huwiki good faith (new merge)
ActivePublic
Actions

Authored by awight on Apr 3 2018, 7:17 PM.

Tags

None

Referenced Files

	F16634953: huwiki good faith (new merge)
	Apr 3 2018, 7:17 PM

Subscribers

None

	Model Information:
	- type: GradientBoosting
	- version: 0.4.0
	- params: {'max_leaf_nodes': None, 'loss': 'deviance', 'min_weight_fraction_leaf': 0.0, 'population_rates': None, 'scale': True, 'labels': [True, False], 'max_depth': 7, 'n_estimators': 700, 'center': True, 'max_features': 'log2', 'warm_start': False, 'subsample': 1.0, 'min_samples_leaf': 1, 'learning_rate': 0.1, 'presort': 'auto', 'label_weights': OrderedDict([(False, 10)]), 'verbose': 0, 'init': None, 'multilabel': False, 'min_samples_split': 2, 'random_state': None}
	Environment:
	- revscoring_version: '2.1.0'
	- platform: 'Linux-4.9.0-5-amd64-x86_64-with-debian-9.3'
	- machine: 'x86_64'
	- version: '#1 SMP Debian 4.9.65-3+deb9u2 (2018-01-04)'
	- system: 'Linux'
	- processor: ''
	- python_build: ('default', 'Jan 19 2017 14:11:04')
	- python_compiler: 'GCC 6.3.0 20170118'
	- python_branch: ''
	- python_implementation: 'CPython'
	- python_revision: ''
	- python_version: '3.5.3'
	- release: '4.9.0-5-amd64'

	Statistics:
	counts (n=37963):
	label n ~True ~False
	------- ----- --- ------- --------
	True 37652 --> 37619 33
	False 311 --> 248 63
	rates:
	True False
	---------- ------ -------
	sample 0.992 0.008
	population 0.992 0.008
	match_rate (micro=0.99, macro=0.5):
	False True
	------- ------
	0.002 0.998
	filter_rate (micro=0.01, macro=0.5):
	False True
	------- ------
	0.998 0.002
	recall (micro=0.993, macro=0.601):
	False True
	------- ------
	0.203 0.999
	!recall (micro=0.209, macro=0.601):
	False True
	------- ------
	0.999 0.203
	precision (micro=0.991, macro=0.819):
	False True
	------- ------
	0.645 0.994
	!precision (micro=0.647, macro=0.819):
	False True
	------- ------
	0.994 0.645
	f1 (micro=0.991, macro=0.652):
	False True
	------- ------
	0.308 0.996
	!f1 (micro=0.314, macro=0.652):
	False True
	------- ------
	0.996 0.308
	accuracy (micro=0.993, macro=0.993):
	False True
	------- ------
	0.993 0.993
	fpr (micro=0.791, macro=0.399):
	False True
	------- ------
	0.001 0.797
	roc_auc (micro=0.987, macro=0.9):
	False True
	------- ------
	0.812 0.988
	pr_auc (micro=0.992, macro=0.682):
	False True
	------- ------
	0.366 0.997

	- score_schema: {'properties': {'prediction': {'type': 'bool', 'description': 'The most likely label predicted by the estimator'}, 'probability': {'properties': {'true': 'number', 'false': 'number'}, 'type': 'object', 'description': 'A mapping of probabilities onto each of the potential output labels'}}, 'type': 'object', 'title': 'Scikit learn-based classifier score with probability'}

Event Timeline

awight created this paste.Apr 3 2018, 7:17 PM

huwiki good faith (new merge)ActivePublicActions

Event Timeline

huwiki good faith (new merge)
ActivePublic
Actions