How to extract patristic distances from dendropy phylogenetic_distance

How to extract patristic distances from dendropy phylogenetic_distance_matrix

I have created a cophenetic distance matrix in dendropy using:

from dendropy.simulate import treesim

tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()

However, having read the documentation and trying many things I cannot extract the actual matrix in a usable manner from the object "pdm"

NB there is a method as_data_table with this class that I am also unable to fathom

asked Nov 28 '18 at 15:25

user3329732

405

add a comment |

I have created a cophenetic distance matrix in dendropy using:

from dendropy.simulate import treesim

tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()

However, having read the documentation and trying many things I cannot extract the actual matrix in a usable manner from the object "pdm"

NB there is a method as_data_table with this class that I am also unable to fathom

asked Nov 28 '18 at 15:25

user3329732

405

add a comment |

I have created a cophenetic distance matrix in dendropy using:

from dendropy.simulate import treesim

tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()

However, having read the documentation and trying many things I cannot extract the actual matrix in a usable manner from the object "pdm"

NB there is a method as_data_table with this class that I am also unable to fathom

asked Nov 28 '18 at 15:25

user3329732

405

I have created a cophenetic distance matrix in dendropy using:

from dendropy.simulate import treesim

tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()

However, having read the documentation and trying many things I cannot extract the actual matrix in a usable manner from the object "pdm"

NB there is a method as_data_table with this class that I am also unable to fathom

python dendropy

asked Nov 28 '18 at 15:25

user3329732

405

asked Nov 28 '18 at 15:25

user3329732

405

asked Nov 28 '18 at 15:25

user3329732

405

asked Nov 28 '18 at 15:25

user3329732

405

asked Nov 28 '18 at 15:25

user3329732

405

add a comment |

1 Answer
1

active

oldest

votes

as_data_table() returns an object of type dendropy.utility.container.DataTable. This DataTable is a custom container class, which implements lots of useful methods you can use to get at your data. You can read the source here to understand it:

https://dendropy.org/_modules/dendropy/utility/container.html

You can very quickly see the data in a format you can understand by looking at its _data variable:

from dendropy.simulate import treesim

import pprint





tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()



pp = pprint.PrettyPrinter(depth=2)

pp.pprint(pdm.as_data_table()._data)

Outputs:

{'T1': {'T1': 0.0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T10': {'T1': 1.832709865628535,

         'T10': 0.0,

         'T2': 2.2418431376329204,

         'T3': 1.832709865628535,

         'T4': 0.8434862029618123,

         'T5': 1.215095937098336,

         'T6': 1.832709865628535,

         'T7': 1.832709865628535,

         'T8': 1.832709865628535,

         'T9': 1.832709865628535},

 'T2': {'T1': 2.2418431376329204,

        'T10': 2.2418431376329204,

        'T2': 0.0,

        'T3': 2.2418431376329204,

        'T4': 2.2418431376329204,

        'T5': 2.2418431376329204,

        'T6': 2.2418431376329204,

        'T7': 2.2418431376329204,

        'T8': 2.2418431376329204,

        'T9': 2.2418431376329204},

 'T3': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 0.0,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 1.4811625503429378},

 'T4': {'T1': 1.832709865628535,

        'T10': 0.8434862029618123,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 0.0,

        'T5': 1.215095937098336,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T5': {'T1': 1.832709865628535,

        'T10': 1.215095937098336,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 1.215095937098336,

        'T5': 0.0,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T6': {'T1': 0.5848837844916799,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.0,

        'T7': 0.5848837844916799,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T7': {'T1': 0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0.0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T8': {'T1': 1.6307174196094565,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.6307174196094565,

        'T7': 1.6307174196094565,

        'T8': 0.0,

        'T9': 1.8146189808922477},

 'T9': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.4811625503429378,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 0.0}}

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

add a comment |

Your Answer

StackExchange.ifUsing("editor", function () {
StackExchange.using("externalEditor", function () {
StackExchange.using("snippets", function () {
StackExchange.snippets.init();
});
});
}, "code-snippets");

StackExchange.ready(function() {
var channelOptions = {
tags: "".split(" "),
id: "1"
};
initTagRenderer("".split(" "), "".split(" "), channelOptions);

StackExchange.using("externalEditor", function() {
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled) {
StackExchange.using("snippets", function() {
createEditor();
});
}
else {
createEditor();
}
});

function createEditor() {
StackExchange.prepareEditor({
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
bindNavPrevention: true,
postfix: "",
imageUploader: {
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
},
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
});

}
});

draft saved

draft discarded

Sign up or log in

StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});

Post as a guest

Name

Required, but never shown

StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53522836%2fhow-to-extract-patristic-distances-from-dendropy-phylogenetic-distance-matrix%23new-answer', 'question_page');
}
);

