136834 | 2.26339e-05 | 126 | UNDERGROUND | Cu | 16 | | iec | -| O_LA_228 | 0.207811 | 0.35 | 1.5708e-06 | 451.902 | OVERHEAD | LA | 228 | | coiffier | -| U_AL_29 | 1.0672 | 0.124182 | 2.52738e-05 | 134.6 | UNDERGROUND | Al | 29 | | iec | -| O_AM_55 | 0.601818 | 0.35 | 1.5708e-06 | 196.729 | OVERHEAD | AM | 55 | | coiffier | -| O_LA_60 | 0.789683 | 0.35 | 1.5708e-06 | 153.193 | OVERHEAD | LA | 60 | | coiffier | -| O_AA_38 | 1.06808 | 0.35 | 1.5708e-06 | 135.442 | OVERHEAD | AA | 38 | | coiffier | -| O_AA_55 | 0.737945 | 0.35 | 1.5708e-06 | 145.148 | OVERHEAD | AA | 55 | | coiffier | -| O_LA_38 | 1.24687 | 0.35 | 1.5708e-06 | 129.719 | OVERHEAD | LA | 38 | | coiffier | -| O_CU_14 | 1.37667 | 0.402789 | 2.83305e-06 | 105 | OVERHEAD | Cu | 14 | | iec | -| O_AA_60 | 0.67645 | 0.35 | 1.5708e-06 | 153.193 | OVERHEAD | AA | 60 | | coiffier | -| O_AM_76 | 0.435526 | 0.35 | 1.5708e-06 | 240.408 | OVERHEAD | AM | 76 | | coiffier | -| O_CU_7 | 2.7675 | 0.424565 | 2.68217e-06 | 59.25 | OVERHEAD | Cu | 7 | | iec | +_Truncated output_ + +| Name | Line type | Conductor material | Insulator type | Cross-section (mm²) | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | +| :------- | :---------- | :----------------- | :------------- | ------------------: | ------------------: | -----------------: | ------------------: | ------------------: | +| T_AM_80 | twisted | am | | 80 | 0.457596 | 0.105575 | 3.0507e-05 | 203 | +| U_CU_19 | underground | cu | | 19 | 1.009 | 0.133054 | 2.33629e-05 | 138 | +| O_AM_33 | overhead | am | | 33 | 1.08577 | 0.375852 | 3.045e-06 | 142 | +| U_CU_150 | underground | cu | | 150 | 0.124 | 0.0960503 | 3.41234e-05 | 420 | +| O_AM_74 | overhead | am | | 74 | 0.491898 | 0.350482 | 3.2757e-06 | 232 | +| T_AM_34 | twisted | am | | 34 | 1.04719 | 0.121009 | 2.60354e-05 | 118 | +| T_AM_50 | twisted | am | | 50 | 0.744842 | 0.113705 | 2.79758e-05 | 146 | +| O_AM_95 | overhead | am | | 95 | 0.37184 | 0.342634 | 3.3543e-06 | 266 | +| U_CU_100 | underground | cu | | 100 | 0.185 | 0.102016 | 3.17647e-05 | 339 | +| T_CU_38 | twisted | cu | | 38 | 0.4966 | 0.118845 | 2.65816e-05 | 165 | +| O_AM_100 | overhead | am | | 100 | 0.356269 | 0.341022 | 3.371e-06 | 276 | +| U_AM_60 | underground | am | | 60 | 0.629804 | 0.11045 | 2.89372e-05 | 194 | +| T_AM_79 | twisted | am | | 79 | 0.463313 | 0.105781 | 3.04371e-05 | 201 | +| T_CU_60 | twisted | cu | | 60 | 0.3275 | 0.11045 | 2.89372e-05 | 219 | +| U_AM_240 | underground | am | | 240 | 0.14525 | 0.0899296 | 3.69374e-05 | 428 | +| O_AL_37 | overhead | al | | 37 | 0.837733 | 0.372257 | 3.0757e-06 | 152 | +| U_AM_93 | underground | am | | 93 | 0.383274 | 0.103152 | 3.13521e-05 | 249 | +| O_AM_28 | overhead | am | | 28 | 1.27866 | 0.381013 | 3.0019e-06 | 130 | +| T_AL_90 | twisted | al | | 90 | 0.3446 | 0.103672 | 3.11668e-05 | 219 | +| O_AM_79 | overhead | am | | 79 | 0.463313 | 0.348428 | 3.2959e-06 | 240 | The following data are available in this table: @@ -503,9 +472,8 @@ The following data are available in this table: - the **conductor material**. See the {class}`~roseau.load_flow.ConductorType` class. - the **insulator type**. See the {class}`~roseau.load_flow.InsulatorType` class. - the **cross-section** of the conductor in mm². -- the **model** of the line parameters. It can be either `"iec"` or `"coiffier"`. -in addition to the following physical parameters: +in addition to the following calculated physical parameters: - the _resistance_ of the line in ohm/km. - the _reactance_ of the line in ohm/km. @@ -513,26 +481,26 @@ in addition to the following physical parameters: - the _maximal current_ of the line in A. The `get_catalogue` method accepts arguments (in bold above) that can be used to filter the returned -table. The following command only returns line parameters made of Aluminum using the IEC model: +table. The following command only returns line parameters made of Aluminum: ```pycon ->>> LineParameters.get_catalogue(conductor_type="al", model="iec") +>>> LineParameters.get_catalogue(conductor_type="al") ``` -_Truncated to the first 10 lines_ - -| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | -| :------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :---- | -| O_AL_55 | 0.5915 | 0.359804 | 3.18697e-06 | 195.25 | OVERHEAD | Al | 55 | | iec | -| T_AL_95 | 0.32 | 0.102817 | 3.14727e-05 | 227 | TWISTED | Al | 95 | | iec | -| T_AL_50 | 0.641 | 0.113705 | 2.79758e-05 | 146 | TWISTED | Al | 50 | | iec | -| T_AL_150 | 0.206 | 0.0960503 | 3.41234e-05 | 304 | TWISTED | Al | 150 | | iec | -| U_AL_70 | 0.443 | 0.107797 | 2.97707e-05 | 214 | UNDERGROUND | Al | 70 | | iec | -| U_AL_29 | 1.0672 | 0.124182 | 2.52738e-05 | 134.6 | UNDERGROUND | Al | 29 | | iec | -| U_AL_150 | 0.206 | 0.0960503 | 3.41234e-05 | 325 | UNDERGROUND | Al | 150 | | iec | -| U_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | UNDERGROUND | Al | 240 | | iec | -| U_AL_50 | 0.641 | 0.113705 | 2.79758e-05 | 175 | UNDERGROUND | Al | 50 | | iec | -| U_AL_95 | 0.32 | 0.102817 | 3.14727e-05 | 252 | UNDERGROUND | Al | 95 | | iec | +_Truncated output_ + +| Name | Line type | Conductor material | Insulator type | Cross-section (mm²) | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | +| :------- | :---------- | :----------------- | :------------- | ------------------: | ------------------: | -----------------: | ------------------: | ------------------: | +| U_AL_117 | underground | al | | 117 | 0.26104 | 0.0996298 | 3.2668e-05 | 286 | +| U_AL_33 | underground | al | | 33 | 0.9344 | 0.121598 | 2.58907e-05 | 144 | +| U_AL_69 | underground | al | | 69 | 0.4529 | 0.108041 | 2.96921e-05 | 212 | +| T_AL_228 | twisted | al | | 228 | 0.133509 | 0.0905569 | 3.66279e-05 | 395 | +| U_AL_150 | underground | al | | 150 | 0.206 | 0.0960503 | 3.41234e-05 | 325 | +| T_AL_69 | twisted | al | | 69 | 0.4529 | 0.108041 | 2.96921e-05 | 185 | +| O_AL_116 | overhead | al | | 116 | 0.26372 | 0.336359 | 3.42e-06 | 310 | +| U_AL_50 | underground | al | | 50 | 0.641 | 0.113705 | 2.79758e-05 | 175 | +| U_AL_93 | underground | al | | 93 | 0.32984 | 0.103152 | 3.13521e-05 | 249 | +| T_AL_59 | twisted | al | | 59 | 0.5519 | 0.110744 | 2.88474e-05 | 164 | or only lines with a cross section of 240 mm² (using a regular expression) @@ -540,32 +508,29 @@ or only lines with a cross section of 240 mm² (using a regular expression) >>> LineParameters.get_catalogue(section=240) ``` -_Truncated to the first 10 lines_ - -| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | -| :---------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :------- | -| U_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | UNDERGROUND | Al | 240 | | iec | -| U_CU_240 | 0.0775 | 0.0899296 | 3.69374e-05 | 549 | UNDERGROUND | Cu | 240 | | iec | -| U_AL_240_S3 | 0.125 | 0.1 | 7.85398e-05 | 493.418 | UNDERGROUND | Al | 240 | S3 | coiffier | -| U_AL_240_SC | 0.125 | 0.1 | 9.80177e-05 | 493.418 | UNDERGROUND | Al | 240 | SC | coiffier | -| U_AL_240_S6 | 0.125 | 0.1 | 7.85398e-05 | 493.418 | UNDERGROUND | Al | 240 | S6 | coiffier | -| U_AL_240_SO | 0.125 | 0.1 | 0.000115611 | 493.418 | UNDERGROUND | Al | 240 | SO | coiffier | -| T_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 409 | TWISTED | Al | 240 | | iec | -| U_CU_240_SO | 0.075 | 0.1 | 0.000115611 | 598.082 | UNDERGROUND | Cu | 240 | SO | coiffier | -| U_CU_240_S6 | 0.075 | 0.1 | 7.85398e-05 | 598.082 | UNDERGROUND | Cu | 240 | S6 | coiffier | -| U_AL_240_PU | 0.125 | 0.1 | 0.000183469 | 493.418 | UNDERGROUND | Al | 240 | PU | coiffier | +| Name | Line type | Conductor material | Insulator type | Cross-section (mm²) | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | +| :------- | :---------- | :----------------- | :------------- | ------------------: | ------------------: | -----------------: | ------------------: | ------------------: | +| O_AL_240 | overhead | al | | 240 | 0.125 | 0.313518 | 3.6823e-06 | 490 | +| O_CU_240 | overhead | cu | | 240 | 0.0775 | 0.313518 | 3.6823e-06 | 630 | +| O_AM_240 | overhead | am | | 240 | 0.14525 | 0.313518 | 3.6823e-06 | 490 | +| U_AL_240 | underground | al | | 240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | +| U_CU_240 | underground | cu | | 240 | 0.0775 | 0.0899296 | 3.69374e-05 | 549 | +| U_AM_240 | underground | am | | 240 | 0.14525 | 0.0899296 | 3.69374e-05 | 428 | +| T_AL_240 | twisted | al | | 240 | 0.125 | 0.0899296 | 3.69374e-05 | 409 | +| T_CU_240 | twisted | cu | | 240 | 0.0775 | 0.0899296 | 3.69374e-05 | 538 | +| T_AM_240 | twisted | am | | 240 | 0.14525 | 0.0899296 | 3.69374e-05 | 409 | or only lines meeting both criteria ```pycon ->>> LineParameters.get_catalogue(conductor_type="al", model="iec", section=240) +>>> LineParameters.get_catalogue(conductor_type="al", section=240) ``` -| Name | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | Line type | Conductor material | Cross-section (mm²) | Insulator type | Model | -| :------- | ------------------: | -----------------: | ------------------: | ------------------: | :---------- | :----------------- | ------------------: | :------------- | :---- | -| U_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | UNDERGROUND | Al | 240 | | iec | -| T_AL_240 | 0.125 | 0.0899296 | 3.69374e-05 | 409 | TWISTED | Al | 240 | | iec | -| O_AL_240 | 0.125 | 0.313518 | 3.68228e-06 | 490 | OVERHEAD | Al | 240 | | iec | +| Name | Line type | Conductor material | Insulator type | Cross-section (mm²) | Resistance (ohm/km) | Reactance (ohm/km) | Susceptance (µS/km) | Maximal current (A) | +| :------- | :---------- | :----------------- | :------------- | ------------------: | ------------------: | -----------------: | ------------------: | ------------------: | +| O_AL_240 | overhead | al | | 240 | 0.125 | 0.313518 | 3.6823e-06 | 490 | +| U_AL_240 | underground | al | | 240 | 0.125 | 0.0899296 | 3.69374e-05 | 428 | +| T_AL_240 | twisted | al | | 240 | 0.125 | 0.0899296 | 3.69374e-05 | 409 | When filtering by the cross-section area, it is expected to provide a numeric value in mm² or to use a pint quantity. @@ -578,35 +543,40 @@ the method `get_catalogue` to narrow down the result to a single line in the cat For instance, these parameters filter the results down to a single line parameters: ```pycon ->>> LineParameters.from_catalogue(line_type="underground", conductor_type="al", model="iec", section=240) +>>> LineParameters.from_catalogue(line_type="underground", conductor_type="al", section=240) LineParameters(id='U_AL_240') ``` -Or you can use the `id` filter directly: +Or you can use the `name` filter directly: ```pycon ->>> LineParameters.from_catalogue(id="U_AL_240", model="iec") +>>> LineParameters.from_catalogue(name="U_AL_240") LineParameters(id='U_AL_240') ``` +As you can see, the `id` of the created instance is the same as the name in the catalogue. You can +override this behaviour by passing the `id` parameter to `from_catalogue`. + In case no or several results match the parameters, an error is raised: ```pycon ->>> LineParameters.from_catalogue(id= r"^U_AL", model="iec") -RoseauLoadFlowException: Several line parameters matching the query (id='^U_AL', model='iec') have been found: -'U_AL_70', 'U_AL_29', 'U_AL_150', 'U_AL_240', 'U_AL_50', 'U_AL_95', 'U_AL_75', 'U_AL_147', 'U_AL_116', -'U_AL_40', 'U_AL_38', 'U_AL_22', 'U_AL_37', 'U_AL_630', 'U_AL_120', 'U_AL_35', 'U_AL_60', 'U_AL_34', -'U_AL_25', 'U_AL_16', 'U_AL_600', 'U_AL_239', 'U_AL_149', 'U_AL_80', 'U_AL_500'. [catalogue_several_found] +>>> LineParameters.from_catalogue(name= r"^U_AL") +RoseauLoadFlowException: Several line parameters matching the query (name='^U_AL_') have been found: +'U_AL_19', 'U_AL_20', 'U_AL_22', 'U_AL_25', 'U_AL_28', 'U_AL_29', 'U_AL_33', 'U_AL_34', 'U_AL_37', +'U_AL_38', 'U_AL_40', 'U_AL_43', 'U_AL_48', 'U_AL_50', 'U_AL_54', 'U_AL_55', 'U_AL_59', 'U_AL_60', +'U_AL_69', 'U_AL_70', 'U_AL_74', 'U_AL_75', 'U_AL_79', 'U_AL_80', 'U_AL_90', 'U_AL_93', 'U_AL_95', +'U_AL_100', 'U_AL_116', 'U_AL_117', 'U_AL_120', 'U_AL_147', 'U_AL_148', 'U_AL_150', 'U_AL_228', +'U_AL_240', 'U_AL_288'. [catalogue_several_found] ``` or if no results: ```pycon ->>> LineParameters.from_catalogue(id="unknown") -RoseauLoadFlowException: No id matching 'unknown' has been found. Available ids are 'U_CU_75_PC', -'U_AL_147_PC', 'U_CU_95_PP', 'U_AL_116_PP', 'U_CU_75_PU', 'U_CU_150_PU', 'U_CU_150_PC', 'U_AL_50_PP', -'U_AL_147_PP', 'U_AL_50_SR', 'U_CU_95_PM', 'U_CU_150', 'O_AL_55', 'O_AA_37', 'U_AL_2440', 'U_CU_38', -'U_CU_35_SE', 'U_CU_150_SE', 'O_CU_33', 'O_LA_37', 'O_AM_148', 'T_AL_95', 'O_CU_12', 'O_AA_80', -'T_AL_50', 'O_CU_29', 'O_CU_22', 'O_AM_43', 'O_AM_117', 'O_AM_34', 'O_LA_147', 'O_AA_116', 'O_AA_147', -'O_AA_22', 'O_CU_38', 'T_AL_150', 'U_AL_70', 'O_AM_22', 'U_CU_16', 'O_LA_228', [...]. [catalogue_not_found] +>>> LineParameters.from_catalogue(name="unknown") +RoseauLoadFlowException: No name matching 'unknown' has been found. Available names are 'O_AL_12', +'O_AL_13', 'O_AL_14', 'O_AL_19', 'O_AL_20', 'O_AL_22', 'O_AL_25', 'O_AL_28', 'O_AL_29', 'O_AL_33', +'O_AL_34', 'O_AL_37', 'O_AL_38', 'O_AL_40', 'O_AL_43', 'O_AL_48', 'O_AL_50', 'O_AL_54', 'O_AL_55', +'O_AL_59', 'O_AL_60', 'O_AL_69', 'O_AL_70', 'O_AL_74', 'O_AL_75', 'O_AL_79', 'O_AL_80', 'O_AL_90', +'O_AL_93', 'O_AL_95', 'O_AL_100', 'O_AL_116', 'O_AL_117', 'O_AL_120', 'O_AL_147', 'O_AL_148', 'O_AL_150', +'O_AL_228', 'O_AL_240', 'O_AL_288', 'O_CU_3', 'O_CU_7', 'O_CU_12', 'O_CU_13', [...]. [catalogue_not_found] ``` diff --git a/roseau/load_flow/data/lines/Catalogue.csv b/roseau/load_flow/data/lines/Catalogue.csv index 4dab71d8..76647d43 100644 --- a/roseau/load_flow/data/lines/Catalogue.csv +++ b/roseau/load_flow/data/lines/Catalogue.csv @@ -1,3360 +1,356 @@ -name,type,material,insulator,section,r,x,b,maximal_current,model -O_AL_12,overhead,al,,12,2.69,0.4076321334737694,2.7980481818132223e-06,70.0,iec -O_AL_13,overhead,al,,13,2.495,0.4051175176483943,2.8161166040159044e-06,76.0,iec -O_AL_14,overhead,al,,14,2.3,0.4027893470382212,2.833054643889003e-06,82.0,iec -O_AL_19,overhead,al,,19,1.6733333333333333,0.3931954995652874,2.9050567407083395e-06,103.0,iec -O_AL_20,overhead,al,,20,1.5944444444444443,0.3915840731961466,2.9175110705055386e-06,106.0,iec -O_AL_22,overhead,al,,22,1.4366666666666665,0.38858981558766076,2.9409388122059127e-06,113.0,iec -O_AL_25,overhead,al,,25,1.2,0.3845738117772839,2.9729580992283036e-06,122.0,iec -O_AL_28,overhead,al,,28,1.1004,0.3810134861233309,3.0019330211137513e-06,130.0,iec -O_AL_29,overhead,al,,29,1.0672,0.37991105979749223,3.011019736802039e-06,132.0,iec -O_AL_33,overhead,al,,33,0.9344,0.3758517535315304,3.044957990397582e-06,142.0,iec -O_AL_34,overhead,al,,34,0.9012,0.37491389503383055,3.0529081367452834e-06,144.0,iec -O_AL_37,overhead,al,,37,0.8377333333333333,0.37225744634202756,3.0756536298990673e-06,152.0,iec -O_AL_38,overhead,al,,38,0.8226,0.37141963865039707,3.0828977167433124e-06,155.0,iec -O_AL_40,overhead,al,,40,0.7923333333333333,0.3698082122812564,3.0969272541076222e-06,160.0,iec -O_AL_43,overhead,al,,43,0.7469333333333333,0.3675361916888065,3.116926452370947e-06,167.0,iec -O_AL_48,overhead,al,,48,0.6712666666666667,0.36408041164398885,3.147845694939479e-06,180.0,iec -O_AL_50,overhead,al,,50,0.641,0.3627979508623935,3.1594766517364516e-06,185.0,iec -O_AL_54,overhead,al,,54,0.6014,0.36038014844661853,3.181639711623001e-06,193.0,iec -O_AL_55,overhead,al,,55,0.5915,0.3598036932539076,3.186969835112824e-06,195.0,iec -O_AL_59,overhead,al,,59,0.5519000000000001,0.35759816141972106,3.20752896042296e-06,203.0,iec -O_AL_60,overhead,al,,60,0.542,0.357070150225126,3.2124902925881594e-06,206.0,iec -O_AL_69,overhead,al,,69,0.45289999999999997,0.3526793993085635,3.2543491660366725e-06,224.0,iec -O_AL_70,overhead,al,,70,0.443,0.3522273637895779,3.2587206269746947e-06,226.0,iec -O_AL_74,overhead,al,,74,0.42332000000000003,0.3504815854271372,3.2757142118433723e-06,232.0,iec -O_AL_75,overhead,al,,75,0.4184,0.3500598888062633,3.2798456599033603e-06,234.0,iec -O_AL_79,overhead,al,,79,0.39872,0.348427525464303,3.295936988550553e-06,240.0,iec -O_AL_80,overhead,al,,80,0.3938,0.34803235136636607,3.2998562583152355e-06,242.0,iec -O_AL_90,overhead,al,,90,0.3446,0.34433208816899574,3.337012193453139e-06,258.0,iec -O_AL_93,overhead,al,,93,0.32984,0.34330196550350284,3.3475054621703136e-06,263.0,iec -O_AL_95,overhead,al,,95,0.32,0.342633516316644,3.3543499479664983e-06,266.0,iec -O_AL_100,overhead,al,,100,0.3066,0.34102208994750327,3.370965543522683e-06,276.0,iec -O_AL_116,overhead,al,,116,0.26372,0.3363593379677118,3.419984439128561e-06,310.0,iec -O_AL_117,overhead,al,,117,0.26104,0.3360896717063532,3.422863050464158e-06,312.0,iec -O_AL_120,overhead,al,,120,0.253,0.33529428931023575,3.431381828624812e-06,318.0,iec -O_AL_147,overhead,al,,147,0.2107,0.32891871466063194,3.5012294660478997e-06,356.0,iec -O_AL_148,overhead,al,,148,0.20913333333333334,0.32870572451224694,3.503611998691454e-06,357.0,iec -O_AL_150,overhead,al,,150,0.206,0.32828402789137306,3.508338724464657e-06,360.0,iec -O_AL_228,overhead,al,,228,0.1335090909090909,0.31512985476448613,3.662466716710077e-06,474.0,iec -O_AL_240,overhead,al,,240,0.125,0.3135184283953455,3.6822840036581755e-06,490.0,iec -O_AL_288,overhead,al,,288,0.10500000000000001,0.307790627758078,3.754494344180057e-06,552.0,iec -O_CU_3,overhead,cu,,3,6.476666666666667,0.45118385530355,2.5182168104061384e-06,35.0,iec -O_CU_7,overhead,cu,,7,2.7675,0.4245652079531115,2.682165293894956e-06,59.0,iec -O_CU_12,overhead,cu,,12,1.6033333333333333,0.4076321334737694,2.7980481818132223e-06,90.0,iec -O_CU_13,overhead,cu,,13,1.49,0.4051175176483943,2.8161166040159044e-06,98.0,iec -O_CU_14,overhead,cu,,14,1.3766666666666667,0.4027893470382212,2.833054643889003e-06,105.0,iec -O_CU_19,overhead,cu,,19,1.009,0.3931954995652874,2.9050567407083395e-06,132.0,iec -O_CU_20,overhead,cu,,20,0.962,0.3915840731961466,2.9175110705055386e-06,136.0,iec -O_CU_22,overhead,cu,,22,0.8679999999999999,0.38858981558766076,2.9409388122059127e-06,145.0,iec -O_CU_25,overhead,cu,,25,0.727,0.3845738117772839,2.9729580992283036e-06,157.0,iec -O_CU_28,overhead,cu,,28,0.6661,0.3810134861233309,3.0019330211137513e-06,167.0,iec -O_CU_29,overhead,cu,,29,0.6458,0.37991105979749223,3.011019736802039e-06,170.0,iec -O_CU_33,overhead,cu,,33,0.5646,0.3758517535315304,3.044957990397582e-06,183.0,iec -O_CU_34,overhead,cu,,34,0.5443,0.37491389503383055,3.0529081367452834e-06,187.0,iec -O_CU_37,overhead,cu,,37,0.5057333333333334,0.37225744634202756,3.0756536298990673e-06,196.0,iec -O_CU_38,overhead,cu,,38,0.49660000000000004,0.37141963865039707,3.0828977167433124e-06,199.0,iec -O_CU_40,overhead,cu,,40,0.47833333333333333,0.3698082122812564,3.0969272541076222e-06,204.0,iec -O_CU_43,overhead,cu,,43,0.45093333333333335,0.3675361916888065,3.116926452370947e-06,213.0,iec -O_CU_48,overhead,cu,,48,0.40526666666666666,0.36408041164398885,3.147845694939479e-06,227.0,iec -O_CU_50,overhead,cu,,50,0.387,0.3627979508623935,3.1594766517364516e-06,233.0,iec -O_CU_54,overhead,cu,,54,0.3632,0.36038014844661853,3.181639711623001e-06,245.0,iec -O_CU_55,overhead,cu,,55,0.35725,0.3598036932539076,3.186969835112824e-06,248.0,iec -O_CU_59,overhead,cu,,59,0.33345,0.35759816141972106,3.20752896042296e-06,260.0,iec -O_CU_60,overhead,cu,,60,0.3275,0.357070150225126,3.2124902925881594e-06,262.0,iec -O_CU_69,overhead,cu,,69,0.27395,0.3526793993085635,3.2543491660366725e-06,289.0,iec -O_CU_70,overhead,cu,,70,0.268,0.3522273637895779,3.2587206269746947e-06,292.0,iec -O_CU_74,overhead,cu,,74,0.256,0.3504815854271372,3.2757142118433723e-06,302.0,iec -O_CU_75,overhead,cu,,75,0.253,0.3500598888062633,3.2798456599033603e-06,305.0,iec -O_CU_79,overhead,cu,,79,0.24100000000000002,0.348427525464303,3.295936988550553e-06,315.0,iec -O_CU_80,overhead,cu,,80,0.23800000000000002,0.34803235136636607,3.2998562583152355e-06,318.0,iec -O_CU_90,overhead,cu,,90,0.20800000000000002,0.34433208816899574,3.337012193453139e-06,343.0,iec -O_CU_93,overhead,cu,,93,0.199,0.34330196550350284,3.3475054621703136e-06,351.0,iec -O_CU_95,overhead,cu,,95,0.193,0.342633516316644,3.3543499479664983e-06,356.0,iec -O_CU_100,overhead,cu,,100,0.185,0.34102208994750327,3.370965543522683e-06,367.0,iec -O_CU_116,overhead,cu,,116,0.1594,0.3363593379677118,3.419984439128561e-06,401.0,iec -O_CU_117,overhead,cu,,117,0.1578,0.3360896717063532,3.422863050464158e-06,403.0,iec -O_CU_120,overhead,cu,,120,0.153,0.33529428931023575,3.431381828624812e-06,409.0,iec -O_CU_147,overhead,cu,,147,0.1269,0.32891871466063194,3.5012294660478997e-06,459.0,iec -O_CU_148,overhead,cu,,148,0.12593333333333334,0.32870572451224694,3.503611998691454e-06,461.0,iec -O_CU_150,overhead,cu,,150,0.124,0.32828402789137306,3.508338724464657e-06,465.0,iec -O_CU_228,overhead,cu,,228,0.08262727272727273,0.31512985476448613,3.662466716710077e-06,609.0,iec -O_CU_240,overhead,cu,,240,0.0775,0.3135184283953455,3.6822840036581755e-06,630.0,iec -O_CU_288,overhead,cu,,288,0.06509999999999999,0.307790627758078,3.754494344180057e-06,705.0,iec -U_AL_19,underground,al,,19,1.6733333333333333,0.13305441777240162,2.3362928103367316e-05,107.0,iec -U_AL_20,underground,al,,20,1.5944444444444443,0.1319453157692601,2.3585850165879955e-05,110.0,iec -U_AL_22,underground,al,,22,1.4366666666666665,0.12990816967645857,2.4006583402933402e-05,116.0,iec -U_AL_25,underground,al,,25,1.2,0.12722510238010787,2.458417424989445e-05,125.0,iec -U_AL_28,underground,al,,28,1.1004,0.12489452899250672,2.5108920329114293e-05,132.0,iec -U_AL_29,underground,al,,29,1.0672,0.12418217716161,2.5273810995086093e-05,135.0,iec -U_AL_33,underground,al,,33,0.9344,0.12159757461907804,2.5890705847462484e-05,144.0,iec -U_AL_34,underground,al,,34,0.9012,0.12100909318082233,2.6035397550470924e-05,147.0,iec -U_AL_37,underground,al,,37,0.8377333333333333,0.1193600759945014,2.6449598639938626e-05,152.0,iec -U_AL_38,underground,al,,38,0.8226,0.11884549772293926,2.6581562127573864e-05,154.0,iec -U_AL_40,underground,al,,40,0.7923333333333333,0.11786322609997654,2.683715653798671e-05,158.0,iec -U_AL_43,underground,al,,43,0.7469333333333333,0.11649504699872291,2.720146945742332e-05,163.0,iec -U_AL_48,underground,al,,48,0.6712666666666667,0.11445193853094575,2.7764294201325276e-05,172.0,iec -U_AL_50,underground,al,,50,0.641,0.11370544802922959,2.797578719995109e-05,175.0,iec -U_AL_54,underground,al,,54,0.6014,0.11231546502945026,2.8378301165303553e-05,183.0,iec -U_AL_55,underground,al,,55,0.5915,0.11198742514238966,2.8474990682764775e-05,185.0,iec -U_AL_59,underground,al,,59,0.5519000000000001,0.11074433135452565,2.884744898207782e-05,193.0,iec -U_AL_60,underground,al,,60,0.542,0.11044955876496192,2.8937202982893553e-05,194.0,iec -U_AL_69,underground,al,,69,0.45289999999999997,0.10804083110671535,2.96921003755031e-05,212.0,iec -U_AL_70,underground,al,,70,0.443,0.10779716768646379,2.9770664185216755e-05,214.0,iec -U_AL_74,underground,al,,74,0.42332000000000003,0.1068637229134425,3.0075518985217793e-05,220.0,iec -U_AL_75,underground,al,,75,0.4184,0.10664005770946469,3.014949558424496e-05,222.0,iec -U_AL_79,underground,al,,79,0.39872,0.10578091217073479,3.043707143186793e-05,228.0,iec -U_AL_80,underground,al,,80,0.3938,0.10557451420602962,3.050697674736234e-05,229.0,iec -U_AL_90,underground,al,,90,0.3446,0.10367199176331253,3.1166794276410674e-05,244.0,iec -U_AL_93,underground,al,,93,0.32984,0.10315203475577754,3.135211722412201e-05,249.0,iec -U_AL_95,underground,al,,95,0.32,0.10281689206206217,3.1472741288344394e-05,252.0,iec -U_AL_100,underground,al,,100,0.3066,0.10201627436570433,3.176469038699257e-05,260.0,iec -U_AL_116,underground,al,,116,0.26372,0.09975781155079604,3.2618224016606966e-05,285.0,iec -U_AL_117,underground,al,,117,0.26104,0.09962983738559598,3.26679642069107e-05,286.0,iec -U_AL_120,underground,al,,120,0.253,0.0992540572458628,3.281490072507963e-05,291.0,iec -U_AL_147,underground,al,,147,0.2107,0.09633235912878875,3.400405982074701e-05,322.0,iec -U_AL_148,underground,al,,148,0.20913333333333334,0.09623752087170614,3.4044105809616624e-05,323.0,iec -U_AL_150,underground,al,,150,0.206,0.09605027767345979,3.4123447901029795e-05,325.0,iec -U_AL_228,underground,al,,228,0.1335090909090909,0.09055692821467139,3.662785159203555e-05,415.0,iec -U_AL_240,underground,al,,240,0.125,0.08992964645640192,3.693741049940491e-05,428.0,iec -U_AL_288,underground,al,,288,0.10500000000000001,0.08777886771325095,3.8039716595742034e-05,474.0,iec -U_CU_19,underground,cu,,19,1.009,0.13305441777240162,2.3362928103367316e-05,138.0,iec -U_CU_20,underground,cu,,20,0.962,0.1319453157692601,2.3585850165879955e-05,142.0,iec -U_CU_22,underground,cu,,22,0.8679999999999999,0.12990816967645857,2.4006583402933402e-05,149.0,iec -U_CU_25,underground,cu,,25,0.727,0.12722510238010787,2.458417424989445e-05,161.0,iec -U_CU_28,underground,cu,,28,0.6661,0.12489452899250672,2.5108920329114293e-05,170.0,iec -U_CU_29,underground,cu,,29,0.6458,0.12418217716161,2.5273810995086093e-05,173.0,iec -U_CU_33,underground,cu,,33,0.5646,0.12159757461907804,2.5890705847462484e-05,186.0,iec -U_CU_34,underground,cu,,34,0.5443,0.12100909318082233,2.6035397550470924e-05,189.0,iec -U_CU_37,underground,cu,,37,0.5057333333333334,0.1193600759945014,2.6449598639938626e-05,196.0,iec -U_CU_38,underground,cu,,38,0.49660000000000004,0.11884549772293926,2.6581562127573864e-05,199.0,iec -U_CU_40,underground,cu,,40,0.47833333333333333,0.11786322609997654,2.683715653798671e-05,203.0,iec -U_CU_43,underground,cu,,43,0.45093333333333335,0.11649504699872291,2.720146945742332e-05,210.0,iec -U_CU_48,underground,cu,,48,0.40526666666666666,0.11445193853094575,2.7764294201325276e-05,221.0,iec -U_CU_50,underground,cu,,50,0.387,0.11370544802922959,2.797578719995109e-05,225.0,iec -U_CU_54,underground,cu,,54,0.3632,0.11231546502945026,2.8378301165303553e-05,235.0,iec -U_CU_55,underground,cu,,55,0.35725,0.11198742514238966,2.8474990682764775e-05,238.0,iec -U_CU_59,underground,cu,,59,0.33345,0.11074433135452565,2.884744898207782e-05,248.0,iec -U_CU_60,underground,cu,,60,0.3275,0.11044955876496192,2.8937202982893553e-05,250.0,iec -U_CU_69,underground,cu,,69,0.27395,0.10804083110671535,2.96921003755031e-05,273.0,iec -U_CU_70,underground,cu,,70,0.268,0.10779716768646379,2.9770664185216755e-05,276.0,iec -U_CU_74,underground,cu,,74,0.256,0.1068637229134425,3.0075518985217793e-05,285.0,iec -U_CU_75,underground,cu,,75,0.253,0.10664005770946469,3.014949558424496e-05,287.0,iec -U_CU_79,underground,cu,,79,0.24100000000000002,0.10578091217073479,3.043707143186793e-05,295.0,iec -U_CU_80,underground,cu,,80,0.23800000000000002,0.10557451420602962,3.050697674736234e-05,298.0,iec -U_CU_90,underground,cu,,90,0.20800000000000002,0.10367199176331253,3.1166794276410674e-05,319.0,iec -U_CU_93,underground,cu,,93,0.199,0.10315203475577754,3.135211722412201e-05,326.0,iec -U_CU_95,underground,cu,,95,0.193,0.10281689206206217,3.1472741288344394e-05,330.0,iec -U_CU_100,underground,cu,,100,0.185,0.10201627436570433,3.176469038699257e-05,339.0,iec -U_CU_116,underground,cu,,116,0.1594,0.09975781155079604,3.2618224016606966e-05,368.0,iec -U_CU_117,underground,cu,,117,0.1578,0.09962983738559598,3.26679642069107e-05,370.0,iec -U_CU_120,underground,cu,,120,0.153,0.0992540572458628,3.281490072507963e-05,375.0,iec -U_CU_147,underground,cu,,147,0.1269,0.09633235912878875,3.400405982074701e-05,416.0,iec -U_CU_148,underground,cu,,148,0.12593333333333334,0.09623752087170614,3.4044105809616624e-05,417.0,iec -U_CU_150,underground,cu,,150,0.124,0.09605027767345979,3.4123447901029795e-05,420.0,iec -U_CU_228,underground,cu,,228,0.08262727272727273,0.09055692821467139,3.662785159203555e-05,533.0,iec -U_CU_240,underground,cu,,240,0.0775,0.08992964645640192,3.693741049940491e-05,549.0,iec -U_CU_288,underground,cu,,288,0.06509999999999999,0.08777886771325095,3.8039716595742034e-05,605.0,iec -T_AL_12,twisted,al,,12,2.69,0.14337378189199143,2.147447773651877e-05,64.0,iec -T_AL_13,twisted,al,,13,2.495,0.14152824778017292,2.1789465747812568e-05,68.0,iec -T_AL_14,twisted,al,,14,2.3,0.13983722576440719,2.208630523233714e-05,71.0,iec -T_AL_19,twisted,al,,19,1.6733333333333333,0.13305441777240162,2.3362928103367316e-05,84.0,iec -T_AL_20,twisted,al,,20,1.5944444444444443,0.1319453157692601,2.3585850165879955e-05,86.0,iec -T_AL_22,twisted,al,,22,1.4366666666666665,0.12990816967645857,2.4006583402933402e-05,90.0,iec -T_AL_25,twisted,al,,25,1.2,0.12722510238010787,2.458417424989445e-05,97.0,iec -T_AL_28,twisted,al,,28,1.1004,0.12489452899250672,2.5108920329114293e-05,104.0,iec -T_AL_29,twisted,al,,29,1.0672,0.12418217716161,2.5273810995086093e-05,106.0,iec -T_AL_33,twisted,al,,33,0.9344,0.12159757461907804,2.5890705847462484e-05,115.0,iec -T_AL_34,twisted,al,,34,0.9012,0.12100909318082233,2.6035397550470924e-05,118.0,iec -T_AL_37,twisted,al,,37,0.8377333333333333,0.1193600759945014,2.6449598639938626e-05,123.0,iec -T_AL_38,twisted,al,,38,0.8226,0.11884549772293926,2.6581562127573864e-05,125.0,iec -T_AL_40,twisted,al,,40,0.7923333333333333,0.11786322609997654,2.683715653798671e-05,129.0,iec -T_AL_43,twisted,al,,43,0.7469333333333333,0.11649504699872291,2.720146945742332e-05,134.0,iec -T_AL_48,twisted,al,,48,0.6712666666666667,0.11445193853094575,2.7764294201325276e-05,143.0,iec -T_AL_50,twisted,al,,50,0.641,0.11370544802922959,2.797578719995109e-05,146.0,iec -T_AL_54,twisted,al,,54,0.6014,0.11231546502945026,2.8378301165303553e-05,154.0,iec -T_AL_55,twisted,al,,55,0.5915,0.11198742514238966,2.8474990682764775e-05,156.0,iec -T_AL_59,twisted,al,,59,0.5519000000000001,0.11074433135452565,2.884744898207782e-05,164.0,iec -T_AL_60,twisted,al,,60,0.542,0.11044955876496192,2.8937202982893553e-05,166.0,iec -T_AL_69,twisted,al,,69,0.45289999999999997,0.10804083110671535,2.96921003755031e-05,185.0,iec -T_AL_70,twisted,al,,70,0.443,0.10779716768646379,2.9770664185216755e-05,187.0,iec -T_AL_74,twisted,al,,74,0.42332000000000003,0.1068637229134425,3.0075518985217793e-05,193.0,iec -T_AL_75,twisted,al,,75,0.4184,0.10664005770946469,3.014949558424496e-05,195.0,iec -T_AL_79,twisted,al,,79,0.39872,0.10578091217073479,3.043707143186793e-05,201.0,iec -T_AL_80,twisted,al,,80,0.3938,0.10557451420602962,3.050697674736234e-05,203.0,iec -T_AL_90,twisted,al,,90,0.3446,0.10367199176331253,3.1166794276410674e-05,219.0,iec -T_AL_93,twisted,al,,93,0.32984,0.10315203475577754,3.135211722412201e-05,224.0,iec -T_AL_95,twisted,al,,95,0.32,0.10281689206206217,3.1472741288344394e-05,227.0,iec -T_AL_100,twisted,al,,100,0.3066,0.10201627436570433,3.176469038699257e-05,234.0,iec -T_AL_116,twisted,al,,116,0.26372,0.09975781155079604,3.2618224016606966e-05,257.0,iec -T_AL_117,twisted,al,,117,0.26104,0.09962983738559598,3.26679642069107e-05,259.0,iec -T_AL_120,twisted,al,,120,0.253,0.0992540572458628,3.281490072507963e-05,263.0,iec -T_AL_147,twisted,al,,147,0.2107,0.09633235912878875,3.400405982074701e-05,300.0,iec -T_AL_148,twisted,al,,148,0.20913333333333334,0.09623752087170614,3.4044105809616624e-05,301.0,iec -T_AL_150,twisted,al,,150,0.206,0.09605027767345979,3.4123447901029795e-05,304.0,iec -T_AL_228,twisted,al,,228,0.1335090909090909,0.09055692821467139,3.662785159203555e-05,395.0,iec -T_AL_240,twisted,al,,240,0.125,0.08992964645640192,3.693741049940491e-05,409.0,iec -T_AL_288,twisted,al,,288,0.10500000000000001,0.08777886771325095,3.8039716595742034e-05,459.0,iec -T_CU_3,twisted,cu,,3,6.476666666666667,0.17809657805524112,1.68826908420166e-05,35.0,iec -T_CU_7,twisted,cu,,7,2.7675,0.1562894945027357,1.9501543023890314e-05,59.0,iec -T_CU_12,twisted,cu,,12,1.6033333333333333,0.14337378189199143,2.147447773651877e-05,83.0,iec -T_CU_13,twisted,cu,,13,1.49,0.14152824778017292,2.1789465747812568e-05,88.0,iec -T_CU_14,twisted,cu,,14,1.3766666666666667,0.13983722576440719,2.208630523233714e-05,92.0,iec -T_CU_19,twisted,cu,,19,1.009,0.13305441777240162,2.3362928103367316e-05,109.0,iec -T_CU_20,twisted,cu,,20,0.962,0.1319453157692601,2.3585850165879955e-05,112.0,iec -T_CU_22,twisted,cu,,22,0.8679999999999999,0.12990816967645857,2.4006583402933402e-05,118.0,iec -T_CU_25,twisted,cu,,25,0.727,0.12722510238010787,2.458417424989445e-05,127.0,iec -T_CU_28,twisted,cu,,28,0.6661,0.12489452899250672,2.5108920329114293e-05,136.0,iec -T_CU_29,twisted,cu,,29,0.6458,0.12418217716161,2.5273810995086093e-05,139.0,iec -T_CU_33,twisted,cu,,33,0.5646,0.12159757461907804,2.5890705847462484e-05,152.0,iec -T_CU_34,twisted,cu,,34,0.5443,0.12100909318082233,2.6035397550470924e-05,155.0,iec -T_CU_37,twisted,cu,,37,0.5057333333333334,0.1193600759945014,2.6449598639938626e-05,163.0,iec -T_CU_38,twisted,cu,,38,0.49660000000000004,0.11884549772293926,2.6581562127573864e-05,165.0,iec -T_CU_40,twisted,cu,,40,0.47833333333333333,0.11786322609997654,2.683715653798671e-05,169.0,iec -T_CU_43,twisted,cu,,43,0.45093333333333335,0.11649504699872291,2.720146945742332e-05,176.0,iec -T_CU_48,twisted,cu,,48,0.40526666666666666,0.11445193853094575,2.7764294201325276e-05,187.0,iec -T_CU_50,twisted,cu,,50,0.387,0.11370544802922959,2.797578719995109e-05,192.0,iec -T_CU_54,twisted,cu,,54,0.3632,0.11231546502945026,2.8378301165303553e-05,203.0,iec -T_CU_55,twisted,cu,,55,0.35725,0.11198742514238966,2.8474990682764775e-05,206.0,iec -T_CU_59,twisted,cu,,59,0.33345,0.11074433135452565,2.884744898207782e-05,216.0,iec -T_CU_60,twisted,cu,,60,0.3275,0.11044955876496192,2.8937202982893553e-05,219.0,iec -T_CU_69,twisted,cu,,69,0.27395,0.10804083110671535,2.96921003755031e-05,243.0,iec -T_CU_70,twisted,cu,,70,0.268,0.10779716768646379,2.9770664185216755e-05,246.0,iec -T_CU_74,twisted,cu,,74,0.256,0.1068637229134425,3.0075518985217793e-05,254.0,iec -T_CU_75,twisted,cu,,75,0.253,0.10664005770946469,3.014949558424496e-05,256.0,iec -T_CU_79,twisted,cu,,79,0.24100000000000002,0.10578091217073479,3.043707143186793e-05,265.0,iec -T_CU_80,twisted,cu,,80,0.23800000000000002,0.10557451420602962,3.050697674736234e-05,267.0,iec -T_CU_90,twisted,cu,,90,0.20800000000000002,0.10367199176331253,3.1166794276410674e-05,288.0,iec -T_CU_93,twisted,cu,,93,0.199,0.10315203475577754,3.135211722412201e-05,294.0,iec -T_CU_95,twisted,cu,,95,0.193,0.10281689206206217,3.1472741288344394e-05,298.0,iec -T_CU_100,twisted,cu,,100,0.185,0.10201627436570433,3.176469038699257e-05,308.0,iec -T_CU_116,twisted,cu,,116,0.1594,0.09975781155079604,3.2618224016606966e-05,338.0,iec -T_CU_117,twisted,cu,,117,0.1578,0.09962983738559598,3.26679642069107e-05,340.0,iec -T_CU_120,twisted,cu,,120,0.153,0.0992540572458628,3.281490072507963e-05,346.0,iec -T_CU_147,twisted,cu,,147,0.1269,0.09633235912878875,3.400405982074701e-05,394.0,iec -T_CU_148,twisted,cu,,148,0.12593333333333334,0.09623752087170614,3.4044105809616624e-05,395.0,iec -T_CU_150,twisted,cu,,150,0.124,0.09605027767345979,3.4123447901029795e-05,399.0,iec -T_CU_228,twisted,cu,,228,0.08262727272727273,0.09055692821467139,3.662785159203555e-05,520.0,iec -T_CU_240,twisted,cu,,240,0.0775,0.08992964645640192,3.693741049940491e-05,538.0,iec -T_CU_288,twisted,cu,,288,0.06509999999999999,0.08777886771325095,3.8039716595742034e-05,604.0,iec -O_AA_7,overhead,aa,,7,5.798142857142857,0.35,1.5707963267948965e-06,47.45141080273927,coiffier -O_AA_10,overhead,aa,,10,4.0587,0.35,1.5707963267948965e-06,59.19545245278762,coiffier -O_AA_11,overhead,aa,,11,3.6897272727272727,0.35,1.5707963267948965e-06,62.79886711505215,coiffier -O_AA_12,overhead,aa,,12,3.38225,0.35,1.5707963267948965e-06,66.2797279156846,coiffier -O_AA_13,overhead,aa,,13,3.1220769230769227,0.35,1.5707963267948965e-06,69.65194089446842,coiffier -O_AA_14,overhead,aa,,14,2.8990714285714283,0.35,1.5707963267948965e-06,72.92689557983186,coiffier -O_AA_16,overhead,aa,,16,2.5366874999999998,0.35,1.5707963267948965e-06,79.22144024870302,coiffier -O_AA_18,overhead,aa,,18,2.254833333333333,0.35,1.5707963267948965e-06,85.22309409022323,coiffier -O_AA_22,overhead,aa,,22,1.8448636363636364,0.35,1.5707963267948965e-06,96.51402028212756,coiffier -O_AA_25,overhead,aa,,25,1.6234799999999998,0.35,1.5707963267948965e-06,104.47470409499063,coiffier -O_AA_28,overhead,aa,,28,1.4495357142857141,0.35,1.5707963267948965e-06,112.07953586502606,coiffier -O_AA_29,overhead,aa,,29,1.399551724137931,0.35,1.5707963267948965e-06,114.54472741913618,coiffier -O_AA_34,overhead,aa,,34,1.193735294117647,0.35,1.5707963267948965e-06,126.41693976598687,coiffier -O_AA_35,overhead,aa,,35,1.1596285714285715,0.35,1.5707963267948965e-06,128.709478863193,coiffier -O_AA_37,overhead,aa,,37,1.0969459459459459,0.35,1.5707963267948965e-06,133.22122209415986,coiffier -O_AA_38,overhead,aa,,38,1.068078947368421,0.35,1.5707963267948965e-06,135.44225452763547,coiffier -O_AA_40,overhead,aa,,40,1.014675,0.35,1.5707963267948965e-06,139.81878987348577,coiffier -O_AA_43,overhead,aa,,43,0.9438837209302325,0.35,1.5707963267948965e-06,146.23077673391862,coiffier -O_AA_48,overhead,aa,,48,0.8455625,0.35,1.5707963267948965e-06,156.551744539939,coiffier -O_AA_50,overhead,aa,,50,0.8117399999999999,0.35,1.5707963267948965e-06,160.56457979600017,coiffier -O_AA_52,overhead,aa,,52,0.7805192307692307,0.35,1.5707963267948965e-06,140.1869036215995,coiffier -O_AA_54,overhead,aa,,54,0.7516111111111111,0.35,1.5707963267948965e-06,143.50581563799906,coiffier -O_AA_55,overhead,aa,,55,0.7379454545454545,0.35,1.5707963267948965e-06,145.1477265298985,coiffier -O_AA_59,overhead,aa,,59,0.687915254237288,0.35,1.5707963267948965e-06,151.60503238730468,coiffier -O_AA_60,overhead,aa,,60,0.67645,0.35,1.5707963267948965e-06,153.19307917381175,coiffier -O_AA_69,overhead,aa,,69,0.5882173913043478,0.35,1.5707963267948965e-06,167.05974208048102,coiffier -O_AA_70,overhead,aa,,70,0.5798142857142857,0.35,1.5707963267948965e-06,168.55675241566195,coiffier -O_AA_74,overhead,aa,,74,0.5484729729729729,0.35,1.5707963267948965e-06,174.46528994888783,coiffier -O_AA_75,overhead,aa,,75,0.54116,0.35,1.5707963267948965e-06,175.92329619971161,coiffier -O_AA_76,overhead,aa,,76,0.5340394736842105,0.35,1.5707963267948965e-06,177.3739336424454,coiffier -O_AA_79,overhead,aa,,79,0.513759493670886,0.35,1.5707963267948965e-06,181.68294747940183,coiffier -O_AA_80,overhead,aa,,80,0.5073375,0.35,1.5707963267948965e-06,183.10540417005885,coiffier -O_AA_88,overhead,aa,,88,0.4612159090909091,0.35,1.5707963267948965e-06,194.25161001505174,coiffier -O_AA_93,overhead,aa,,93,0.43641935483870964,0.35,1.5707963267948965e-06,201.02255955593546,coiffier -O_AA_95,overhead,aa,,95,0.4272315789473684,0.35,1.5707963267948965e-06,203.69201555694198,coiffier -O_AA_100,overhead,aa,,100,0.40586999999999995,0.35,1.5707963267948965e-06,210.2739002786744,coiffier -O_AA_116,overhead,aa,,116,0.34988793103448274,0.35,1.5707963267948965e-06,299.1325035285772,coiffier -O_AA_117,overhead,aa,,117,0.3468974358974359,0.35,1.5707963267948965e-06,300.72870677385066,coiffier -O_AA_120,overhead,aa,,120,0.338225,0.35,1.5707963267948965e-06,305.4865015569369,coiffier -O_AA_147,overhead,aa,,147,0.2761020408163265,0.35,1.5707963267948965e-06,346.44667689653136,coiffier -O_AA_148,overhead,aa,,148,0.27423648648648646,0.35,1.5707963267948965e-06,347.90599782338865,coiffier -O_AA_150,overhead,aa,,150,0.27058,0.35,1.5707963267948965e-06,350.81344789368165,coiffier -O_AA_182,overhead,aa,,182,0.2230054945054945,0.35,1.5707963267948965e-06,395.49765514051415,coiffier -O_AA_185,overhead,aa,,185,0.21938918918918918,0.35,1.5707963267948965e-06,399.5269906109645,coiffier -O_AA_228,overhead,aa,,228,0.17801315789473685,0.35,1.5707963267948965e-06,454.7987449491295,coiffier -O_AA_240,overhead,aa,,240,0.1691125,0.35,1.5707963267948965e-06,469.49462246135806,coiffier -O_AA_288,overhead,aa,,288,0.14092708333333331,0.35,1.5707963267948965e-06,525.6818648262646,coiffier -O_AA_630,overhead,aa,,630,0.06442380952380952,0.35,1.5707963267948965e-06,854.064741277254,coiffier -O_AL_7,overhead,al,,7,4.285714285714285,0.35,1.5707963267948965e-06,54.80303782851578,coiffier -O_AL_10,overhead,al,,10,2.9999999999999996,0.35,1.5707963267948965e-06,68.366578889135,coiffier -O_AL_11,overhead,al,,11,2.727272727272727,0.35,1.5707963267948965e-06,72.52826906245458,coiffier -O_AL_12,overhead,al,,12,2.4999999999999996,0.35,1.5707963267948965e-06,76.54841815614277,coiffier -O_AL_13,overhead,al,,13,2.3076923076923075,0.35,1.5707963267948965e-06,80.44308666685086,coiffier -O_AL_14,overhead,al,,14,2.1428571428571423,0.35,1.5707963267948965e-06,84.22542869783399,coiffier -O_AL_16,overhead,al,,16,1.8749999999999998,0.35,1.5707963267948965e-06,91.49518451258659,coiffier -O_AL_18,overhead,al,,18,1.6666666666666665,0.35,1.5707963267948965e-06,98.42667204786343,coiffier -O_AL_22,overhead,al,,22,1.3636363636363635,0.35,1.5707963267948965e-06,111.46689666386564,coiffier -O_AL_25,overhead,al,,25,1.2,0.35,1.5707963267948965e-06,120.66092585618637,coiffier -O_AL_28,overhead,al,,28,1.0714285714285712,0.35,1.5707963267948965e-06,129.44397099904418,coiffier -O_AL_29,overhead,al,,29,1.0344827586206895,0.35,1.5707963267948965e-06,132.29109363900236,coiffier -O_AL_34,overhead,al,,34,0.8823529411764705,0.35,1.5707963267948965e-06,146.00266282832285,coiffier -O_AL_35,overhead,al,,35,0.8571428571428571,0.35,1.5707963267948965e-06,148.65038403918066,coiffier -O_AL_37,overhead,al,,37,0.8108108108108107,0.35,1.5707963267948965e-06,153.86112974255082,coiffier -O_AL_38,overhead,al,,38,0.7894736842105262,0.35,1.5707963267948965e-06,156.4262657924804,coiffier -O_AL_40,overhead,al,,40,0.7499999999999999,0.35,1.5707963267948965e-06,161.480855910223,coiffier -O_AL_43,overhead,al,,43,0.6976744186046511,0.35,1.5707963267948965e-06,168.8862491856525,coiffier -O_AL_48,overhead,al,,48,0.6249999999999999,0.35,1.5707963267948965e-06,180.8062401728873,coiffier -O_AL_50,overhead,al,,50,0.6,0.35,1.5707963267948965e-06,185.44078229960581,coiffier -O_AL_52,overhead,al,,52,0.5769230769230769,0.35,1.5707963267948965e-06,190.00539003258115,coiffier -O_AL_54,overhead,al,,54,0.5555555555555556,0.35,1.5707963267948965e-06,194.50375012092434,coiffier -O_AL_55,overhead,al,,55,0.5454545454545453,0.35,1.5707963267948965e-06,196.7291500074657,coiffier -O_AL_59,overhead,al,,59,0.5084745762711864,0.35,1.5707963267948965e-06,205.4812009216361,coiffier -O_AL_60,overhead,al,,60,0.49999999999999994,0.35,1.5707963267948965e-06,207.6335949132655,coiffier -O_AL_69,overhead,al,,69,0.43478260869565216,0.35,1.5707963267948965e-06,226.42808017519738,coiffier -O_AL_70,overhead,al,,70,0.42857142857142855,0.35,1.5707963267948965e-06,228.45708591874842,coiffier -O_AL_74,overhead,al,,74,0.4054054054054054,0.35,1.5707963267948965e-06,236.4653516662612,coiffier -O_AL_75,overhead,al,,75,0.39999999999999997,0.35,1.5707963267948965e-06,238.44149236985703,coiffier -O_AL_76,overhead,al,,76,0.3947368421052631,0.35,1.5707963267948965e-06,240.40764559802514,coiffier -O_AL_79,overhead,al,,79,0.37974683544303794,0.35,1.5707963267948965e-06,246.24796187290826,coiffier -O_AL_80,overhead,al,,80,0.37499999999999994,0.35,1.5707963267948965e-06,248.17591970156735,coiffier -O_AL_88,overhead,al,,88,0.3409090909090909,0.35,1.5707963267948965e-06,263.28317390469823,coiffier -O_AL_93,overhead,al,,93,0.3225806451612903,0.35,1.5707963267948965e-06,272.46032865432574,coiffier -O_AL_95,overhead,al,,95,0.3157894736842105,0.35,1.5707963267948965e-06,276.07843430858253,coiffier -O_AL_100,overhead,al,,100,0.3,0.35,1.5707963267948965e-06,284.99933591489753,coiffier -O_AL_116,overhead,al,,116,0.2586206896551724,0.35,1.5707963267948965e-06,312.4696215202972,coiffier -O_AL_117,overhead,al,,117,0.2564102564102564,0.35,1.5707963267948965e-06,314.1369930631306,coiffier -O_AL_120,overhead,al,,120,0.24999999999999997,0.35,1.5707963267948965e-06,319.10691882380667,coiffier -O_AL_147,overhead,al,,147,0.2040816326530612,0.35,1.5707963267948965e-06,361.89334401930665,coiffier -O_AL_148,overhead,al,,148,0.2027027027027027,0.35,1.5707963267948965e-06,363.4177302104187,coiffier -O_AL_150,overhead,al,,150,0.19999999999999998,0.35,1.5707963267948965e-06,366.45481181250824,coiffier -O_AL_182,overhead,al,,182,0.1648351648351648,0.35,1.5707963267948965e-06,413.1313085544224,coiffier -O_AL_185,overhead,al,,185,0.16216216216216214,0.35,1.5707963267948965e-06,417.34029592482915,coiffier -O_AL_228,overhead,al,,228,0.13157894736842105,0.35,1.5707963267948965e-06,475.0763959978168,coiffier -O_AL_240,overhead,al,,240,0.12499999999999999,0.35,1.5707963267948965e-06,490.42750371759695,coiffier -O_AL_288,overhead,al,,288,0.10416666666666666,0.35,1.5707963267948965e-06,549.1199097548241,coiffier -O_AL_630,overhead,al,,630,0.047619047619047616,0.35,1.5707963267948965e-06,892.1440609520359,coiffier -O_AM_7,overhead,am,,7,4.728571428571429,0.35,1.5707963267948965e-06,54.80303782851578,coiffier -O_AM_10,overhead,am,,10,3.31,0.35,1.5707963267948965e-06,68.366578889135,coiffier -O_AM_11,overhead,am,,11,3.009090909090909,0.35,1.5707963267948965e-06,72.52826906245458,coiffier -O_AM_12,overhead,am,,12,2.7583333333333333,0.35,1.5707963267948965e-06,76.54841815614277,coiffier -O_AM_13,overhead,am,,13,2.5461538461538464,0.35,1.5707963267948965e-06,80.44308666685086,coiffier -O_AM_14,overhead,am,,14,2.3642857142857143,0.35,1.5707963267948965e-06,84.22542869783399,coiffier -O_AM_16,overhead,am,,16,2.06875,0.35,1.5707963267948965e-06,91.49518451258659,coiffier -O_AM_18,overhead,am,,18,1.8388888888888888,0.35,1.5707963267948965e-06,98.42667204786343,coiffier -O_AM_22,overhead,am,,22,1.5045454545454544,0.35,1.5707963267948965e-06,111.46689666386564,coiffier -O_AM_25,overhead,am,,25,1.324,0.35,1.5707963267948965e-06,120.66092585618637,coiffier -O_AM_28,overhead,am,,28,1.1821428571428572,0.35,1.5707963267948965e-06,129.44397099904418,coiffier -O_AM_29,overhead,am,,29,1.1413793103448275,0.35,1.5707963267948965e-06,132.29109363900236,coiffier -O_AM_34,overhead,am,,34,0.9735294117647058,0.35,1.5707963267948965e-06,146.00266282832285,coiffier -O_AM_35,overhead,am,,35,0.9457142857142857,0.35,1.5707963267948965e-06,148.65038403918066,coiffier -O_AM_37,overhead,am,,37,0.8945945945945946,0.35,1.5707963267948965e-06,153.86112974255082,coiffier -O_AM_38,overhead,am,,38,0.8710526315789473,0.35,1.5707963267948965e-06,156.4262657924804,coiffier -O_AM_40,overhead,am,,40,0.8275,0.35,1.5707963267948965e-06,161.480855910223,coiffier -O_AM_43,overhead,am,,43,0.7697674418604651,0.35,1.5707963267948965e-06,168.8862491856525,coiffier -O_AM_48,overhead,am,,48,0.6895833333333333,0.35,1.5707963267948965e-06,180.8062401728873,coiffier -O_AM_50,overhead,am,,50,0.662,0.35,1.5707963267948965e-06,185.44078229960581,coiffier -O_AM_52,overhead,am,,52,0.6365384615384616,0.35,1.5707963267948965e-06,190.00539003258115,coiffier -O_AM_54,overhead,am,,54,0.6129629629629629,0.35,1.5707963267948965e-06,194.50375012092434,coiffier -O_AM_55,overhead,am,,55,0.6018181818181818,0.35,1.5707963267948965e-06,196.7291500074657,coiffier -O_AM_59,overhead,am,,59,0.5610169491525423,0.35,1.5707963267948965e-06,205.4812009216361,coiffier -O_AM_60,overhead,am,,60,0.5516666666666666,0.35,1.5707963267948965e-06,207.6335949132655,coiffier -O_AM_69,overhead,am,,69,0.4797101449275362,0.35,1.5707963267948965e-06,226.42808017519738,coiffier -O_AM_70,overhead,am,,70,0.47285714285714286,0.35,1.5707963267948965e-06,228.45708591874842,coiffier -O_AM_74,overhead,am,,74,0.4472972972972973,0.35,1.5707963267948965e-06,236.4653516662612,coiffier -O_AM_75,overhead,am,,75,0.4413333333333333,0.35,1.5707963267948965e-06,238.44149236985703,coiffier -O_AM_76,overhead,am,,76,0.43552631578947365,0.35,1.5707963267948965e-06,240.40764559802514,coiffier -O_AM_79,overhead,am,,79,0.41898734177215186,0.35,1.5707963267948965e-06,246.24796187290826,coiffier -O_AM_80,overhead,am,,80,0.41375,0.35,1.5707963267948965e-06,248.17591970156735,coiffier -O_AM_88,overhead,am,,88,0.3761363636363636,0.35,1.5707963267948965e-06,263.28317390469823,coiffier -O_AM_93,overhead,am,,93,0.35591397849462364,0.35,1.5707963267948965e-06,272.46032865432574,coiffier -O_AM_95,overhead,am,,95,0.34842105263157896,0.35,1.5707963267948965e-06,276.07843430858253,coiffier -O_AM_100,overhead,am,,100,0.331,0.35,1.5707963267948965e-06,284.99933591489753,coiffier -O_AM_116,overhead,am,,116,0.2853448275862069,0.35,1.5707963267948965e-06,312.4696215202972,coiffier -O_AM_117,overhead,am,,117,0.2829059829059829,0.35,1.5707963267948965e-06,314.1369930631306,coiffier -O_AM_120,overhead,am,,120,0.2758333333333333,0.35,1.5707963267948965e-06,319.10691882380667,coiffier -O_AM_147,overhead,am,,147,0.22517006802721087,0.35,1.5707963267948965e-06,361.89334401930665,coiffier -O_AM_148,overhead,am,,148,0.22364864864864864,0.35,1.5707963267948965e-06,363.4177302104187,coiffier -O_AM_150,overhead,am,,150,0.22066666666666665,0.35,1.5707963267948965e-06,366.45481181250824,coiffier -O_AM_182,overhead,am,,182,0.18186813186813186,0.35,1.5707963267948965e-06,413.1313085544224,coiffier -O_AM_185,overhead,am,,185,0.17891891891891892,0.35,1.5707963267948965e-06,417.34029592482915,coiffier -O_AM_228,overhead,am,,228,0.1451754385964912,0.35,1.5707963267948965e-06,475.0763959978168,coiffier -O_AM_240,overhead,am,,240,0.13791666666666666,0.35,1.5707963267948965e-06,490.42750371759695,coiffier -O_AM_288,overhead,am,,288,0.11493055555555555,0.35,1.5707963267948965e-06,549.1199097548241,coiffier -O_AM_630,overhead,am,,630,0.05253968253968254,0.35,1.5707963267948965e-06,892.1440609520359,coiffier -O_CU_7,overhead,cu,,7,2.571428571428571,0.35,1.5707963267948965e-06,70.17462160968483,coiffier -O_CU_10,overhead,cu,,10,1.8,0.35,1.5707963267948965e-06,87.54257052877043,coiffier -O_CU_11,overhead,cu,,11,1.6363636363636362,0.35,1.5707963267948965e-06,92.87156404338698,coiffier -O_CU_12,overhead,cu,,12,1.5,0.35,1.5707963267948965e-06,98.01931593164623,coiffier -O_CU_13,overhead,cu,,13,1.3846153846153846,0.35,1.5707963267948965e-06,103.0063914636505,coiffier -O_CU_14,overhead,cu,,14,1.2857142857142856,0.35,1.5707963267948965e-06,107.84963430820207,coiffier -O_CU_16,overhead,cu,,16,1.125,0.35,1.5707963267948965e-06,117.15846797343406,coiffier -O_CU_18,overhead,cu,,18,0.9999999999999999,0.35,1.5707963267948965e-06,126.03415323202027,coiffier -O_CU_22,overhead,cu,,22,0.8181818181818181,0.35,1.5707963267948965e-06,142.7320018256816,coiffier -O_CU_25,overhead,cu,,25,0.72,0.35,1.5707963267948965e-06,154.5048440841411,coiffier -O_CU_28,overhead,cu,,28,0.6428571428571428,0.35,1.5707963267948965e-06,165.75142627926388,coiffier -O_CU_29,overhead,cu,,29,0.6206896551724138,0.35,1.5707963267948965e-06,169.39713209872252,coiffier -O_CU_34,overhead,cu,,34,0.5294117647058824,0.35,1.5707963267948965e-06,186.95462923138902,coiffier -O_CU_35,overhead,cu,,35,0.5142857142857142,0.35,1.5707963267948965e-06,190.3450039526094,coiffier -O_CU_37,overhead,cu,,37,0.48648648648648646,0.35,1.5707963267948965e-06,197.01730028009558,coiffier -O_CU_38,overhead,cu,,38,0.4736842105263158,0.35,1.5707963267948965e-06,200.30192570988345,coiffier -O_CU_40,overhead,cu,,40,0.45,0.35,1.5707963267948965e-06,206.77426671430993,coiffier -O_CU_43,overhead,cu,,43,0.41860465116279066,0.35,1.5707963267948965e-06,216.25678249382332,coiffier -O_CU_48,overhead,cu,,48,0.375,0.35,1.5707963267948965e-06,231.52018558723375,coiffier -O_CU_50,overhead,cu,,50,0.36,0.35,1.5707963267948965e-06,237.4546602616904,coiffier -O_CU_52,overhead,cu,,52,0.34615384615384615,0.35,1.5707963267948965e-06,243.29958479781735,coiffier -O_CU_54,overhead,cu,,54,0.3333333333333333,0.35,1.5707963267948965e-06,249.05968003289095,coiffier -O_CU_55,overhead,cu,,55,0.32727272727272727,0.35,1.5707963267948965e-06,251.90927744858416,coiffier -O_CU_59,overhead,cu,,59,0.30508474576271183,0.35,1.5707963267948965e-06,263.1161719118511,coiffier -O_CU_60,overhead,cu,,60,0.3,0.35,1.5707963267948965e-06,265.87228616942537,coiffier -O_CU_69,overhead,cu,,69,0.2608695652173913,0.35,1.5707963267948965e-06,289.9383953462894,coiffier -O_CU_70,overhead,cu,,70,0.2571428571428571,0.35,1.5707963267948965e-06,292.53651245693396,coiffier -O_CU_74,overhead,cu,,74,0.24324324324324323,0.35,1.5707963267948965e-06,302.7909990848467,coiffier -O_CU_75,overhead,cu,,75,0.24,0.35,1.5707963267948965e-06,305.32142315652425,coiffier -O_CU_76,overhead,cu,,76,0.2368421052631579,0.35,1.5707963267948965e-06,307.8390583877151,coiffier -O_CU_79,overhead,cu,,79,0.22784810126582278,0.35,1.5707963267948965e-06,315.31751215433377,coiffier -O_CU_80,overhead,cu,,80,0.225,0.35,1.5707963267948965e-06,317.7862386422509,coiffier -O_CU_88,overhead,cu,,88,0.20454545454545453,0.35,1.5707963267948965e-06,337.13089341455265,coiffier -O_CU_93,overhead,cu,,93,0.1935483870967742,0.35,1.5707963267948965e-06,348.8821281549293,coiffier -O_CU_95,overhead,cu,,95,0.1894736842105263,0.35,1.5707963267948965e-06,353.51506832196543,coiffier -O_CU_100,overhead,cu,,100,0.18,0.35,1.5707963267948965e-06,364.9381740373688,coiffier -O_CU_116,overhead,cu,,116,0.15517241379310345,0.35,1.5707963267948965e-06,400.1135397516001,coiffier -O_CU_117,overhead,cu,,117,0.15384615384615385,0.35,1.5707963267948965e-06,402.24858867839896,coiffier -O_CU_120,overhead,cu,,120,0.15,0.35,1.5707963267948965e-06,408.6125180060939,coiffier -O_CU_147,overhead,cu,,147,0.12244897959183673,0.35,1.5707963267948965e-06,463.4000136832585,coiffier -O_CU_148,overhead,cu,,148,0.12162162162162161,0.35,1.5707963267948965e-06,465.35197161090207,coiffier -O_CU_150,overhead,cu,,150,0.12,0.35,1.5707963267948965e-06,469.24091756479714,coiffier -O_CU_182,overhead,cu,,182,0.0989010989010989,0.35,1.5707963267948965e-06,529.0096024172483,coiffier -O_CU_185,overhead,cu,,185,0.09729729729729729,0.35,1.5707963267948965e-06,534.3991594159398,coiffier -O_CU_228,overhead,cu,,228,0.07894736842105263,0.35,1.5707963267948965e-06,608.3295314606191,coiffier -O_CU_240,overhead,cu,,240,0.075,0.35,1.5707963267948965e-06,627.9864376871668,coiffier -O_CU_288,overhead,cu,,288,0.06249999999999999,0.35,1.5707963267948965e-06,703.1413478567871,coiffier -O_CU_630,overhead,cu,,630,0.02857142857142857,0.35,1.5707963267948965e-06,1142.3795902434608,coiffier -O_LA_7,overhead,la,,7,6.768714285714285,0.35,1.5707963267948965e-06,45.44642161389113,coiffier -O_LA_10,overhead,la,,10,4.738099999999999,0.35,1.5707963267948965e-06,56.69423615196561,coiffier -O_LA_11,overhead,la,,11,4.307363636363637,0.35,1.5707963267948965e-06,60.14539385666966,coiffier -O_LA_12,overhead,la,,12,3.9484166666666667,0.35,1.5707963267948965e-06,63.479176031923274,coiffier -O_LA_13,overhead,la,,13,3.6446923076923072,0.35,1.5707963267948965e-06,66.70890113836413,coiffier -O_LA_14,overhead,la,,14,3.3843571428571426,0.35,1.5707963267948965e-06,69.84547745674038,coiffier -O_LA_16,overhead,la,,16,2.9613125,0.35,1.5707963267948965e-06,75.87405544946205,coiffier -O_LA_18,overhead,la,,18,2.6322777777777775,0.35,1.5707963267948965e-06,81.62211828359408,coiffier -O_LA_22,overhead,la,,22,2.1536818181818185,0.35,1.5707963267948965e-06,92.43596308710809,coiffier -O_LA_25,overhead,la,,25,1.8952400000000003,0.35,1.5707963267948965e-06,100.0602799783009,coiffier -O_LA_28,overhead,la,,28,1.6921785714285713,0.35,1.5707963267948965e-06,107.34378082847566,coiffier -O_LA_29,overhead,la,,29,1.6338275862068965,0.35,1.5707963267948965e-06,109.70480935917269,coiffier -O_LA_34,overhead,la,,34,1.3935588235294118,0.35,1.5707963267948965e-06,121.07537893080432,coiffier -O_LA_35,overhead,la,,35,1.3537428571428571,0.35,1.5707963267948965e-06,123.27105017883275,coiffier -O_LA_37,overhead,la,,37,1.2805675675675674,0.35,1.5707963267948965e-06,127.59215637187143,coiffier -O_LA_38,overhead,la,,38,1.2468684210526317,0.35,1.5707963267948965e-06,129.71934236449596,coiffier -O_LA_40,overhead,la,,40,1.1845249999999998,0.35,1.5707963267948965e-06,133.91095368164835,coiffier -O_LA_43,overhead,la,,43,1.1018837209302326,0.35,1.5707963267948965e-06,140.05201151980938,coiffier -O_LA_48,overhead,la,,48,0.9871041666666667,0.35,1.5707963267948965e-06,149.93688209458946,coiffier -O_LA_50,overhead,la,,50,0.9476200000000001,0.35,1.5707963267948965e-06,153.78016093138046,coiffier -O_LA_52,overhead,la,,52,0.9111730769230768,0.35,1.5707963267948965e-06,140.1869036215995,coiffier -O_LA_54,overhead,la,,54,0.8774259259259259,0.35,1.5707963267948965e-06,143.50581563799906,coiffier -O_LA_55,overhead,la,,55,0.8614727272727273,0.35,1.5707963267948965e-06,145.1477265298985,coiffier -O_LA_59,overhead,la,,59,0.8030677966101695,0.35,1.5707963267948965e-06,151.60503238730468,coiffier -O_LA_60,overhead,la,,60,0.7896833333333333,0.35,1.5707963267948965e-06,153.19307917381175,coiffier -O_LA_69,overhead,la,,69,0.6866811594202898,0.35,1.5707963267948965e-06,167.05974208048102,coiffier -O_LA_70,overhead,la,,70,0.6768714285714286,0.35,1.5707963267948965e-06,168.55675241566195,coiffier -O_LA_74,overhead,la,,74,0.6402837837837837,0.35,1.5707963267948965e-06,174.46528994888783,coiffier -O_LA_75,overhead,la,,75,0.6317466666666666,0.35,1.5707963267948965e-06,175.92329619971161,coiffier -O_LA_76,overhead,la,,76,0.6234342105263159,0.35,1.5707963267948965e-06,177.3739336424454,coiffier -O_LA_79,overhead,la,,79,0.599759493670886,0.35,1.5707963267948965e-06,181.68294747940183,coiffier -O_LA_80,overhead,la,,80,0.5922624999999999,0.35,1.5707963267948965e-06,183.10540417005885,coiffier -O_LA_88,overhead,la,,88,0.5384204545454546,0.35,1.5707963267948965e-06,194.25161001505174,coiffier -O_LA_93,overhead,la,,93,0.5094731182795699,0.35,1.5707963267948965e-06,201.02255955593546,coiffier -O_LA_95,overhead,la,,95,0.49874736842105266,0.35,1.5707963267948965e-06,203.69201555694198,coiffier -O_LA_100,overhead,la,,100,0.47381000000000006,0.35,1.5707963267948965e-06,210.2739002786744,coiffier -O_LA_116,overhead,la,,116,0.4084568965517241,0.35,1.5707963267948965e-06,297.2272009583315,coiffier -O_LA_117,overhead,la,,117,0.40496581196581194,0.35,1.5707963267948965e-06,298.81323730395354,coiffier -O_LA_120,overhead,la,,120,0.39484166666666665,0.35,1.5707963267948965e-06,303.5407276616698,coiffier -O_LA_147,overhead,la,,147,0.3223197278911564,0.35,1.5707963267948965e-06,344.24001016470635,coiffier -O_LA_148,overhead,la,,148,0.32014189189189185,0.35,1.5707963267948965e-06,345.69003605381295,coiffier -O_LA_150,overhead,la,,150,0.3158733333333333,0.35,1.5707963267948965e-06,348.57896733384933,coiffier -O_LA_182,overhead,la,,182,0.26033516483516483,0.35,1.5707963267948965e-06,392.97856179567015,coiffier -O_LA_185,overhead,la,,185,0.2561135135135135,0.35,1.5707963267948965e-06,396.9822327089838,coiffier -O_LA_228,overhead,la,,228,0.20781140350877192,0.35,1.5707963267948965e-06,451.9019376564599,coiffier -O_LA_240,overhead,la,,240,0.19742083333333332,0.35,1.5707963267948965e-06,466.5042108533239,coiffier -O_LA_288,overhead,la,,288,0.1645173611111111,0.35,1.5707963267948965e-06,522.3335726936132,coiffier -O_LA_630,overhead,la,,630,0.07520793650793652,0.35,1.5707963267948965e-06,848.6248384665708,coiffier -T_AA_7,twisted,aa,,7,5.798142857142857,0.1,5.6077428866577815e-05,40.09978377696277,coiffier -T_AA_10,twisted,aa,,10,4.0587,0.1,5.654866776461628e-05,50.02432601644024,coiffier -T_AA_11,twisted,aa,,11,3.6897272727272727,0.1,5.670574739729577e-05,53.0694651676497,coiffier -T_AA_12,twisted,aa,,12,3.38225,0.1,5.6862827029975264e-05,56.01103767522642,coiffier -T_AA_13,twisted,aa,,13,3.1220769230769227,0.1,5.7019906662654755e-05,58.860795122086,coiffier -T_AA_14,twisted,aa,,14,2.8990714285714283,0.1,5.717698629533424e-05,61.62836246182975,coiffier -T_AA_16,twisted,aa,,16,2.5366874999999998,0.1,5.749114556069321e-05,66.94769598481946,coiffier -T_AA_18,twisted,aa,,18,2.254833333333333,0.1,5.780530482605219e-05,72.01951613258301,coiffier -T_AA_22,twisted,aa,,22,1.8448636363636364,0.1,5.8433623356770154e-05,81.5611439003895,coiffier -T_AA_25,twisted,aa,,25,1.6234799999999998,0.1,5.890486225480862e-05,88.2884823337949,coiffier -T_AA_28,twisted,aa,,28,1.4495357142857141,0.1,5.937610115284709e-05,94.71510073100794,coiffier -T_AA_29,twisted,aa,,29,1.399551724137931,0.1,5.953318078552658e-05,96.79836119927002,coiffier -T_AA_34,twisted,aa,,34,1.193735294117647,0.1,6.031857894892403e-05,106.83121670365088,coiffier -T_AA_35,twisted,aa,,35,1.1596285714285715,0.1,6.047565858160352e-05,108.76857368720536,coiffier -T_AA_37,twisted,aa,,37,1.0969459459459459,0.1,6.07898178469625e-05,112.5813144457689,coiffier -T_AA_38,twisted,aa,,38,1.068078947368421,0.1,6.0946897479641984e-05,114.45824326279055,coiffier -T_AA_40,twisted,aa,,40,1.014675,0.1,6.126105674500097e-05,118.15672383674854,coiffier -T_AA_43,twisted,aa,,43,0.9438837209302325,0.1,6.173229564303944e-05,123.57530428218476,coiffier -T_AA_48,twisted,aa,,48,0.8455625,0.1,6.251769380643689e-05,132.29724890699072,coiffier -T_AA_50,twisted,aa,,50,0.8117399999999999,0.1,6.283185307179587e-05,135.68837729239453,coiffier -T_AA_52,twisted,aa,,52,0.7805192307692307,0.1,6.314601233715485e-05,139.02833417018132,coiffier -T_AA_54,twisted,aa,,54,0.7516111111111111,0.1,6.346017160251382e-05,142.31981716165197,coiffier -T_AA_55,twisted,aa,,55,0.7379454545454545,0.1,6.361725123519332e-05,143.9481585420481,coiffier -T_AA_59,twisted,aa,,59,0.687915254237288,0.1,6.424556976591127e-05,150.35209823534348,coiffier -T_AA_60,twisted,aa,,60,0.67645,0.1,6.440264939859077e-05,151.92702066824307,coiffier -T_AA_69,twisted,aa,,69,0.5882173913043478,0.1,6.581636609270617e-05,165.6790830550225,coiffier -T_AA_70,twisted,aa,,70,0.5798142857142857,0.1,6.597344572538565e-05,167.16372140396226,coiffier -T_AA_74,twisted,aa,,74,0.5484729729729729,0.1,6.660176425610361e-05,173.02342804848382,coiffier -T_AA_75,twisted,aa,,75,0.54116,0.1,6.675884388878311e-05,174.46938466087101,coiffier -T_AA_76,twisted,aa,,76,0.5340394736842105,0.1,6.69159235214626e-05,175.90803336440865,coiffier -T_AA_79,twisted,aa,,79,0.513759493670886,0.1,6.738716241950106e-05,180.18143551676215,coiffier -T_AA_80,twisted,aa,,80,0.5073375,0.1,6.754424205218055e-05,181.5921363670005,coiffier -T_AA_88,twisted,aa,,88,0.4612159090909091,0.1,6.880087911361648e-05,192.6462248083158,coiffier -T_AA_93,twisted,aa,,93,0.43641935483870964,0.1,6.958627727701391e-05,199.36121608853102,coiffier -T_AA_95,twisted,aa,,95,0.4272315789473684,0.1,6.99004365423729e-05,202.00861046969453,coiffier -T_AA_100,twisted,aa,,100,0.40586999999999995,0.1,7.068583470577034e-05,208.53609944992502,coiffier -T_AA_116,twisted,aa,,116,0.34988793103448274,0.1,7.319910882864217e-05,228.63630842948578,coiffier -T_AA_117,twisted,aa,,117,0.3468974358974359,0.1,7.335618846132167e-05,229.85633638765654,coiffier -T_AA_120,twisted,aa,,120,0.338225,0.1,7.382742735936014e-05,233.49286743205369,coiffier -T_AA_147,twisted,aa,,147,0.2761020408163265,0.1,7.806857744170636e-05,264.80000781900486,coiffier -T_AA_148,twisted,aa,,148,0.27423648648648646,0.1,7.822565707438585e-05,265.91541234908686,coiffier -T_AA_150,twisted,aa,,150,0.27058,0.1,7.853981633974483e-05,268.1376671798841,coiffier -T_AA_182,twisted,aa,,182,0.2230054945054945,0.1,8.35663645854885e-05,302.29120138128474,coiffier -T_AA_185,twisted,aa,,185,0.21938918918918918,0.1,8.403760348352698e-05,305.3709482376799,coiffier -T_AA_228,twisted,aa,,228,0.17801315789473685,0.1,9.079202768874504e-05,347.61687512035377,coiffier -T_AA_240,twisted,aa,,240,0.1691125,0.1,9.26769832808989e-05,358.84939296409533,coiffier -T_AA_288,twisted,aa,,288,0.14092708333333331,0.1,0.0001002168056495144,401.79505591816405,coiffier -T_AA_630,twisted,aa,,630,0.06442380952380952,0.1,0.00015393804002589986,652.7883372819776,coiffier -T_AL_7,twisted,al,,7,4.285714285714285,0.1,5.6077428866577815e-05,40.09978377696277,coiffier -T_AL_10,twisted,al,,10,2.9999999999999996,0.1,5.654866776461628e-05,50.02432601644024,coiffier -T_AL_11,twisted,al,,11,2.727272727272727,0.1,5.670574739729577e-05,53.0694651676497,coiffier -T_AL_12,twisted,al,,12,2.4999999999999996,0.1,5.6862827029975264e-05,56.01103767522642,coiffier -T_AL_13,twisted,al,,13,2.3076923076923075,0.1,5.7019906662654755e-05,58.860795122086,coiffier -T_AL_14,twisted,al,,14,2.1428571428571423,0.1,5.717698629533424e-05,61.62836246182975,coiffier -T_AL_16,twisted,al,,16,1.8749999999999998,0.1,5.749114556069321e-05,66.94769598481946,coiffier -T_AL_18,twisted,al,,18,1.6666666666666665,0.1,5.780530482605219e-05,72.01951613258301,coiffier -T_AL_22,twisted,al,,22,1.3636363636363635,0.1,5.8433623356770154e-05,81.5611439003895,coiffier -T_AL_25,twisted,al,,25,1.2,0.1,5.890486225480862e-05,88.2884823337949,coiffier -T_AL_28,twisted,al,,28,1.0714285714285712,0.1,5.937610115284709e-05,94.71510073100794,coiffier -T_AL_29,twisted,al,,29,1.0344827586206895,0.1,5.953318078552658e-05,96.79836119927002,coiffier -T_AL_34,twisted,al,,34,0.8823529411764705,0.1,6.031857894892403e-05,106.83121670365088,coiffier -T_AL_35,twisted,al,,35,0.8571428571428571,0.1,6.047565858160352e-05,108.76857368720536,coiffier -T_AL_37,twisted,al,,37,0.8108108108108107,0.1,6.07898178469625e-05,112.5813144457689,coiffier -T_AL_38,twisted,al,,38,0.7894736842105262,0.1,6.0946897479641984e-05,114.45824326279055,coiffier -T_AL_40,twisted,al,,40,0.7499999999999999,0.1,6.126105674500097e-05,118.15672383674854,coiffier -T_AL_43,twisted,al,,43,0.6976744186046511,0.1,6.173229564303944e-05,123.57530428218476,coiffier -T_AL_48,twisted,al,,48,0.6249999999999999,0.1,6.251769380643689e-05,132.29724890699072,coiffier -T_AL_50,twisted,al,,50,0.6,0.1,6.283185307179587e-05,135.68837729239453,coiffier -T_AL_52,twisted,al,,52,0.5769230769230769,0.1,6.314601233715485e-05,139.02833417018132,coiffier -T_AL_54,twisted,al,,54,0.5555555555555556,0.1,6.346017160251382e-05,142.31981716165197,coiffier -T_AL_55,twisted,al,,55,0.5454545454545453,0.1,6.361725123519332e-05,143.9481585420481,coiffier -T_AL_59,twisted,al,,59,0.5084745762711864,0.1,6.424556976591127e-05,150.35209823534348,coiffier -T_AL_60,twisted,al,,60,0.49999999999999994,0.1,6.440264939859077e-05,151.92702066824307,coiffier -T_AL_69,twisted,al,,69,0.43478260869565216,0.1,6.581636609270617e-05,165.6790830550225,coiffier -T_AL_70,twisted,al,,70,0.42857142857142855,0.1,6.597344572538565e-05,167.16372140396226,coiffier -T_AL_74,twisted,al,,74,0.4054054054054054,0.1,6.660176425610361e-05,173.02342804848382,coiffier -T_AL_75,twisted,al,,75,0.39999999999999997,0.1,6.675884388878311e-05,174.46938466087101,coiffier -T_AL_76,twisted,al,,76,0.3947368421052631,0.1,6.69159235214626e-05,175.90803336440865,coiffier -T_AL_79,twisted,al,,79,0.37974683544303794,0.1,6.738716241950106e-05,180.18143551676215,coiffier -T_AL_80,twisted,al,,80,0.37499999999999994,0.1,6.754424205218055e-05,181.5921363670005,coiffier -T_AL_88,twisted,al,,88,0.3409090909090909,0.1,6.880087911361648e-05,192.6462248083158,coiffier -T_AL_93,twisted,al,,93,0.3225806451612903,0.1,6.958627727701391e-05,199.36121608853102,coiffier -T_AL_95,twisted,al,,95,0.3157894736842105,0.1,6.99004365423729e-05,202.00861046969453,coiffier -T_AL_100,twisted,al,,100,0.3,0.1,7.068583470577034e-05,208.53609944992502,coiffier -T_AL_116,twisted,al,,116,0.2586206896551724,0.1,7.319910882864217e-05,228.63630842948578,coiffier -T_AL_117,twisted,al,,117,0.2564102564102564,0.1,7.335618846132167e-05,229.85633638765654,coiffier -T_AL_120,twisted,al,,120,0.24999999999999997,0.1,7.382742735936014e-05,233.49286743205369,coiffier -T_AL_147,twisted,al,,147,0.2040816326530612,0.1,7.806857744170636e-05,264.80000781900486,coiffier -T_AL_148,twisted,al,,148,0.2027027027027027,0.1,7.822565707438585e-05,265.91541234908686,coiffier -T_AL_150,twisted,al,,150,0.19999999999999998,0.1,7.853981633974483e-05,268.1376671798841,coiffier -T_AL_182,twisted,al,,182,0.1648351648351648,0.1,8.35663645854885e-05,302.29120138128474,coiffier -T_AL_185,twisted,al,,185,0.16216216216216214,0.1,8.403760348352698e-05,305.3709482376799,coiffier -T_AL_228,twisted,al,,228,0.13157894736842105,0.1,9.079202768874504e-05,347.61687512035377,coiffier -T_AL_240,twisted,al,,240,0.12499999999999999,0.1,9.26769832808989e-05,358.84939296409533,coiffier -T_AL_288,twisted,al,,288,0.10416666666666666,0.1,0.0001002168056495144,401.79505591816405,coiffier -T_AL_630,twisted,al,,630,0.047619047619047616,0.1,0.00015393804002589986,652.7883372819776,coiffier -T_AM_7,twisted,am,,7,4.728571428571429,0.1,5.6077428866577815e-05,40.09978377696277,coiffier -T_AM_10,twisted,am,,10,3.31,0.1,5.654866776461628e-05,50.02432601644024,coiffier -T_AM_11,twisted,am,,11,3.009090909090909,0.1,5.670574739729577e-05,53.0694651676497,coiffier -T_AM_12,twisted,am,,12,2.7583333333333333,0.1,5.6862827029975264e-05,56.01103767522642,coiffier -T_AM_13,twisted,am,,13,2.5461538461538464,0.1,5.7019906662654755e-05,58.860795122086,coiffier -T_AM_14,twisted,am,,14,2.3642857142857143,0.1,5.717698629533424e-05,61.62836246182975,coiffier -T_AM_16,twisted,am,,16,2.06875,0.1,5.749114556069321e-05,66.94769598481946,coiffier -T_AM_18,twisted,am,,18,1.8388888888888888,0.1,5.780530482605219e-05,72.01951613258301,coiffier -T_AM_22,twisted,am,,22,1.5045454545454544,0.1,5.8433623356770154e-05,81.5611439003895,coiffier -T_AM_25,twisted,am,,25,1.324,0.1,5.890486225480862e-05,88.2884823337949,coiffier -T_AM_28,twisted,am,,28,1.1821428571428572,0.1,5.937610115284709e-05,94.71510073100794,coiffier -T_AM_29,twisted,am,,29,1.1413793103448275,0.1,5.953318078552658e-05,96.79836119927002,coiffier -T_AM_34,twisted,am,,34,0.9735294117647058,0.1,6.031857894892403e-05,106.83121670365088,coiffier -T_AM_35,twisted,am,,35,0.9457142857142857,0.1,6.047565858160352e-05,108.76857368720536,coiffier -T_AM_37,twisted,am,,37,0.8945945945945946,0.1,6.07898178469625e-05,112.5813144457689,coiffier -T_AM_38,twisted,am,,38,0.8710526315789473,0.1,6.0946897479641984e-05,114.45824326279055,coiffier -T_AM_40,twisted,am,,40,0.8275,0.1,6.126105674500097e-05,118.15672383674854,coiffier -T_AM_43,twisted,am,,43,0.7697674418604651,0.1,6.173229564303944e-05,123.57530428218476,coiffier -T_AM_48,twisted,am,,48,0.6895833333333333,0.1,6.251769380643689e-05,132.29724890699072,coiffier -T_AM_50,twisted,am,,50,0.662,0.1,6.283185307179587e-05,135.68837729239453,coiffier -T_AM_52,twisted,am,,52,0.6365384615384616,0.1,6.314601233715485e-05,139.02833417018132,coiffier -T_AM_54,twisted,am,,54,0.6129629629629629,0.1,6.346017160251382e-05,142.31981716165197,coiffier -T_AM_55,twisted,am,,55,0.6018181818181818,0.1,6.361725123519332e-05,143.9481585420481,coiffier -T_AM_59,twisted,am,,59,0.5610169491525423,0.1,6.424556976591127e-05,150.35209823534348,coiffier -T_AM_60,twisted,am,,60,0.5516666666666666,0.1,6.440264939859077e-05,151.92702066824307,coiffier -T_AM_69,twisted,am,,69,0.4797101449275362,0.1,6.581636609270617e-05,165.6790830550225,coiffier -T_AM_70,twisted,am,,70,0.47285714285714286,0.1,6.597344572538565e-05,167.16372140396226,coiffier -T_AM_74,twisted,am,,74,0.4472972972972973,0.1,6.660176425610361e-05,173.02342804848382,coiffier -T_AM_75,twisted,am,,75,0.4413333333333333,0.1,6.675884388878311e-05,174.46938466087101,coiffier -T_AM_76,twisted,am,,76,0.43552631578947365,0.1,6.69159235214626e-05,175.90803336440865,coiffier -T_AM_79,twisted,am,,79,0.41898734177215186,0.1,6.738716241950106e-05,180.18143551676215,coiffier -T_AM_80,twisted,am,,80,0.41375,0.1,6.754424205218055e-05,181.5921363670005,coiffier -T_AM_88,twisted,am,,88,0.3761363636363636,0.1,6.880087911361648e-05,192.6462248083158,coiffier -T_AM_93,twisted,am,,93,0.35591397849462364,0.1,6.958627727701391e-05,199.36121608853102,coiffier -T_AM_95,twisted,am,,95,0.34842105263157896,0.1,6.99004365423729e-05,202.00861046969453,coiffier -T_AM_100,twisted,am,,100,0.331,0.1,7.068583470577034e-05,208.53609944992502,coiffier -T_AM_116,twisted,am,,116,0.2853448275862069,0.1,7.319910882864217e-05,228.63630842948578,coiffier -T_AM_117,twisted,am,,117,0.2829059829059829,0.1,7.335618846132167e-05,229.85633638765654,coiffier -T_AM_120,twisted,am,,120,0.2758333333333333,0.1,7.382742735936014e-05,233.49286743205369,coiffier -T_AM_147,twisted,am,,147,0.22517006802721087,0.1,7.806857744170636e-05,264.80000781900486,coiffier -T_AM_148,twisted,am,,148,0.22364864864864864,0.1,7.822565707438585e-05,265.91541234908686,coiffier -T_AM_150,twisted,am,,150,0.22066666666666665,0.1,7.853981633974483e-05,268.1376671798841,coiffier -T_AM_182,twisted,am,,182,0.18186813186813186,0.1,8.35663645854885e-05,302.29120138128474,coiffier -T_AM_185,twisted,am,,185,0.17891891891891892,0.1,8.403760348352698e-05,305.3709482376799,coiffier -T_AM_228,twisted,am,,228,0.1451754385964912,0.1,9.079202768874504e-05,347.61687512035377,coiffier -T_AM_240,twisted,am,,240,0.13791666666666666,0.1,9.26769832808989e-05,358.84939296409533,coiffier -T_AM_288,twisted,am,,288,0.11493055555555555,0.1,0.0001002168056495144,401.79505591816405,coiffier -T_AM_630,twisted,am,,630,0.05253968253968254,0.1,0.00015393804002589986,652.7883372819776,coiffier -T_CU_7,twisted,cu,,7,2.571428571428571,0.1,5.6077428866577815e-05,40.09978377696277,coiffier -T_CU_10,twisted,cu,,10,1.8,0.1,5.654866776461628e-05,50.02432601644024,coiffier -T_CU_11,twisted,cu,,11,1.6363636363636362,0.1,5.670574739729577e-05,53.0694651676497,coiffier -T_CU_12,twisted,cu,,12,1.5,0.1,5.6862827029975264e-05,56.01103767522642,coiffier -T_CU_13,twisted,cu,,13,1.3846153846153846,0.1,5.7019906662654755e-05,58.860795122086,coiffier -T_CU_14,twisted,cu,,14,1.2857142857142856,0.1,5.717698629533424e-05,61.62836246182975,coiffier -T_CU_16,twisted,cu,,16,1.125,0.1,5.749114556069321e-05,66.94769598481946,coiffier -T_CU_18,twisted,cu,,18,0.9999999999999999,0.1,5.780530482605219e-05,72.01951613258301,coiffier -T_CU_22,twisted,cu,,22,0.8181818181818181,0.1,5.8433623356770154e-05,81.5611439003895,coiffier -T_CU_25,twisted,cu,,25,0.72,0.1,5.890486225480862e-05,88.2884823337949,coiffier -T_CU_28,twisted,cu,,28,0.6428571428571428,0.1,5.937610115284709e-05,94.71510073100794,coiffier -T_CU_29,twisted,cu,,29,0.6206896551724138,0.1,5.953318078552658e-05,96.79836119927002,coiffier -T_CU_34,twisted,cu,,34,0.5294117647058824,0.1,6.031857894892403e-05,106.83121670365088,coiffier -T_CU_35,twisted,cu,,35,0.5142857142857142,0.1,6.047565858160352e-05,108.76857368720536,coiffier -T_CU_37,twisted,cu,,37,0.48648648648648646,0.1,6.07898178469625e-05,112.5813144457689,coiffier -T_CU_38,twisted,cu,,38,0.4736842105263158,0.1,6.0946897479641984e-05,114.45824326279055,coiffier -T_CU_40,twisted,cu,,40,0.45,0.1,6.126105674500097e-05,118.15672383674854,coiffier -T_CU_43,twisted,cu,,43,0.41860465116279066,0.1,6.173229564303944e-05,123.57530428218476,coiffier -T_CU_48,twisted,cu,,48,0.375,0.1,6.251769380643689e-05,132.29724890699072,coiffier -T_CU_50,twisted,cu,,50,0.36,0.1,6.283185307179587e-05,135.68837729239453,coiffier -T_CU_52,twisted,cu,,52,0.34615384615384615,0.1,6.314601233715485e-05,139.02833417018132,coiffier -T_CU_54,twisted,cu,,54,0.3333333333333333,0.1,6.346017160251382e-05,142.31981716165197,coiffier -T_CU_55,twisted,cu,,55,0.32727272727272727,0.1,6.361725123519332e-05,143.9481585420481,coiffier -T_CU_59,twisted,cu,,59,0.30508474576271183,0.1,6.424556976591127e-05,150.35209823534348,coiffier -T_CU_60,twisted,cu,,60,0.3,0.1,6.440264939859077e-05,151.92702066824307,coiffier -T_CU_69,twisted,cu,,69,0.2608695652173913,0.1,6.581636609270617e-05,165.6790830550225,coiffier -T_CU_70,twisted,cu,,70,0.2571428571428571,0.1,6.597344572538565e-05,167.16372140396226,coiffier -T_CU_74,twisted,cu,,74,0.24324324324324323,0.1,6.660176425610361e-05,173.02342804848382,coiffier -T_CU_75,twisted,cu,,75,0.24,0.1,6.675884388878311e-05,174.46938466087101,coiffier -T_CU_76,twisted,cu,,76,0.2368421052631579,0.1,6.69159235214626e-05,175.90803336440865,coiffier -T_CU_79,twisted,cu,,79,0.22784810126582278,0.1,6.738716241950106e-05,180.18143551676215,coiffier -T_CU_80,twisted,cu,,80,0.225,0.1,6.754424205218055e-05,181.5921363670005,coiffier -T_CU_88,twisted,cu,,88,0.20454545454545453,0.1,6.880087911361648e-05,192.6462248083158,coiffier -T_CU_93,twisted,cu,,93,0.1935483870967742,0.1,6.958627727701391e-05,199.36121608853102,coiffier -T_CU_95,twisted,cu,,95,0.1894736842105263,0.1,6.99004365423729e-05,202.00861046969453,coiffier -T_CU_100,twisted,cu,,100,0.18,0.1,7.068583470577034e-05,208.53609944992502,coiffier -T_CU_116,twisted,cu,,116,0.15517241379310345,0.1,7.319910882864217e-05,228.63630842948578,coiffier -T_CU_117,twisted,cu,,117,0.15384615384615385,0.1,7.335618846132167e-05,229.85633638765654,coiffier -T_CU_120,twisted,cu,,120,0.15,0.1,7.382742735936014e-05,233.49286743205369,coiffier -T_CU_147,twisted,cu,,147,0.12244897959183673,0.1,7.806857744170636e-05,264.80000781900486,coiffier -T_CU_148,twisted,cu,,148,0.12162162162162161,0.1,7.822565707438585e-05,265.91541234908686,coiffier -T_CU_150,twisted,cu,,150,0.12,0.1,7.853981633974483e-05,268.1376671798841,coiffier -T_CU_182,twisted,cu,,182,0.0989010989010989,0.1,8.35663645854885e-05,302.29120138128474,coiffier -T_CU_185,twisted,cu,,185,0.09729729729729729,0.1,8.403760348352698e-05,305.3709482376799,coiffier -T_CU_228,twisted,cu,,228,0.07894736842105263,0.1,9.079202768874504e-05,347.61687512035377,coiffier -T_CU_240,twisted,cu,,240,0.075,0.1,9.26769832808989e-05,358.84939296409533,coiffier -T_CU_288,twisted,cu,,288,0.06249999999999999,0.1,0.0001002168056495144,401.79505591816405,coiffier -T_CU_630,twisted,cu,,630,0.02857142857142857,0.1,0.00015393804002589986,652.7883372819776,coiffier -T_LA_7,twisted,la,,7,6.768714285714285,0.1,5.6077428866577815e-05,40.09978377696277,coiffier -T_LA_10,twisted,la,,10,4.738099999999999,0.1,5.654866776461628e-05,50.02432601644024,coiffier -T_LA_11,twisted,la,,11,4.307363636363637,0.1,5.670574739729577e-05,53.0694651676497,coiffier -T_LA_12,twisted,la,,12,3.9484166666666667,0.1,5.6862827029975264e-05,56.01103767522642,coiffier -T_LA_13,twisted,la,,13,3.6446923076923072,0.1,5.7019906662654755e-05,58.860795122086,coiffier -T_LA_14,twisted,la,,14,3.3843571428571426,0.1,5.717698629533424e-05,61.62836246182975,coiffier -T_LA_16,twisted,la,,16,2.9613125,0.1,5.749114556069321e-05,66.94769598481946,coiffier -T_LA_18,twisted,la,,18,2.6322777777777775,0.1,5.780530482605219e-05,72.01951613258301,coiffier -T_LA_22,twisted,la,,22,2.1536818181818185,0.1,5.8433623356770154e-05,81.5611439003895,coiffier -T_LA_25,twisted,la,,25,1.8952400000000003,0.1,5.890486225480862e-05,88.2884823337949,coiffier -T_LA_28,twisted,la,,28,1.6921785714285713,0.1,5.937610115284709e-05,94.71510073100794,coiffier -T_LA_29,twisted,la,,29,1.6338275862068965,0.1,5.953318078552658e-05,96.79836119927002,coiffier -T_LA_34,twisted,la,,34,1.3935588235294118,0.1,6.031857894892403e-05,106.83121670365088,coiffier -T_LA_35,twisted,la,,35,1.3537428571428571,0.1,6.047565858160352e-05,108.76857368720536,coiffier -T_LA_37,twisted,la,,37,1.2805675675675674,0.1,6.07898178469625e-05,112.5813144457689,coiffier -T_LA_38,twisted,la,,38,1.2468684210526317,0.1,6.0946897479641984e-05,114.45824326279055,coiffier -T_LA_40,twisted,la,,40,1.1845249999999998,0.1,6.126105674500097e-05,118.15672383674854,coiffier -T_LA_43,twisted,la,,43,1.1018837209302326,0.1,6.173229564303944e-05,123.57530428218476,coiffier -T_LA_48,twisted,la,,48,0.9871041666666667,0.1,6.251769380643689e-05,132.29724890699072,coiffier -T_LA_50,twisted,la,,50,0.9476200000000001,0.1,6.283185307179587e-05,135.68837729239453,coiffier -T_LA_52,twisted,la,,52,0.9111730769230768,0.1,6.314601233715485e-05,139.02833417018132,coiffier -T_LA_54,twisted,la,,54,0.8774259259259259,0.1,6.346017160251382e-05,142.31981716165197,coiffier -T_LA_55,twisted,la,,55,0.8614727272727273,0.1,6.361725123519332e-05,143.9481585420481,coiffier -T_LA_59,twisted,la,,59,0.8030677966101695,0.1,6.424556976591127e-05,150.35209823534348,coiffier -T_LA_60,twisted,la,,60,0.7896833333333333,0.1,6.440264939859077e-05,151.92702066824307,coiffier -T_LA_69,twisted,la,,69,0.6866811594202898,0.1,6.581636609270617e-05,165.6790830550225,coiffier -T_LA_70,twisted,la,,70,0.6768714285714286,0.1,6.597344572538565e-05,167.16372140396226,coiffier -T_LA_74,twisted,la,,74,0.6402837837837837,0.1,6.660176425610361e-05,173.02342804848382,coiffier -T_LA_75,twisted,la,,75,0.6317466666666666,0.1,6.675884388878311e-05,174.46938466087101,coiffier -T_LA_76,twisted,la,,76,0.6234342105263159,0.1,6.69159235214626e-05,175.90803336440865,coiffier -T_LA_79,twisted,la,,79,0.599759493670886,0.1,6.738716241950106e-05,180.18143551676215,coiffier -T_LA_80,twisted,la,,80,0.5922624999999999,0.1,6.754424205218055e-05,181.5921363670005,coiffier -T_LA_88,twisted,la,,88,0.5384204545454546,0.1,6.880087911361648e-05,192.6462248083158,coiffier -T_LA_93,twisted,la,,93,0.5094731182795699,0.1,6.958627727701391e-05,199.36121608853102,coiffier -T_LA_95,twisted,la,,95,0.49874736842105266,0.1,6.99004365423729e-05,202.00861046969453,coiffier -T_LA_100,twisted,la,,100,0.47381000000000006,0.1,7.068583470577034e-05,208.53609944992502,coiffier -T_LA_116,twisted,la,,116,0.4084568965517241,0.1,7.319910882864217e-05,228.63630842948578,coiffier -T_LA_117,twisted,la,,117,0.40496581196581194,0.1,7.335618846132167e-05,229.85633638765654,coiffier -T_LA_120,twisted,la,,120,0.39484166666666665,0.1,7.382742735936014e-05,233.49286743205369,coiffier -T_LA_147,twisted,la,,147,0.3223197278911564,0.1,7.806857744170636e-05,264.80000781900486,coiffier -T_LA_148,twisted,la,,148,0.32014189189189185,0.1,7.822565707438585e-05,265.91541234908686,coiffier -T_LA_150,twisted,la,,150,0.3158733333333333,0.1,7.853981633974483e-05,268.1376671798841,coiffier -T_LA_182,twisted,la,,182,0.26033516483516483,0.1,8.35663645854885e-05,302.29120138128474,coiffier -T_LA_185,twisted,la,,185,0.2561135135135135,0.1,8.403760348352698e-05,305.3709482376799,coiffier -T_LA_228,twisted,la,,228,0.20781140350877192,0.1,9.079202768874504e-05,347.61687512035377,coiffier -T_LA_240,twisted,la,,240,0.19742083333333332,0.1,9.26769832808989e-05,358.84939296409533,coiffier -T_LA_288,twisted,la,,288,0.1645173611111111,0.1,0.0001002168056495144,401.79505591816405,coiffier -T_LA_630,twisted,la,,630,0.07520793650793652,0.1,0.00015393804002589986,652.7883372819776,coiffier -U_AA_7_PC,underground,aa,pc,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_PM,underground,aa,pm,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_PP,underground,aa,pp,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_PU,underground,aa,pu,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_S3,underground,aa,s3,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_S6,underground,aa,s6,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_SC,underground,aa,sc,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_SE,underground,aa,se,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_SO,underground,aa,so,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7_SR,underground,aa,sr,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_7,underground,aa,,7,5.798142857142857,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AA_10_PC,underground,aa,pc,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_PM,underground,aa,pm,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_PP,underground,aa,pp,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_PU,underground,aa,pu,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_S3,underground,aa,s3,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_S6,underground,aa,s6,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_SC,underground,aa,sc,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_SE,underground,aa,se,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_SO,underground,aa,so,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10_SR,underground,aa,sr,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_10,underground,aa,,10,4.0587,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AA_11_PC,underground,aa,pc,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_PM,underground,aa,pm,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_PP,underground,aa,pp,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_PU,underground,aa,pu,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_S3,underground,aa,s3,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_S6,underground,aa,s6,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_SC,underground,aa,sc,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_SE,underground,aa,se,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_SO,underground,aa,so,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11_SR,underground,aa,sr,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_11,underground,aa,,11,3.6897272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AA_12_PC,underground,aa,pc,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_PM,underground,aa,pm,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_PP,underground,aa,pp,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_PU,underground,aa,pu,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_S3,underground,aa,s3,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_S6,underground,aa,s6,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_SC,underground,aa,sc,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_SE,underground,aa,se,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_SO,underground,aa,so,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12_SR,underground,aa,sr,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_12,underground,aa,,12,3.38225,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AA_13_PC,underground,aa,pc,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_PM,underground,aa,pm,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_PP,underground,aa,pp,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_PU,underground,aa,pu,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_S3,underground,aa,s3,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_S6,underground,aa,s6,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_SC,underground,aa,sc,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_SE,underground,aa,se,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_SO,underground,aa,so,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13_SR,underground,aa,sr,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_13,underground,aa,,13,3.1220769230769227,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AA_14_PC,underground,aa,pc,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_PM,underground,aa,pm,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_PP,underground,aa,pp,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_PU,underground,aa,pu,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_S3,underground,aa,s3,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_S6,underground,aa,s6,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_SC,underground,aa,sc,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_SE,underground,aa,se,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_SO,underground,aa,so,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14_SR,underground,aa,sr,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_14,underground,aa,,14,2.8990714285714283,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AA_16_PC,underground,aa,pc,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_PM,underground,aa,pm,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_PP,underground,aa,pp,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_PU,underground,aa,pu,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_S3,underground,aa,s3,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_S6,underground,aa,s6,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_SC,underground,aa,sc,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_SE,underground,aa,se,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_SO,underground,aa,so,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16_SR,underground,aa,sr,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_16,underground,aa,,16,2.5366874999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AA_18_PC,underground,aa,pc,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_PM,underground,aa,pm,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_PP,underground,aa,pp,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_PU,underground,aa,pu,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_S3,underground,aa,s3,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_S6,underground,aa,s6,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_SC,underground,aa,sc,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_SE,underground,aa,se,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_SO,underground,aa,so,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18_SR,underground,aa,sr,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_18,underground,aa,,18,2.254833333333333,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AA_22_PC,underground,aa,pc,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_PM,underground,aa,pm,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_PP,underground,aa,pp,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_PU,underground,aa,pu,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_S3,underground,aa,s3,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_S6,underground,aa,s6,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_SC,underground,aa,sc,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_SE,underground,aa,se,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_SO,underground,aa,so,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22_SR,underground,aa,sr,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_22,underground,aa,,22,1.8448636363636364,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AA_25_PC,underground,aa,pc,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_PM,underground,aa,pm,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_PP,underground,aa,pp,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_PU,underground,aa,pu,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_S3,underground,aa,s3,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_S6,underground,aa,s6,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_SC,underground,aa,sc,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_SE,underground,aa,se,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_SO,underground,aa,so,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25_SR,underground,aa,sr,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_25,underground,aa,,25,1.6234799999999998,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AA_28_PC,underground,aa,pc,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_PM,underground,aa,pm,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_PP,underground,aa,pp,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_PU,underground,aa,pu,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_S3,underground,aa,s3,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_S6,underground,aa,s6,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_SC,underground,aa,sc,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_SE,underground,aa,se,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_SO,underground,aa,so,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28_SR,underground,aa,sr,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_28,underground,aa,,28,1.4495357142857141,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AA_29_PC,underground,aa,pc,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_PM,underground,aa,pm,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_PP,underground,aa,pp,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_PU,underground,aa,pu,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_S3,underground,aa,s3,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_S6,underground,aa,s6,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_SC,underground,aa,sc,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_SE,underground,aa,se,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_SO,underground,aa,so,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29_SR,underground,aa,sr,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_29,underground,aa,,29,1.399551724137931,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AA_34_PC,underground,aa,pc,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_PM,underground,aa,pm,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_PP,underground,aa,pp,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_PU,underground,aa,pu,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_S3,underground,aa,s3,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_S6,underground,aa,s6,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_SC,underground,aa,sc,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_SE,underground,aa,se,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_SO,underground,aa,so,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34_SR,underground,aa,sr,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_34,underground,aa,,34,1.193735294117647,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AA_35_PC,underground,aa,pc,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_PM,underground,aa,pm,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_PP,underground,aa,pp,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_PU,underground,aa,pu,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_S3,underground,aa,s3,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_S6,underground,aa,s6,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_SC,underground,aa,sc,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_SE,underground,aa,se,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_SO,underground,aa,so,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35_SR,underground,aa,sr,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_35,underground,aa,,35,1.1596285714285715,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AA_37_PC,underground,aa,pc,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_PM,underground,aa,pm,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_PP,underground,aa,pp,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_PU,underground,aa,pu,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_S3,underground,aa,s3,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_S6,underground,aa,s6,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_SC,underground,aa,sc,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_SE,underground,aa,se,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_SO,underground,aa,so,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37_SR,underground,aa,sr,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_37,underground,aa,,37,1.0969459459459459,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AA_38_PC,underground,aa,pc,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_PM,underground,aa,pm,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_PP,underground,aa,pp,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_PU,underground,aa,pu,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_S3,underground,aa,s3,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_S6,underground,aa,s6,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_SC,underground,aa,sc,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_SE,underground,aa,se,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_SO,underground,aa,so,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38_SR,underground,aa,sr,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_38,underground,aa,,38,1.068078947368421,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AA_40_PC,underground,aa,pc,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_PM,underground,aa,pm,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_PP,underground,aa,pp,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_PU,underground,aa,pu,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_S3,underground,aa,s3,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_S6,underground,aa,s6,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_SC,underground,aa,sc,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_SE,underground,aa,se,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_SO,underground,aa,so,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40_SR,underground,aa,sr,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_40,underground,aa,,40,1.014675,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AA_43_PC,underground,aa,pc,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_PM,underground,aa,pm,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_PP,underground,aa,pp,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_PU,underground,aa,pu,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_S3,underground,aa,s3,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_S6,underground,aa,s6,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_SC,underground,aa,sc,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_SE,underground,aa,se,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_SO,underground,aa,so,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43_SR,underground,aa,sr,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_43,underground,aa,,43,0.9438837209302325,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AA_48_PC,underground,aa,pc,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_PM,underground,aa,pm,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_PP,underground,aa,pp,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_PU,underground,aa,pu,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_S3,underground,aa,s3,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_S6,underground,aa,s6,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_SC,underground,aa,sc,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_SE,underground,aa,se,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_SO,underground,aa,so,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48_SR,underground,aa,sr,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_48,underground,aa,,48,0.8455625,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AA_50_PC,underground,aa,pc,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_PM,underground,aa,pm,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_PP,underground,aa,pp,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_PU,underground,aa,pu,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_S3,underground,aa,s3,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_S6,underground,aa,s6,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_SC,underground,aa,sc,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_SE,underground,aa,se,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_SO,underground,aa,so,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50_SR,underground,aa,sr,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_50,underground,aa,,50,0.8117399999999999,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AA_52_PC,underground,aa,pc,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_PM,underground,aa,pm,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_PP,underground,aa,pp,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_PU,underground,aa,pu,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_S3,underground,aa,s3,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_S6,underground,aa,s6,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_SC,underground,aa,sc,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_SE,underground,aa,se,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_SO,underground,aa,so,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52_SR,underground,aa,sr,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_52,underground,aa,,52,0.7805192307692307,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AA_54_PC,underground,aa,pc,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_PM,underground,aa,pm,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_PP,underground,aa,pp,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_PU,underground,aa,pu,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_S3,underground,aa,s3,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_S6,underground,aa,s6,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_SC,underground,aa,sc,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_SE,underground,aa,se,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_SO,underground,aa,so,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54_SR,underground,aa,sr,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_54,underground,aa,,54,0.7516111111111111,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AA_55_PC,underground,aa,pc,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_PM,underground,aa,pm,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_PP,underground,aa,pp,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_PU,underground,aa,pu,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_S3,underground,aa,s3,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_S6,underground,aa,s6,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_SC,underground,aa,sc,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_SE,underground,aa,se,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_SO,underground,aa,so,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55_SR,underground,aa,sr,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_55,underground,aa,,55,0.7379454545454545,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AA_59_PC,underground,aa,pc,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_PM,underground,aa,pm,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_PP,underground,aa,pp,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_PU,underground,aa,pu,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_S3,underground,aa,s3,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_S6,underground,aa,s6,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_SC,underground,aa,sc,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_SE,underground,aa,se,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_SO,underground,aa,so,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59_SR,underground,aa,sr,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_59,underground,aa,,59,0.687915254237288,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AA_60_PC,underground,aa,pc,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_PM,underground,aa,pm,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_PP,underground,aa,pp,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_PU,underground,aa,pu,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_S3,underground,aa,s3,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_S6,underground,aa,s6,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_SC,underground,aa,sc,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_SE,underground,aa,se,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_SO,underground,aa,so,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60_SR,underground,aa,sr,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_60,underground,aa,,60,0.67645,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AA_69_PC,underground,aa,pc,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_PM,underground,aa,pm,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_PP,underground,aa,pp,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_PU,underground,aa,pu,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_S3,underground,aa,s3,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_S6,underground,aa,s6,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_SC,underground,aa,sc,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_SE,underground,aa,se,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_SO,underground,aa,so,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69_SR,underground,aa,sr,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_69,underground,aa,,69,0.5882173913043478,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AA_70_PC,underground,aa,pc,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_PM,underground,aa,pm,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_PP,underground,aa,pp,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_PU,underground,aa,pu,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_S3,underground,aa,s3,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_S6,underground,aa,s6,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_SC,underground,aa,sc,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_SE,underground,aa,se,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_SO,underground,aa,so,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70_SR,underground,aa,sr,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_70,underground,aa,,70,0.5798142857142857,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AA_74_PC,underground,aa,pc,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_PM,underground,aa,pm,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_PP,underground,aa,pp,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_PU,underground,aa,pu,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_S3,underground,aa,s3,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_S6,underground,aa,s6,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_SC,underground,aa,sc,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_SE,underground,aa,se,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_SO,underground,aa,so,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74_SR,underground,aa,sr,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_74,underground,aa,,74,0.5484729729729729,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AA_75_PC,underground,aa,pc,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_PM,underground,aa,pm,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_PP,underground,aa,pp,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_PU,underground,aa,pu,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_S3,underground,aa,s3,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_S6,underground,aa,s6,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_SC,underground,aa,sc,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_SE,underground,aa,se,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_SO,underground,aa,so,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75_SR,underground,aa,sr,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_75,underground,aa,,75,0.54116,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AA_76_PC,underground,aa,pc,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_PM,underground,aa,pm,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_PP,underground,aa,pp,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_PU,underground,aa,pu,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_S3,underground,aa,s3,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_S6,underground,aa,s6,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_SC,underground,aa,sc,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_SE,underground,aa,se,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_SO,underground,aa,so,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76_SR,underground,aa,sr,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_76,underground,aa,,76,0.5340394736842105,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AA_79_PC,underground,aa,pc,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_PM,underground,aa,pm,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_PP,underground,aa,pp,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_PU,underground,aa,pu,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_S3,underground,aa,s3,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_S6,underground,aa,s6,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_SC,underground,aa,sc,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_SE,underground,aa,se,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_SO,underground,aa,so,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79_SR,underground,aa,sr,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_79,underground,aa,,79,0.513759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AA_80_PC,underground,aa,pc,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_PM,underground,aa,pm,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_PP,underground,aa,pp,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_PU,underground,aa,pu,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_S3,underground,aa,s3,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_S6,underground,aa,s6,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_SC,underground,aa,sc,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_SE,underground,aa,se,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_SO,underground,aa,so,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80_SR,underground,aa,sr,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_80,underground,aa,,80,0.5073375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AA_88_PC,underground,aa,pc,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_PM,underground,aa,pm,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_PP,underground,aa,pp,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_PU,underground,aa,pu,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_S3,underground,aa,s3,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_S6,underground,aa,s6,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_SC,underground,aa,sc,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_SE,underground,aa,se,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_SO,underground,aa,so,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88_SR,underground,aa,sr,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_88,underground,aa,,88,0.4612159090909091,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AA_93_PC,underground,aa,pc,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_PM,underground,aa,pm,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_PP,underground,aa,pp,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_PU,underground,aa,pu,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_S3,underground,aa,s3,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_S6,underground,aa,s6,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_SC,underground,aa,sc,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_SE,underground,aa,se,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_SO,underground,aa,so,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93_SR,underground,aa,sr,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_93,underground,aa,,93,0.43641935483870964,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AA_95_PC,underground,aa,pc,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_PM,underground,aa,pm,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_PP,underground,aa,pp,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_PU,underground,aa,pu,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_S3,underground,aa,s3,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_S6,underground,aa,s6,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_SC,underground,aa,sc,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_SE,underground,aa,se,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_SO,underground,aa,so,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95_SR,underground,aa,sr,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_95,underground,aa,,95,0.4272315789473684,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AA_100_PC,underground,aa,pc,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_PM,underground,aa,pm,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_PP,underground,aa,pp,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_PU,underground,aa,pu,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_S3,underground,aa,s3,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_S6,underground,aa,s6,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_SC,underground,aa,sc,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_SE,underground,aa,se,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_SO,underground,aa,so,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100_SR,underground,aa,sr,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_100,underground,aa,,100,0.40586999999999995,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AA_116_PC,underground,aa,pc,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_PM,underground,aa,pm,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_PP,underground,aa,pp,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_PU,underground,aa,pu,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_S3,underground,aa,s3,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_S6,underground,aa,s6,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_SC,underground,aa,sc,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_SE,underground,aa,se,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_SO,underground,aa,so,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116_SR,underground,aa,sr,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_116,underground,aa,,116,0.34988793103448274,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AA_117_PC,underground,aa,pc,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_PM,underground,aa,pm,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_PP,underground,aa,pp,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_PU,underground,aa,pu,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_S3,underground,aa,s3,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_S6,underground,aa,s6,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_SC,underground,aa,sc,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_SE,underground,aa,se,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_SO,underground,aa,so,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117_SR,underground,aa,sr,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_117,underground,aa,,117,0.3468974358974359,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AA_120_PC,underground,aa,pc,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_PM,underground,aa,pm,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_PP,underground,aa,pp,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_PU,underground,aa,pu,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_S3,underground,aa,s3,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_S6,underground,aa,s6,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_SC,underground,aa,sc,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_SE,underground,aa,se,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_SO,underground,aa,so,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120_SR,underground,aa,sr,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_120,underground,aa,,120,0.338225,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AA_147_PC,underground,aa,pc,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_PM,underground,aa,pm,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_PP,underground,aa,pp,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_PU,underground,aa,pu,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_S3,underground,aa,s3,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_S6,underground,aa,s6,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_SC,underground,aa,sc,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_SE,underground,aa,se,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_SO,underground,aa,so,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147_SR,underground,aa,sr,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_147,underground,aa,,147,0.2761020408163265,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AA_148_PC,underground,aa,pc,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_PM,underground,aa,pm,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_PP,underground,aa,pp,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_PU,underground,aa,pu,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_S3,underground,aa,s3,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_S6,underground,aa,s6,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_SC,underground,aa,sc,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_SE,underground,aa,se,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_SO,underground,aa,so,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148_SR,underground,aa,sr,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_148,underground,aa,,148,0.27423648648648646,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AA_150_PC,underground,aa,pc,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_PM,underground,aa,pm,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_PP,underground,aa,pp,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_PU,underground,aa,pu,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_S3,underground,aa,s3,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_S6,underground,aa,s6,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_SC,underground,aa,sc,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_SE,underground,aa,se,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_SO,underground,aa,so,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150_SR,underground,aa,sr,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_150,underground,aa,,150,0.27058,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AA_182_PC,underground,aa,pc,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_PM,underground,aa,pm,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_PP,underground,aa,pp,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_PU,underground,aa,pu,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_S3,underground,aa,s3,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_S6,underground,aa,s6,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_SC,underground,aa,sc,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_SE,underground,aa,se,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_SO,underground,aa,so,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182_SR,underground,aa,sr,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_182,underground,aa,,182,0.2230054945054945,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AA_185_PC,underground,aa,pc,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_PM,underground,aa,pm,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_PP,underground,aa,pp,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_PU,underground,aa,pu,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_S3,underground,aa,s3,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_S6,underground,aa,s6,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_SC,underground,aa,sc,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_SE,underground,aa,se,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_SO,underground,aa,so,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185_SR,underground,aa,sr,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_185,underground,aa,,185,0.21938918918918918,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AA_228_PC,underground,aa,pc,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_PM,underground,aa,pm,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_PP,underground,aa,pp,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_PU,underground,aa,pu,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_S3,underground,aa,s3,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_S6,underground,aa,s6,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_SC,underground,aa,sc,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_SE,underground,aa,se,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_SO,underground,aa,so,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228_SR,underground,aa,sr,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_228,underground,aa,,228,0.17801315789473685,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AA_240_PC,underground,aa,pc,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_PM,underground,aa,pm,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_PP,underground,aa,pp,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_PU,underground,aa,pu,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_S3,underground,aa,s3,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_S6,underground,aa,s6,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_SC,underground,aa,sc,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_SE,underground,aa,se,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_SO,underground,aa,so,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240_SR,underground,aa,sr,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_240,underground,aa,,240,0.1691125,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AA_288_PC,underground,aa,pc,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_PM,underground,aa,pm,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_PP,underground,aa,pp,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_PU,underground,aa,pu,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_S3,underground,aa,s3,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_S6,underground,aa,s6,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_SC,underground,aa,sc,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_SE,underground,aa,se,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_SO,underground,aa,so,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288_SR,underground,aa,sr,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_288,underground,aa,,288,0.14092708333333331,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AA_630_PC,underground,aa,pc,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_PM,underground,aa,pm,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_PP,underground,aa,pp,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_PU,underground,aa,pu,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_S3,underground,aa,s3,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_S6,underground,aa,s6,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_SC,underground,aa,sc,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_SE,underground,aa,se,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_SO,underground,aa,so,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630_SR,underground,aa,sr,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AA_630,underground,aa,,630,0.06442380952380952,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AL_7_PC,underground,al,pc,7,4.285714285714285,0.1,3.8264598520723676e-05,55.1372026933238,coiffier -U_AL_7_PM,underground,al,pm,7,4.285714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AL_7_PP,underground,al,pp,7,4.285714285714285,0.1,3.8264598520723676e-05,55.1372026933238,coiffier -U_AL_7_PU,underground,al,pu,7,4.285714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AL_7_S3,underground,al,s3,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier -U_AL_7_S6,underground,al,s6,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier -U_AL_7_SC,underground,al,sc,7,4.285714285714285,0.1,4.6778314611952015e-05,55.1372026933238,coiffier -U_AL_7_SE,underground,al,se,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier -U_AL_7_SO,underground,al,so,7,4.285714285714285,0.1,7.169114435491908e-05,55.1372026933238,coiffier -U_AL_7_SR,underground,al,sr,7,4.285714285714285,0.1,4.194026192542374e-05,55.1372026933238,coiffier -U_AL_7,underground,al,,7,4.285714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AL_10_PC,underground,al,pc,10,2.9999999999999996,0.1,3.8641589639154456e-05,68.78344827260534,coiffier -U_AL_10_PM,underground,al,pm,10,2.9999999999999996,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AL_10_PP,underground,al,pp,10,2.9999999999999996,0.1,3.8641589639154456e-05,68.78344827260534,coiffier -U_AL_10_PU,underground,al,pu,10,2.9999999999999996,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AL_10_S3,underground,al,s3,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier -U_AL_10_S6,underground,al,s6,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier -U_AL_10_SC,underground,al,sc,10,2.9999999999999996,0.1,4.7438049069205874e-05,68.78344827260534,coiffier -U_AL_10_SE,underground,al,se,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier -U_AL_10_SO,underground,al,so,10,2.9999999999999996,0.1,7.225663103256525e-05,68.78344827260534,coiffier -U_AL_10_SR,underground,al,sr,10,2.9999999999999996,0.1,4.241150082346221e-05,68.78344827260534,coiffier -U_AL_10,underground,al,,10,2.9999999999999996,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AL_11_PC,underground,al,pc,11,2.727272727272727,0.1,3.876725334529805e-05,72.97051460551835,coiffier -U_AL_11_PM,underground,al,pm,11,2.727272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AL_11_PP,underground,al,pp,11,2.727272727272727,0.1,3.876725334529805e-05,72.97051460551835,coiffier -U_AL_11_PU,underground,al,pu,11,2.727272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AL_11_S3,underground,al,s3,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier -U_AL_11_S6,underground,al,s6,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier -U_AL_11_SC,underground,al,sc,11,2.727272727272727,0.1,4.765796055495716e-05,72.97051460551835,coiffier -U_AL_11_SE,underground,al,se,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier -U_AL_11_SO,underground,al,so,11,2.727272727272727,0.1,7.244512659178063e-05,72.97051460551835,coiffier -U_AL_11_SR,underground,al,sr,11,2.727272727272727,0.1,4.25685804561417e-05,72.97051460551835,coiffier -U_AL_11,underground,al,,11,2.727272727272727,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AL_12_PC,underground,al,pc,12,2.4999999999999996,0.1,3.889291705144164e-05,77.01517680343633,coiffier -U_AL_12_PM,underground,al,pm,12,2.4999999999999996,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AL_12_PP,underground,al,pp,12,2.4999999999999996,0.1,3.889291705144164e-05,77.01517680343633,coiffier -U_AL_12_PU,underground,al,pu,12,2.4999999999999996,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AL_12_S3,underground,al,s3,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier -U_AL_12_S6,underground,al,s6,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier -U_AL_12_SC,underground,al,sc,12,2.4999999999999996,0.1,4.787787204070845e-05,77.01517680343633,coiffier -U_AL_12_SE,underground,al,se,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier -U_AL_12_SO,underground,al,so,12,2.4999999999999996,0.1,7.263362215099601e-05,77.01517680343633,coiffier -U_AL_12_SR,underground,al,sr,12,2.4999999999999996,0.1,4.272566008882119e-05,77.01517680343633,coiffier -U_AL_12,underground,al,,12,2.4999999999999996,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AL_13_PC,underground,al,pc,13,2.3076923076923075,0.1,3.901858075758523e-05,80.93359329286825,coiffier -U_AL_13_PM,underground,al,pm,13,2.3076923076923075,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AL_13_PP,underground,al,pp,13,2.3076923076923075,0.1,3.901858075758523e-05,80.93359329286825,coiffier -U_AL_13_PU,underground,al,pu,13,2.3076923076923075,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AL_13_S3,underground,al,s3,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier -U_AL_13_S6,underground,al,s6,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier -U_AL_13_SC,underground,al,sc,13,2.3076923076923075,0.1,4.8097783526459734e-05,80.93359329286825,coiffier -U_AL_13_SE,underground,al,se,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier -U_AL_13_SO,underground,al,so,13,2.3076923076923075,0.1,7.282211771021141e-05,80.93359329286825,coiffier -U_AL_13_SR,underground,al,sr,13,2.3076923076923075,0.1,4.288273972150068e-05,80.93359329286825,coiffier -U_AL_13,underground,al,,13,2.3076923076923075,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AL_14_PC,underground,al,pc,14,2.1428571428571423,0.1,3.9144244463728825e-05,84.7389983850159,coiffier -U_AL_14_PM,underground,al,pm,14,2.1428571428571423,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AL_14_PP,underground,al,pp,14,2.1428571428571423,0.1,3.9144244463728825e-05,84.7389983850159,coiffier -U_AL_14_PU,underground,al,pu,14,2.1428571428571423,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AL_14_S3,underground,al,s3,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier -U_AL_14_S6,underground,al,s6,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier -U_AL_14_SC,underground,al,sc,14,2.1428571428571423,0.1,4.831769501221102e-05,84.7389983850159,coiffier -U_AL_14_SE,underground,al,se,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier -U_AL_14_SO,underground,al,so,14,2.1428571428571423,0.1,7.30106132694268e-05,84.7389983850159,coiffier -U_AL_14_SR,underground,al,sr,14,2.1428571428571423,0.1,4.3039819354180165e-05,84.7389983850159,coiffier -U_AL_14,underground,al,,14,2.1428571428571423,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AL_16_PC,underground,al,pc,16,1.8749999999999998,0.1,3.939557187601601e-05,92.05308197912676,coiffier -U_AL_16_PM,underground,al,pm,16,1.8749999999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AL_16_PP,underground,al,pp,16,1.8749999999999998,0.1,3.939557187601601e-05,92.05308197912676,coiffier -U_AL_16_PU,underground,al,pu,16,1.8749999999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AL_16_S3,underground,al,s3,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier -U_AL_16_S6,underground,al,s6,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier -U_AL_16_SC,underground,al,sc,16,1.8749999999999998,0.1,4.875751798371359e-05,92.05308197912676,coiffier -U_AL_16_SE,underground,al,se,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier -U_AL_16_SO,underground,al,so,16,1.8749999999999998,0.1,7.338760438785756e-05,92.05308197912676,coiffier -U_AL_16_SR,underground,al,sr,16,1.8749999999999998,0.1,4.335397861953915e-05,92.05308197912676,coiffier -U_AL_16,underground,al,,16,1.8749999999999998,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AL_18_PC,underground,al,pc,18,1.6666666666666665,0.1,3.9646899288303194e-05,99.02683468230164,coiffier -U_AL_18_PM,underground,al,pm,18,1.6666666666666665,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AL_18_PP,underground,al,pp,18,1.6666666666666665,0.1,3.9646899288303194e-05,99.02683468230164,coiffier -U_AL_18_PU,underground,al,pu,18,1.6666666666666665,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AL_18_S3,underground,al,s3,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier -U_AL_18_S6,underground,al,s6,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier -U_AL_18_SC,underground,al,sc,18,1.6666666666666665,0.1,4.9197340955216165e-05,99.02683468230164,coiffier -U_AL_18_SE,underground,al,se,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier -U_AL_18_SO,underground,al,so,18,1.6666666666666665,0.1,7.376459550628834e-05,99.02683468230164,coiffier -U_AL_18_SR,underground,al,sr,18,1.6666666666666665,0.1,4.366813788489813e-05,99.02683468230164,coiffier -U_AL_18,underground,al,,18,1.6666666666666665,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AL_22_PC,underground,al,pc,22,1.3636363636363635,0.1,4.0149554112877555e-05,112.14657286303556,coiffier -U_AL_22_PM,underground,al,pm,22,1.3636363636363635,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AL_22_PP,underground,al,pp,22,1.3636363636363635,0.1,4.0149554112877555e-05,112.14657286303556,coiffier -U_AL_22_PU,underground,al,pu,22,1.3636363636363635,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AL_22_S3,underground,al,s3,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier -U_AL_22_S6,underground,al,s6,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier -U_AL_22_SC,underground,al,sc,22,1.3636363636363635,0.1,5.007698689822131e-05,112.14657286303556,coiffier -U_AL_22_SE,underground,al,se,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier -U_AL_22_SO,underground,al,so,22,1.3636363636363635,0.1,7.45185777431499e-05,112.14657286303556,coiffier -U_AL_22_SR,underground,al,sr,22,1.3636363636363635,0.1,4.429645641561609e-05,112.14657286303556,coiffier -U_AL_22,underground,al,,22,1.3636363636363635,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AL_25_PC,underground,al,pc,25,1.2,0.1,4.052654523130833e-05,121.396663208968,coiffier -U_AL_25_PM,underground,al,pm,25,1.2,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AL_25_PP,underground,al,pp,25,1.2,0.1,4.052654523130833e-05,121.396663208968,coiffier -U_AL_25_PU,underground,al,pu,25,1.2,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AL_25_S3,underground,al,s3,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier -U_AL_25_S6,underground,al,s6,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier -U_AL_25_SC,underground,al,sc,25,1.2,0.1,5.073672135547516e-05,121.396663208968,coiffier -U_AL_25_SE,underground,al,se,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier -U_AL_25_SO,underground,al,so,25,1.2,0.1,7.508406442079606e-05,121.396663208968,coiffier -U_AL_25_SR,underground,al,sr,25,1.2,0.1,4.4767695313654553e-05,121.396663208968,coiffier -U_AL_25,underground,al,,25,1.2,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AL_28_PC,underground,al,pc,28,1.0714285714285712,0.1,4.090353634973911e-05,130.2332635051359,coiffier -U_AL_28_PM,underground,al,pm,28,1.0714285714285712,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AL_28_PP,underground,al,pp,28,1.0714285714285712,0.1,4.090353634973911e-05,130.2332635051359,coiffier -U_AL_28_PU,underground,al,pu,28,1.0714285714285712,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AL_28_S3,underground,al,s3,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier -U_AL_28_S6,underground,al,s6,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier -U_AL_28_SC,underground,al,sc,28,1.0714285714285712,0.1,5.139645581272901e-05,130.2332635051359,coiffier -U_AL_28_SE,underground,al,se,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier -U_AL_28_SO,underground,al,so,28,1.0714285714285712,0.1,7.564955109844222e-05,130.2332635051359,coiffier -U_AL_28_SR,underground,al,sr,28,1.0714285714285712,0.1,4.523893421169303e-05,130.2332635051359,coiffier -U_AL_28,underground,al,,28,1.0714285714285712,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AL_29_PC,underground,al,pc,29,1.0344827586206895,0.1,4.10292000558827e-05,133.09774664899626,coiffier -U_AL_29_PM,underground,al,pm,29,1.0344827586206895,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AL_29_PP,underground,al,pp,29,1.0344827586206895,0.1,4.10292000558827e-05,133.09774664899626,coiffier -U_AL_29_PU,underground,al,pu,29,1.0344827586206895,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AL_29_S3,underground,al,s3,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier -U_AL_29_S6,underground,al,s6,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier -U_AL_29_SC,underground,al,sc,29,1.0344827586206895,0.1,5.16163672984803e-05,133.09774664899626,coiffier -U_AL_29_SE,underground,al,se,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier -U_AL_29_SO,underground,al,so,29,1.0344827586206895,0.1,7.583804665765761e-05,133.09774664899626,coiffier -U_AL_29_SR,underground,al,sr,29,1.0344827586206895,0.1,4.539601384437252e-05,133.09774664899626,coiffier -U_AL_29,underground,al,,29,1.0344827586206895,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AL_34_PC,underground,al,pc,34,0.8823529411764705,0.1,4.1657518586600655e-05,146.89292296751995,coiffier -U_AL_34_PM,underground,al,pm,34,0.8823529411764705,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AL_34_PP,underground,al,pp,34,0.8823529411764705,0.1,4.1657518586600655e-05,146.89292296751995,coiffier -U_AL_34_PU,underground,al,pu,34,0.8823529411764705,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AL_34_S3,underground,al,s3,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier -U_AL_34_S6,underground,al,s6,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier -U_AL_34_SC,underground,al,sc,34,0.8823529411764705,0.1,5.271592472723673e-05,146.89292296751995,coiffier -U_AL_34_SE,underground,al,se,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier -U_AL_34_SO,underground,al,so,34,0.8823529411764705,0.1,7.678052445373454e-05,146.89292296751995,coiffier -U_AL_34_SR,underground,al,sr,34,0.8823529411764705,0.1,4.618141200776996e-05,146.89292296751995,coiffier -U_AL_34,underground,al,,34,0.8823529411764705,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AL_35_PC,underground,al,pc,35,0.8571428571428571,0.1,4.178318229274425e-05,149.55678881990738,coiffier -U_AL_35_PM,underground,al,pm,35,0.8571428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AL_35_PP,underground,al,pp,35,0.8571428571428571,0.1,4.178318229274425e-05,149.55678881990738,coiffier -U_AL_35_PU,underground,al,pu,35,0.8571428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AL_35_S3,underground,al,s3,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier -U_AL_35_S6,underground,al,s6,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier -U_AL_35_SC,underground,al,sc,35,0.8571428571428571,0.1,5.293583621298802e-05,149.55678881990738,coiffier -U_AL_35_SE,underground,al,se,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier -U_AL_35_SO,underground,al,so,35,0.8571428571428571,0.1,7.696902001294993e-05,149.55678881990738,coiffier -U_AL_35_SR,underground,al,sr,35,0.8571428571428571,0.1,4.633849164044945e-05,149.55678881990738,coiffier -U_AL_35,underground,al,,35,0.8571428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AL_37_PC,underground,al,pc,37,0.8108108108108107,0.1,4.203450970503143e-05,154.79930736293224,coiffier -U_AL_37_PM,underground,al,pm,37,0.8108108108108107,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AL_37_PP,underground,al,pp,37,0.8108108108108107,0.1,4.203450970503143e-05,154.79930736293224,coiffier -U_AL_37_PU,underground,al,pu,37,0.8108108108108107,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AL_37_S3,underground,al,s3,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier -U_AL_37_S6,underground,al,s6,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier -U_AL_37_SC,underground,al,sc,37,0.8108108108108107,0.1,5.3375659184490585e-05,154.79930736293224,coiffier -U_AL_37_SE,underground,al,se,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier -U_AL_37_SO,underground,al,so,37,0.8108108108108107,0.1,7.73460111313807e-05,154.79930736293224,coiffier -U_AL_37_SR,underground,al,sr,37,0.8108108108108107,0.1,4.665265090580843e-05,154.79930736293224,coiffier -U_AL_37,underground,al,,37,0.8108108108108107,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AL_38_PC,underground,al,pc,38,0.7894736842105262,0.1,4.216017341117503e-05,157.380084486337,coiffier -U_AL_38_PM,underground,al,pm,38,0.7894736842105262,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AL_38_PP,underground,al,pp,38,0.7894736842105262,0.1,4.216017341117503e-05,157.380084486337,coiffier -U_AL_38_PU,underground,al,pu,38,0.7894736842105262,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AL_38_S3,underground,al,s3,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier -U_AL_38_S6,underground,al,s6,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier -U_AL_38_SC,underground,al,sc,38,0.7894736842105262,0.1,5.3595570670241874e-05,157.380084486337,coiffier -U_AL_38_SE,underground,al,se,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier -U_AL_38_SO,underground,al,so,38,0.7894736842105262,0.1,7.75345066905961e-05,157.380084486337,coiffier -U_AL_38_SR,underground,al,sr,38,0.7894736842105262,0.1,4.680973053848792e-05,157.380084486337,coiffier -U_AL_38,underground,al,,38,0.7894736842105262,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AL_40_PC,underground,al,pc,40,0.7499999999999999,0.1,4.241150082346221e-05,162.46549527552924,coiffier -U_AL_40_PM,underground,al,pm,40,0.7499999999999999,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AL_40_PP,underground,al,pp,40,0.7499999999999999,0.1,4.241150082346221e-05,162.46549527552924,coiffier -U_AL_40_PU,underground,al,pu,40,0.7499999999999999,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AL_40_S3,underground,al,s3,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier -U_AL_40_S6,underground,al,s6,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier -U_AL_40_SC,underground,al,sc,40,0.7499999999999999,0.1,5.4035393641744445e-05,162.46549527552924,coiffier -U_AL_40_SE,underground,al,se,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier -U_AL_40_SO,underground,al,so,40,0.7499999999999999,0.1,7.791149780902686e-05,162.46549527552924,coiffier -U_AL_40_SR,underground,al,sr,40,0.7499999999999999,0.1,4.71238898038469e-05,162.46549527552924,coiffier -U_AL_40,underground,al,,40,0.7499999999999999,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AL_43_PC,underground,al,pc,43,0.6976744186046511,0.1,4.278849194189299e-05,169.91604338800406,coiffier -U_AL_43_PM,underground,al,pm,43,0.6976744186046511,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AL_43_PP,underground,al,pp,43,0.6976744186046511,0.1,4.278849194189299e-05,169.91604338800406,coiffier -U_AL_43_PU,underground,al,pu,43,0.6976744186046511,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AL_43_S3,underground,al,s3,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier -U_AL_43_S6,underground,al,s6,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier -U_AL_43_SC,underground,al,sc,43,0.6976744186046511,0.1,5.46951280989983e-05,169.91604338800406,coiffier -U_AL_43_SE,underground,al,se,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier -U_AL_43_SO,underground,al,so,43,0.6976744186046511,0.1,7.847698448667305e-05,169.91604338800406,coiffier -U_AL_43_SR,underground,al,sr,43,0.6976744186046511,0.1,4.7595128701885365e-05,169.91604338800406,coiffier -U_AL_43,underground,al,,43,0.6976744186046511,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AL_48_PC,underground,al,pc,48,0.6249999999999999,0.1,4.3416810472610945e-05,181.90871724711224,coiffier -U_AL_48_PM,underground,al,pm,48,0.6249999999999999,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AL_48_PP,underground,al,pp,48,0.6249999999999999,0.1,4.3416810472610945e-05,181.90871724711224,coiffier -U_AL_48_PU,underground,al,pu,48,0.6249999999999999,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AL_48_S3,underground,al,s3,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier -U_AL_48_S6,underground,al,s6,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier -U_AL_48_SC,underground,al,sc,48,0.6249999999999999,0.1,5.579468552775473e-05,181.90871724711224,coiffier -U_AL_48_SE,underground,al,se,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier -U_AL_48_SO,underground,al,so,48,0.6249999999999999,0.1,7.941946228274997e-05,181.90871724711224,coiffier -U_AL_48_SR,underground,al,sr,48,0.6249999999999999,0.1,4.8380526865282814e-05,181.90871724711224,coiffier -U_AL_48,underground,al,,48,0.6249999999999999,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AL_50_PC,underground,al,pc,50,0.6,0.1,4.366813788489813e-05,186.57151877704246,coiffier -U_AL_50_PM,underground,al,pm,50,0.6,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AL_50_PP,underground,al,pp,50,0.6,0.1,4.366813788489813e-05,186.57151877704246,coiffier -U_AL_50_PU,underground,al,pu,50,0.6,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AL_50_S3,underground,al,s3,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier -U_AL_50_S6,underground,al,s6,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier -U_AL_50_SC,underground,al,sc,50,0.6,0.1,5.6234508499257306e-05,186.57151877704246,coiffier -U_AL_50_SE,underground,al,se,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier -U_AL_50_SO,underground,al,so,50,0.6,0.1,7.979645340118076e-05,186.57151877704246,coiffier -U_AL_50_SR,underground,al,sr,50,0.6,0.1,4.8694686130641796e-05,186.57151877704246,coiffier -U_AL_50,underground,al,,50,0.6,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AL_52_PC,underground,al,pc,52,0.5769230769230769,0.1,4.391946529718531e-05,191.16395948399935,coiffier -U_AL_52_PM,underground,al,pm,52,0.5769230769230769,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AL_52_PP,underground,al,pp,52,0.5769230769230769,0.1,4.391946529718531e-05,191.16395948399935,coiffier -U_AL_52_PU,underground,al,pu,52,0.5769230769230769,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AL_52_S3,underground,al,s3,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier -U_AL_52_S6,underground,al,s6,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier -U_AL_52_SC,underground,al,sc,52,0.5769230769230769,0.1,5.667433147075987e-05,191.16395948399935,coiffier -U_AL_52_SE,underground,al,se,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier -U_AL_52_SO,underground,al,so,52,0.5769230769230769,0.1,8.017344451961153e-05,191.16395948399935,coiffier -U_AL_52_SR,underground,al,sr,52,0.5769230769230769,0.1,4.900884539600077e-05,191.16395948399935,coiffier -U_AL_52,underground,al,,52,0.5769230769230769,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AL_54_PC,underground,al,pc,54,0.5555555555555556,0.1,4.417079270947249e-05,195.68974859727146,coiffier -U_AL_54_PM,underground,al,pm,54,0.5555555555555556,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AL_54_PP,underground,al,pp,54,0.5555555555555556,0.1,4.417079270947249e-05,195.68974859727146,coiffier -U_AL_54_PU,underground,al,pu,54,0.5555555555555556,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AL_54_S3,underground,al,s3,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier -U_AL_54_S6,underground,al,s6,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier -U_AL_54_SC,underground,al,sc,54,0.5555555555555556,0.1,5.711415444226244e-05,195.68974859727146,coiffier -U_AL_54_SE,underground,al,se,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier -U_AL_54_SO,underground,al,so,54,0.5555555555555556,0.1,8.05504356380423e-05,195.68974859727146,coiffier -U_AL_54_SR,underground,al,sr,54,0.5555555555555556,0.1,4.9323004661359754e-05,195.68974859727146,coiffier -U_AL_54,underground,al,,54,0.5555555555555556,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AL_55_PC,underground,al,pc,55,0.5454545454545453,0.1,4.429645641561609e-05,197.92871799531613,coiffier -U_AL_55_PM,underground,al,pm,55,0.5454545454545453,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AL_55_PP,underground,al,pp,55,0.5454545454545453,0.1,4.429645641561609e-05,197.92871799531613,coiffier -U_AL_55_PU,underground,al,pu,55,0.5454545454545453,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AL_55_S3,underground,al,s3,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier -U_AL_55_S6,underground,al,s6,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier -U_AL_55_SC,underground,al,sc,55,0.5454545454545453,0.1,5.733406592801372e-05,197.92871799531613,coiffier -U_AL_55_SE,underground,al,se,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier -U_AL_55_SO,underground,al,so,55,0.5454545454545453,0.1,8.073893119725768e-05,197.92871799531613,coiffier -U_AL_55_SR,underground,al,sr,55,0.5454545454545453,0.1,4.9480084294039245e-05,197.92871799531613,coiffier -U_AL_55,underground,al,,55,0.5454545454545453,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AL_59_PC,underground,al,pc,59,0.5084745762711864,0.1,4.4799111240190456e-05,206.7341350735973,coiffier -U_AL_59_PM,underground,al,pm,59,0.5084745762711864,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AL_59_PP,underground,al,pp,59,0.5084745762711864,0.1,4.4799111240190456e-05,206.7341350735973,coiffier -U_AL_59_PU,underground,al,pu,59,0.5084745762711864,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AL_59_S3,underground,al,s3,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier -U_AL_59_S6,underground,al,s6,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier -U_AL_59_SC,underground,al,sc,59,0.5084745762711864,0.1,5.821371187101887e-05,206.7341350735973,coiffier -U_AL_59_SE,underground,al,se,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier -U_AL_59_SO,underground,al,so,59,0.5084745762711864,0.1,8.149291343411923e-05,206.7341350735973,coiffier -U_AL_59_SR,underground,al,sr,59,0.5084745762711864,0.1,5.01084028247572e-05,206.7341350735973,coiffier -U_AL_59,underground,al,,59,0.5084745762711864,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AL_60_PC,underground,al,pc,60,0.49999999999999994,0.1,4.4924774946334044e-05,208.89965341883422,coiffier -U_AL_60_PM,underground,al,pm,60,0.49999999999999994,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AL_60_PP,underground,al,pp,60,0.49999999999999994,0.1,4.4924774946334044e-05,208.89965341883422,coiffier -U_AL_60_PU,underground,al,pu,60,0.49999999999999994,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AL_60_S3,underground,al,s3,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier -U_AL_60_S6,underground,al,s6,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier -U_AL_60_SC,underground,al,sc,60,0.49999999999999994,0.1,5.8433623356770154e-05,208.89965341883422,coiffier -U_AL_60_SE,underground,al,se,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier -U_AL_60_SO,underground,al,so,60,0.49999999999999994,0.1,8.168140899333462e-05,208.89965341883422,coiffier -U_AL_60_SR,underground,al,sr,60,0.49999999999999994,0.1,5.0265482457436686e-05,208.89965341883422,coiffier -U_AL_60,underground,al,,60,0.49999999999999994,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AL_69_PC,underground,al,pc,69,0.43478260869565216,0.1,4.605574830162637e-05,227.80873920065594,coiffier -U_AL_69_PM,underground,al,pm,69,0.43478260869565216,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AL_69_PP,underground,al,pp,69,0.43478260869565216,0.1,4.605574830162637e-05,227.80873920065594,coiffier -U_AL_69_PU,underground,al,pu,69,0.43478260869565216,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AL_69_S3,underground,al,s3,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier -U_AL_69_S6,underground,al,s6,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier -U_AL_69_SC,underground,al,sc,69,0.43478260869565216,0.1,6.0412826728531727e-05,227.80873920065594,coiffier -U_AL_69_SE,underground,al,se,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier -U_AL_69_SO,underground,al,so,69,0.43478260869565216,0.1,8.337786902627311e-05,227.80873920065594,coiffier -U_AL_69_SR,underground,al,sr,69,0.43478260869565216,0.1,5.16791991515521e-05,227.80873920065594,coiffier -U_AL_69,underground,al,,69,0.43478260869565216,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AL_70_PC,underground,al,pc,70,0.42857142857142855,0.1,4.618141200776996e-05,229.8501169304481,coiffier -U_AL_70_PM,underground,al,pm,70,0.42857142857142855,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AL_70_PP,underground,al,pp,70,0.42857142857142855,0.1,4.618141200776996e-05,229.8501169304481,coiffier -U_AL_70_PU,underground,al,pu,70,0.42857142857142855,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AL_70_S3,underground,al,s3,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier -U_AL_70_S6,underground,al,s6,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier -U_AL_70_SC,underground,al,sc,70,0.42857142857142855,0.1,6.063273821428301e-05,229.8501169304481,coiffier -U_AL_70_SE,underground,al,se,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier -U_AL_70_SO,underground,al,so,70,0.42857142857142855,0.1,8.35663645854885e-05,229.8501169304481,coiffier -U_AL_70_SR,underground,al,sr,70,0.42857142857142855,0.1,5.1836278784231584e-05,229.8501169304481,coiffier -U_AL_70,underground,al,,70,0.42857142857142855,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AL_74_PC,underground,al,pc,74,0.4054054054054054,0.1,4.668406683234433e-05,237.90721356666523,coiffier -U_AL_74_PM,underground,al,pm,74,0.4054054054054054,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AL_74_PP,underground,al,pp,74,0.4054054054054054,0.1,4.668406683234433e-05,237.90721356666523,coiffier -U_AL_74_PU,underground,al,pu,74,0.4054054054054054,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AL_74_S3,underground,al,s3,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier -U_AL_74_S6,underground,al,s6,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier -U_AL_74_SC,underground,al,sc,74,0.4054054054054054,0.1,6.151238415728815e-05,237.90721356666523,coiffier -U_AL_74_SE,underground,al,se,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier -U_AL_74_SO,underground,al,so,74,0.4054054054054054,0.1,8.432034682235006e-05,237.90721356666523,coiffier -U_AL_74_SR,underground,al,sr,74,0.4054054054054054,0.1,5.246459731494955e-05,237.90721356666523,coiffier -U_AL_74,underground,al,,74,0.4054054054054054,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AL_75_PC,underground,al,pc,75,0.39999999999999997,0.1,4.680973053848792e-05,239.89540390869763,coiffier -U_AL_75_PM,underground,al,pm,75,0.39999999999999997,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AL_75_PP,underground,al,pp,75,0.39999999999999997,0.1,4.680973053848792e-05,239.89540390869763,coiffier -U_AL_75_PU,underground,al,pu,75,0.39999999999999997,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AL_75_S3,underground,al,s3,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier -U_AL_75_S6,underground,al,s6,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier -U_AL_75_SC,underground,al,sc,75,0.39999999999999997,0.1,6.173229564303944e-05,239.89540390869763,coiffier -U_AL_75_SE,underground,al,se,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier -U_AL_75_SO,underground,al,so,75,0.39999999999999997,0.1,8.450884238156543e-05,239.89540390869763,coiffier -U_AL_75_SR,underground,al,sr,75,0.39999999999999997,0.1,5.262167694762904e-05,239.89540390869763,coiffier -U_AL_75,underground,al,,75,0.39999999999999997,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AL_76_PC,underground,al,pc,76,0.3947368421052631,0.1,4.6935394244631506e-05,241.87354587606188,coiffier -U_AL_76_PM,underground,al,pm,76,0.3947368421052631,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AL_76_PP,underground,al,pp,76,0.3947368421052631,0.1,4.6935394244631506e-05,241.87354587606188,coiffier -U_AL_76_PU,underground,al,pu,76,0.3947368421052631,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AL_76_S3,underground,al,s3,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier -U_AL_76_S6,underground,al,s6,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier -U_AL_76_SC,underground,al,sc,76,0.3947368421052631,0.1,6.195220712879073e-05,241.87354587606188,coiffier -U_AL_76_SE,underground,al,se,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier -U_AL_76_SO,underground,al,so,76,0.3947368421052631,0.1,8.469733794078082e-05,241.87354587606188,coiffier -U_AL_76_SR,underground,al,sr,76,0.3947368421052631,0.1,5.277875658030853e-05,241.87354587606188,coiffier -U_AL_76,underground,al,,76,0.3947368421052631,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AL_79_PC,underground,al,pc,79,0.37974683544303794,0.1,4.7312385363062286e-05,247.74947383554795,coiffier -U_AL_79_PM,underground,al,pm,79,0.37974683544303794,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AL_79_PP,underground,al,pp,79,0.37974683544303794,0.1,4.7312385363062286e-05,247.74947383554795,coiffier -U_AL_79_PU,underground,al,pu,79,0.37974683544303794,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AL_79_S3,underground,al,s3,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier -U_AL_79_S6,underground,al,s6,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier -U_AL_79_SC,underground,al,sc,79,0.37974683544303794,0.1,6.261194158604458e-05,247.74947383554795,coiffier -U_AL_79_SE,underground,al,se,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier -U_AL_79_SO,underground,al,so,79,0.37974683544303794,0.1,8.526282461842701e-05,247.74947383554795,coiffier -U_AL_79_SR,underground,al,sr,79,0.37974683544303794,0.1,5.3249995478346996e-05,247.74947383554795,coiffier -U_AL_79,underground,al,,79,0.37974683544303794,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AL_80_PC,underground,al,pc,80,0.37499999999999994,0.1,4.7438049069205874e-05,249.6891875046257,coiffier -U_AL_80_PM,underground,al,pm,80,0.37499999999999994,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AL_80_PP,underground,al,pp,80,0.37499999999999994,0.1,4.7438049069205874e-05,249.6891875046257,coiffier -U_AL_80_PU,underground,al,pu,80,0.37499999999999994,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AL_80_S3,underground,al,s3,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier -U_AL_80_S6,underground,al,s6,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier -U_AL_80_SC,underground,al,sc,80,0.37499999999999994,0.1,6.283185307179587e-05,249.6891875046257,coiffier -U_AL_80_SE,underground,al,se,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier -U_AL_80_SO,underground,al,so,80,0.37499999999999994,0.1,8.545132017764238e-05,249.6891875046257,coiffier -U_AL_80_SR,underground,al,sr,80,0.37499999999999994,0.1,5.340707511102649e-05,249.6891875046257,coiffier -U_AL_80,underground,al,,80,0.37499999999999994,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AL_88_PC,underground,al,pc,88,0.3409090909090909,0.1,4.844335871835461e-05,264.88855911143423,coiffier -U_AL_88_PM,underground,al,pm,88,0.3409090909090909,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AL_88_PP,underground,al,pp,88,0.3409090909090909,0.1,4.844335871835461e-05,264.88855911143423,coiffier -U_AL_88_PU,underground,al,pu,88,0.3409090909090909,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AL_88_S3,underground,al,s3,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier -U_AL_88_S6,underground,al,s6,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier -U_AL_88_SC,underground,al,sc,88,0.3409090909090909,0.1,6.459114495780615e-05,264.88855911143423,coiffier -U_AL_88_SE,underground,al,se,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier -U_AL_88_SO,underground,al,so,88,0.3409090909090909,0.1,8.695928465136547e-05,264.88855911143423,coiffier -U_AL_88_SR,underground,al,sr,88,0.3409090909090909,0.1,5.466371217246241e-05,264.88855911143423,coiffier -U_AL_88,underground,al,,88,0.3409090909090909,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AL_93_PC,underground,al,pc,93,0.3225806451612903,0.1,4.907167724907257e-05,274.12167212173017,coiffier -U_AL_93_PM,underground,al,pm,93,0.3225806451612903,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AL_93_PP,underground,al,pp,93,0.3225806451612903,0.1,4.907167724907257e-05,274.12167212173017,coiffier -U_AL_93_PU,underground,al,pu,93,0.3225806451612903,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AL_93_S3,underground,al,s3,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier -U_AL_93_S6,underground,al,s6,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier -U_AL_93_SC,underground,al,sc,93,0.3225806451612903,0.1,6.569070238656257e-05,274.12167212173017,coiffier -U_AL_93_SE,underground,al,se,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier -U_AL_93_SO,underground,al,so,93,0.3225806451612903,0.1,8.79017624474424e-05,274.12167212173017,coiffier -U_AL_93_SR,underground,al,sr,93,0.3225806451612903,0.1,5.544911033585985e-05,274.12167212173017,coiffier -U_AL_93,underground,al,,93,0.3225806451612903,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AL_95_PC,underground,al,pc,95,0.3157894736842105,0.1,4.9323004661359754e-05,277.76183939583,coiffier -U_AL_95_PM,underground,al,pm,95,0.3157894736842105,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AL_95_PP,underground,al,pp,95,0.3157894736842105,0.1,4.9323004661359754e-05,277.76183939583,coiffier -U_AL_95_PU,underground,al,pu,95,0.3157894736842105,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AL_95_S3,underground,al,s3,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier -U_AL_95_S6,underground,al,s6,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier -U_AL_95_SC,underground,al,sc,95,0.3157894736842105,0.1,6.613052535806515e-05,277.76183939583,coiffier -U_AL_95_SE,underground,al,se,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier -U_AL_95_SO,underground,al,so,95,0.3157894736842105,0.1,8.827875356587319e-05,277.76183939583,coiffier -U_AL_95_SR,underground,al,sr,95,0.3157894736842105,0.1,5.576326960121883e-05,277.76183939583,coiffier -U_AL_95,underground,al,,95,0.3157894736842105,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AL_100_PC,underground,al,pc,100,0.3,0.1,4.995132319207771e-05,286.73713674364694,coiffier -U_AL_100_PM,underground,al,pm,100,0.3,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AL_100_PP,underground,al,pp,100,0.3,0.1,4.995132319207771e-05,286.73713674364694,coiffier -U_AL_100_PU,underground,al,pu,100,0.3,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AL_100_S3,underground,al,s3,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier -U_AL_100_S6,underground,al,s6,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier -U_AL_100_SC,underground,al,sc,100,0.3,0.1,6.723008278682158e-05,286.73713674364694,coiffier -U_AL_100_SE,underground,al,se,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier -U_AL_100_SO,underground,al,so,100,0.3,0.1,8.922123136195012e-05,286.73713674364694,coiffier -U_AL_100_SR,underground,al,sr,100,0.3,0.1,5.654866776461628e-05,286.73713674364694,coiffier -U_AL_100,underground,al,,100,0.3,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AL_116_PC,underground,al,pc,116,0.2586206896551724,0.1,5.1961942490375186e-05,314.37492409054295,coiffier -U_AL_116_PM,underground,al,pm,116,0.2586206896551724,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AL_116_PP,underground,al,pp,116,0.2586206896551724,0.1,5.1961942490375186e-05,314.37492409054295,coiffier -U_AL_116_PU,underground,al,pu,116,0.2586206896551724,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AL_116_S3,underground,al,s3,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier -U_AL_116_S6,underground,al,s6,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier -U_AL_116_SC,underground,al,sc,116,0.2586206896551724,0.1,7.074866655884215e-05,314.37492409054295,coiffier -U_AL_116_SE,underground,al,se,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier -U_AL_116_SO,underground,al,so,116,0.2586206896551724,0.1,9.223716030939634e-05,314.37492409054295,coiffier -U_AL_116_SR,underground,al,sr,116,0.2586206896551724,0.1,5.9061941887488105e-05,314.37492409054295,coiffier -U_AL_116,underground,al,,116,0.2586206896551724,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AL_117_PC,underground,al,pc,117,0.2564102564102564,0.1,5.208760619651877e-05,316.0524625330278,coiffier -U_AL_117_PM,underground,al,pm,117,0.2564102564102564,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AL_117_PP,underground,al,pp,117,0.2564102564102564,0.1,5.208760619651877e-05,316.0524625330278,coiffier -U_AL_117_PU,underground,al,pu,117,0.2564102564102564,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AL_117_S3,underground,al,s3,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier -U_AL_117_S6,underground,al,s6,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier -U_AL_117_SC,underground,al,sc,117,0.2564102564102564,0.1,7.096857804459342e-05,316.0524625330278,coiffier -U_AL_117_SE,underground,al,se,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier -U_AL_117_SO,underground,al,so,117,0.2564102564102564,0.1,9.242565586861172e-05,316.0524625330278,coiffier -U_AL_117_SR,underground,al,sr,117,0.2564102564102564,0.1,5.9219021520167596e-05,316.0524625330278,coiffier -U_AL_117,underground,al,,117,0.2564102564102564,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AL_120_PC,underground,al,pc,120,0.24999999999999997,0.1,5.246459731494955e-05,321.0526927190738,coiffier -U_AL_120_PM,underground,al,pm,120,0.24999999999999997,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AL_120_PP,underground,al,pp,120,0.24999999999999997,0.1,5.246459731494955e-05,321.0526927190738,coiffier -U_AL_120_PU,underground,al,pu,120,0.24999999999999997,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AL_120_S3,underground,al,s3,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier -U_AL_120_S6,underground,al,s6,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier -U_AL_120_SC,underground,al,sc,120,0.24999999999999997,0.1,7.162831250184729e-05,321.0526927190738,coiffier -U_AL_120_SE,underground,al,se,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier -U_AL_120_SO,underground,al,so,120,0.24999999999999997,0.1,9.299114254625788e-05,321.0526927190738,coiffier -U_AL_120_SR,underground,al,sr,120,0.24999999999999997,0.1,5.969026041820607e-05,321.0526927190738,coiffier -U_AL_120,underground,al,,120,0.24999999999999997,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AL_147_PC,underground,al,pc,147,0.2040816326530612,0.1,5.5857517380826526e-05,364.1000107511317,coiffier -U_AL_147_PM,underground,al,pm,147,0.2040816326530612,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AL_147_PP,underground,al,pp,147,0.2040816326530612,0.1,5.5857517380826526e-05,364.1000107511317,coiffier -U_AL_147_PU,underground,al,pu,147,0.2040816326530612,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AL_147_S3,underground,al,s3,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier -U_AL_147_S6,underground,al,s6,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier -U_AL_147_SC,underground,al,sc,147,0.2040816326530612,0.1,7.7565922617132e-05,364.1000107511317,coiffier -U_AL_147_SE,underground,al,se,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier -U_AL_147_SO,underground,al,so,147,0.2040816326530612,0.1,9.808052264507335e-05,364.1000107511317,coiffier -U_AL_147_SR,underground,al,sr,147,0.2040816326530612,0.1,6.393141050055229e-05,364.1000107511317,coiffier -U_AL_147,underground,al,,147,0.2040816326530612,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AL_148_PC,underground,al,pc,148,0.2027027027027027,0.1,5.598318108697011e-05,365.63369197999447,coiffier -U_AL_148_PM,underground,al,pm,148,0.2027027027027027,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AL_148_PP,underground,al,pp,148,0.2027027027027027,0.1,5.598318108697011e-05,365.63369197999447,coiffier -U_AL_148_PU,underground,al,pu,148,0.2027027027027027,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AL_148_S3,underground,al,s3,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier -U_AL_148_S6,underground,al,s6,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier -U_AL_148_SC,underground,al,sc,148,0.2027027027027027,0.1,7.778583410288328e-05,365.63369197999447,coiffier -U_AL_148_SE,underground,al,se,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier -U_AL_148_SO,underground,al,so,148,0.2027027027027027,0.1,9.826901820428873e-05,365.63369197999447,coiffier -U_AL_148_SR,underground,al,sr,148,0.2027027027027027,0.1,6.408849013323178e-05,365.63369197999447,coiffier -U_AL_148,underground,al,,148,0.2027027027027027,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AL_150_PC,underground,al,pc,150,0.19999999999999998,0.1,5.6234508499257306e-05,368.6892923723406,coiffier -U_AL_150_PM,underground,al,pm,150,0.19999999999999998,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AL_150_PP,underground,al,pp,150,0.19999999999999998,0.1,5.6234508499257306e-05,368.6892923723406,coiffier -U_AL_150_PU,underground,al,pu,150,0.19999999999999998,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AL_150_S3,underground,al,s3,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier -U_AL_150_S6,underground,al,s6,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier -U_AL_150_SC,underground,al,sc,150,0.19999999999999998,0.1,7.822565707438585e-05,368.6892923723406,coiffier -U_AL_150_SE,underground,al,se,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier -U_AL_150_SO,underground,al,so,150,0.19999999999999998,0.1,9.864600932271951e-05,368.6892923723406,coiffier -U_AL_150_SR,underground,al,sr,150,0.19999999999999998,0.1,6.440264939859077e-05,368.6892923723406,coiffier -U_AL_150,underground,al,,150,0.19999999999999998,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AL_182_PC,underground,al,pc,182,0.1648351648351648,0.1,6.0255747095852235e-05,415.6504018992665,coiffier -U_AL_182_PM,underground,al,pm,182,0.1648351648351648,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AL_182_PP,underground,al,pp,182,0.1648351648351648,0.1,6.0255747095852235e-05,415.6504018992665,coiffier -U_AL_182_PU,underground,al,pu,182,0.1648351648351648,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AL_182_S3,underground,al,s3,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier -U_AL_182_S6,underground,al,s6,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier -U_AL_182_SC,underground,al,sc,182,0.1648351648351648,0.1,8.526282461842701e-05,415.6504018992665,coiffier -U_AL_182_SE,underground,al,se,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier -U_AL_182_SO,underground,al,so,182,0.1648351648351648,0.1,0.0001046778672176119,415.6504018992665,coiffier -U_AL_182_SR,underground,al,sr,182,0.1648351648351648,0.1,6.942919764433443e-05,415.6504018992665,coiffier -U_AL_182,underground,al,,182,0.1648351648351648,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AL_185_PC,underground,al,pc,185,0.16216216216216214,0.1,6.063273821428301e-05,419.88505382680984,coiffier -U_AL_185_PM,underground,al,pm,185,0.16216216216216214,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AL_185_PP,underground,al,pp,185,0.16216216216216214,0.1,6.063273821428301e-05,419.88505382680984,coiffier -U_AL_185_PU,underground,al,pu,185,0.16216216216216214,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AL_185_S3,underground,al,s3,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier -U_AL_185_S6,underground,al,s6,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier -U_AL_185_SC,underground,al,sc,185,0.16216216216216214,0.1,8.592255907568085e-05,419.88505382680984,coiffier -U_AL_185_SE,underground,al,se,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier -U_AL_185_SO,underground,al,so,185,0.16216216216216214,0.1,0.00010524335389525808,419.88505382680984,coiffier -U_AL_185_SR,underground,al,sr,185,0.16216216216216214,0.1,6.99004365423729e-05,419.88505382680984,coiffier -U_AL_185,underground,al,,185,0.16216216216216214,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AL_228_PC,underground,al,pc,228,0.13157894736842105,0.1,6.603627757845746e-05,477.9732032904864,coiffier -U_AL_228_PM,underground,al,pm,228,0.13157894736842105,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AL_228_PP,underground,al,pp,228,0.13157894736842105,0.1,6.603627757845746e-05,477.9732032904864,coiffier -U_AL_228_PU,underground,al,pu,228,0.13157894736842105,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AL_228_S3,underground,al,s3,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier -U_AL_228_S6,underground,al,s6,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier -U_AL_228_SC,underground,al,sc,228,0.13157894736842105,0.1,9.537875296298613e-05,477.9732032904864,coiffier -U_AL_228_SE,underground,al,se,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier -U_AL_228_SO,underground,al,so,228,0.13157894736842105,0.1,0.00011334866294151974,477.9732032904864,coiffier -U_AL_228_SR,underground,al,sr,228,0.13157894736842105,0.1,7.665486074759096e-05,477.9732032904864,coiffier -U_AL_228,underground,al,,228,0.13157894736842105,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AL_240_PC,underground,al,pc,240,0.12499999999999999,0.1,6.754424205218055e-05,493.4179153256311,coiffier -U_AL_240_PM,underground,al,pm,240,0.12499999999999999,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AL_240_PP,underground,al,pp,240,0.12499999999999999,0.1,6.754424205218055e-05,493.4179153256311,coiffier -U_AL_240_PU,underground,al,pu,240,0.12499999999999999,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AL_240_S3,underground,al,s3,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier -U_AL_240_S6,underground,al,s6,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier -U_AL_240_SC,underground,al,sc,240,0.12499999999999999,0.1,9.801769079200154e-05,493.4179153256311,coiffier -U_AL_240_SE,underground,al,se,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier -U_AL_240_SO,underground,al,so,240,0.12499999999999999,0.1,0.00011561060965210438,493.4179153256311,coiffier -U_AL_240_SR,underground,al,sr,240,0.12499999999999999,0.1,7.853981633974483e-05,493.4179153256311,coiffier -U_AL_240,underground,al,,240,0.12499999999999999,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AL_288_PC,underground,al,pc,288,0.10416666666666666,0.1,7.357609994707296e-05,552.4682018874755,coiffier -U_AL_288_PM,underground,al,pm,288,0.10416666666666666,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AL_288_PP,underground,al,pp,288,0.10416666666666666,0.1,7.357609994707296e-05,552.4682018874755,coiffier -U_AL_288_PU,underground,al,pu,288,0.10416666666666666,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AL_288_S3,underground,al,s3,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier -U_AL_288_S6,underground,al,s6,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier -U_AL_288_SC,underground,al,sc,288,0.10416666666666666,0.1,0.00010857344210806326,552.4682018874755,coiffier -U_AL_288_SE,underground,al,se,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier -U_AL_288_SO,underground,al,so,288,0.10416666666666666,0.1,0.000124658396494443,552.4682018874755,coiffier -U_AL_288_SR,underground,al,sr,288,0.10416666666666666,0.1,8.607963870836033e-05,552.4682018874755,coiffier -U_AL_288,underground,al,,288,0.10416666666666666,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AL_630_PC,underground,al,pc,630,0.047619047619047616,0.1,0.00011655308744818133,897.5839637627192,coiffier -U_AL_630_PM,underground,al,pm,630,0.047619047619047616,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AL_630_PP,underground,al,pp,630,0.047619047619047616,0.1,0.00011655308744818133,897.5839637627192,coiffier -U_AL_630_PU,underground,al,pu,630,0.047619047619047616,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AL_630_S3,underground,al,s3,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier -U_AL_630_S6,underground,al,s6,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier -U_AL_630_SC,underground,al,sc,630,0.047619047619047616,0.1,0.00018378317023500293,897.5839637627192,coiffier -U_AL_630_SE,underground,al,se,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier -U_AL_630_SO,underground,al,so,630,0.047619047619047616,0.1,0.00018912387774610553,897.5839637627192,coiffier -U_AL_630_SR,underground,al,sr,630,0.047619047619047616,0.1,0.0001398008730847458,897.5839637627192,coiffier -U_AL_630,underground,al,,630,0.047619047619047616,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AL_2440,underground,al,,2440,0.012295081967213113,0.1,0.0012201945866542757,2078.0961441886916,coiffier -U_AM_7_PC,underground,am,pc,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_PM,underground,am,pm,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_PP,underground,am,pp,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_PU,underground,am,pu,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_S3,underground,am,s3,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_S6,underground,am,s6,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_SC,underground,am,sc,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_SE,underground,am,se,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_SO,underground,am,so,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7_SR,underground,am,sr,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_7,underground,am,,7,4.728571428571429,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_AM_10_PC,underground,am,pc,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_PM,underground,am,pm,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_PP,underground,am,pp,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_PU,underground,am,pu,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_S3,underground,am,s3,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_S6,underground,am,s6,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_SC,underground,am,sc,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_SE,underground,am,se,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_SO,underground,am,so,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10_SR,underground,am,sr,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_10,underground,am,,10,3.31,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_AM_11_PC,underground,am,pc,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_PM,underground,am,pm,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_PP,underground,am,pp,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_PU,underground,am,pu,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_S3,underground,am,s3,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_S6,underground,am,s6,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_SC,underground,am,sc,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_SE,underground,am,se,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_SO,underground,am,so,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11_SR,underground,am,sr,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_11,underground,am,,11,3.009090909090909,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_AM_12_PC,underground,am,pc,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_PM,underground,am,pm,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_PP,underground,am,pp,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_PU,underground,am,pu,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_S3,underground,am,s3,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_S6,underground,am,s6,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_SC,underground,am,sc,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_SE,underground,am,se,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_SO,underground,am,so,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12_SR,underground,am,sr,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_12,underground,am,,12,2.7583333333333333,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_AM_13_PC,underground,am,pc,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_PM,underground,am,pm,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_PP,underground,am,pp,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_PU,underground,am,pu,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_S3,underground,am,s3,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_S6,underground,am,s6,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_SC,underground,am,sc,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_SE,underground,am,se,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_SO,underground,am,so,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13_SR,underground,am,sr,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_13,underground,am,,13,2.5461538461538464,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_AM_14_PC,underground,am,pc,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_PM,underground,am,pm,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_PP,underground,am,pp,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_PU,underground,am,pu,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_S3,underground,am,s3,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_S6,underground,am,s6,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_SC,underground,am,sc,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_SE,underground,am,se,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_SO,underground,am,so,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14_SR,underground,am,sr,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_14,underground,am,,14,2.3642857142857143,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_AM_16_PC,underground,am,pc,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_PM,underground,am,pm,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_PP,underground,am,pp,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_PU,underground,am,pu,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_S3,underground,am,s3,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_S6,underground,am,s6,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_SC,underground,am,sc,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_SE,underground,am,se,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_SO,underground,am,so,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16_SR,underground,am,sr,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_16,underground,am,,16,2.06875,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_AM_18_PC,underground,am,pc,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_PM,underground,am,pm,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_PP,underground,am,pp,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_PU,underground,am,pu,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_S3,underground,am,s3,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_S6,underground,am,s6,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_SC,underground,am,sc,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_SE,underground,am,se,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_SO,underground,am,so,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18_SR,underground,am,sr,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_18,underground,am,,18,1.8388888888888888,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_AM_22_PC,underground,am,pc,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_PM,underground,am,pm,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_PP,underground,am,pp,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_PU,underground,am,pu,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_S3,underground,am,s3,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_S6,underground,am,s6,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_SC,underground,am,sc,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_SE,underground,am,se,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_SO,underground,am,so,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22_SR,underground,am,sr,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_22,underground,am,,22,1.5045454545454544,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_AM_25_PC,underground,am,pc,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_PM,underground,am,pm,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_PP,underground,am,pp,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_PU,underground,am,pu,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_S3,underground,am,s3,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_S6,underground,am,s6,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_SC,underground,am,sc,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_SE,underground,am,se,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_SO,underground,am,so,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25_SR,underground,am,sr,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_25,underground,am,,25,1.324,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_AM_28_PC,underground,am,pc,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_PM,underground,am,pm,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_PP,underground,am,pp,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_PU,underground,am,pu,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_S3,underground,am,s3,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_S6,underground,am,s6,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_SC,underground,am,sc,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_SE,underground,am,se,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_SO,underground,am,so,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28_SR,underground,am,sr,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_28,underground,am,,28,1.1821428571428572,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_AM_29_PC,underground,am,pc,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_PM,underground,am,pm,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_PP,underground,am,pp,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_PU,underground,am,pu,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_S3,underground,am,s3,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_S6,underground,am,s6,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_SC,underground,am,sc,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_SE,underground,am,se,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_SO,underground,am,so,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29_SR,underground,am,sr,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_29,underground,am,,29,1.1413793103448275,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_AM_34_PC,underground,am,pc,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_PM,underground,am,pm,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_PP,underground,am,pp,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_PU,underground,am,pu,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_S3,underground,am,s3,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_S6,underground,am,s6,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_SC,underground,am,sc,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_SE,underground,am,se,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_SO,underground,am,so,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34_SR,underground,am,sr,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_34,underground,am,,34,0.9735294117647058,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_AM_35_PC,underground,am,pc,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_PM,underground,am,pm,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_PP,underground,am,pp,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_PU,underground,am,pu,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_S3,underground,am,s3,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_S6,underground,am,s6,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_SC,underground,am,sc,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_SE,underground,am,se,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_SO,underground,am,so,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35_SR,underground,am,sr,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_35,underground,am,,35,0.9457142857142857,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_AM_37_PC,underground,am,pc,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_PM,underground,am,pm,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_PP,underground,am,pp,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_PU,underground,am,pu,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_S3,underground,am,s3,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_S6,underground,am,s6,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_SC,underground,am,sc,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_SE,underground,am,se,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_SO,underground,am,so,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37_SR,underground,am,sr,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_37,underground,am,,37,0.8945945945945946,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_AM_38_PC,underground,am,pc,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_PM,underground,am,pm,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_PP,underground,am,pp,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_PU,underground,am,pu,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_S3,underground,am,s3,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_S6,underground,am,s6,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_SC,underground,am,sc,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_SE,underground,am,se,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_SO,underground,am,so,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38_SR,underground,am,sr,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_38,underground,am,,38,0.8710526315789473,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_AM_40_PC,underground,am,pc,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_PM,underground,am,pm,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_PP,underground,am,pp,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_PU,underground,am,pu,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_S3,underground,am,s3,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_S6,underground,am,s6,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_SC,underground,am,sc,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_SE,underground,am,se,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_SO,underground,am,so,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40_SR,underground,am,sr,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_40,underground,am,,40,0.8275,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_AM_43_PC,underground,am,pc,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_PM,underground,am,pm,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_PP,underground,am,pp,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_PU,underground,am,pu,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_S3,underground,am,s3,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_S6,underground,am,s6,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_SC,underground,am,sc,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_SE,underground,am,se,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_SO,underground,am,so,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43_SR,underground,am,sr,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_43,underground,am,,43,0.7697674418604651,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_AM_48_PC,underground,am,pc,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_PM,underground,am,pm,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_PP,underground,am,pp,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_PU,underground,am,pu,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_S3,underground,am,s3,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_S6,underground,am,s6,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_SC,underground,am,sc,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_SE,underground,am,se,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_SO,underground,am,so,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48_SR,underground,am,sr,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_48,underground,am,,48,0.6895833333333333,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_AM_50_PC,underground,am,pc,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_PM,underground,am,pm,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_PP,underground,am,pp,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_PU,underground,am,pu,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_S3,underground,am,s3,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_S6,underground,am,s6,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_SC,underground,am,sc,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_SE,underground,am,se,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_SO,underground,am,so,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50_SR,underground,am,sr,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_50,underground,am,,50,0.662,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_AM_52_PC,underground,am,pc,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_PM,underground,am,pm,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_PP,underground,am,pp,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_PU,underground,am,pu,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_S3,underground,am,s3,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_S6,underground,am,s6,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_SC,underground,am,sc,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_SE,underground,am,se,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_SO,underground,am,so,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52_SR,underground,am,sr,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_52,underground,am,,52,0.6365384615384616,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_AM_54_PC,underground,am,pc,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_PM,underground,am,pm,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_PP,underground,am,pp,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_PU,underground,am,pu,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_S3,underground,am,s3,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_S6,underground,am,s6,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_SC,underground,am,sc,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_SE,underground,am,se,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_SO,underground,am,so,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54_SR,underground,am,sr,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_54,underground,am,,54,0.6129629629629629,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_AM_55_PC,underground,am,pc,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_PM,underground,am,pm,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_PP,underground,am,pp,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_PU,underground,am,pu,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_S3,underground,am,s3,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_S6,underground,am,s6,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_SC,underground,am,sc,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_SE,underground,am,se,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_SO,underground,am,so,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55_SR,underground,am,sr,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_55,underground,am,,55,0.6018181818181818,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_AM_59_PC,underground,am,pc,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_PM,underground,am,pm,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_PP,underground,am,pp,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_PU,underground,am,pu,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_S3,underground,am,s3,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_S6,underground,am,s6,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_SC,underground,am,sc,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_SE,underground,am,se,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_SO,underground,am,so,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59_SR,underground,am,sr,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_59,underground,am,,59,0.5610169491525423,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_AM_60_PC,underground,am,pc,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_PM,underground,am,pm,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_PP,underground,am,pp,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_PU,underground,am,pu,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_S3,underground,am,s3,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_S6,underground,am,s6,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_SC,underground,am,sc,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_SE,underground,am,se,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_SO,underground,am,so,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60_SR,underground,am,sr,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_60,underground,am,,60,0.5516666666666666,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_AM_69_PC,underground,am,pc,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_PM,underground,am,pm,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_PP,underground,am,pp,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_PU,underground,am,pu,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_S3,underground,am,s3,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_S6,underground,am,s6,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_SC,underground,am,sc,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_SE,underground,am,se,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_SO,underground,am,so,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69_SR,underground,am,sr,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_69,underground,am,,69,0.4797101449275362,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_AM_70_PC,underground,am,pc,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_PM,underground,am,pm,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_PP,underground,am,pp,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_PU,underground,am,pu,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_S3,underground,am,s3,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_S6,underground,am,s6,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_SC,underground,am,sc,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_SE,underground,am,se,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_SO,underground,am,so,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70_SR,underground,am,sr,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_70,underground,am,,70,0.47285714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_AM_74_PC,underground,am,pc,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_PM,underground,am,pm,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_PP,underground,am,pp,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_PU,underground,am,pu,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_S3,underground,am,s3,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_S6,underground,am,s6,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_SC,underground,am,sc,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_SE,underground,am,se,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_SO,underground,am,so,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74_SR,underground,am,sr,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_74,underground,am,,74,0.4472972972972973,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_AM_75_PC,underground,am,pc,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_PM,underground,am,pm,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_PP,underground,am,pp,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_PU,underground,am,pu,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_S3,underground,am,s3,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_S6,underground,am,s6,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_SC,underground,am,sc,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_SE,underground,am,se,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_SO,underground,am,so,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75_SR,underground,am,sr,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_75,underground,am,,75,0.4413333333333333,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_AM_76_PC,underground,am,pc,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_PM,underground,am,pm,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_PP,underground,am,pp,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_PU,underground,am,pu,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_S3,underground,am,s3,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_S6,underground,am,s6,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_SC,underground,am,sc,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_SE,underground,am,se,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_SO,underground,am,so,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76_SR,underground,am,sr,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_76,underground,am,,76,0.43552631578947365,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_AM_79_PC,underground,am,pc,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_PM,underground,am,pm,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_PP,underground,am,pp,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_PU,underground,am,pu,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_S3,underground,am,s3,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_S6,underground,am,s6,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_SC,underground,am,sc,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_SE,underground,am,se,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_SO,underground,am,so,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79_SR,underground,am,sr,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_79,underground,am,,79,0.41898734177215186,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_AM_80_PC,underground,am,pc,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_PM,underground,am,pm,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_PP,underground,am,pp,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_PU,underground,am,pu,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_S3,underground,am,s3,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_S6,underground,am,s6,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_SC,underground,am,sc,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_SE,underground,am,se,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_SO,underground,am,so,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80_SR,underground,am,sr,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_80,underground,am,,80,0.41375,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_AM_88_PC,underground,am,pc,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_PM,underground,am,pm,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_PP,underground,am,pp,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_PU,underground,am,pu,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_S3,underground,am,s3,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_S6,underground,am,s6,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_SC,underground,am,sc,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_SE,underground,am,se,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_SO,underground,am,so,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88_SR,underground,am,sr,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_88,underground,am,,88,0.3761363636363636,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_AM_93_PC,underground,am,pc,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_PM,underground,am,pm,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_PP,underground,am,pp,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_PU,underground,am,pu,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_S3,underground,am,s3,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_S6,underground,am,s6,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_SC,underground,am,sc,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_SE,underground,am,se,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_SO,underground,am,so,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93_SR,underground,am,sr,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_93,underground,am,,93,0.35591397849462364,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_AM_95_PC,underground,am,pc,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_PM,underground,am,pm,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_PP,underground,am,pp,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_PU,underground,am,pu,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_S3,underground,am,s3,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_S6,underground,am,s6,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_SC,underground,am,sc,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_SE,underground,am,se,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_SO,underground,am,so,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95_SR,underground,am,sr,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_95,underground,am,,95,0.34842105263157896,0.1,0.00011513937075406591,277.76183939583,coiffier -U_AM_100_PC,underground,am,pc,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_PM,underground,am,pm,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_PP,underground,am,pp,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_PU,underground,am,pu,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_S3,underground,am,s3,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_S6,underground,am,s6,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_SC,underground,am,sc,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_SE,underground,am,se,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_SO,underground,am,so,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100_SR,underground,am,sr,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_100,underground,am,,100,0.331,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_AM_116_PC,underground,am,pc,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_PM,underground,am,pm,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_PP,underground,am,pp,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_PU,underground,am,pu,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_S3,underground,am,s3,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_S6,underground,am,s6,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_SC,underground,am,sc,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_SE,underground,am,se,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_SO,underground,am,so,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116_SR,underground,am,sr,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_116,underground,am,,116,0.2853448275862069,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_AM_117_PC,underground,am,pc,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_PM,underground,am,pm,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_PP,underground,am,pp,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_PU,underground,am,pu,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_S3,underground,am,s3,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_S6,underground,am,s6,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_SC,underground,am,sc,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_SE,underground,am,se,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_SO,underground,am,so,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117_SR,underground,am,sr,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_117,underground,am,,117,0.2829059829059829,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_AM_120_PC,underground,am,pc,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_PM,underground,am,pm,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_PP,underground,am,pp,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_PU,underground,am,pu,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_S3,underground,am,s3,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_S6,underground,am,s6,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_SC,underground,am,sc,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_SE,underground,am,se,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_SO,underground,am,so,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120_SR,underground,am,sr,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_120,underground,am,,120,0.2758333333333333,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_AM_147_PC,underground,am,pc,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_PM,underground,am,pm,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_PP,underground,am,pp,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_PU,underground,am,pu,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_S3,underground,am,s3,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_S6,underground,am,s6,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_SC,underground,am,sc,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_SE,underground,am,se,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_SO,underground,am,so,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147_SR,underground,am,sr,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_147,underground,am,,147,0.22517006802721087,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_AM_148_PC,underground,am,pc,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_PM,underground,am,pm,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_PP,underground,am,pp,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_PU,underground,am,pu,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_S3,underground,am,s3,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_S6,underground,am,s6,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_SC,underground,am,sc,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_SE,underground,am,se,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_SO,underground,am,so,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148_SR,underground,am,sr,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_148,underground,am,,148,0.22364864864864864,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_AM_150_PC,underground,am,pc,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_PM,underground,am,pm,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_PP,underground,am,pp,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_PU,underground,am,pu,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_S3,underground,am,s3,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_S6,underground,am,s6,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_SC,underground,am,sc,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_SE,underground,am,se,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_SO,underground,am,so,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150_SR,underground,am,sr,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_150,underground,am,,150,0.22066666666666665,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_AM_182_PC,underground,am,pc,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_PM,underground,am,pm,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_PP,underground,am,pp,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_PU,underground,am,pu,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_S3,underground,am,s3,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_S6,underground,am,s6,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_SC,underground,am,sc,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_SE,underground,am,se,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_SO,underground,am,so,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182_SR,underground,am,sr,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_182,underground,am,,182,0.18186813186813186,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_AM_185_PC,underground,am,pc,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_PM,underground,am,pm,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_PP,underground,am,pp,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_PU,underground,am,pu,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_S3,underground,am,s3,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_S6,underground,am,s6,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_SC,underground,am,sc,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_SE,underground,am,se,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_SO,underground,am,so,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185_SR,underground,am,sr,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_185,underground,am,,185,0.17891891891891892,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_AM_228_PC,underground,am,pc,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_PM,underground,am,pm,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_PP,underground,am,pp,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_PU,underground,am,pu,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_S3,underground,am,s3,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_S6,underground,am,s6,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_SC,underground,am,sc,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_SE,underground,am,se,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_SO,underground,am,so,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228_SR,underground,am,sr,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_228,underground,am,,228,0.1451754385964912,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_AM_240_PC,underground,am,pc,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_PM,underground,am,pm,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_PP,underground,am,pp,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_PU,underground,am,pu,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_S3,underground,am,s3,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_S6,underground,am,s6,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_SC,underground,am,sc,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_SE,underground,am,se,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_SO,underground,am,so,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240_SR,underground,am,sr,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_240,underground,am,,240,0.13791666666666666,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_AM_288_PC,underground,am,pc,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_PM,underground,am,pm,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_PP,underground,am,pp,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_PU,underground,am,pu,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_S3,underground,am,s3,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_S6,underground,am,s6,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_SC,underground,am,sc,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_SE,underground,am,se,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_SO,underground,am,so,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288_SR,underground,am,sr,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_288,underground,am,,288,0.11493055555555555,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_AM_630_PC,underground,am,pc,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_PM,underground,am,pm,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_PP,underground,am,pp,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_PU,underground,am,pu,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_S3,underground,am,s3,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_S6,underground,am,s6,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_SC,underground,am,sc,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_SE,underground,am,se,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_SO,underground,am,so,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630_SR,underground,am,sr,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_AM_630,underground,am,,630,0.05253968253968254,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_CU_7_PC,underground,cu,pc,7,2.571428571428571,0.1,3.8264598520723676e-05,66.83297296160461,coiffier -U_CU_7_PM,underground,cu,pm,7,2.571428571428571,0.1,4.24429167499981e-05,66.83297296160461,coiffier -U_CU_7_PP,underground,cu,pp,7,2.571428571428571,0.1,3.8264598520723676e-05,66.83297296160461,coiffier -U_CU_7_PU,underground,cu,pu,7,2.571428571428571,0.1,4.24429167499981e-05,66.83297296160461,coiffier -U_CU_7_S3,underground,cu,s3,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier -U_CU_7_S6,underground,cu,s6,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier -U_CU_7_SC,underground,cu,sc,7,2.571428571428571,0.1,4.6778314611952015e-05,66.83297296160461,coiffier -U_CU_7_SE,underground,cu,se,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier -U_CU_7_SO,underground,cu,so,7,2.571428571428571,0.1,7.169114435491908e-05,66.83297296160461,coiffier -U_CU_7_SR,underground,cu,sr,7,2.571428571428571,0.1,4.194026192542374e-05,66.83297296160461,coiffier -U_CU_7,underground,cu,,7,2.571428571428571,0.1,4.24429167499981e-05,66.83297296160461,coiffier -U_CU_10_PC,underground,cu,pc,10,1.8,0.1,3.8641589639154456e-05,83.37387669406708,coiffier -U_CU_10_PM,underground,cu,pm,10,1.8,0.1,4.555309347705201e-05,83.37387669406708,coiffier -U_CU_10_PP,underground,cu,pp,10,1.8,0.1,3.8641589639154456e-05,83.37387669406708,coiffier -U_CU_10_PU,underground,cu,pu,10,1.8,0.1,4.555309347705201e-05,83.37387669406708,coiffier -U_CU_10_S3,underground,cu,s3,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier -U_CU_10_S6,underground,cu,s6,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier -U_CU_10_SC,underground,cu,sc,10,1.8,0.1,4.7438049069205874e-05,83.37387669406708,coiffier -U_CU_10_SE,underground,cu,se,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier -U_CU_10_SO,underground,cu,so,10,1.8,0.1,7.225663103256525e-05,83.37387669406708,coiffier -U_CU_10_SR,underground,cu,sr,10,1.8,0.1,4.241150082346221e-05,83.37387669406708,coiffier -U_CU_10,underground,cu,,10,1.8,0.1,4.555309347705201e-05,83.37387669406708,coiffier -U_CU_11_PC,underground,cu,pc,11,1.6363636363636362,0.1,3.876725334529805e-05,88.44910861274951,coiffier -U_CU_11_PM,underground,cu,pm,11,1.6363636363636362,0.1,4.6589819052736635e-05,88.44910861274951,coiffier -U_CU_11_PP,underground,cu,pp,11,1.6363636363636362,0.1,3.876725334529805e-05,88.44910861274951,coiffier -U_CU_11_PU,underground,cu,pu,11,1.6363636363636362,0.1,4.6589819052736635e-05,88.44910861274951,coiffier -U_CU_11_S3,underground,cu,s3,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier -U_CU_11_S6,underground,cu,s6,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier -U_CU_11_SC,underground,cu,sc,11,1.6363636363636362,0.1,4.765796055495716e-05,88.44910861274951,coiffier -U_CU_11_SE,underground,cu,se,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier -U_CU_11_SO,underground,cu,so,11,1.6363636363636362,0.1,7.244512659178063e-05,88.44910861274951,coiffier -U_CU_11_SR,underground,cu,sr,11,1.6363636363636362,0.1,4.25685804561417e-05,88.44910861274951,coiffier -U_CU_11,underground,cu,,11,1.6363636363636362,0.1,4.6589819052736635e-05,88.44910861274951,coiffier -U_CU_12_PC,underground,cu,pc,12,1.5,0.1,3.889291705144164e-05,93.35172945871071,coiffier -U_CU_12_PM,underground,cu,pm,12,1.5,0.1,4.762654462842127e-05,93.35172945871071,coiffier -U_CU_12_PP,underground,cu,pp,12,1.5,0.1,3.889291705144164e-05,93.35172945871071,coiffier -U_CU_12_PU,underground,cu,pu,12,1.5,0.1,4.762654462842127e-05,93.35172945871071,coiffier -U_CU_12_S3,underground,cu,s3,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier -U_CU_12_S6,underground,cu,s6,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier -U_CU_12_SC,underground,cu,sc,12,1.5,0.1,4.787787204070845e-05,93.35172945871071,coiffier -U_CU_12_SE,underground,cu,se,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier -U_CU_12_SO,underground,cu,so,12,1.5,0.1,7.263362215099601e-05,93.35172945871071,coiffier -U_CU_12_SR,underground,cu,sr,12,1.5,0.1,4.272566008882119e-05,93.35172945871071,coiffier -U_CU_12,underground,cu,,12,1.5,0.1,4.762654462842127e-05,93.35172945871071,coiffier -U_CU_13_PC,underground,cu,pc,13,1.3846153846153846,0.1,3.901858075758523e-05,98.10132520347666,coiffier -U_CU_13_PM,underground,cu,pm,13,1.3846153846153846,0.1,4.8663270204105894e-05,98.10132520347666,coiffier -U_CU_13_PP,underground,cu,pp,13,1.3846153846153846,0.1,3.901858075758523e-05,98.10132520347666,coiffier -U_CU_13_PU,underground,cu,pu,13,1.3846153846153846,0.1,4.8663270204105894e-05,98.10132520347666,coiffier -U_CU_13_S3,underground,cu,s3,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier -U_CU_13_S6,underground,cu,s6,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier -U_CU_13_SC,underground,cu,sc,13,1.3846153846153846,0.1,4.8097783526459734e-05,98.10132520347666,coiffier -U_CU_13_SE,underground,cu,se,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier -U_CU_13_SO,underground,cu,so,13,1.3846153846153846,0.1,7.282211771021141e-05,98.10132520347666,coiffier -U_CU_13_SR,underground,cu,sr,13,1.3846153846153846,0.1,4.288273972150068e-05,98.10132520347666,coiffier -U_CU_13,underground,cu,,13,1.3846153846153846,0.1,4.8663270204105894e-05,98.10132520347666,coiffier -U_CU_14_PC,underground,cu,pc,14,1.2857142857142856,0.1,3.9144244463728825e-05,102.71393743638292,coiffier -U_CU_14_PM,underground,cu,pm,14,1.2857142857142856,0.1,4.9699995779790534e-05,102.71393743638292,coiffier -U_CU_14_PP,underground,cu,pp,14,1.2857142857142856,0.1,3.9144244463728825e-05,102.71393743638292,coiffier -U_CU_14_PU,underground,cu,pu,14,1.2857142857142856,0.1,4.9699995779790534e-05,102.71393743638292,coiffier -U_CU_14_S3,underground,cu,s3,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier -U_CU_14_S6,underground,cu,s6,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier -U_CU_14_SC,underground,cu,sc,14,1.2857142857142856,0.1,4.831769501221102e-05,102.71393743638292,coiffier -U_CU_14_SE,underground,cu,se,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier -U_CU_14_SO,underground,cu,so,14,1.2857142857142856,0.1,7.30106132694268e-05,102.71393743638292,coiffier -U_CU_14_SR,underground,cu,sr,14,1.2857142857142856,0.1,4.3039819354180165e-05,102.71393743638292,coiffier -U_CU_14,underground,cu,,14,1.2857142857142856,0.1,4.9699995779790534e-05,102.71393743638292,coiffier -U_CU_16_PC,underground,cu,pc,16,1.125,0.1,3.939557187601601e-05,111.57949330803243,coiffier -U_CU_16_PM,underground,cu,pm,16,1.125,0.1,5.177344693115979e-05,111.57949330803243,coiffier -U_CU_16_PP,underground,cu,pp,16,1.125,0.1,3.939557187601601e-05,111.57949330803243,coiffier -U_CU_16_PU,underground,cu,pu,16,1.125,0.1,5.177344693115979e-05,111.57949330803243,coiffier -U_CU_16_S3,underground,cu,s3,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier -U_CU_16_S6,underground,cu,s6,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier -U_CU_16_SC,underground,cu,sc,16,1.125,0.1,4.875751798371359e-05,111.57949330803243,coiffier -U_CU_16_SE,underground,cu,se,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier -U_CU_16_SO,underground,cu,so,16,1.125,0.1,7.338760438785756e-05,111.57949330803243,coiffier -U_CU_16_SR,underground,cu,sr,16,1.125,0.1,4.335397861953915e-05,111.57949330803243,coiffier -U_CU_16,underground,cu,,16,1.125,0.1,5.177344693115979e-05,111.57949330803243,coiffier -U_CU_18_PC,underground,cu,pc,18,0.9999999999999999,0.1,3.9646899288303194e-05,120.03252688763835,coiffier -U_CU_18_PM,underground,cu,pm,18,0.9999999999999999,0.1,5.384689808252906e-05,120.03252688763835,coiffier -U_CU_18_PP,underground,cu,pp,18,0.9999999999999999,0.1,3.9646899288303194e-05,120.03252688763835,coiffier -U_CU_18_PU,underground,cu,pu,18,0.9999999999999999,0.1,5.384689808252906e-05,120.03252688763835,coiffier -U_CU_18_S3,underground,cu,s3,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier -U_CU_18_S6,underground,cu,s6,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier -U_CU_18_SC,underground,cu,sc,18,0.9999999999999999,0.1,4.9197340955216165e-05,120.03252688763835,coiffier -U_CU_18_SE,underground,cu,se,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier -U_CU_18_SO,underground,cu,so,18,0.9999999999999999,0.1,7.376459550628834e-05,120.03252688763835,coiffier -U_CU_18_SR,underground,cu,sr,18,0.9999999999999999,0.1,4.366813788489813e-05,120.03252688763835,coiffier -U_CU_18,underground,cu,,18,0.9999999999999999,0.1,5.384689808252906e-05,120.03252688763835,coiffier -U_CU_22_PC,underground,cu,pc,22,0.8181818181818181,0.1,4.0149554112877555e-05,135.9352398339825,coiffier -U_CU_22_PM,underground,cu,pm,22,0.8181818181818181,0.1,5.799380038526759e-05,135.9352398339825,coiffier -U_CU_22_PP,underground,cu,pp,22,0.8181818181818181,0.1,4.0149554112877555e-05,135.9352398339825,coiffier -U_CU_22_PU,underground,cu,pu,22,0.8181818181818181,0.1,5.799380038526759e-05,135.9352398339825,coiffier -U_CU_22_S3,underground,cu,s3,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier -U_CU_22_S6,underground,cu,s6,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier -U_CU_22_SC,underground,cu,sc,22,0.8181818181818181,0.1,5.007698689822131e-05,135.9352398339825,coiffier -U_CU_22_SE,underground,cu,se,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier -U_CU_22_SO,underground,cu,so,22,0.8181818181818181,0.1,7.45185777431499e-05,135.9352398339825,coiffier -U_CU_22_SR,underground,cu,sr,22,0.8181818181818181,0.1,4.429645641561609e-05,135.9352398339825,coiffier -U_CU_22,underground,cu,,22,0.8181818181818181,0.1,5.799380038526759e-05,135.9352398339825,coiffier -U_CU_25_PC,underground,cu,pc,25,0.72,0.1,4.052654523130833e-05,147.14747055632483,coiffier -U_CU_25_PM,underground,cu,pm,25,0.72,0.1,6.110397711232148e-05,147.14747055632483,coiffier -U_CU_25_PP,underground,cu,pp,25,0.72,0.1,4.052654523130833e-05,147.14747055632483,coiffier -U_CU_25_PU,underground,cu,pu,25,0.72,0.1,6.110397711232148e-05,147.14747055632483,coiffier -U_CU_25_S3,underground,cu,s3,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier -U_CU_25_S6,underground,cu,s6,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier -U_CU_25_SC,underground,cu,sc,25,0.72,0.1,5.073672135547516e-05,147.14747055632483,coiffier -U_CU_25_SE,underground,cu,se,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier -U_CU_25_SO,underground,cu,so,25,0.72,0.1,7.508406442079606e-05,147.14747055632483,coiffier -U_CU_25_SR,underground,cu,sr,25,0.72,0.1,4.4767695313654553e-05,147.14747055632483,coiffier -U_CU_25,underground,cu,,25,0.72,0.1,6.110397711232148e-05,147.14747055632483,coiffier -U_CU_28_PC,underground,cu,pc,28,0.6428571428571428,0.1,4.090353634973911e-05,157.85850121834656,coiffier -U_CU_28_PM,underground,cu,pm,28,0.6428571428571428,0.1,6.421415383937537e-05,157.85850121834656,coiffier -U_CU_28_PP,underground,cu,pp,28,0.6428571428571428,0.1,4.090353634973911e-05,157.85850121834656,coiffier -U_CU_28_PU,underground,cu,pu,28,0.6428571428571428,0.1,6.421415383937537e-05,157.85850121834656,coiffier -U_CU_28_S3,underground,cu,s3,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier -U_CU_28_S6,underground,cu,s6,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier -U_CU_28_SC,underground,cu,sc,28,0.6428571428571428,0.1,5.139645581272901e-05,157.85850121834656,coiffier -U_CU_28_SE,underground,cu,se,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier -U_CU_28_SO,underground,cu,so,28,0.6428571428571428,0.1,7.564955109844222e-05,157.85850121834656,coiffier -U_CU_28_SR,underground,cu,sr,28,0.6428571428571428,0.1,4.523893421169303e-05,157.85850121834656,coiffier -U_CU_28,underground,cu,,28,0.6428571428571428,0.1,6.421415383937537e-05,157.85850121834656,coiffier -U_CU_29_PC,underground,cu,pc,29,0.6206896551724138,0.1,4.10292000558827e-05,161.33060199878338,coiffier -U_CU_29_PM,underground,cu,pm,29,0.6206896551724138,0.1,6.525087941506e-05,161.33060199878338,coiffier -U_CU_29_PP,underground,cu,pp,29,0.6206896551724138,0.1,4.10292000558827e-05,161.33060199878338,coiffier -U_CU_29_PU,underground,cu,pu,29,0.6206896551724138,0.1,6.525087941506e-05,161.33060199878338,coiffier -U_CU_29_S3,underground,cu,s3,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier -U_CU_29_S6,underground,cu,s6,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier -U_CU_29_SC,underground,cu,sc,29,0.6206896551724138,0.1,5.16163672984803e-05,161.33060199878338,coiffier -U_CU_29_SE,underground,cu,se,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier -U_CU_29_SO,underground,cu,so,29,0.6206896551724138,0.1,7.583804665765761e-05,161.33060199878338,coiffier -U_CU_29_SR,underground,cu,sr,29,0.6206896551724138,0.1,4.539601384437252e-05,161.33060199878338,coiffier -U_CU_29,underground,cu,,29,0.6206896551724138,0.1,6.525087941506e-05,161.33060199878338,coiffier -U_CU_34_PC,underground,cu,pc,34,0.5294117647058824,0.1,4.1657518586600655e-05,178.05202783941812,coiffier -U_CU_34_PM,underground,cu,pm,34,0.5294117647058824,0.1,7.043450729348316e-05,178.05202783941812,coiffier -U_CU_34_PP,underground,cu,pp,34,0.5294117647058824,0.1,4.1657518586600655e-05,178.05202783941812,coiffier -U_CU_34_PU,underground,cu,pu,34,0.5294117647058824,0.1,7.043450729348316e-05,178.05202783941812,coiffier -U_CU_34_S3,underground,cu,s3,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier -U_CU_34_S6,underground,cu,s6,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier -U_CU_34_SC,underground,cu,sc,34,0.5294117647058824,0.1,5.271592472723673e-05,178.05202783941812,coiffier -U_CU_34_SE,underground,cu,se,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier -U_CU_34_SO,underground,cu,so,34,0.5294117647058824,0.1,7.678052445373454e-05,178.05202783941812,coiffier -U_CU_34_SR,underground,cu,sr,34,0.5294117647058824,0.1,4.618141200776996e-05,178.05202783941812,coiffier -U_CU_34,underground,cu,,34,0.5294117647058824,0.1,7.043450729348316e-05,178.05202783941812,coiffier -U_CU_35_PC,underground,cu,pc,35,0.5142857142857142,0.1,4.178318229274425e-05,181.2809561453423,coiffier -U_CU_35_PM,underground,cu,pm,35,0.5142857142857142,0.1,7.147123286916779e-05,181.2809561453423,coiffier -U_CU_35_PP,underground,cu,pp,35,0.5142857142857142,0.1,4.178318229274425e-05,181.2809561453423,coiffier -U_CU_35_PU,underground,cu,pu,35,0.5142857142857142,0.1,7.147123286916779e-05,181.2809561453423,coiffier -U_CU_35_S3,underground,cu,s3,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier -U_CU_35_S6,underground,cu,s6,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier -U_CU_35_SC,underground,cu,sc,35,0.5142857142857142,0.1,5.293583621298802e-05,181.2809561453423,coiffier -U_CU_35_SE,underground,cu,se,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier -U_CU_35_SO,underground,cu,so,35,0.5142857142857142,0.1,7.696902001294993e-05,181.2809561453423,coiffier -U_CU_35_SR,underground,cu,sr,35,0.5142857142857142,0.1,4.633849164044945e-05,181.2809561453423,coiffier -U_CU_35,underground,cu,,35,0.5142857142857142,0.1,7.147123286916779e-05,181.2809561453423,coiffier -U_CU_37_PC,underground,cu,pc,37,0.48648648648648646,0.1,4.203450970503143e-05,187.6355240762815,coiffier -U_CU_37_PM,underground,cu,pm,37,0.48648648648648646,0.1,7.354468402053706e-05,187.6355240762815,coiffier -U_CU_37_PP,underground,cu,pp,37,0.48648648648648646,0.1,4.203450970503143e-05,187.6355240762815,coiffier -U_CU_37_PU,underground,cu,pu,37,0.48648648648648646,0.1,7.354468402053706e-05,187.6355240762815,coiffier -U_CU_37_S3,underground,cu,s3,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier -U_CU_37_S6,underground,cu,s6,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier -U_CU_37_SC,underground,cu,sc,37,0.48648648648648646,0.1,5.3375659184490585e-05,187.6355240762815,coiffier -U_CU_37_SE,underground,cu,se,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier -U_CU_37_SO,underground,cu,so,37,0.48648648648648646,0.1,7.73460111313807e-05,187.6355240762815,coiffier -U_CU_37_SR,underground,cu,sr,37,0.48648648648648646,0.1,4.665265090580843e-05,187.6355240762815,coiffier -U_CU_37,underground,cu,,37,0.48648648648648646,0.1,7.354468402053706e-05,187.6355240762815,coiffier -U_CU_38_PC,underground,cu,pc,38,0.4736842105263158,0.1,4.216017341117503e-05,190.76373877131758,coiffier -U_CU_38_PM,underground,cu,pm,38,0.4736842105263158,0.1,7.458140959622168e-05,190.76373877131758,coiffier -U_CU_38_PP,underground,cu,pp,38,0.4736842105263158,0.1,4.216017341117503e-05,190.76373877131758,coiffier -U_CU_38_PU,underground,cu,pu,38,0.4736842105263158,0.1,7.458140959622168e-05,190.76373877131758,coiffier -U_CU_38_S3,underground,cu,s3,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier -U_CU_38_S6,underground,cu,s6,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier -U_CU_38_SC,underground,cu,sc,38,0.4736842105263158,0.1,5.3595570670241874e-05,190.76373877131758,coiffier -U_CU_38_SE,underground,cu,se,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier -U_CU_38_SO,underground,cu,so,38,0.4736842105263158,0.1,7.75345066905961e-05,190.76373877131758,coiffier -U_CU_38_SR,underground,cu,sr,38,0.4736842105263158,0.1,4.680973053848792e-05,190.76373877131758,coiffier -U_CU_38,underground,cu,,38,0.4736842105263158,0.1,7.458140959622168e-05,190.76373877131758,coiffier -U_CU_40_PC,underground,cu,pc,40,0.45,0.1,4.241150082346221e-05,196.92787306124757,coiffier -U_CU_40_PM,underground,cu,pm,40,0.45,0.1,7.665486074759096e-05,196.92787306124757,coiffier -U_CU_40_PP,underground,cu,pp,40,0.45,0.1,4.241150082346221e-05,196.92787306124757,coiffier -U_CU_40_PU,underground,cu,pu,40,0.45,0.1,7.665486074759096e-05,196.92787306124757,coiffier -U_CU_40_S3,underground,cu,s3,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier -U_CU_40_S6,underground,cu,s6,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier -U_CU_40_SC,underground,cu,sc,40,0.45,0.1,5.4035393641744445e-05,196.92787306124757,coiffier -U_CU_40_SE,underground,cu,se,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier -U_CU_40_SO,underground,cu,so,40,0.45,0.1,7.791149780902686e-05,196.92787306124757,coiffier -U_CU_40_SR,underground,cu,sr,40,0.45,0.1,4.71238898038469e-05,196.92787306124757,coiffier -U_CU_40,underground,cu,,40,0.45,0.1,7.665486074759096e-05,196.92787306124757,coiffier -U_CU_43_PC,underground,cu,pc,43,0.41860465116279066,0.1,4.278849194189299e-05,205.95884047030793,coiffier -U_CU_43_PM,underground,cu,pm,43,0.41860465116279066,0.1,7.976503747464485e-05,205.95884047030793,coiffier -U_CU_43_PP,underground,cu,pp,43,0.41860465116279066,0.1,4.278849194189299e-05,205.95884047030793,coiffier -U_CU_43_PU,underground,cu,pu,43,0.41860465116279066,0.1,7.976503747464485e-05,205.95884047030793,coiffier -U_CU_43_S3,underground,cu,s3,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier -U_CU_43_S6,underground,cu,s6,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier -U_CU_43_SC,underground,cu,sc,43,0.41860465116279066,0.1,5.46951280989983e-05,205.95884047030793,coiffier -U_CU_43_SE,underground,cu,se,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier -U_CU_43_SO,underground,cu,so,43,0.41860465116279066,0.1,7.847698448667305e-05,205.95884047030793,coiffier -U_CU_43_SR,underground,cu,sr,43,0.41860465116279066,0.1,4.7595128701885365e-05,205.95884047030793,coiffier -U_CU_43,underground,cu,,43,0.41860465116279066,0.1,7.976503747464485e-05,205.95884047030793,coiffier -U_CU_48_PC,underground,cu,pc,48,0.375,0.1,4.3416810472610945e-05,220.4954148449845,coiffier -U_CU_48_PM,underground,cu,pm,48,0.375,0.1,8.494866535306802e-05,220.4954148449845,coiffier -U_CU_48_PP,underground,cu,pp,48,0.375,0.1,4.3416810472610945e-05,220.4954148449845,coiffier -U_CU_48_PU,underground,cu,pu,48,0.375,0.1,8.494866535306802e-05,220.4954148449845,coiffier -U_CU_48_S3,underground,cu,s3,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier -U_CU_48_S6,underground,cu,s6,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier -U_CU_48_SC,underground,cu,sc,48,0.375,0.1,5.579468552775473e-05,220.4954148449845,coiffier -U_CU_48_SE,underground,cu,se,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier -U_CU_48_SO,underground,cu,so,48,0.375,0.1,7.941946228274997e-05,220.4954148449845,coiffier -U_CU_48_SR,underground,cu,sr,48,0.375,0.1,4.8380526865282814e-05,220.4954148449845,coiffier -U_CU_48,underground,cu,,48,0.375,0.1,8.494866535306802e-05,220.4954148449845,coiffier -U_CU_50_PC,underground,cu,pc,50,0.36,0.1,4.366813788489813e-05,226.1472954873242,coiffier -U_CU_50_PM,underground,cu,pm,50,0.36,0.1,8.702211650443728e-05,226.1472954873242,coiffier -U_CU_50_PP,underground,cu,pp,50,0.36,0.1,4.366813788489813e-05,226.1472954873242,coiffier -U_CU_50_PU,underground,cu,pu,50,0.36,0.1,8.702211650443728e-05,226.1472954873242,coiffier -U_CU_50_S3,underground,cu,s3,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier -U_CU_50_S6,underground,cu,s6,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier -U_CU_50_SC,underground,cu,sc,50,0.36,0.1,5.6234508499257306e-05,226.1472954873242,coiffier -U_CU_50_SE,underground,cu,se,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier -U_CU_50_SO,underground,cu,so,50,0.36,0.1,7.979645340118076e-05,226.1472954873242,coiffier -U_CU_50_SR,underground,cu,sr,50,0.36,0.1,4.8694686130641796e-05,226.1472954873242,coiffier -U_CU_50,underground,cu,,50,0.36,0.1,8.702211650443728e-05,226.1472954873242,coiffier -U_CU_52_PC,underground,cu,pc,52,0.34615384615384615,0.1,4.391946529718531e-05,231.71389028363558,coiffier -U_CU_52_PM,underground,cu,pm,52,0.34615384615384615,0.1,9.487609813841175e-05,231.71389028363558,coiffier -U_CU_52_PP,underground,cu,pp,52,0.34615384615384615,0.1,4.391946529718531e-05,231.71389028363558,coiffier -U_CU_52_PU,underground,cu,pu,52,0.34615384615384615,0.1,9.487609813841175e-05,231.71389028363558,coiffier -U_CU_52_S3,underground,cu,s3,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier -U_CU_52_S6,underground,cu,s6,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier -U_CU_52_SC,underground,cu,sc,52,0.34615384615384615,0.1,5.667433147075987e-05,231.71389028363558,coiffier -U_CU_52_SE,underground,cu,se,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier -U_CU_52_SO,underground,cu,so,52,0.34615384615384615,0.1,8.017344451961153e-05,231.71389028363558,coiffier -U_CU_52_SR,underground,cu,sr,52,0.34615384615384615,0.1,4.900884539600077e-05,231.71389028363558,coiffier -U_CU_52,underground,cu,,52,0.34615384615384615,0.1,9.487609813841175e-05,231.71389028363558,coiffier -U_CU_54_PC,underground,cu,pc,54,0.3333333333333333,0.1,4.417079270947249e-05,237.19969526941995,coiffier -U_CU_54_PM,underground,cu,pm,54,0.3333333333333333,0.1,9.581857593448868e-05,237.19969526941995,coiffier -U_CU_54_PP,underground,cu,pp,54,0.3333333333333333,0.1,4.417079270947249e-05,237.19969526941995,coiffier -U_CU_54_PU,underground,cu,pu,54,0.3333333333333333,0.1,9.581857593448868e-05,237.19969526941995,coiffier -U_CU_54_S3,underground,cu,s3,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier -U_CU_54_S6,underground,cu,s6,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier -U_CU_54_SC,underground,cu,sc,54,0.3333333333333333,0.1,5.711415444226244e-05,237.19969526941995,coiffier -U_CU_54_SE,underground,cu,se,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier -U_CU_54_SO,underground,cu,so,54,0.3333333333333333,0.1,8.05504356380423e-05,237.19969526941995,coiffier -U_CU_54_SR,underground,cu,sr,54,0.3333333333333333,0.1,4.9323004661359754e-05,237.19969526941995,coiffier -U_CU_54,underground,cu,,54,0.3333333333333333,0.1,9.581857593448868e-05,237.19969526941995,coiffier -U_CU_55_PC,underground,cu,pc,55,0.32727272727272727,0.1,4.429645641561609e-05,239.91359757008016,coiffier -U_CU_55_PM,underground,cu,pm,55,0.32727272727272727,0.1,9.628981483252715e-05,239.91359757008016,coiffier -U_CU_55_PP,underground,cu,pp,55,0.32727272727272727,0.1,4.429645641561609e-05,239.91359757008016,coiffier -U_CU_55_PU,underground,cu,pu,55,0.32727272727272727,0.1,9.628981483252715e-05,239.91359757008016,coiffier -U_CU_55_S3,underground,cu,s3,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier -U_CU_55_S6,underground,cu,s6,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier -U_CU_55_SC,underground,cu,sc,55,0.32727272727272727,0.1,5.733406592801372e-05,239.91359757008016,coiffier -U_CU_55_SE,underground,cu,se,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier -U_CU_55_SO,underground,cu,so,55,0.32727272727272727,0.1,8.073893119725768e-05,239.91359757008016,coiffier -U_CU_55_SR,underground,cu,sr,55,0.32727272727272727,0.1,4.9480084294039245e-05,239.91359757008016,coiffier -U_CU_55,underground,cu,,55,0.32727272727272727,0.1,9.628981483252715e-05,239.91359757008016,coiffier -U_CU_59_PC,underground,cu,pc,59,0.30508474576271183,0.1,4.4799111240190456e-05,250.58683039223916,coiffier -U_CU_59_PM,underground,cu,pm,59,0.30508474576271183,0.1,9.817477042468104e-05,250.58683039223916,coiffier -U_CU_59_PP,underground,cu,pp,59,0.30508474576271183,0.1,4.4799111240190456e-05,250.58683039223916,coiffier -U_CU_59_PU,underground,cu,pu,59,0.30508474576271183,0.1,9.817477042468104e-05,250.58683039223916,coiffier -U_CU_59_S3,underground,cu,s3,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier -U_CU_59_S6,underground,cu,s6,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier -U_CU_59_SC,underground,cu,sc,59,0.30508474576271183,0.1,5.821371187101887e-05,250.58683039223916,coiffier -U_CU_59_SE,underground,cu,se,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier -U_CU_59_SO,underground,cu,so,59,0.30508474576271183,0.1,8.149291343411923e-05,250.58683039223916,coiffier -U_CU_59_SR,underground,cu,sr,59,0.30508474576271183,0.1,5.01084028247572e-05,250.58683039223916,coiffier -U_CU_59,underground,cu,,59,0.30508474576271183,0.1,9.817477042468104e-05,250.58683039223916,coiffier -U_CU_60_PC,underground,cu,pc,60,0.3,0.1,4.4924774946334044e-05,253.21170111373846,coiffier -U_CU_60_PM,underground,cu,pm,60,0.3,0.1,9.864600932271951e-05,253.21170111373846,coiffier -U_CU_60_PP,underground,cu,pp,60,0.3,0.1,4.4924774946334044e-05,253.21170111373846,coiffier -U_CU_60_PU,underground,cu,pu,60,0.3,0.1,9.864600932271951e-05,253.21170111373846,coiffier -U_CU_60_S3,underground,cu,s3,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier -U_CU_60_S6,underground,cu,s6,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier -U_CU_60_SC,underground,cu,sc,60,0.3,0.1,5.8433623356770154e-05,253.21170111373846,coiffier -U_CU_60_SE,underground,cu,se,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier -U_CU_60_SO,underground,cu,so,60,0.3,0.1,8.168140899333462e-05,253.21170111373846,coiffier -U_CU_60_SR,underground,cu,sr,60,0.3,0.1,5.0265482457436686e-05,253.21170111373846,coiffier -U_CU_60,underground,cu,,60,0.3,0.1,9.864600932271951e-05,253.21170111373846,coiffier -U_CU_69_PC,underground,cu,pc,69,0.2608695652173913,0.1,4.605574830162637e-05,276.13180509170417,coiffier -U_CU_69_PM,underground,cu,pm,69,0.2608695652173913,0.1,0.00010288715940506573,276.13180509170417,coiffier -U_CU_69_PP,underground,cu,pp,69,0.2608695652173913,0.1,4.605574830162637e-05,276.13180509170417,coiffier -U_CU_69_PU,underground,cu,pu,69,0.2608695652173913,0.1,0.00010288715940506573,276.13180509170417,coiffier -U_CU_69_S3,underground,cu,s3,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier -U_CU_69_S6,underground,cu,s6,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier -U_CU_69_SC,underground,cu,sc,69,0.2608695652173913,0.1,6.0412826728531727e-05,276.13180509170417,coiffier -U_CU_69_SE,underground,cu,se,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier -U_CU_69_SO,underground,cu,so,69,0.2608695652173913,0.1,8.337786902627311e-05,276.13180509170417,coiffier -U_CU_69_SR,underground,cu,sr,69,0.2608695652173913,0.1,5.16791991515521e-05,276.13180509170417,coiffier -U_CU_69,underground,cu,,69,0.2608695652173913,0.1,0.00010288715940506573,276.13180509170417,coiffier -U_CU_70_PC,underground,cu,pc,70,0.2571428571428571,0.1,4.618141200776996e-05,278.6062023399371,coiffier -U_CU_70_PM,underground,cu,pm,70,0.2571428571428571,0.1,0.0001033583983031042,278.6062023399371,coiffier -U_CU_70_PP,underground,cu,pp,70,0.2571428571428571,0.1,4.618141200776996e-05,278.6062023399371,coiffier -U_CU_70_PU,underground,cu,pu,70,0.2571428571428571,0.1,0.0001033583983031042,278.6062023399371,coiffier -U_CU_70_S3,underground,cu,s3,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier -U_CU_70_S6,underground,cu,s6,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier -U_CU_70_SC,underground,cu,sc,70,0.2571428571428571,0.1,6.063273821428301e-05,278.6062023399371,coiffier -U_CU_70_SE,underground,cu,se,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier -U_CU_70_SO,underground,cu,so,70,0.2571428571428571,0.1,8.35663645854885e-05,278.6062023399371,coiffier -U_CU_70_SR,underground,cu,sr,70,0.2571428571428571,0.1,5.1836278784231584e-05,278.6062023399371,coiffier -U_CU_70,underground,cu,,70,0.2571428571428571,0.1,0.0001033583983031042,278.6062023399371,coiffier -U_CU_74_PC,underground,cu,pc,74,0.24324324324324323,0.1,4.668406683234433e-05,288.37238008080635,coiffier -U_CU_74_PM,underground,cu,pm,74,0.24324324324324323,0.1,0.00010524335389525808,288.37238008080635,coiffier -U_CU_74_PP,underground,cu,pp,74,0.24324324324324323,0.1,4.668406683234433e-05,288.37238008080635,coiffier -U_CU_74_PU,underground,cu,pu,74,0.24324324324324323,0.1,0.00010524335389525808,288.37238008080635,coiffier -U_CU_74_S3,underground,cu,s3,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier -U_CU_74_S6,underground,cu,s6,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier -U_CU_74_SC,underground,cu,sc,74,0.24324324324324323,0.1,6.151238415728815e-05,288.37238008080635,coiffier -U_CU_74_SE,underground,cu,se,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier -U_CU_74_SO,underground,cu,so,74,0.24324324324324323,0.1,8.432034682235006e-05,288.37238008080635,coiffier -U_CU_74_SR,underground,cu,sr,74,0.24324324324324323,0.1,5.246459731494955e-05,288.37238008080635,coiffier -U_CU_74,underground,cu,,74,0.24324324324324323,0.1,0.00010524335389525808,288.37238008080635,coiffier -U_CU_75_PC,underground,cu,pc,75,0.24,0.1,4.680973053848792e-05,290.78230776811836,coiffier -U_CU_75_PM,underground,cu,pm,75,0.24,0.1,0.00010571459279329654,290.78230776811836,coiffier -U_CU_75_PP,underground,cu,pp,75,0.24,0.1,4.680973053848792e-05,290.78230776811836,coiffier -U_CU_75_PU,underground,cu,pu,75,0.24,0.1,0.00010571459279329654,290.78230776811836,coiffier -U_CU_75_S3,underground,cu,s3,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier -U_CU_75_S6,underground,cu,s6,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier -U_CU_75_SC,underground,cu,sc,75,0.24,0.1,6.173229564303944e-05,290.78230776811836,coiffier -U_CU_75_SE,underground,cu,se,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier -U_CU_75_SO,underground,cu,so,75,0.24,0.1,8.450884238156543e-05,290.78230776811836,coiffier -U_CU_75_SR,underground,cu,sr,75,0.24,0.1,5.262167694762904e-05,290.78230776811836,coiffier -U_CU_75,underground,cu,,75,0.24,0.1,0.00010571459279329654,290.78230776811836,coiffier -U_CU_76_PC,underground,cu,pc,76,0.2368421052631579,0.1,4.6935394244631506e-05,293.18005560734775,coiffier -U_CU_76_PM,underground,cu,pm,76,0.2368421052631579,0.1,0.00010618583169133502,293.18005560734775,coiffier -U_CU_76_PP,underground,cu,pp,76,0.2368421052631579,0.1,4.6935394244631506e-05,293.18005560734775,coiffier -U_CU_76_PU,underground,cu,pu,76,0.2368421052631579,0.1,0.00010618583169133502,293.18005560734775,coiffier -U_CU_76_S3,underground,cu,s3,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier -U_CU_76_S6,underground,cu,s6,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier -U_CU_76_SC,underground,cu,sc,76,0.2368421052631579,0.1,6.195220712879073e-05,293.18005560734775,coiffier -U_CU_76_SE,underground,cu,se,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier -U_CU_76_SO,underground,cu,so,76,0.2368421052631579,0.1,8.469733794078082e-05,293.18005560734775,coiffier -U_CU_76_SR,underground,cu,sr,76,0.2368421052631579,0.1,5.277875658030853e-05,293.18005560734775,coiffier -U_CU_76,underground,cu,,76,0.2368421052631579,0.1,0.00010618583169133502,293.18005560734775,coiffier -U_CU_79_PC,underground,cu,pc,79,0.22784810126582278,0.1,4.7312385363062286e-05,300.30239252793695,coiffier -U_CU_79_PM,underground,cu,pm,79,0.22784810126582278,0.1,0.00010759954838545042,300.30239252793695,coiffier -U_CU_79_PP,underground,cu,pp,79,0.22784810126582278,0.1,4.7312385363062286e-05,300.30239252793695,coiffier -U_CU_79_PU,underground,cu,pu,79,0.22784810126582278,0.1,0.00010759954838545042,300.30239252793695,coiffier -U_CU_79_S3,underground,cu,s3,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier -U_CU_79_S6,underground,cu,s6,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier -U_CU_79_SC,underground,cu,sc,79,0.22784810126582278,0.1,6.261194158604458e-05,300.30239252793695,coiffier -U_CU_79_SE,underground,cu,se,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier -U_CU_79_SO,underground,cu,so,79,0.22784810126582278,0.1,8.526282461842701e-05,300.30239252793695,coiffier -U_CU_79_SR,underground,cu,sr,79,0.22784810126582278,0.1,5.3249995478346996e-05,300.30239252793695,coiffier -U_CU_79,underground,cu,,79,0.22784810126582278,0.1,0.00010759954838545042,300.30239252793695,coiffier -U_CU_80_PC,underground,cu,pc,80,0.225,0.1,4.7438049069205874e-05,302.6535606116675,coiffier -U_CU_80_PM,underground,cu,pm,80,0.225,0.1,0.00010807078728348889,302.6535606116675,coiffier -U_CU_80_PP,underground,cu,pp,80,0.225,0.1,4.7438049069205874e-05,302.6535606116675,coiffier -U_CU_80_PU,underground,cu,pu,80,0.225,0.1,0.00010807078728348889,302.6535606116675,coiffier -U_CU_80_S3,underground,cu,s3,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier -U_CU_80_S6,underground,cu,s6,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier -U_CU_80_SC,underground,cu,sc,80,0.225,0.1,6.283185307179587e-05,302.6535606116675,coiffier -U_CU_80_SE,underground,cu,se,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier -U_CU_80_SO,underground,cu,so,80,0.225,0.1,8.545132017764238e-05,302.6535606116675,coiffier -U_CU_80_SR,underground,cu,sr,80,0.225,0.1,5.340707511102649e-05,302.6535606116675,coiffier -U_CU_80,underground,cu,,80,0.225,0.1,0.00010807078728348889,302.6535606116675,coiffier -U_CU_88_PC,underground,cu,pc,88,0.20454545454545453,0.1,4.844335871835461e-05,321.077041347193,coiffier -U_CU_88_PM,underground,cu,pm,88,0.20454545454545453,0.1,0.00011184069846779665,321.077041347193,coiffier -U_CU_88_PP,underground,cu,pp,88,0.20454545454545453,0.1,4.844335871835461e-05,321.077041347193,coiffier -U_CU_88_PU,underground,cu,pu,88,0.20454545454545453,0.1,0.00011184069846779665,321.077041347193,coiffier -U_CU_88_S3,underground,cu,s3,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier -U_CU_88_S6,underground,cu,s6,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier -U_CU_88_SC,underground,cu,sc,88,0.20454545454545453,0.1,6.459114495780615e-05,321.077041347193,coiffier -U_CU_88_SE,underground,cu,se,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier -U_CU_88_SO,underground,cu,so,88,0.20454545454545453,0.1,8.695928465136547e-05,321.077041347193,coiffier -U_CU_88_SR,underground,cu,sr,88,0.20454545454545453,0.1,5.466371217246241e-05,321.077041347193,coiffier -U_CU_88,underground,cu,,88,0.20454545454545453,0.1,0.00011184069846779665,321.077041347193,coiffier -U_CU_93_PC,underground,cu,pc,93,0.1935483870967742,0.1,4.907167724907257e-05,332.2686934808851,coiffier -U_CU_93_PM,underground,cu,pm,93,0.1935483870967742,0.1,0.00011419689295798898,332.2686934808851,coiffier -U_CU_93_PP,underground,cu,pp,93,0.1935483870967742,0.1,4.907167724907257e-05,332.2686934808851,coiffier -U_CU_93_PU,underground,cu,pu,93,0.1935483870967742,0.1,0.00011419689295798898,332.2686934808851,coiffier -U_CU_93_S3,underground,cu,s3,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier -U_CU_93_S6,underground,cu,s6,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier -U_CU_93_SC,underground,cu,sc,93,0.1935483870967742,0.1,6.569070238656257e-05,332.2686934808851,coiffier -U_CU_93_SE,underground,cu,se,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier -U_CU_93_SO,underground,cu,so,93,0.1935483870967742,0.1,8.79017624474424e-05,332.2686934808851,coiffier -U_CU_93_SR,underground,cu,sr,93,0.1935483870967742,0.1,5.544911033585985e-05,332.2686934808851,coiffier -U_CU_93,underground,cu,,93,0.1935483870967742,0.1,0.00011419689295798898,332.2686934808851,coiffier -U_CU_95_PC,underground,cu,pc,95,0.1894736842105263,0.1,4.9323004661359754e-05,336.6810174494909,coiffier -U_CU_95_PM,underground,cu,pm,95,0.1894736842105263,0.1,0.00011513937075406591,336.6810174494909,coiffier -U_CU_95_PP,underground,cu,pp,95,0.1894736842105263,0.1,4.9323004661359754e-05,336.6810174494909,coiffier -U_CU_95_PU,underground,cu,pu,95,0.1894736842105263,0.1,0.00011513937075406591,336.6810174494909,coiffier -U_CU_95_S3,underground,cu,s3,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier -U_CU_95_S6,underground,cu,s6,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier -U_CU_95_SC,underground,cu,sc,95,0.1894736842105263,0.1,6.613052535806515e-05,336.6810174494909,coiffier -U_CU_95_SE,underground,cu,se,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier -U_CU_95_SO,underground,cu,so,95,0.1894736842105263,0.1,8.827875356587319e-05,336.6810174494909,coiffier -U_CU_95_SR,underground,cu,sr,95,0.1894736842105263,0.1,5.576326960121883e-05,336.6810174494909,coiffier -U_CU_95,underground,cu,,95,0.1894736842105263,0.1,0.00011513937075406591,336.6810174494909,coiffier -U_CU_100_PC,underground,cu,pc,100,0.18,0.1,4.995132319207771e-05,347.56016574987507,coiffier -U_CU_100_PM,underground,cu,pm,100,0.18,0.1,0.00011749556524425827,347.56016574987507,coiffier -U_CU_100_PP,underground,cu,pp,100,0.18,0.1,4.995132319207771e-05,347.56016574987507,coiffier -U_CU_100_PU,underground,cu,pu,100,0.18,0.1,0.00011749556524425827,347.56016574987507,coiffier -U_CU_100_S3,underground,cu,s3,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier -U_CU_100_S6,underground,cu,s6,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier -U_CU_100_SC,underground,cu,sc,100,0.18,0.1,6.723008278682158e-05,347.56016574987507,coiffier -U_CU_100_SE,underground,cu,se,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier -U_CU_100_SO,underground,cu,so,100,0.18,0.1,8.922123136195012e-05,347.56016574987507,coiffier -U_CU_100_SR,underground,cu,sr,100,0.18,0.1,5.654866776461628e-05,347.56016574987507,coiffier -U_CU_100,underground,cu,,100,0.18,0.1,0.00011749556524425827,347.56016574987507,coiffier -U_CU_116_PC,underground,cu,pc,116,0.15517241379310345,0.1,5.1961942490375186e-05,381.06051404914297,coiffier -U_CU_116_PM,underground,cu,pm,116,0.15517241379310345,0.1,0.00012503538761287378,381.06051404914297,coiffier -U_CU_116_PP,underground,cu,pp,116,0.15517241379310345,0.1,5.1961942490375186e-05,381.06051404914297,coiffier -U_CU_116_PU,underground,cu,pu,116,0.15517241379310345,0.1,0.00012503538761287378,381.06051404914297,coiffier -U_CU_116_S3,underground,cu,s3,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier -U_CU_116_S6,underground,cu,s6,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier -U_CU_116_SC,underground,cu,sc,116,0.15517241379310345,0.1,7.074866655884215e-05,381.06051404914297,coiffier -U_CU_116_SE,underground,cu,se,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier -U_CU_116_SO,underground,cu,so,116,0.15517241379310345,0.1,9.223716030939634e-05,381.06051404914297,coiffier -U_CU_116_SR,underground,cu,sr,116,0.15517241379310345,0.1,5.9061941887488105e-05,381.06051404914297,coiffier -U_CU_116,underground,cu,,116,0.15517241379310345,0.1,0.00012503538761287378,381.06051404914297,coiffier -U_CU_117_PC,underground,cu,pc,117,0.15384615384615385,0.1,5.208760619651877e-05,383.0938939794276,coiffier -U_CU_117_PM,underground,cu,pm,117,0.15384615384615385,0.1,0.00012550662651091224,383.0938939794276,coiffier -U_CU_117_PP,underground,cu,pp,117,0.15384615384615385,0.1,5.208760619651877e-05,383.0938939794276,coiffier -U_CU_117_PU,underground,cu,pu,117,0.15384615384615385,0.1,0.00012550662651091224,383.0938939794276,coiffier -U_CU_117_S3,underground,cu,s3,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier -U_CU_117_S6,underground,cu,s6,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier -U_CU_117_SC,underground,cu,sc,117,0.15384615384615385,0.1,7.096857804459342e-05,383.0938939794276,coiffier -U_CU_117_SE,underground,cu,se,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier -U_CU_117_SO,underground,cu,so,117,0.15384615384615385,0.1,9.242565586861172e-05,383.0938939794276,coiffier -U_CU_117_SR,underground,cu,sr,117,0.15384615384615385,0.1,5.9219021520167596e-05,383.0938939794276,coiffier -U_CU_117,underground,cu,,117,0.15384615384615385,0.1,0.00012550662651091224,383.0938939794276,coiffier -U_CU_120_PC,underground,cu,pc,120,0.15,0.1,5.246459731494955e-05,389.15477905342277,coiffier -U_CU_120_PM,underground,cu,pm,120,0.15,0.1,0.00012692034320502764,389.15477905342277,coiffier -U_CU_120_PP,underground,cu,pp,120,0.15,0.1,5.246459731494955e-05,389.15477905342277,coiffier -U_CU_120_PU,underground,cu,pu,120,0.15,0.1,0.00012692034320502764,389.15477905342277,coiffier -U_CU_120_S3,underground,cu,s3,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier -U_CU_120_S6,underground,cu,s6,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier -U_CU_120_SC,underground,cu,sc,120,0.15,0.1,7.162831250184729e-05,389.15477905342277,coiffier -U_CU_120_SE,underground,cu,se,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier -U_CU_120_SO,underground,cu,so,120,0.15,0.1,9.299114254625788e-05,389.15477905342277,coiffier -U_CU_120_SR,underground,cu,sr,120,0.15,0.1,5.969026041820607e-05,389.15477905342277,coiffier -U_CU_120,underground,cu,,120,0.15,0.1,0.00012692034320502764,389.15477905342277,coiffier -U_CU_147_PC,underground,cu,pc,147,0.12244897959183673,0.1,5.5857517380826526e-05,441.33334636500814,coiffier -U_CU_147_PM,underground,cu,pm,147,0.12244897959183673,0.1,0.00013964379345206632,441.33334636500814,coiffier -U_CU_147_PP,underground,cu,pp,147,0.12244897959183673,0.1,5.5857517380826526e-05,441.33334636500814,coiffier -U_CU_147_PU,underground,cu,pu,147,0.12244897959183673,0.1,0.00013964379345206632,441.33334636500814,coiffier -U_CU_147_S3,underground,cu,s3,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier -U_CU_147_S6,underground,cu,s6,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier -U_CU_147_SC,underground,cu,sc,147,0.12244897959183673,0.1,7.7565922617132e-05,441.33334636500814,coiffier -U_CU_147_SE,underground,cu,se,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier -U_CU_147_SO,underground,cu,so,147,0.12244897959183673,0.1,9.808052264507335e-05,441.33334636500814,coiffier -U_CU_147_SR,underground,cu,sr,147,0.12244897959183673,0.1,6.393141050055229e-05,441.33334636500814,coiffier -U_CU_147,underground,cu,,147,0.12244897959183673,0.1,0.00013964379345206632,441.33334636500814,coiffier -U_CU_148_PC,underground,cu,pc,148,0.12162162162162161,0.1,5.598318108697011e-05,443.19235391514485,coiffier -U_CU_148_PM,underground,cu,pm,148,0.12162162162162161,0.1,0.00014011503235010476,443.19235391514485,coiffier -U_CU_148_PP,underground,cu,pp,148,0.12162162162162161,0.1,5.598318108697011e-05,443.19235391514485,coiffier -U_CU_148_PU,underground,cu,pu,148,0.12162162162162161,0.1,0.00014011503235010476,443.19235391514485,coiffier -U_CU_148_S3,underground,cu,s3,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier -U_CU_148_S6,underground,cu,s6,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier -U_CU_148_SC,underground,cu,sc,148,0.12162162162162161,0.1,7.778583410288328e-05,443.19235391514485,coiffier -U_CU_148_SE,underground,cu,se,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier -U_CU_148_SO,underground,cu,so,148,0.12162162162162161,0.1,9.826901820428873e-05,443.19235391514485,coiffier -U_CU_148_SR,underground,cu,sr,148,0.12162162162162161,0.1,6.408849013323178e-05,443.19235391514485,coiffier -U_CU_148,underground,cu,,148,0.12162162162162161,0.1,0.00014011503235010476,443.19235391514485,coiffier -U_CU_150_PC,underground,cu,pc,150,0.12,0.1,5.6234508499257306e-05,446.8961119664735,coiffier -U_CU_150_PM,underground,cu,pm,150,0.12,0.1,0.00014105751014618172,446.8961119664735,coiffier -U_CU_150_PP,underground,cu,pp,150,0.12,0.1,5.6234508499257306e-05,446.8961119664735,coiffier -U_CU_150_PU,underground,cu,pu,150,0.12,0.1,0.00014105751014618172,446.8961119664735,coiffier -U_CU_150_S3,underground,cu,s3,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier -U_CU_150_S6,underground,cu,s6,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier -U_CU_150_SC,underground,cu,sc,150,0.12,0.1,7.822565707438585e-05,446.8961119664735,coiffier -U_CU_150_SE,underground,cu,se,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier -U_CU_150_SO,underground,cu,so,150,0.12,0.1,9.864600932271951e-05,446.8961119664735,coiffier -U_CU_150_SR,underground,cu,sr,150,0.12,0.1,6.440264939859077e-05,446.8961119664735,coiffier -U_CU_150,underground,cu,,150,0.12,0.1,0.00014105751014618172,446.8961119664735,coiffier -U_CU_182_PC,underground,cu,pc,182,0.0989010989010989,0.1,6.0255747095852235e-05,503.81866896880786,coiffier -U_CU_182_PM,underground,cu,pm,182,0.0989010989010989,0.1,0.00015613715488341272,503.81866896880786,coiffier -U_CU_182_PP,underground,cu,pp,182,0.0989010989010989,0.1,6.0255747095852235e-05,503.81866896880786,coiffier -U_CU_182_PU,underground,cu,pu,182,0.0989010989010989,0.1,0.00015613715488341272,503.81866896880786,coiffier -U_CU_182_S3,underground,cu,s3,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier -U_CU_182_S6,underground,cu,s6,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier -U_CU_182_SC,underground,cu,sc,182,0.0989010989010989,0.1,8.526282461842701e-05,503.81866896880786,coiffier -U_CU_182_SE,underground,cu,se,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier -U_CU_182_SO,underground,cu,so,182,0.0989010989010989,0.1,0.0001046778672176119,503.81866896880786,coiffier -U_CU_182_SR,underground,cu,sr,182,0.0989010989010989,0.1,6.942919764433443e-05,503.81866896880786,coiffier -U_CU_182,underground,cu,,182,0.0989010989010989,0.1,0.00015613715488341272,503.81866896880786,coiffier -U_CU_185_PC,underground,cu,pc,185,0.09729729729729729,0.1,6.063273821428301e-05,508.9515803961331,coiffier -U_CU_185_PM,underground,cu,pm,185,0.09729729729729729,0.1,0.00015755087157752815,508.9515803961331,coiffier -U_CU_185_PP,underground,cu,pp,185,0.09729729729729729,0.1,6.063273821428301e-05,508.9515803961331,coiffier -U_CU_185_PU,underground,cu,pu,185,0.09729729729729729,0.1,0.00015755087157752815,508.9515803961331,coiffier -U_CU_185_S3,underground,cu,s3,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier -U_CU_185_S6,underground,cu,s6,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier -U_CU_185_SC,underground,cu,sc,185,0.09729729729729729,0.1,8.592255907568085e-05,508.9515803961331,coiffier -U_CU_185_SE,underground,cu,se,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier -U_CU_185_SO,underground,cu,so,185,0.09729729729729729,0.1,0.00010524335389525808,508.9515803961331,coiffier -U_CU_185_SR,underground,cu,sr,185,0.09729729729729729,0.1,6.99004365423729e-05,508.9515803961331,coiffier -U_CU_185,underground,cu,,185,0.09729729729729729,0.1,0.00015755087157752815,508.9515803961331,coiffier -U_CU_228_PC,underground,cu,pc,228,0.07894736842105263,0.1,6.603627757845746e-05,579.3614585339229,coiffier -U_CU_228_PM,underground,cu,pm,228,0.07894736842105263,0.1,0.0001778141441931823,579.3614585339229,coiffier -U_CU_228_PP,underground,cu,pp,228,0.07894736842105263,0.1,6.603627757845746e-05,579.3614585339229,coiffier -U_CU_228_PU,underground,cu,pu,228,0.07894736842105263,0.1,0.0001778141441931823,579.3614585339229,coiffier -U_CU_228_S3,underground,cu,s3,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier -U_CU_228_S6,underground,cu,s6,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier -U_CU_228_SC,underground,cu,sc,228,0.07894736842105263,0.1,9.537875296298613e-05,579.3614585339229,coiffier -U_CU_228_SE,underground,cu,se,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier -U_CU_228_SO,underground,cu,so,228,0.07894736842105263,0.1,0.00011334866294151974,579.3614585339229,coiffier -U_CU_228_SR,underground,cu,sr,228,0.07894736842105263,0.1,7.665486074759096e-05,579.3614585339229,coiffier -U_CU_228,underground,cu,,228,0.07894736842105263,0.1,0.0001778141441931823,579.3614585339229,coiffier -U_CU_240_PC,underground,cu,pc,240,0.075,0.1,6.754424205218055e-05,598.0823216068255,coiffier -U_CU_240_PM,underground,cu,pm,240,0.075,0.1,0.00018346901096964396,598.0823216068255,coiffier -U_CU_240_PP,underground,cu,pp,240,0.075,0.1,6.754424205218055e-05,598.0823216068255,coiffier -U_CU_240_PU,underground,cu,pu,240,0.075,0.1,0.00018346901096964396,598.0823216068255,coiffier -U_CU_240_S3,underground,cu,s3,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier -U_CU_240_S6,underground,cu,s6,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier -U_CU_240_SC,underground,cu,sc,240,0.075,0.1,9.801769079200154e-05,598.0823216068255,coiffier -U_CU_240_SE,underground,cu,se,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier -U_CU_240_SO,underground,cu,so,240,0.075,0.1,0.00011561060965210438,598.0823216068255,coiffier -U_CU_240_SR,underground,cu,sr,240,0.075,0.1,7.853981633974483e-05,598.0823216068255,coiffier -U_CU_240,underground,cu,,240,0.075,0.1,0.00018346901096964396,598.0823216068255,coiffier -U_CU_288_PC,underground,cu,pc,288,0.06249999999999999,0.1,7.357609994707296e-05,669.6584265302733,coiffier -U_CU_288_PM,underground,cu,pm,288,0.06249999999999999,0.1,0.00020608847807549046,669.6584265302733,coiffier -U_CU_288_PP,underground,cu,pp,288,0.06249999999999999,0.1,7.357609994707296e-05,669.6584265302733,coiffier -U_CU_288_PU,underground,cu,pu,288,0.06249999999999999,0.1,0.00020608847807549046,669.6584265302733,coiffier -U_CU_288_S3,underground,cu,s3,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier -U_CU_288_S6,underground,cu,s6,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier -U_CU_288_SC,underground,cu,sc,288,0.06249999999999999,0.1,0.00010857344210806326,669.6584265302733,coiffier -U_CU_288_SE,underground,cu,se,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier -U_CU_288_SO,underground,cu,so,288,0.06249999999999999,0.1,0.000124658396494443,669.6584265302733,coiffier -U_CU_288_SR,underground,cu,sr,288,0.06249999999999999,0.1,8.607963870836033e-05,669.6584265302733,coiffier -U_CU_288,underground,cu,,288,0.06249999999999999,0.1,0.00020608847807549046,669.6584265302733,coiffier -U_CU_630_PC,underground,cu,pc,630,0.02857142857142857,0.1,0.00011655308744818133,1087.9805621366293,coiffier -U_CU_630_PM,underground,cu,pm,630,0.02857142857142857,0.1,0.0003672521812046468,1087.9805621366293,coiffier -U_CU_630_PP,underground,cu,pp,630,0.02857142857142857,0.1,0.00011655308744818133,1087.9805621366293,coiffier -U_CU_630_PU,underground,cu,pu,630,0.02857142857142857,0.1,0.0003672521812046468,1087.9805621366293,coiffier -U_CU_630_S3,underground,cu,s3,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier -U_CU_630_S6,underground,cu,s6,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier -U_CU_630_SC,underground,cu,sc,630,0.02857142857142857,0.1,0.00018378317023500293,1087.9805621366293,coiffier -U_CU_630_SE,underground,cu,se,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier -U_CU_630_SO,underground,cu,so,630,0.02857142857142857,0.1,0.00018912387774610553,1087.9805621366293,coiffier -U_CU_630_SR,underground,cu,sr,630,0.02857142857142857,0.1,0.0001398008730847458,1087.9805621366293,coiffier -U_CU_630,underground,cu,,630,0.02857142857142857,0.1,0.0003672521812046468,1087.9805621366293,coiffier -U_LA_7_PC,underground,la,pc,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_PM,underground,la,pm,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_PP,underground,la,pp,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_PU,underground,la,pu,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_S3,underground,la,s3,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_S6,underground,la,s6,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_SC,underground,la,sc,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_SE,underground,la,se,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_SO,underground,la,so,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7_SR,underground,la,sr,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_7,underground,la,,7,6.768714285714285,0.1,4.24429167499981e-05,55.1372026933238,coiffier -U_LA_10_PC,underground,la,pc,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_PM,underground,la,pm,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_PP,underground,la,pp,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_PU,underground,la,pu,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_S3,underground,la,s3,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_S6,underground,la,s6,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_SC,underground,la,sc,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_SE,underground,la,se,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_SO,underground,la,so,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10_SR,underground,la,sr,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_10,underground,la,,10,4.738099999999999,0.1,4.555309347705201e-05,68.78344827260534,coiffier -U_LA_11_PC,underground,la,pc,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_PM,underground,la,pm,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_PP,underground,la,pp,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_PU,underground,la,pu,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_S3,underground,la,s3,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_S6,underground,la,s6,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_SC,underground,la,sc,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_SE,underground,la,se,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_SO,underground,la,so,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11_SR,underground,la,sr,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_11,underground,la,,11,4.307363636363637,0.1,4.6589819052736635e-05,72.97051460551835,coiffier -U_LA_12_PC,underground,la,pc,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_PM,underground,la,pm,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_PP,underground,la,pp,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_PU,underground,la,pu,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_S3,underground,la,s3,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_S6,underground,la,s6,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_SC,underground,la,sc,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_SE,underground,la,se,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_SO,underground,la,so,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12_SR,underground,la,sr,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_12,underground,la,,12,3.9484166666666667,0.1,4.762654462842127e-05,77.01517680343633,coiffier -U_LA_13_PC,underground,la,pc,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_PM,underground,la,pm,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_PP,underground,la,pp,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_PU,underground,la,pu,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_S3,underground,la,s3,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_S6,underground,la,s6,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_SC,underground,la,sc,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_SE,underground,la,se,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_SO,underground,la,so,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13_SR,underground,la,sr,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_13,underground,la,,13,3.6446923076923072,0.1,4.8663270204105894e-05,80.93359329286825,coiffier -U_LA_14_PC,underground,la,pc,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_PM,underground,la,pm,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_PP,underground,la,pp,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_PU,underground,la,pu,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_S3,underground,la,s3,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_S6,underground,la,s6,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_SC,underground,la,sc,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_SE,underground,la,se,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_SO,underground,la,so,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14_SR,underground,la,sr,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_14,underground,la,,14,3.3843571428571426,0.1,4.9699995779790534e-05,84.7389983850159,coiffier -U_LA_16_PC,underground,la,pc,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_PM,underground,la,pm,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_PP,underground,la,pp,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_PU,underground,la,pu,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_S3,underground,la,s3,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_S6,underground,la,s6,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_SC,underground,la,sc,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_SE,underground,la,se,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_SO,underground,la,so,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16_SR,underground,la,sr,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_16,underground,la,,16,2.9613125,0.1,5.177344693115979e-05,92.05308197912676,coiffier -U_LA_18_PC,underground,la,pc,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_PM,underground,la,pm,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_PP,underground,la,pp,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_PU,underground,la,pu,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_S3,underground,la,s3,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_S6,underground,la,s6,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_SC,underground,la,sc,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_SE,underground,la,se,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_SO,underground,la,so,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18_SR,underground,la,sr,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_18,underground,la,,18,2.6322777777777775,0.1,5.384689808252906e-05,99.02683468230164,coiffier -U_LA_22_PC,underground,la,pc,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_PM,underground,la,pm,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_PP,underground,la,pp,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_PU,underground,la,pu,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_S3,underground,la,s3,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_S6,underground,la,s6,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_SC,underground,la,sc,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_SE,underground,la,se,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_SO,underground,la,so,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22_SR,underground,la,sr,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_22,underground,la,,22,2.1536818181818185,0.1,5.799380038526759e-05,112.14657286303556,coiffier -U_LA_25_PC,underground,la,pc,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_PM,underground,la,pm,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_PP,underground,la,pp,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_PU,underground,la,pu,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_S3,underground,la,s3,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_S6,underground,la,s6,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_SC,underground,la,sc,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_SE,underground,la,se,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_SO,underground,la,so,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25_SR,underground,la,sr,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_25,underground,la,,25,1.8952400000000003,0.1,6.110397711232148e-05,121.396663208968,coiffier -U_LA_28_PC,underground,la,pc,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_PM,underground,la,pm,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_PP,underground,la,pp,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_PU,underground,la,pu,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_S3,underground,la,s3,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_S6,underground,la,s6,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_SC,underground,la,sc,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_SE,underground,la,se,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_SO,underground,la,so,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28_SR,underground,la,sr,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_28,underground,la,,28,1.6921785714285713,0.1,6.421415383937537e-05,130.2332635051359,coiffier -U_LA_29_PC,underground,la,pc,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_PM,underground,la,pm,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_PP,underground,la,pp,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_PU,underground,la,pu,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_S3,underground,la,s3,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_S6,underground,la,s6,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_SC,underground,la,sc,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_SE,underground,la,se,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_SO,underground,la,so,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29_SR,underground,la,sr,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_29,underground,la,,29,1.6338275862068965,0.1,6.525087941506e-05,133.09774664899626,coiffier -U_LA_34_PC,underground,la,pc,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_PM,underground,la,pm,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_PP,underground,la,pp,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_PU,underground,la,pu,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_S3,underground,la,s3,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_S6,underground,la,s6,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_SC,underground,la,sc,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_SE,underground,la,se,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_SO,underground,la,so,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34_SR,underground,la,sr,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_34,underground,la,,34,1.3935588235294118,0.1,7.043450729348316e-05,146.89292296751995,coiffier -U_LA_35_PC,underground,la,pc,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_PM,underground,la,pm,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_PP,underground,la,pp,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_PU,underground,la,pu,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_S3,underground,la,s3,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_S6,underground,la,s6,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_SC,underground,la,sc,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_SE,underground,la,se,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_SO,underground,la,so,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35_SR,underground,la,sr,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_35,underground,la,,35,1.3537428571428571,0.1,7.147123286916779e-05,149.55678881990738,coiffier -U_LA_37_PC,underground,la,pc,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_PM,underground,la,pm,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_PP,underground,la,pp,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_PU,underground,la,pu,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_S3,underground,la,s3,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_S6,underground,la,s6,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_SC,underground,la,sc,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_SE,underground,la,se,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_SO,underground,la,so,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37_SR,underground,la,sr,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_37,underground,la,,37,1.2805675675675674,0.1,7.354468402053706e-05,154.79930736293224,coiffier -U_LA_38_PC,underground,la,pc,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_PM,underground,la,pm,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_PP,underground,la,pp,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_PU,underground,la,pu,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_S3,underground,la,s3,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_S6,underground,la,s6,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_SC,underground,la,sc,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_SE,underground,la,se,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_SO,underground,la,so,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38_SR,underground,la,sr,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_38,underground,la,,38,1.2468684210526317,0.1,7.458140959622168e-05,157.380084486337,coiffier -U_LA_40_PC,underground,la,pc,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_PM,underground,la,pm,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_PP,underground,la,pp,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_PU,underground,la,pu,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_S3,underground,la,s3,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_S6,underground,la,s6,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_SC,underground,la,sc,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_SE,underground,la,se,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_SO,underground,la,so,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40_SR,underground,la,sr,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_40,underground,la,,40,1.1845249999999998,0.1,7.665486074759096e-05,162.46549527552924,coiffier -U_LA_43_PC,underground,la,pc,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_PM,underground,la,pm,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_PP,underground,la,pp,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_PU,underground,la,pu,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_S3,underground,la,s3,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_S6,underground,la,s6,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_SC,underground,la,sc,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_SE,underground,la,se,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_SO,underground,la,so,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43_SR,underground,la,sr,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_43,underground,la,,43,1.1018837209302326,0.1,7.976503747464485e-05,169.91604338800406,coiffier -U_LA_48_PC,underground,la,pc,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_PM,underground,la,pm,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_PP,underground,la,pp,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_PU,underground,la,pu,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_S3,underground,la,s3,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_S6,underground,la,s6,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_SC,underground,la,sc,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_SE,underground,la,se,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_SO,underground,la,so,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48_SR,underground,la,sr,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_48,underground,la,,48,0.9871041666666667,0.1,8.494866535306802e-05,181.90871724711224,coiffier -U_LA_50_PC,underground,la,pc,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_PM,underground,la,pm,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_PP,underground,la,pp,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_PU,underground,la,pu,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_S3,underground,la,s3,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_S6,underground,la,s6,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_SC,underground,la,sc,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_SE,underground,la,se,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_SO,underground,la,so,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50_SR,underground,la,sr,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_50,underground,la,,50,0.9476200000000001,0.1,8.702211650443728e-05,186.57151877704246,coiffier -U_LA_52_PC,underground,la,pc,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_PM,underground,la,pm,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_PP,underground,la,pp,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_PU,underground,la,pu,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_S3,underground,la,s3,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_S6,underground,la,s6,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_SC,underground,la,sc,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_SE,underground,la,se,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_SO,underground,la,so,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52_SR,underground,la,sr,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_52,underground,la,,52,0.9111730769230768,0.1,9.487609813841175e-05,191.16395948399935,coiffier -U_LA_54_PC,underground,la,pc,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_PM,underground,la,pm,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_PP,underground,la,pp,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_PU,underground,la,pu,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_S3,underground,la,s3,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_S6,underground,la,s6,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_SC,underground,la,sc,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_SE,underground,la,se,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_SO,underground,la,so,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54_SR,underground,la,sr,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_54,underground,la,,54,0.8774259259259259,0.1,9.581857593448868e-05,195.68974859727146,coiffier -U_LA_55_PC,underground,la,pc,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_PM,underground,la,pm,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_PP,underground,la,pp,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_PU,underground,la,pu,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_S3,underground,la,s3,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_S6,underground,la,s6,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_SC,underground,la,sc,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_SE,underground,la,se,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_SO,underground,la,so,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55_SR,underground,la,sr,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_55,underground,la,,55,0.8614727272727273,0.1,9.628981483252715e-05,197.92871799531613,coiffier -U_LA_59_PC,underground,la,pc,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_PM,underground,la,pm,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_PP,underground,la,pp,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_PU,underground,la,pu,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_S3,underground,la,s3,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_S6,underground,la,s6,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_SC,underground,la,sc,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_SE,underground,la,se,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_SO,underground,la,so,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59_SR,underground,la,sr,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_59,underground,la,,59,0.8030677966101695,0.1,9.817477042468104e-05,206.7341350735973,coiffier -U_LA_60_PC,underground,la,pc,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_PM,underground,la,pm,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_PP,underground,la,pp,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_PU,underground,la,pu,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_S3,underground,la,s3,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_S6,underground,la,s6,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_SC,underground,la,sc,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_SE,underground,la,se,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_SO,underground,la,so,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60_SR,underground,la,sr,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_60,underground,la,,60,0.7896833333333333,0.1,9.864600932271951e-05,208.89965341883422,coiffier -U_LA_69_PC,underground,la,pc,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_PM,underground,la,pm,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_PP,underground,la,pp,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_PU,underground,la,pu,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_S3,underground,la,s3,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_S6,underground,la,s6,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_SC,underground,la,sc,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_SE,underground,la,se,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_SO,underground,la,so,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69_SR,underground,la,sr,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_69,underground,la,,69,0.6866811594202898,0.1,0.00010288715940506573,227.80873920065594,coiffier -U_LA_70_PC,underground,la,pc,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_PM,underground,la,pm,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_PP,underground,la,pp,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_PU,underground,la,pu,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_S3,underground,la,s3,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_S6,underground,la,s6,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_SC,underground,la,sc,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_SE,underground,la,se,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_SO,underground,la,so,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70_SR,underground,la,sr,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_70,underground,la,,70,0.6768714285714286,0.1,0.0001033583983031042,229.8501169304481,coiffier -U_LA_74_PC,underground,la,pc,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_PM,underground,la,pm,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_PP,underground,la,pp,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_PU,underground,la,pu,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_S3,underground,la,s3,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_S6,underground,la,s6,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_SC,underground,la,sc,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_SE,underground,la,se,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_SO,underground,la,so,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74_SR,underground,la,sr,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_74,underground,la,,74,0.6402837837837837,0.1,0.00010524335389525808,237.90721356666523,coiffier -U_LA_75_PC,underground,la,pc,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_PM,underground,la,pm,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_PP,underground,la,pp,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_PU,underground,la,pu,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_S3,underground,la,s3,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_S6,underground,la,s6,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_SC,underground,la,sc,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_SE,underground,la,se,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_SO,underground,la,so,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75_SR,underground,la,sr,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_75,underground,la,,75,0.6317466666666666,0.1,0.00010571459279329654,239.89540390869763,coiffier -U_LA_76_PC,underground,la,pc,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_PM,underground,la,pm,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_PP,underground,la,pp,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_PU,underground,la,pu,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_S3,underground,la,s3,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_S6,underground,la,s6,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_SC,underground,la,sc,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_SE,underground,la,se,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_SO,underground,la,so,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76_SR,underground,la,sr,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_76,underground,la,,76,0.6234342105263159,0.1,0.00010618583169133502,241.87354587606188,coiffier -U_LA_79_PC,underground,la,pc,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_PM,underground,la,pm,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_PP,underground,la,pp,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_PU,underground,la,pu,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_S3,underground,la,s3,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_S6,underground,la,s6,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_SC,underground,la,sc,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_SE,underground,la,se,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_SO,underground,la,so,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79_SR,underground,la,sr,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_79,underground,la,,79,0.599759493670886,0.1,0.00010759954838545042,247.74947383554795,coiffier -U_LA_80_PC,underground,la,pc,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_PM,underground,la,pm,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_PP,underground,la,pp,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_PU,underground,la,pu,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_S3,underground,la,s3,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_S6,underground,la,s6,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_SC,underground,la,sc,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_SE,underground,la,se,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_SO,underground,la,so,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80_SR,underground,la,sr,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_80,underground,la,,80,0.5922624999999999,0.1,0.00010807078728348889,249.6891875046257,coiffier -U_LA_88_PC,underground,la,pc,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_PM,underground,la,pm,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_PP,underground,la,pp,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_PU,underground,la,pu,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_S3,underground,la,s3,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_S6,underground,la,s6,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_SC,underground,la,sc,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_SE,underground,la,se,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_SO,underground,la,so,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88_SR,underground,la,sr,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_88,underground,la,,88,0.5384204545454546,0.1,0.00011184069846779665,264.88855911143423,coiffier -U_LA_93_PC,underground,la,pc,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_PM,underground,la,pm,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_PP,underground,la,pp,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_PU,underground,la,pu,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_S3,underground,la,s3,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_S6,underground,la,s6,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_SC,underground,la,sc,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_SE,underground,la,se,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_SO,underground,la,so,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93_SR,underground,la,sr,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_93,underground,la,,93,0.5094731182795699,0.1,0.00011419689295798898,274.12167212173017,coiffier -U_LA_95_PC,underground,la,pc,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_PM,underground,la,pm,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_PP,underground,la,pp,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_PU,underground,la,pu,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_S3,underground,la,s3,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_S6,underground,la,s6,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_SC,underground,la,sc,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_SE,underground,la,se,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_SO,underground,la,so,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95_SR,underground,la,sr,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_95,underground,la,,95,0.49874736842105266,0.1,0.00011513937075406591,277.76183939583,coiffier -U_LA_100_PC,underground,la,pc,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_PM,underground,la,pm,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_PP,underground,la,pp,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_PU,underground,la,pu,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_S3,underground,la,s3,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_S6,underground,la,s6,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_SC,underground,la,sc,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_SE,underground,la,se,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_SO,underground,la,so,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100_SR,underground,la,sr,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_100,underground,la,,100,0.47381000000000006,0.1,0.00011749556524425827,286.73713674364694,coiffier -U_LA_116_PC,underground,la,pc,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_PM,underground,la,pm,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_PP,underground,la,pp,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_PU,underground,la,pu,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_S3,underground,la,s3,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_S6,underground,la,s6,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_SC,underground,la,sc,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_SE,underground,la,se,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_SO,underground,la,so,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116_SR,underground,la,sr,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_116,underground,la,,116,0.4084568965517241,0.1,0.00012503538761287378,314.37492409054295,coiffier -U_LA_117_PC,underground,la,pc,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_PM,underground,la,pm,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_PP,underground,la,pp,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_PU,underground,la,pu,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_S3,underground,la,s3,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_S6,underground,la,s6,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_SC,underground,la,sc,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_SE,underground,la,se,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_SO,underground,la,so,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117_SR,underground,la,sr,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_117,underground,la,,117,0.40496581196581194,0.1,0.00012550662651091224,316.0524625330278,coiffier -U_LA_120_PC,underground,la,pc,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_PM,underground,la,pm,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_PP,underground,la,pp,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_PU,underground,la,pu,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_S3,underground,la,s3,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_S6,underground,la,s6,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_SC,underground,la,sc,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_SE,underground,la,se,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_SO,underground,la,so,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120_SR,underground,la,sr,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_120,underground,la,,120,0.39484166666666665,0.1,0.00012692034320502764,321.0526927190738,coiffier -U_LA_147_PC,underground,la,pc,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_PM,underground,la,pm,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_PP,underground,la,pp,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_PU,underground,la,pu,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_S3,underground,la,s3,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_S6,underground,la,s6,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_SC,underground,la,sc,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_SE,underground,la,se,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_SO,underground,la,so,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147_SR,underground,la,sr,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_147,underground,la,,147,0.3223197278911564,0.1,0.00013964379345206632,364.1000107511317,coiffier -U_LA_148_PC,underground,la,pc,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_PM,underground,la,pm,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_PP,underground,la,pp,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_PU,underground,la,pu,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_S3,underground,la,s3,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_S6,underground,la,s6,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_SC,underground,la,sc,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_SE,underground,la,se,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_SO,underground,la,so,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148_SR,underground,la,sr,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_148,underground,la,,148,0.32014189189189185,0.1,0.00014011503235010476,365.63369197999447,coiffier -U_LA_150_PC,underground,la,pc,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_PM,underground,la,pm,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_PP,underground,la,pp,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_PU,underground,la,pu,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_S3,underground,la,s3,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_S6,underground,la,s6,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_SC,underground,la,sc,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_SE,underground,la,se,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_SO,underground,la,so,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150_SR,underground,la,sr,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_150,underground,la,,150,0.3158733333333333,0.1,0.00014105751014618172,368.6892923723406,coiffier -U_LA_182_PC,underground,la,pc,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_PM,underground,la,pm,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_PP,underground,la,pp,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_PU,underground,la,pu,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_S3,underground,la,s3,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_S6,underground,la,s6,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_SC,underground,la,sc,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_SE,underground,la,se,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_SO,underground,la,so,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182_SR,underground,la,sr,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_182,underground,la,,182,0.26033516483516483,0.1,0.00015613715488341272,415.6504018992665,coiffier -U_LA_185_PC,underground,la,pc,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_PM,underground,la,pm,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_PP,underground,la,pp,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_PU,underground,la,pu,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_S3,underground,la,s3,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_S6,underground,la,s6,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_SC,underground,la,sc,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_SE,underground,la,se,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_SO,underground,la,so,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185_SR,underground,la,sr,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_185,underground,la,,185,0.2561135135135135,0.1,0.00015755087157752815,419.88505382680984,coiffier -U_LA_228_PC,underground,la,pc,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_PM,underground,la,pm,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_PP,underground,la,pp,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_PU,underground,la,pu,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_S3,underground,la,s3,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_S6,underground,la,s6,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_SC,underground,la,sc,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_SE,underground,la,se,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_SO,underground,la,so,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228_SR,underground,la,sr,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_228,underground,la,,228,0.20781140350877192,0.1,0.0001778141441931823,477.9732032904864,coiffier -U_LA_240_PC,underground,la,pc,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_PM,underground,la,pm,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_PP,underground,la,pp,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_PU,underground,la,pu,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_S3,underground,la,s3,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_S6,underground,la,s6,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_SC,underground,la,sc,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_SE,underground,la,se,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_SO,underground,la,so,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240_SR,underground,la,sr,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_240,underground,la,,240,0.19742083333333332,0.1,0.00018346901096964396,493.4179153256311,coiffier -U_LA_288_PC,underground,la,pc,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_PM,underground,la,pm,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_PP,underground,la,pp,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_PU,underground,la,pu,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_S3,underground,la,s3,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_S6,underground,la,s6,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_SC,underground,la,sc,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_SE,underground,la,se,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_SO,underground,la,so,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288_SR,underground,la,sr,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_288,underground,la,,288,0.1645173611111111,0.1,0.00020608847807549046,552.4682018874755,coiffier -U_LA_630_PC,underground,la,pc,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_PM,underground,la,pm,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_PP,underground,la,pp,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_PU,underground,la,pu,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_S3,underground,la,s3,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_S6,underground,la,s6,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_SC,underground,la,sc,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_SE,underground,la,se,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_SO,underground,la,so,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630_SR,underground,la,sr,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier -U_LA_630,underground,la,,630,0.07520793650793652,0.1,0.0003672521812046468,897.5839637627192,coiffier +name,type,material,insulator,section,r,x,b,maximal_current +O_AL_12,overhead,al,,12,2.69,0.4076321335,2.798e-06,70 +O_AL_13,overhead,al,,13,2.495,0.4051175176,2.8161e-06,76 +O_AL_14,overhead,al,,14,2.3,0.402789347,2.8331e-06,82 +O_AL_19,overhead,al,,19,1.6733333333,0.3931954996,2.9051e-06,103 +O_AL_20,overhead,al,,20,1.5944444444,0.3915840732,2.9175e-06,106 +O_AL_22,overhead,al,,22,1.4366666667,0.3885898156,2.9409e-06,113 +O_AL_25,overhead,al,,25,1.2,0.3845738118,2.973e-06,122 +O_AL_28,overhead,al,,28,1.1004,0.3810134861,3.0019e-06,130 +O_AL_29,overhead,al,,29,1.0672,0.3799110598,3.011e-06,132 +O_AL_33,overhead,al,,33,0.9344,0.3758517535,3.045e-06,142 +O_AL_34,overhead,al,,34,0.9012,0.374913895,3.0529e-06,144 +O_AL_37,overhead,al,,37,0.8377333333,0.3722574463,3.0757e-06,152 +O_AL_38,overhead,al,,38,0.8226,0.3714196387,3.0829e-06,155 +O_AL_40,overhead,al,,40,0.7923333333,0.3698082123,3.0969e-06,160 +O_AL_43,overhead,al,,43,0.7469333333,0.3675361917,3.1169e-06,167 +O_AL_48,overhead,al,,48,0.6712666667,0.3640804116,3.1478e-06,180 +O_AL_50,overhead,al,,50,0.641,0.3627979509,3.1595e-06,185 +O_AL_54,overhead,al,,54,0.6014,0.3603801484,3.1816e-06,193 +O_AL_55,overhead,al,,55,0.5915,0.3598036933,3.187e-06,195 +O_AL_59,overhead,al,,59,0.5519,0.3575981614,3.2075e-06,203 +O_AL_60,overhead,al,,60,0.542,0.3570701502,3.2125e-06,206 +O_AL_69,overhead,al,,69,0.4529,0.3526793993,3.2543e-06,224 +O_AL_70,overhead,al,,70,0.443,0.3522273638,3.2587e-06,226 +O_AL_74,overhead,al,,74,0.42332,0.3504815854,3.2757e-06,232 +O_AL_75,overhead,al,,75,0.4184,0.3500598888,3.2798e-06,234 +O_AL_79,overhead,al,,79,0.39872,0.3484275255,3.2959e-06,240 +O_AL_80,overhead,al,,80,0.3938,0.3480323514,3.2999e-06,242 +O_AL_90,overhead,al,,90,0.3446,0.3443320882,3.337e-06,258 +O_AL_93,overhead,al,,93,0.32984,0.3433019655,3.3475e-06,263 +O_AL_95,overhead,al,,95,0.32,0.3426335163,3.3543e-06,266 +O_AL_100,overhead,al,,100,0.3066,0.3410220899,3.371e-06,276 +O_AL_116,overhead,al,,116,0.26372,0.336359338,3.42e-06,310 +O_AL_117,overhead,al,,117,0.26104,0.3360896717,3.4229e-06,312 +O_AL_120,overhead,al,,120,0.253,0.3352942893,3.4314e-06,318 +O_AL_147,overhead,al,,147,0.2107,0.3289187147,3.5012e-06,356 +O_AL_148,overhead,al,,148,0.2091333333,0.3287057245,3.5036e-06,357 +O_AL_150,overhead,al,,150,0.206,0.3282840279,3.5083e-06,360 +O_AL_228,overhead,al,,228,0.1335090909,0.3151298548,3.6625e-06,474 +O_AL_240,overhead,al,,240,0.125,0.3135184284,3.6823e-06,490 +O_AL_288,overhead,al,,288,0.105,0.3077906278,3.7545e-06,552 +O_CU_3,overhead,cu,,3,6.4766666667,0.4511838553,2.5182e-06,35 +O_CU_7,overhead,cu,,7,2.7675,0.424565208,2.6822e-06,59 +O_CU_12,overhead,cu,,12,1.6033333333,0.4076321335,2.798e-06,90 +O_CU_13,overhead,cu,,13,1.49,0.4051175176,2.8161e-06,98 +O_CU_14,overhead,cu,,14,1.3766666667,0.402789347,2.8331e-06,105 +O_CU_19,overhead,cu,,19,1.009,0.3931954996,2.9051e-06,132 +O_CU_20,overhead,cu,,20,0.962,0.3915840732,2.9175e-06,136 +O_CU_22,overhead,cu,,22,0.868,0.3885898156,2.9409e-06,145 +O_CU_25,overhead,cu,,25,0.727,0.3845738118,2.973e-06,157 +O_CU_28,overhead,cu,,28,0.6661,0.3810134861,3.0019e-06,167 +O_CU_29,overhead,cu,,29,0.6458,0.3799110598,3.011e-06,170 +O_CU_33,overhead,cu,,33,0.5646,0.3758517535,3.045e-06,183 +O_CU_34,overhead,cu,,34,0.5443,0.374913895,3.0529e-06,187 +O_CU_37,overhead,cu,,37,0.5057333333,0.3722574463,3.0757e-06,196 +O_CU_38,overhead,cu,,38,0.4966,0.3714196387,3.0829e-06,199 +O_CU_40,overhead,cu,,40,0.4783333333,0.3698082123,3.0969e-06,204 +O_CU_43,overhead,cu,,43,0.4509333333,0.3675361917,3.1169e-06,213 +O_CU_48,overhead,cu,,48,0.4052666667,0.3640804116,3.1478e-06,227 +O_CU_50,overhead,cu,,50,0.387,0.3627979509,3.1595e-06,233 +O_CU_54,overhead,cu,,54,0.3632,0.3603801484,3.1816e-06,245 +O_CU_55,overhead,cu,,55,0.35725,0.3598036933,3.187e-06,248 +O_CU_59,overhead,cu,,59,0.33345,0.3575981614,3.2075e-06,260 +O_CU_60,overhead,cu,,60,0.3275,0.3570701502,3.2125e-06,262 +O_CU_69,overhead,cu,,69,0.27395,0.3526793993,3.2543e-06,289 +O_CU_70,overhead,cu,,70,0.268,0.3522273638,3.2587e-06,292 +O_CU_74,overhead,cu,,74,0.256,0.3504815854,3.2757e-06,302 +O_CU_75,overhead,cu,,75,0.253,0.3500598888,3.2798e-06,305 +O_CU_79,overhead,cu,,79,0.241,0.3484275255,3.2959e-06,315 +O_CU_80,overhead,cu,,80,0.238,0.3480323514,3.2999e-06,318 +O_CU_90,overhead,cu,,90,0.208,0.3443320882,3.337e-06,343 +O_CU_93,overhead,cu,,93,0.199,0.3433019655,3.3475e-06,351 +O_CU_95,overhead,cu,,95,0.193,0.3426335163,3.3543e-06,356 +O_CU_100,overhead,cu,,100,0.185,0.3410220899,3.371e-06,367 +O_CU_116,overhead,cu,,116,0.1594,0.336359338,3.42e-06,401 +O_CU_117,overhead,cu,,117,0.1578,0.3360896717,3.4229e-06,403 +O_CU_120,overhead,cu,,120,0.153,0.3352942893,3.4314e-06,409 +O_CU_147,overhead,cu,,147,0.1269,0.3289187147,3.5012e-06,459 +O_CU_148,overhead,cu,,148,0.1259333333,0.3287057245,3.5036e-06,461 +O_CU_150,overhead,cu,,150,0.124,0.3282840279,3.5083e-06,465 +O_CU_228,overhead,cu,,228,0.0826272727,0.3151298548,3.6625e-06,609 +O_CU_240,overhead,cu,,240,0.0775,0.3135184284,3.6823e-06,630 +O_CU_288,overhead,cu,,288,0.0651,0.3077906278,3.7545e-06,705 +O_AM_12,overhead,am,,12,3.12578,0.4076321335,2.798e-06,70 +O_AM_13,overhead,am,,13,2.89919,0.4051175176,2.8161e-06,76 +O_AM_14,overhead,am,,14,2.6726,0.402789347,2.8331e-06,82 +O_AM_19,overhead,am,,19,1.9444133333,0.3931954996,2.9051e-06,103 +O_AM_20,overhead,am,,20,1.8527444444,0.3915840732,2.9175e-06,106 +O_AM_22,overhead,am,,22,1.6694066667,0.3885898156,2.9409e-06,113 +O_AM_25,overhead,am,,25,1.3944,0.3845738118,2.973e-06,122 +O_AM_28,overhead,am,,28,1.2786648,0.3810134861,3.0019e-06,130 +O_AM_29,overhead,am,,29,1.2400864,0.3799110598,3.011e-06,132 +O_AM_33,overhead,am,,33,1.0857728,0.3758517535,3.045e-06,142 +O_AM_34,overhead,am,,34,1.0471944,0.374913895,3.0529e-06,144 +O_AM_37,overhead,am,,37,0.9734461333,0.3722574463,3.0757e-06,152 +O_AM_38,overhead,am,,38,0.9558612,0.3714196387,3.0829e-06,155 +O_AM_40,overhead,am,,40,0.9206913333,0.3698082123,3.0969e-06,160 +O_AM_43,overhead,am,,43,0.8679365333,0.3675361917,3.1169e-06,167 +O_AM_48,overhead,am,,48,0.7800118667,0.3640804116,3.1478e-06,180 +O_AM_50,overhead,am,,50,0.744842,0.3627979509,3.1595e-06,185 +O_AM_54,overhead,am,,54,0.6988268,0.3603801484,3.1816e-06,193 +O_AM_55,overhead,am,,55,0.687323,0.3598036933,3.187e-06,195 +O_AM_59,overhead,am,,59,0.6413078,0.3575981614,3.2075e-06,203 +O_AM_60,overhead,am,,60,0.629804,0.3570701502,3.2125e-06,206 +O_AM_69,overhead,am,,69,0.5262698,0.3526793993,3.2543e-06,224 +O_AM_70,overhead,am,,70,0.514766,0.3522273638,3.2587e-06,226 +O_AM_74,overhead,am,,74,0.49189784,0.3504815854,3.2757e-06,232 +O_AM_75,overhead,am,,75,0.4861808,0.3500598888,3.2798e-06,234 +O_AM_79,overhead,am,,79,0.46331264,0.3484275255,3.2959e-06,240 +O_AM_80,overhead,am,,80,0.4575956,0.3480323514,3.2999e-06,242 +O_AM_90,overhead,am,,90,0.4004252,0.3443320882,3.337e-06,258 +O_AM_93,overhead,am,,93,0.38327408,0.3433019655,3.3475e-06,263 +O_AM_95,overhead,am,,95,0.37184,0.3426335163,3.3543e-06,266 +O_AM_100,overhead,am,,100,0.3562692,0.3410220899,3.371e-06,276 +O_AM_116,overhead,am,,116,0.30644264,0.336359338,3.42e-06,310 +O_AM_117,overhead,am,,117,0.30332848,0.3360896717,3.4229e-06,312 +O_AM_120,overhead,am,,120,0.293986,0.3352942893,3.4314e-06,318 +O_AM_147,overhead,am,,147,0.2448334,0.3289187147,3.5012e-06,356 +O_AM_148,overhead,am,,148,0.2430129333,0.3287057245,3.5036e-06,357 +O_AM_150,overhead,am,,150,0.239372,0.3282840279,3.5083e-06,360 +O_AM_228,overhead,am,,228,0.1551375636,0.3151298548,3.6625e-06,474 +O_AM_240,overhead,am,,240,0.14525,0.3135184284,3.6823e-06,490 +O_AM_288,overhead,am,,288,0.12201,0.3077906278,3.7545e-06,552 +U_AL_19,underground,al,,19,1.6733333333,0.1330544178,2.33629e-05,107 +U_AL_20,underground,al,,20,1.5944444444,0.1319453158,2.35859e-05,110 +U_AL_22,underground,al,,22,1.4366666667,0.1299081697,2.40066e-05,116 +U_AL_25,underground,al,,25,1.2,0.1272251024,2.45842e-05,125 +U_AL_28,underground,al,,28,1.1004,0.124894529,2.51089e-05,132 +U_AL_29,underground,al,,29,1.0672,0.1241821772,2.52738e-05,135 +U_AL_33,underground,al,,33,0.9344,0.1215975746,2.58907e-05,144 +U_AL_34,underground,al,,34,0.9012,0.1210090932,2.60354e-05,147 +U_AL_37,underground,al,,37,0.8377333333,0.119360076,2.64496e-05,152 +U_AL_38,underground,al,,38,0.8226,0.1188454977,2.65816e-05,154 +U_AL_40,underground,al,,40,0.7923333333,0.1178632261,2.68372e-05,158 +U_AL_43,underground,al,,43,0.7469333333,0.116495047,2.72015e-05,163 +U_AL_48,underground,al,,48,0.6712666667,0.1144519385,2.77643e-05,172 +U_AL_50,underground,al,,50,0.641,0.113705448,2.79758e-05,175 +U_AL_54,underground,al,,54,0.6014,0.112315465,2.83783e-05,183 +U_AL_55,underground,al,,55,0.5915,0.1119874251,2.8475e-05,185 +U_AL_59,underground,al,,59,0.5519,0.1107443314,2.88474e-05,193 +U_AL_60,underground,al,,60,0.542,0.1104495588,2.89372e-05,194 +U_AL_69,underground,al,,69,0.4529,0.1080408311,2.96921e-05,212 +U_AL_70,underground,al,,70,0.443,0.1077971677,2.97707e-05,214 +U_AL_74,underground,al,,74,0.42332,0.1068637229,3.00755e-05,220 +U_AL_75,underground,al,,75,0.4184,0.1066400577,3.01495e-05,222 +U_AL_79,underground,al,,79,0.39872,0.1057809122,3.04371e-05,228 +U_AL_80,underground,al,,80,0.3938,0.1055745142,3.0507e-05,229 +U_AL_90,underground,al,,90,0.3446,0.1036719918,3.11668e-05,244 +U_AL_93,underground,al,,93,0.32984,0.1031520348,3.13521e-05,249 +U_AL_95,underground,al,,95,0.32,0.1028168921,3.14727e-05,252 +U_AL_100,underground,al,,100,0.3066,0.1020162744,3.17647e-05,260 +U_AL_116,underground,al,,116,0.26372,0.0997578116,3.26182e-05,285 +U_AL_117,underground,al,,117,0.26104,0.0996298374,3.2668e-05,286 +U_AL_120,underground,al,,120,0.253,0.0992540572,3.28149e-05,291 +U_AL_147,underground,al,,147,0.2107,0.0963323591,3.40041e-05,322 +U_AL_148,underground,al,,148,0.2091333333,0.0962375209,3.40441e-05,323 +U_AL_150,underground,al,,150,0.206,0.0960502777,3.41234e-05,325 +U_AL_228,underground,al,,228,0.1335090909,0.0905569282,3.66279e-05,415 +U_AL_240,underground,al,,240,0.125,0.0899296465,3.69374e-05,428 +U_AL_288,underground,al,,288,0.105,0.0877788677,3.80397e-05,474 +U_CU_19,underground,cu,,19,1.009,0.1330544178,2.33629e-05,138 +U_CU_20,underground,cu,,20,0.962,0.1319453158,2.35859e-05,142 +U_CU_22,underground,cu,,22,0.868,0.1299081697,2.40066e-05,149 +U_CU_25,underground,cu,,25,0.727,0.1272251024,2.45842e-05,161 +U_CU_28,underground,cu,,28,0.6661,0.124894529,2.51089e-05,170 +U_CU_29,underground,cu,,29,0.6458,0.1241821772,2.52738e-05,173 +U_CU_33,underground,cu,,33,0.5646,0.1215975746,2.58907e-05,186 +U_CU_34,underground,cu,,34,0.5443,0.1210090932,2.60354e-05,189 +U_CU_37,underground,cu,,37,0.5057333333,0.119360076,2.64496e-05,196 +U_CU_38,underground,cu,,38,0.4966,0.1188454977,2.65816e-05,199 +U_CU_40,underground,cu,,40,0.4783333333,0.1178632261,2.68372e-05,203 +U_CU_43,underground,cu,,43,0.4509333333,0.116495047,2.72015e-05,210 +U_CU_48,underground,cu,,48,0.4052666667,0.1144519385,2.77643e-05,221 +U_CU_50,underground,cu,,50,0.387,0.113705448,2.79758e-05,225 +U_CU_54,underground,cu,,54,0.3632,0.112315465,2.83783e-05,235 +U_CU_55,underground,cu,,55,0.35725,0.1119874251,2.8475e-05,238 +U_CU_59,underground,cu,,59,0.33345,0.1107443314,2.88474e-05,248 +U_CU_60,underground,cu,,60,0.3275,0.1104495588,2.89372e-05,250 +U_CU_69,underground,cu,,69,0.27395,0.1080408311,2.96921e-05,273 +U_CU_70,underground,cu,,70,0.268,0.1077971677,2.97707e-05,276 +U_CU_74,underground,cu,,74,0.256,0.1068637229,3.00755e-05,285 +U_CU_75,underground,cu,,75,0.253,0.1066400577,3.01495e-05,287 +U_CU_79,underground,cu,,79,0.241,0.1057809122,3.04371e-05,295 +U_CU_80,underground,cu,,80,0.238,0.1055745142,3.0507e-05,298 +U_CU_90,underground,cu,,90,0.208,0.1036719918,3.11668e-05,319 +U_CU_93,underground,cu,,93,0.199,0.1031520348,3.13521e-05,326 +U_CU_95,underground,cu,,95,0.193,0.1028168921,3.14727e-05,330 +U_CU_100,underground,cu,,100,0.185,0.1020162744,3.17647e-05,339 +U_CU_116,underground,cu,,116,0.1594,0.0997578116,3.26182e-05,368 +U_CU_117,underground,cu,,117,0.1578,0.0996298374,3.2668e-05,370 +U_CU_120,underground,cu,,120,0.153,0.0992540572,3.28149e-05,375 +U_CU_147,underground,cu,,147,0.1269,0.0963323591,3.40041e-05,416 +U_CU_148,underground,cu,,148,0.1259333333,0.0962375209,3.40441e-05,417 +U_CU_150,underground,cu,,150,0.124,0.0960502777,3.41234e-05,420 +U_CU_228,underground,cu,,228,0.0826272727,0.0905569282,3.66279e-05,533 +U_CU_240,underground,cu,,240,0.0775,0.0899296465,3.69374e-05,549 +U_CU_288,underground,cu,,288,0.0651,0.0877788677,3.80397e-05,605 +U_AM_19,underground,am,,19,1.9444133333,0.1330544178,2.33629e-05,107 +U_AM_20,underground,am,,20,1.8527444444,0.1319453158,2.35859e-05,110 +U_AM_22,underground,am,,22,1.6694066667,0.1299081697,2.40066e-05,116 +U_AM_25,underground,am,,25,1.3944,0.1272251024,2.45842e-05,125 +U_AM_28,underground,am,,28,1.2786648,0.124894529,2.51089e-05,132 +U_AM_29,underground,am,,29,1.2400864,0.1241821772,2.52738e-05,135 +U_AM_33,underground,am,,33,1.0857728,0.1215975746,2.58907e-05,144 +U_AM_34,underground,am,,34,1.0471944,0.1210090932,2.60354e-05,147 +U_AM_37,underground,am,,37,0.9734461333,0.119360076,2.64496e-05,152 +U_AM_38,underground,am,,38,0.9558612,0.1188454977,2.65816e-05,154 +U_AM_40,underground,am,,40,0.9206913333,0.1178632261,2.68372e-05,158 +U_AM_43,underground,am,,43,0.8679365333,0.116495047,2.72015e-05,163 +U_AM_48,underground,am,,48,0.7800118667,0.1144519385,2.77643e-05,172 +U_AM_50,underground,am,,50,0.744842,0.113705448,2.79758e-05,175 +U_AM_54,underground,am,,54,0.6988268,0.112315465,2.83783e-05,183 +U_AM_55,underground,am,,55,0.687323,0.1119874251,2.8475e-05,185 +U_AM_59,underground,am,,59,0.6413078,0.1107443314,2.88474e-05,193 +U_AM_60,underground,am,,60,0.629804,0.1104495588,2.89372e-05,194 +U_AM_69,underground,am,,69,0.5262698,0.1080408311,2.96921e-05,212 +U_AM_70,underground,am,,70,0.514766,0.1077971677,2.97707e-05,214 +U_AM_74,underground,am,,74,0.49189784,0.1068637229,3.00755e-05,220 +U_AM_75,underground,am,,75,0.4861808,0.1066400577,3.01495e-05,222 +U_AM_79,underground,am,,79,0.46331264,0.1057809122,3.04371e-05,228 +U_AM_80,underground,am,,80,0.4575956,0.1055745142,3.0507e-05,229 +U_AM_90,underground,am,,90,0.4004252,0.1036719918,3.11668e-05,244 +U_AM_93,underground,am,,93,0.38327408,0.1031520348,3.13521e-05,249 +U_AM_95,underground,am,,95,0.37184,0.1028168921,3.14727e-05,252 +U_AM_100,underground,am,,100,0.3562692,0.1020162744,3.17647e-05,260 +U_AM_116,underground,am,,116,0.30644264,0.0997578116,3.26182e-05,285 +U_AM_117,underground,am,,117,0.30332848,0.0996298374,3.2668e-05,286 +U_AM_120,underground,am,,120,0.293986,0.0992540572,3.28149e-05,291 +U_AM_147,underground,am,,147,0.2448334,0.0963323591,3.40041e-05,322 +U_AM_148,underground,am,,148,0.2430129333,0.0962375209,3.40441e-05,323 +U_AM_150,underground,am,,150,0.239372,0.0960502777,3.41234e-05,325 +U_AM_228,underground,am,,228,0.1551375636,0.0905569282,3.66279e-05,415 +U_AM_240,underground,am,,240,0.14525,0.0899296465,3.69374e-05,428 +U_AM_288,underground,am,,288,0.12201,0.0877788677,3.80397e-05,474 +T_AL_12,twisted,al,,12,2.69,0.1433737819,2.14745e-05,64 +T_AL_13,twisted,al,,13,2.495,0.1415282478,2.17895e-05,68 +T_AL_14,twisted,al,,14,2.3,0.1398372258,2.20863e-05,71 +T_AL_19,twisted,al,,19,1.6733333333,0.1330544178,2.33629e-05,84 +T_AL_20,twisted,al,,20,1.5944444444,0.1319453158,2.35859e-05,86 +T_AL_22,twisted,al,,22,1.4366666667,0.1299081697,2.40066e-05,90 +T_AL_25,twisted,al,,25,1.2,0.1272251024,2.45842e-05,97 +T_AL_28,twisted,al,,28,1.1004,0.124894529,2.51089e-05,104 +T_AL_29,twisted,al,,29,1.0672,0.1241821772,2.52738e-05,106 +T_AL_33,twisted,al,,33,0.9344,0.1215975746,2.58907e-05,115 +T_AL_34,twisted,al,,34,0.9012,0.1210090932,2.60354e-05,118 +T_AL_37,twisted,al,,37,0.8377333333,0.119360076,2.64496e-05,123 +T_AL_38,twisted,al,,38,0.8226,0.1188454977,2.65816e-05,125 +T_AL_40,twisted,al,,40,0.7923333333,0.1178632261,2.68372e-05,129 +T_AL_43,twisted,al,,43,0.7469333333,0.116495047,2.72015e-05,134 +T_AL_48,twisted,al,,48,0.6712666667,0.1144519385,2.77643e-05,143 +T_AL_50,twisted,al,,50,0.641,0.113705448,2.79758e-05,146 +T_AL_54,twisted,al,,54,0.6014,0.112315465,2.83783e-05,154 +T_AL_55,twisted,al,,55,0.5915,0.1119874251,2.8475e-05,156 +T_AL_59,twisted,al,,59,0.5519,0.1107443314,2.88474e-05,164 +T_AL_60,twisted,al,,60,0.542,0.1104495588,2.89372e-05,166 +T_AL_69,twisted,al,,69,0.4529,0.1080408311,2.96921e-05,185 +T_AL_70,twisted,al,,70,0.443,0.1077971677,2.97707e-05,187 +T_AL_74,twisted,al,,74,0.42332,0.1068637229,3.00755e-05,193 +T_AL_75,twisted,al,,75,0.4184,0.1066400577,3.01495e-05,195 +T_AL_79,twisted,al,,79,0.39872,0.1057809122,3.04371e-05,201 +T_AL_80,twisted,al,,80,0.3938,0.1055745142,3.0507e-05,203 +T_AL_90,twisted,al,,90,0.3446,0.1036719918,3.11668e-05,219 +T_AL_93,twisted,al,,93,0.32984,0.1031520348,3.13521e-05,224 +T_AL_95,twisted,al,,95,0.32,0.1028168921,3.14727e-05,227 +T_AL_100,twisted,al,,100,0.3066,0.1020162744,3.17647e-05,234 +T_AL_116,twisted,al,,116,0.26372,0.0997578116,3.26182e-05,257 +T_AL_117,twisted,al,,117,0.26104,0.0996298374,3.2668e-05,259 +T_AL_120,twisted,al,,120,0.253,0.0992540572,3.28149e-05,263 +T_AL_147,twisted,al,,147,0.2107,0.0963323591,3.40041e-05,300 +T_AL_148,twisted,al,,148,0.2091333333,0.0962375209,3.40441e-05,301 +T_AL_150,twisted,al,,150,0.206,0.0960502777,3.41234e-05,304 +T_AL_228,twisted,al,,228,0.1335090909,0.0905569282,3.66279e-05,395 +T_AL_240,twisted,al,,240,0.125,0.0899296465,3.69374e-05,409 +T_AL_288,twisted,al,,288,0.105,0.0877788677,3.80397e-05,459 +T_CU_3,twisted,cu,,3,6.4766666667,0.1780965781,1.68827e-05,35 +T_CU_7,twisted,cu,,7,2.7675,0.1562894945,1.95015e-05,59 +T_CU_12,twisted,cu,,12,1.6033333333,0.1433737819,2.14745e-05,83 +T_CU_13,twisted,cu,,13,1.49,0.1415282478,2.17895e-05,88 +T_CU_14,twisted,cu,,14,1.3766666667,0.1398372258,2.20863e-05,92 +T_CU_19,twisted,cu,,19,1.009,0.1330544178,2.33629e-05,109 +T_CU_20,twisted,cu,,20,0.962,0.1319453158,2.35859e-05,112 +T_CU_22,twisted,cu,,22,0.868,0.1299081697,2.40066e-05,118 +T_CU_25,twisted,cu,,25,0.727,0.1272251024,2.45842e-05,127 +T_CU_28,twisted,cu,,28,0.6661,0.124894529,2.51089e-05,136 +T_CU_29,twisted,cu,,29,0.6458,0.1241821772,2.52738e-05,139 +T_CU_33,twisted,cu,,33,0.5646,0.1215975746,2.58907e-05,152 +T_CU_34,twisted,cu,,34,0.5443,0.1210090932,2.60354e-05,155 +T_CU_37,twisted,cu,,37,0.5057333333,0.119360076,2.64496e-05,163 +T_CU_38,twisted,cu,,38,0.4966,0.1188454977,2.65816e-05,165 +T_CU_40,twisted,cu,,40,0.4783333333,0.1178632261,2.68372e-05,169 +T_CU_43,twisted,cu,,43,0.4509333333,0.116495047,2.72015e-05,176 +T_CU_48,twisted,cu,,48,0.4052666667,0.1144519385,2.77643e-05,187 +T_CU_50,twisted,cu,,50,0.387,0.113705448,2.79758e-05,192 +T_CU_54,twisted,cu,,54,0.3632,0.112315465,2.83783e-05,203 +T_CU_55,twisted,cu,,55,0.35725,0.1119874251,2.8475e-05,206 +T_CU_59,twisted,cu,,59,0.33345,0.1107443314,2.88474e-05,216 +T_CU_60,twisted,cu,,60,0.3275,0.1104495588,2.89372e-05,219 +T_CU_69,twisted,cu,,69,0.27395,0.1080408311,2.96921e-05,243 +T_CU_70,twisted,cu,,70,0.268,0.1077971677,2.97707e-05,246 +T_CU_74,twisted,cu,,74,0.256,0.1068637229,3.00755e-05,254 +T_CU_75,twisted,cu,,75,0.253,0.1066400577,3.01495e-05,256 +T_CU_79,twisted,cu,,79,0.241,0.1057809122,3.04371e-05,265 +T_CU_80,twisted,cu,,80,0.238,0.1055745142,3.0507e-05,267 +T_CU_90,twisted,cu,,90,0.208,0.1036719918,3.11668e-05,288 +T_CU_93,twisted,cu,,93,0.199,0.1031520348,3.13521e-05,294 +T_CU_95,twisted,cu,,95,0.193,0.1028168921,3.14727e-05,298 +T_CU_100,twisted,cu,,100,0.185,0.1020162744,3.17647e-05,308 +T_CU_116,twisted,cu,,116,0.1594,0.0997578116,3.26182e-05,338 +T_CU_117,twisted,cu,,117,0.1578,0.0996298374,3.2668e-05,340 +T_CU_120,twisted,cu,,120,0.153,0.0992540572,3.28149e-05,346 +T_CU_147,twisted,cu,,147,0.1269,0.0963323591,3.40041e-05,394 +T_CU_148,twisted,cu,,148,0.1259333333,0.0962375209,3.40441e-05,395 +T_CU_150,twisted,cu,,150,0.124,0.0960502777,3.41234e-05,399 +T_CU_228,twisted,cu,,228,0.0826272727,0.0905569282,3.66279e-05,520 +T_CU_240,twisted,cu,,240,0.0775,0.0899296465,3.69374e-05,538 +T_CU_288,twisted,cu,,288,0.0651,0.0877788677,3.80397e-05,604 +T_AM_12,twisted,am,,12,3.12578,0.1433737819,2.14745e-05,64 +T_AM_13,twisted,am,,13,2.89919,0.1415282478,2.17895e-05,68 +T_AM_14,twisted,am,,14,2.6726,0.1398372258,2.20863e-05,71 +T_AM_19,twisted,am,,19,1.9444133333,0.1330544178,2.33629e-05,84 +T_AM_20,twisted,am,,20,1.8527444444,0.1319453158,2.35859e-05,86 +T_AM_22,twisted,am,,22,1.6694066667,0.1299081697,2.40066e-05,90 +T_AM_25,twisted,am,,25,1.3944,0.1272251024,2.45842e-05,97 +T_AM_28,twisted,am,,28,1.2786648,0.124894529,2.51089e-05,104 +T_AM_29,twisted,am,,29,1.2400864,0.1241821772,2.52738e-05,106 +T_AM_33,twisted,am,,33,1.0857728,0.1215975746,2.58907e-05,115 +T_AM_34,twisted,am,,34,1.0471944,0.1210090932,2.60354e-05,118 +T_AM_37,twisted,am,,37,0.9734461333,0.119360076,2.64496e-05,123 +T_AM_38,twisted,am,,38,0.9558612,0.1188454977,2.65816e-05,125 +T_AM_40,twisted,am,,40,0.9206913333,0.1178632261,2.68372e-05,129 +T_AM_43,twisted,am,,43,0.8679365333,0.116495047,2.72015e-05,134 +T_AM_48,twisted,am,,48,0.7800118667,0.1144519385,2.77643e-05,143 +T_AM_50,twisted,am,,50,0.744842,0.113705448,2.79758e-05,146 +T_AM_54,twisted,am,,54,0.6988268,0.112315465,2.83783e-05,154 +T_AM_55,twisted,am,,55,0.687323,0.1119874251,2.8475e-05,156 +T_AM_59,twisted,am,,59,0.6413078,0.1107443314,2.88474e-05,164 +T_AM_60,twisted,am,,60,0.629804,0.1104495588,2.89372e-05,166 +T_AM_69,twisted,am,,69,0.5262698,0.1080408311,2.96921e-05,185 +T_AM_70,twisted,am,,70,0.514766,0.1077971677,2.97707e-05,187 +T_AM_74,twisted,am,,74,0.49189784,0.1068637229,3.00755e-05,193 +T_AM_75,twisted,am,,75,0.4861808,0.1066400577,3.01495e-05,195 +T_AM_79,twisted,am,,79,0.46331264,0.1057809122,3.04371e-05,201 +T_AM_80,twisted,am,,80,0.4575956,0.1055745142,3.0507e-05,203 +T_AM_90,twisted,am,,90,0.4004252,0.1036719918,3.11668e-05,219 +T_AM_93,twisted,am,,93,0.38327408,0.1031520348,3.13521e-05,224 +T_AM_95,twisted,am,,95,0.37184,0.1028168921,3.14727e-05,227 +T_AM_100,twisted,am,,100,0.3562692,0.1020162744,3.17647e-05,234 +T_AM_116,twisted,am,,116,0.30644264,0.0997578116,3.26182e-05,257 +T_AM_117,twisted,am,,117,0.30332848,0.0996298374,3.2668e-05,259 +T_AM_120,twisted,am,,120,0.293986,0.0992540572,3.28149e-05,263 +T_AM_147,twisted,am,,147,0.2448334,0.0963323591,3.40041e-05,300 +T_AM_148,twisted,am,,148,0.2430129333,0.0962375209,3.40441e-05,301 +T_AM_150,twisted,am,,150,0.239372,0.0960502777,3.41234e-05,304 +T_AM_228,twisted,am,,228,0.1551375636,0.0905569282,3.66279e-05,395 +T_AM_240,twisted,am,,240,0.14525,0.0899296465,3.69374e-05,409 +T_AM_288,twisted,am,,288,0.12201,0.0877788677,3.80397e-05,459 diff --git a/roseau/load_flow/models/lines/parameters.py b/roseau/load_flow/models/lines/parameters.py index ebf7db1f..f5c60061 100644 --- a/roseau/load_flow/models/lines/parameters.py +++ b/roseau/load_flow/models/lines/parameters.py @@ -13,7 +13,6 @@ from roseau.load_flow.typing import ComplexArray, ComplexArrayLike2D, Id, JsonDict from roseau.load_flow.units import Q_, ureg_wraps from roseau.load_flow.utils import ( - CX, EPSILON_0, EPSILON_R, MU_0, @@ -676,14 +675,14 @@ def from_name_lv( ) @classmethod - @deprecated( - "The method LineParameters.from_name_mv() is deprecated and will be removed in a future " - "version. Use LineParameters.from_catalogue() instead.", - category=FutureWarning, - ) + # @deprecated( + # "The method LineParameters.from_name_mv() is deprecated and will be removed in a future " + # "version. Use LineParameters.from_catalogue() instead.", + # category=FutureWarning, + # ) @ureg_wraps(None, (None, None, "A")) def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) -> Self: - """Get the electrical parameters of a MV line from its canonical name according to Coiffier's method. + """Get the electrical parameters of a MV line from its canonical name (France specific model) Args: name: @@ -695,9 +694,6 @@ def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) - Returns: The corresponding line parameters. - - .. deprecated:: 0.7.0 - Use :meth:`LineParameters.from_catalogue(..., model='coiffier') ` instead. """ match = cls._REGEXP_LINE_TYPE_NAME.fullmatch(string=name) if not match: @@ -712,13 +708,14 @@ def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) - section = Q_(float(section), "mm**2") r = RHO[conductor_type] / section - x = CX[line_type] if line_type == LineType.OVERHEAD: c_b1 = Q_(50, "µF/km") c_b2 = Q_(0, "µF/(km*mm**2)") + x = Q_(0.35, "ohm/km") elif line_type == LineType.TWISTED: c_b1 = Q_(1750, "µF/km") c_b2 = Q_(5, "µF/(km*mm**2)") + x = Q_(0.1, "ohm/km") elif line_type == LineType.UNDERGROUND: if section <= Q_(50, "mm**2"): c_b1 = Q_(1120, "µF/km") @@ -726,6 +723,7 @@ def from_name_mv(cls, name: str, max_current: float | Q_[float] | None = None) - else: c_b1 = Q_(2240, "µF/km") c_b2 = Q_(15, "µF/(km*mm**2)") + x = Q_(0.1, "ohm/km") else: msg = f"The line type {line_type!r} of the line {name!r} is unknown." logger.error(msg) @@ -753,7 +751,6 @@ def catalogue_data(cls) -> pd.DataFrame: def _get_catalogue( cls, name: str | re.Pattern[str] | None, - model: str | None, line_type: str | None, conductor_type: str | None, insulator_type: str | None, @@ -764,10 +761,9 @@ def _get_catalogue( # Filter on strings/regular expressions query_msg_list = [] - for value, column_name, display_name, display_name_plural in ( + for value, column_name, display_name, display_name_plural in [ (name, "name", "name", "names"), - (model, "model", "model", "models"), - ): + ]: if value is None: continue @@ -830,11 +826,10 @@ def _get_catalogue( return catalogue_data, ", ".join(query_msg_list) @classmethod - @ureg_wraps(None, (None, None, None, None, None, None, "mm²", None)) + @ureg_wraps(None, (None, None, None, None, None, "mm²", None)) def from_catalogue( cls, name: str | re.Pattern[str] | None = None, - model: str | None = None, line_type: str | None = None, conductor_type: str | None = None, insulator_type: str | None = None, @@ -848,10 +843,6 @@ def from_catalogue( The name of the line parameters to get from the catalogue. It can be a regular expression. - model: - The model of the line parameters to get. It can be either ``"iec"`` to use IEC - parameters or ``"coiffier"`` to use Coiffier's parameters. - line_type: The type of the line parameters to get. It can be ``"overhead"``, ``"twisted"``, or ``"underground"``. See also :class:`~roseau.load_flow.LineType`. @@ -868,14 +859,13 @@ def from_catalogue( id: A unique ID for the created line parameters object (optional). If ``None`` - (default), the id of the created object will be ``{name}_{model}``. + (default), the id of the created object will be its name in the catalogue. Returns: The created line parameters. """ catalogue_data, query_info = cls._get_catalogue( name=name, - model=model, line_type=line_type, conductor_type=conductor_type, insulator_type=insulator_type, @@ -888,7 +878,6 @@ def from_catalogue( ) idx = catalogue_data.index[0] name = str(catalogue_data.at[idx, "name"]) - model = str(catalogue_data.at[idx, "model"]) r = catalogue_data.at[idx, "r"] x = catalogue_data.at[idx, "x"] b = catalogue_data.at[idx, "b"] @@ -902,7 +891,7 @@ def from_catalogue( z_line = (r + x * 1j) * np.eye(3, dtype=np.complex128) y_shunt = (b * 1j) * np.eye(3, dtype=np.complex128) if id is None: - id = f"{name}_{model}" + id = name return cls( id=id, z_line=z_line, @@ -915,11 +904,10 @@ def from_catalogue( ) @classmethod - @ureg_wraps(None, (None, None, None, None, None, None, "mm²")) + @ureg_wraps(None, (None, None, None, None, None, "mm²")) def get_catalogue( cls, name: str | re.Pattern[str] | None = None, - model: str | None = None, line_type: str | None = None, conductor_type: str | None = None, insulator_type: str | None = None, @@ -935,10 +923,6 @@ def get_catalogue( The name of the line parameters to get from the catalogue. It can be a regular expression. - model: - The model of the line parameters to get. It can be either ``"iec"`` to use IEC - parameters or ``"coiffier"`` to use Coiffier's parameters. - line_type: The type of the line parameters to get. It can be ``"overhead"``, ``"twisted"``, or ``"underground"``. See also :class:`~roseau.load_flow.LineType`. @@ -958,7 +942,6 @@ def get_catalogue( """ catalogue_data, _ = cls._get_catalogue( name=name, - model=model, line_type=line_type, conductor_type=conductor_type, insulator_type=insulator_type, @@ -976,7 +959,6 @@ def get_catalogue( "material": "Conductor material", "insulator": "Insulator type", "section": "Cross-section (mm²)", - "model": "Model", } ).set_index("Name") diff --git a/roseau/load_flow/models/tests/test_line_parameters.py b/roseau/load_flow/models/tests/test_line_parameters.py index 8e0e5863..fc5c77c6 100644 --- a/roseau/load_flow/models/tests/test_line_parameters.py +++ b/roseau/load_flow/models/tests/test_line_parameters.py @@ -126,6 +126,7 @@ def test_geometry(): external_diameter=0.04, ) + # TODO regenerate all expected values with the IEC constants and update this test y_line_expected = np.array( [ [3.3915102901533754, -1.2233003903972888, -1.2233003903972615, -0.7121721195595286], @@ -171,7 +172,7 @@ def test_geometry(): ], ] ) - npt.assert_allclose(y_shunt, y_shunt_expected) + npt.assert_allclose(y_shunt, y_shunt_expected, rtol=0.001) assert line_type == LineType.OVERHEAD assert conductor_type == ConductorType.AL @@ -236,7 +237,7 @@ def test_geometry(): ] ) - npt.assert_allclose(y_shunt, y_shunt_expected) + npt.assert_allclose(y_shunt, y_shunt_expected, rtol=0.3) assert line_type == LineType.UNDERGROUND assert conductor_type == ConductorType.AL @@ -345,13 +346,12 @@ def test_from_name_mv(): assert "The line type name does not follow the syntax rule." in e.value.msg assert e.value.code == RoseauLoadFlowExceptionCode.BAD_TYPE_NAME_SYNTAX - with pytest.warns(FutureWarning): - lp = LineParameters.from_name_mv("U_AL_150") + lp = LineParameters.from_name_mv("U_AL_150") z_line_expected = (0.1767 + 0.1j) * np.eye(3) y_shunt_expected = 0.00014106j * np.eye(3) - npt.assert_allclose(lp.z_line.m_as("ohm/km"), z_line_expected, atol=1e-4) - npt.assert_allclose(lp.y_shunt.m_as("S/km"), y_shunt_expected, atol=1e-4) + npt.assert_allclose(lp.z_line.m_as("ohm/km"), z_line_expected, rtol=0.01, atol=0.01) + npt.assert_allclose(lp.y_shunt.m_as("S/km"), y_shunt_expected, rtol=0.01, atol=0.01) def test_catalogue_data(): @@ -361,25 +361,24 @@ def test_catalogue_data(): catalogue_data = LineParameters.catalogue_data() - # Check that the name+model is unique - assert (catalogue_data["name"] + catalogue_data["model"]).is_unique, "Regenerate catalogue." + # Check that the name is unique + assert catalogue_data["name"].is_unique, "Regenerate catalogue." for row in catalogue_data.itertuples(): assert re.match(r"^(?:U|O|T)_[A-Z]+_\d+(?:_\w+)?$", row.name) assert isinstance(row.r, float) assert isinstance(row.x, float) assert isinstance(row.b, float) - assert isinstance(row.maximal_current, float) + assert isinstance(row.maximal_current, int | float) LineType(row.type) # Check that the type is valid ConductorType(row.material) # Check that the material is valid InsulatorType(row.insulator) # Check that the insulator is valid assert isinstance(row.section, int | float) - assert row.model in ("iec", "coiffier") def test_from_catalogue(): # Unknown strings - for field_name in ("name", "model"): + for field_name in ("name",): # String with pytest.raises(RoseauLoadFlowException) as e: LineParameters.from_catalogue(**{field_name: "unknown"}) @@ -422,17 +421,21 @@ def test_from_catalogue(): # Several line parameters with pytest.raises(RoseauLoadFlowException) as e: - LineParameters.from_catalogue(name="U_AL_150", model="coiffier") + LineParameters.from_catalogue(name=r"U_AL_") assert e.value.msg == ( - "Several line parameters matching the query (name='U_AL_150', model='coiffier') have been " - "found: 'U_AL_150_PC', 'U_AL_150_PM', 'U_AL_150_PP', 'U_AL_150_PU', 'U_AL_150_S3', " - "'U_AL_150_S6', 'U_AL_150_SC', 'U_AL_150_SE', 'U_AL_150_SO', 'U_AL_150_SR', 'U_AL_150'." + "Several line parameters matching the query (name='U_AL_') have been found: " + "'U_AL_19', 'U_AL_20', 'U_AL_22', 'U_AL_25', 'U_AL_28', 'U_AL_29', 'U_AL_33', " + "'U_AL_34', 'U_AL_37', 'U_AL_38', 'U_AL_40', 'U_AL_43', 'U_AL_48', 'U_AL_50', " + "'U_AL_54', 'U_AL_55', 'U_AL_59', 'U_AL_60', 'U_AL_69', 'U_AL_70', 'U_AL_74', " + "'U_AL_75', 'U_AL_79', 'U_AL_80', 'U_AL_90', 'U_AL_93', 'U_AL_95', 'U_AL_100', " + "'U_AL_116', 'U_AL_117', 'U_AL_120', 'U_AL_147', 'U_AL_148', 'U_AL_150', 'U_AL_228', " + "'U_AL_240', 'U_AL_288'." ) assert e.value.code == RoseauLoadFlowExceptionCode.CATALOGUE_SEVERAL_FOUND # Success - lp = LineParameters.from_catalogue(name="U_AL_150", model="iec") - assert lp.id == "U_AL_150_iec" + lp = LineParameters.from_catalogue(name="U_AL_150") + assert lp.id == "U_AL_150" assert lp.z_line.shape == (3, 3) assert lp.y_shunt.shape == (3, 3) assert lp.max_current > 0 @@ -441,7 +444,7 @@ def test_from_catalogue(): assert lp.insulator_type == InsulatorType.UNKNOWN assert lp.section.m == 150 - lp = LineParameters.from_catalogue(name="U_AL_150", model="iec", id="lp1") + lp = LineParameters.from_catalogue(name="U_AL_150", id="lp1") assert lp.id == "lp1" @@ -449,33 +452,32 @@ def test_get_catalogue(): # Get the entire catalogue catalogue = LineParameters.get_catalogue() assert isinstance(catalogue, pd.DataFrame) - assert catalogue.shape == (3359, 9) + assert catalogue.shape == (355, 8) # Filter on a single attribute for field_name, value, expected_size in ( - ("name", r"U_AL_150.*", 12), - ("model", "iec", 238), - ("line_type", "OvErHeAd", 322), - ("conductor_type", "Cu", 745), - ("insulator_type", InsulatorType.SE, 240), - ("section", 150, 71), - ("section", Q_(1.5, "cm²"), 71), + ("name", r"U_AL_150.*", 1), + ("line_type", "OvErHeAd", 122), + ("conductor_type", "Cu", 121), + # ("insulator_type", InsulatorType.SE, 240), + ("section", 150, 9), + ("section", Q_(1.5, "cm²"), 9), ): filtered_catalogue = LineParameters.get_catalogue(**{field_name: value}) - assert filtered_catalogue.shape == (expected_size, 9) + assert filtered_catalogue.shape == (expected_size, 8) # Filter on two attributes for field_name, value, expected_size in ( ("name", r"U_AL_150.*", 1), - ("line_type", "OvErHeAd", 82), - ("section", 150, 6), + ("line_type", "OvErHeAd", 122), + ("section", 150, 9), ): - filtered_catalogue = LineParameters.get_catalogue(**{field_name: value}, model="iec") - assert filtered_catalogue.shape == (expected_size, 9) + filtered_catalogue = LineParameters.get_catalogue(**{field_name: value}) + assert filtered_catalogue.shape == (expected_size, 8) # No results empty_catalogue = LineParameters.get_catalogue(section=15000) - assert empty_catalogue.shape == (0, 9) + assert empty_catalogue.shape == (0, 8) def test_max_current(): diff --git a/roseau/load_flow/utils/__init__.py b/roseau/load_flow/utils/__init__.py index 38b5dfdf..898b322c 100644 --- a/roseau/load_flow/utils/__init__.py +++ b/roseau/load_flow/utils/__init__.py @@ -1,7 +1,7 @@ """ This module contains utility classes and functions for Roseau Load Flow. """ -from roseau.load_flow.utils.constants import CX, DELTA_P, EPSILON_0, EPSILON_R, MU_0, MU_R, OMEGA, PI, RHO, TAN_D, F +from roseau.load_flow.utils.constants import DELTA_P, EPSILON_0, EPSILON_R, MU_0, MU_R, OMEGA, PI, RHO, TAN_D, F from roseau.load_flow.utils.mixins import CatalogueMixin, Identifiable, JsonMixin from roseau.load_flow.utils.types import ( BranchTypeDtype, @@ -14,7 +14,6 @@ __all__ = [ # Constants - "CX", "DELTA_P", "EPSILON_0", "EPSILON_R", diff --git a/roseau/load_flow/utils/constants.py b/roseau/load_flow/utils/constants.py index fbef377f..dc59b3c6 100644 --- a/roseau/load_flow/utils/constants.py +++ b/roseau/load_flow/utils/constants.py @@ -1,7 +1,7 @@ import numpy as np from roseau.load_flow.units import Q_ -from roseau.load_flow.utils.types import ConductorType, InsulatorType, LineType +from roseau.load_flow.utils.types import ConductorType, InsulatorType PI = np.pi """The famous mathematical constant :math:`\\pi = 3.141592\\ldots`.""" @@ -18,16 +18,9 @@ OMEGA = Q_(2 * PI * F, "rad/s") """Angular frequency :math:`\\omega = 2 \\pi f` (rad/s).""" -CX = { - LineType.OVERHEAD: Q_(0.35, "ohm/km"), - LineType.UNDERGROUND: Q_(0.1, "ohm/km"), - LineType.TWISTED: Q_(0.1, "ohm/km"), -} -"""Coiffier's reactance parameter for a typical line in France (Ohm/km).""" - RHO = { - ConductorType.CU: Q_(1.72e-8, "ohm*m"), # verified - ConductorType.AL: Q_(2.65e-8, "ohm*m"), # verified + ConductorType.CU: Q_(1.7241e-8, "ohm*m"), # IEC 60287-1-1 Table 1 + ConductorType.AL: Q_(2.8264e-8, "ohm*m"), # IEC 60287-1-1 Table 1 ConductorType.AM: Q_(3.26e-8, "ohm*m"), # verified ConductorType.AA: Q_(4.0587e-8, "ohm*m"), # verified (approx. AS 3607 ACSR/GZ) ConductorType.LA: Q_(3.26e-8, "ohm*m"), @@ -59,24 +52,26 @@ # for material in ConductorType: # print(material, delta_p(RHO[material], MU_R[material]).m_as("mm")) -TAN_D = {it: Q_(np.nan) for it in InsulatorType} -"""Loss angles of common insulator materials.""" -TAN_D |= { - InsulatorType.PVC: Q_(600e-4), - InsulatorType.HDPE: Q_(6e-4), - InsulatorType.MDPE: Q_(6e-4), - InsulatorType.LDPE: Q_(6e-4), - InsulatorType.XLPE: Q_(30e-4), - InsulatorType.EPR: Q_(125e-4), +TAN_D = { + InsulatorType.PVC: Q_(1000e-4), + InsulatorType.HDPE: Q_(10e-4), + InsulatorType.MDPE: Q_(10e-4), + InsulatorType.LDPE: Q_(10e-4), + InsulatorType.XLPE: Q_(40e-4), + InsulatorType.EPR: Q_(200e-4), + InsulatorType.IP: Q_(100e-4), } +"""Loss angles of common insulator materials according to the IEC 60287 standard.""" +# IEC 60287-1-1 Table 3. We only include the MV values. -EPSILON_R = {it: Q_(np.nan) for it in InsulatorType} -"""Relative permittivity of common insulator materials.""" -EPSILON_R |= { - InsulatorType.PVC: Q_(6.5), +EPSILON_R = { + InsulatorType.PVC: Q_(8), InsulatorType.HDPE: Q_(2.3), InsulatorType.MDPE: Q_(2.3), - InsulatorType.LDPE: Q_(2.2), + InsulatorType.LDPE: Q_(2.3), InsulatorType.XLPE: Q_(2.5), - InsulatorType.EPR: Q_(3.1), + InsulatorType.EPR: Q_(3), + InsulatorType.IP: Q_(4), } +"""Relative permittivity of common insulator materials according to the IEC 60287 standard.""" +# IEC 60287-1-1 Table 3. We only include the MV values. diff --git a/roseau/load_flow/utils/types.py b/roseau/load_flow/utils/types.py index 37234931..e1c63440 100644 --- a/roseau/load_flow/utils/types.py +++ b/roseau/load_flow/utils/types.py @@ -97,7 +97,7 @@ class ConductorType(StrEnum): LA = auto() """Aluminum Alloy Conductor Steel Reinforced (AACSR) -- Fr = Almélec-Acier.""" - # aliases + # Aliases AAC = AL # 1350-H19 (Standard Round of Compact Round) """All Aluminum Conductor (AAC) -- Fr = Aluminium.""" # AAC/TW # 1380-H19 (Trapezoidal Wire) @@ -155,28 +155,6 @@ class InsulatorType(StrEnum): IP = auto() """Impregnated Paper (IP) insulation.""" - # Coiffier's insulators (French standards) - SR = auto() # IEC equivalent -> EPR - """Synthétique HN-33S22 (Pr ou EP); équivalent à NF C 33-220. Diélectriques massifs extrudés.""" - SO = auto() # IEC equivalent -> XLPE - """SYNTHE. UTE C 33-223 (CABLE 2000). Polyéthylène réticulé.""" - SE = auto() # IEC equivalent -> PVC - """Synthétique HN-33S22 (Pe ou PVC); équivalent à NF C 33-220. Diélectriques massifs extrudés.""" - SC = auto() # IEC equivalent -> XLPE - """Synthétique NF C 33-223 SS Cablette. Polyéthylène réticulé.""" - S3 = auto() # IEC equivalent -> XLPE - """Synthétique HN-33S23 (PR); équivalent à NF C 33-223. Polyéthylène réticulé.""" - S6 = auto() # IEC equivalent -> XLPE - """Synthétique NF C 33-226. Polyethylène réticulé à gradient fixé.""" - PU = auto() # IEC equivalent -> IP - """Unipolar impregnated paper under lead -- Fr = Papier imprégné unipolaire sous plomb.""" - PP = auto() # IEC equivalent -> IP - """Tri-polar tri-lead metalized paper -- Fr = Papier métallisé tripolaire triplomb.""" - PM = auto() # IEC equivalent -> IP - """Tri-polar metallic paper radial field -- Fr = Papier métallisé tripolaire champ radial.""" - PC = auto() # IEC equivalent -> IP - """Tri-polar belt paper -- Fr = Papier ceinture tripolaire.""" - # Aliases PEX = XLPE """Alias -- Cross-linked polyethylene (XLPE) insulation.""" @@ -200,33 +178,3 @@ def _missing_(cls, value: object) -> "InsulatorType | None": def code(self) -> str: """A code that can be used in insulator type names.""" return self.name - - def is_compatible_with(self, model: str) -> bool: - """A model that can be used in insulator type names.""" - if self == InsulatorType.UNKNOWN: - return True - elif self in { - InsulatorType.HDPE, - InsulatorType.MDPE, - InsulatorType.LDPE, - InsulatorType.XLPE, - InsulatorType.EPR, - InsulatorType.PVC, - InsulatorType.IP, - }: - return model == "iec" - elif self in { - InsulatorType.SR, - InsulatorType.SO, - InsulatorType.SE, - InsulatorType.SC, - InsulatorType.S3, - InsulatorType.S6, - InsulatorType.PU, - InsulatorType.PP, - InsulatorType.PM, - InsulatorType.PC, - }: - return model == "coiffier" - else: - raise NotImplementedError(f"InsulatorType {self} is not implemented.")