Post as a guest

Name

Required, but never shown

1 Answer
1

active

oldest

votes

1 Answer
1

active

oldest

votes

https://dendropy.org/_modules/dendropy/utility/container.html

You can very quickly see the data in a format you can understand by looking at its _data variable:

from dendropy.simulate import treesim

import pprint





tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()



pp = pprint.PrettyPrinter(depth=2)

pp.pprint(pdm.as_data_table()._data)

Outputs:

{'T1': {'T1': 0.0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T10': {'T1': 1.832709865628535,

         'T10': 0.0,

         'T2': 2.2418431376329204,

         'T3': 1.832709865628535,

         'T4': 0.8434862029618123,

         'T5': 1.215095937098336,

         'T6': 1.832709865628535,

         'T7': 1.832709865628535,

         'T8': 1.832709865628535,

         'T9': 1.832709865628535},

 'T2': {'T1': 2.2418431376329204,

        'T10': 2.2418431376329204,

        'T2': 0.0,

        'T3': 2.2418431376329204,

        'T4': 2.2418431376329204,

        'T5': 2.2418431376329204,

        'T6': 2.2418431376329204,

        'T7': 2.2418431376329204,

        'T8': 2.2418431376329204,

        'T9': 2.2418431376329204},

 'T3': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 0.0,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 1.4811625503429378},

 'T4': {'T1': 1.832709865628535,

        'T10': 0.8434862029618123,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 0.0,

        'T5': 1.215095937098336,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T5': {'T1': 1.832709865628535,

        'T10': 1.215095937098336,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 1.215095937098336,

        'T5': 0.0,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T6': {'T1': 0.5848837844916799,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.0,

        'T7': 0.5848837844916799,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T7': {'T1': 0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0.0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T8': {'T1': 1.6307174196094565,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.6307174196094565,

        'T7': 1.6307174196094565,

        'T8': 0.0,

        'T9': 1.8146189808922477},

 'T9': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.4811625503429378,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 0.0}}

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

add a comment |

https://dendropy.org/_modules/dendropy/utility/container.html

You can very quickly see the data in a format you can understand by looking at its _data variable:

from dendropy.simulate import treesim

import pprint





tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()



pp = pprint.PrettyPrinter(depth=2)

pp.pprint(pdm.as_data_table()._data)

Outputs:

{'T1': {'T1': 0.0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T10': {'T1': 1.832709865628535,

         'T10': 0.0,

         'T2': 2.2418431376329204,

         'T3': 1.832709865628535,

         'T4': 0.8434862029618123,

         'T5': 1.215095937098336,

         'T6': 1.832709865628535,

         'T7': 1.832709865628535,

         'T8': 1.832709865628535,

         'T9': 1.832709865628535},

 'T2': {'T1': 2.2418431376329204,

        'T10': 2.2418431376329204,

        'T2': 0.0,

        'T3': 2.2418431376329204,

        'T4': 2.2418431376329204,

        'T5': 2.2418431376329204,

        'T6': 2.2418431376329204,

        'T7': 2.2418431376329204,

        'T8': 2.2418431376329204,

        'T9': 2.2418431376329204},

 'T3': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 0.0,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 1.4811625503429378},

 'T4': {'T1': 1.832709865628535,

        'T10': 0.8434862029618123,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 0.0,

        'T5': 1.215095937098336,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T5': {'T1': 1.832709865628535,

        'T10': 1.215095937098336,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 1.215095937098336,

        'T5': 0.0,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T6': {'T1': 0.5848837844916799,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.0,

        'T7': 0.5848837844916799,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T7': {'T1': 0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0.0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T8': {'T1': 1.6307174196094565,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.6307174196094565,

        'T7': 1.6307174196094565,

        'T8': 0.0,

        'T9': 1.8146189808922477},

 'T9': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.4811625503429378,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 0.0}}

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

add a comment |

https://dendropy.org/_modules/dendropy/utility/container.html

You can very quickly see the data in a format you can understand by looking at its _data variable:

from dendropy.simulate import treesim

import pprint





tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()



pp = pprint.PrettyPrinter(depth=2)

pp.pprint(pdm.as_data_table()._data)

Outputs:

{'T1': {'T1': 0.0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T10': {'T1': 1.832709865628535,

         'T10': 0.0,

         'T2': 2.2418431376329204,

         'T3': 1.832709865628535,

         'T4': 0.8434862029618123,

         'T5': 1.215095937098336,

         'T6': 1.832709865628535,

         'T7': 1.832709865628535,

         'T8': 1.832709865628535,

         'T9': 1.832709865628535},

 'T2': {'T1': 2.2418431376329204,

        'T10': 2.2418431376329204,

        'T2': 0.0,

        'T3': 2.2418431376329204,

        'T4': 2.2418431376329204,

        'T5': 2.2418431376329204,

        'T6': 2.2418431376329204,

        'T7': 2.2418431376329204,

        'T8': 2.2418431376329204,

        'T9': 2.2418431376329204},

 'T3': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 0.0,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 1.4811625503429378},

 'T4': {'T1': 1.832709865628535,

        'T10': 0.8434862029618123,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 0.0,

        'T5': 1.215095937098336,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T5': {'T1': 1.832709865628535,

        'T10': 1.215095937098336,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 1.215095937098336,

        'T5': 0.0,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T6': {'T1': 0.5848837844916799,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.0,

        'T7': 0.5848837844916799,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T7': {'T1': 0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0.0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T8': {'T1': 1.6307174196094565,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.6307174196094565,

        'T7': 1.6307174196094565,

        'T8': 0.0,

        'T9': 1.8146189808922477},

 'T9': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.4811625503429378,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 0.0}}

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

https://dendropy.org/_modules/dendropy/utility/container.html

You can very quickly see the data in a format you can understand by looking at its _data variable:

from dendropy.simulate import treesim

import pprint





tree = treesim.birth_death_tree(birth_rate=1.0, death_rate=0.5, ntax=10)

pdm = tree.phylogenetic_distance_matrix()



pp = pprint.PrettyPrinter(depth=2)

pp.pprint(pdm.as_data_table()._data)

Outputs:

{'T1': {'T1': 0.0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T10': {'T1': 1.832709865628535,

         'T10': 0.0,

         'T2': 2.2418431376329204,

         'T3': 1.832709865628535,

         'T4': 0.8434862029618123,

         'T5': 1.215095937098336,

         'T6': 1.832709865628535,

         'T7': 1.832709865628535,

         'T8': 1.832709865628535,

         'T9': 1.832709865628535},

 'T2': {'T1': 2.2418431376329204,

        'T10': 2.2418431376329204,

        'T2': 0.0,

        'T3': 2.2418431376329204,

        'T4': 2.2418431376329204,

        'T5': 2.2418431376329204,

        'T6': 2.2418431376329204,

        'T7': 2.2418431376329204,

        'T8': 2.2418431376329204,

        'T9': 2.2418431376329204},

 'T3': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 0.0,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 1.4811625503429378},

 'T4': {'T1': 1.832709865628535,

        'T10': 0.8434862029618123,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 0.0,

        'T5': 1.215095937098336,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T5': {'T1': 1.832709865628535,

        'T10': 1.215095937098336,

        'T2': 2.2418431376329204,

        'T3': 1.832709865628535,

        'T4': 1.215095937098336,

        'T5': 0.0,

        'T6': 1.832709865628535,

        'T7': 1.832709865628535,

        'T8': 1.832709865628535,

        'T9': 1.832709865628535},

 'T6': {'T1': 0.5848837844916799,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.0,

        'T7': 0.5848837844916799,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T7': {'T1': 0,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 0.5848837844916799,

        'T7': 0.0,

        'T8': 1.6307174196094565,

        'T9': 1.8146189808922477},

 'T8': {'T1': 1.6307174196094565,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.8146189808922477,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.6307174196094565,

        'T7': 1.6307174196094565,

        'T8': 0.0,

        'T9': 1.8146189808922477},

 'T9': {'T1': 1.8146189808922477,

        'T10': 1.832709865628535,

        'T2': 2.2418431376329204,

        'T3': 1.4811625503429378,

        'T4': 1.832709865628535,

        'T5': 1.832709865628535,

        'T6': 1.8146189808922477,

        'T7': 1.8146189808922477,

        'T8': 1.8146189808922477,

        'T9': 0.0}}

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

answered Nov 28 '18 at 15:42

Rob Bricheno

2,450420

add a comment |

draft saved

draft discarded

Thanks for contributing an answer to Stack Overflow!

Please be sure to answer the question. Provide details and share your research!

But avoid …

Asking for help, clarification, or responding to other answers.

Making statements based on opinion; back them up with references or personal experience.

To learn more, see our tips on writing great answers.

draft saved

draft discarded

Sign up or log in

StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});

Post as a guest

Name

Required, but never shown

Post as a guest

Name

Required, but never shown

Sign up or log in

StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});

Post as a guest

Name

Required, but never shown

Sign up or log in

StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});

Post as a guest

Name

Required, but never shown

Sign up or log in

StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});

Post as a guest

Name

Required, but never shown

Name

Required, but never shown

Name

Required, but never shown

This page is only for reference, If you need detailed information, please check here

搜尋此網誌

Btukfyl